from conf.default import get_cfg_defaults
from Noise2Model.trainer import get_trainer_class

!gpustat

Merlin                      Wed Aug 27 13:34:31 2025  576.02
[0] NVIDIA GeForce RTX 4090 | 42°C,   0 % |     0 / 24564 MB |
[1] NVIDIA GeForce RTX 4090 | 40°C,   0 % |     0 / 24564 MB |

from torch.cuda import is_available
print(is_available())

True

device = '1'

config = get_cfg_defaults()
config.merge_from_file('../conf/NMFlowGAN_NoiseModeler4.yaml')

# intialize trainer
trainer = get_trainer_class(config.BASE.trainer)(config)
trainer.set_device(device)
trainer.train()

Prepare training dataloader...

100%|██████████| 150/150 [01:02<00:00,  2.40it/s]

Done!
Prepare validation dataloader...

100%|██████████| 150/150 [01:00<00:00,  2.49it/s]

Done!
Start >>>
.BASE.model: nmflowgan
.BASE.trainer: NoiseFlowGANTrainer
.BASE.seed: 2016309
.BASE.resume: False
.BASE.pretrained: None
.MODEL.input_type: ['noisy', 'clean', 'kwargs']
.MODEL.test_input_type: ['noisy', 'clean', 'kwargs']
.MODEL.DNCNN.channels: 1
.MODEL.DNCNN.num_of_layers: 18
.MODEL.DNCNN.features: 64
.MODEL.UNET.in_channels: 1
.MODEL.UNET.n_classes: 1
.MODEL.UNET.depth: 5
.MODEL.UNET.wf: 6
.MODEL.UNET.padding: True
.MODEL.UNET.batch_norm: False
.MODEL.UNET.up_mode: upconv
.MODEL.UNET.residual: True
.MODEL.UNET.drop_p: 0.0
.MODEL.NMFLOWGAN_CRITIC.in_ch: 2
.MODEL.NMFLOWGAN_CRITIC.nc: 64
.MODEL.NMFLOWGAN_CRITIC.num_bits: 8
.MODEL.NMFLOW.in_ch: 1
.MODEL.NMFLOW.num_bits: 8
.MODEL.NMFLOW.pre_arch: UD
.MODEL.NMFLOW.arch: NE|SAL|SDL|CL2|SAL|SDL|CL2
.MODEL.NMFLOW.ch_exp_coef: 1
.MODEL.NMFLOW.width_exp_coef: 1.334
.MODEL.NMFLOW.conv_net_feats: 16
.MODEL.DNCNNFLOWGAN.pretrained_path: 
.MODEL.DNCNNFLOWGAN.num_bits: 0
.LOG.session_name: nmflowgan_test2
.LOG.interval_iter: 10
.DATA.train_dataset: SIDD_HDF
.DATA.validation_dataset: SIDD_HDF
.DATA.test_dataset: SIDD_HDF
.DATA.train_dataset_path: ../_data/HDF5_confocal_s96_o08/noise_gen/train
.DATA.validation_dataset_path: ../_data/HDF5_confocal_s96_o08/noise_gen/test
.DATA.test_dataset_path: ../_data/HDF5_confocal_s64_o08/noise_gen/test
.DATA.output_path: ../_saved_models
.DATA.threads: 0
.DATA.batch_size: 128
.DATA.TRAIN_DATALOADER.add_noise: None
.DATA.TRAIN_DATALOADER.crop_size: None
.DATA.TRAIN_DATALOADER.aug: ['hflip', 'rot']
.DATA.TRAIN_DATALOADER.n_repeat: 1
.DATA.TRAIN_DATALOADER.n_data: None
.DATA.TRAIN_DATALOADER.step: 1
.DATA.TRAIN_DATALOADER.scale: None
.DATA.TRAIN_DATALOADER.path: ../_data/HDF5_confocal_s96_o08/noise_gen/train
.DATA.VALIDATION_DATALOADER.add_noise: None
.DATA.VALIDATION_DATALOADER.crop_size: None
.DATA.VALIDATION_DATALOADER.aug: None
.DATA.VALIDATION_DATALOADER.n_repeat: 1
.DATA.VALIDATION_DATALOADER.n_data: None
.DATA.VALIDATION_DATALOADER.step: 100
.DATA.VALIDATION_DATALOADER.scale: None
.DATA.VALIDATION_DATALOADER.path: ../_data/HDF5_confocal_s96_o08/noise_gen/test
.DATA.TEST_DATALOADER.add_noise: None
.DATA.TEST_DATALOADER.crop_size: None
.DATA.TEST_DATALOADER.aug: None
.DATA.TEST_DATALOADER.n_repeat: 1
.DATA.TEST_DATALOADER.n_data: None
.DATA.TEST_DATALOADER.step: 1
.DATA.TEST_DATALOADER.scale: None
.TRAIN.init_lr: 0.0001
.TRAIN.warmup: False
.TRAIN.warmup_iters: 200
.TRAIN.loss: 1.0*NLLLoss+0.5*GANLoss
.TRAIN.max_epochs: 40
.TRAIN.tmp_info: ['std_z', 'real_sub_fake']
.TRAIN.LOSS.C2N.gp_lambda: 0.0
.TRAIN.LOSS.C2N.w_stb: 0.0
.TRAIN.NOISE_GENERATOR_TRAINER.generator_iter_step: 5
.TRAIN.NOISE_GENERATOR_TRAINER.critic_noise: True
.OPTIMIZER.type: Adam
.OPTIMIZER.ADAM.betas: [0.9, 0.999]
.SCHEDULER.type: step
.SCHEDULER.STEP.step_size: 10
.SCHEDULER.STEP.gamma: 0.5
.CKPT.save: True
.CKPT.start_epoch: 1
.CKPT.interval_epoch: 1
.VALIDATION.save_image: True
.VALIDATION.start_epoch: 1
.VALIDATION.interval_epoch: 1
.VALIDATION.add_con: 0.5
.VALIDATION.floor: True
.VALIDATION.scale: None
.VALIDATION.using_bits: 8
.TEST.ckpt_epoch: -1
.TEST.test_img: None
.TEST.test_dir: None
.TEST.self_en: None
.TEST.add_con: 0.5
.TEST.save_image: True
.TEST.floor: True
.TEST.crop: False
.TEST.scale: None
.TEST.using_bits: 8
.TEST.proc: False
.TEST.imread: rgb
.TEST.save_dir: ./
.TEST.save_ext: png
.TEST.TEST_DIR.postfix: 
.TEST.TEST_DIR.save_original_img: False
.TEST.TEST_DIR.no_input_frames: 1
.TEST.CROP.size: 256
.TEST.CROP.overlap: 128
.TEST.PROC.bias: 0
.TEST.PROC.blending: 1.0
[  epoch 0001/0040] 0010/4800, lr:1.0e-04 ∣ avg_100 : 68542.052559 ∣ critic_nllloss : 57112.310156 ∣ critic_ganloss : -1.091194 ∣ generator_nllloss : 11430.018359 ∣ generator_ganloss : 0.815238 ∣     [  std_z : 0.24  real_sub_fake : 11.95 ]
[  epoch 0001/0040] 0020/4800, lr:1.0e-04 ∣ avg_100 : 68346.968243 ∣ critic_nllloss : 56803.438672 ∣ critic_ganloss : -12.416955 ∣ generator_nllloss : 11358.887500 ∣ generator_ganloss : 1.974710 ∣    [  std_z : 0.22  real_sub_fake : 34.71 ]
[  epoch 0001/0040] 0030/4800, lr:1.0e-04 ∣ avg_100 : 68196.576934 ∣ critic_nllloss : 56594.424609 ∣ critic_ganloss : -21.852911 ∣ generator_nllloss : 11320.233594 ∣ generator_ganloss : 2.989025 ∣    [  std_z : 0.22  real_sub_fake : 53.54 ]
[  epoch 0001/0040] 0040/4800, lr:1.0e-04 ∣ avg_100 : 68054.297543 ∣ critic_nllloss : 56377.497656 ∣ critic_ganloss : -32.077544 ∣ generator_nllloss : 11277.969531 ∣ generator_ganloss : 4.069725 ∣    [  std_z : 0.20  real_sub_fake : 73.78 ]
[  epoch 0001/0040] 0050/4800, lr:1.0e-04 ∣ avg_100 : 67916.687137 ∣ critic_nllloss : 56163.928125 ∣ critic_ganloss : -43.193961 ∣ generator_nllloss : 11240.289062 ∣ generator_ganloss : 5.222285 ∣    [  std_z : 0.19  real_sub_fake : 95.48 ]
[  epoch 0001/0040] 0060/4800, lr:1.0e-04 ∣ avg_100 : 67786.029608 ∣ critic_nllloss : 55983.724219 ∣ critic_ganloss : -55.350210 ∣ generator_nllloss : 11197.956250 ∣ generator_ganloss : 6.411708 ∣    [  std_z : 0.19  real_sub_fake : 118.16 ]
[  epoch 0001/0040] 0070/4800, lr:1.0e-04 ∣ avg_100 : 67659.347955 ∣ critic_nllloss : 55802.199609 ∣ critic_ganloss : -68.004317 ∣ generator_nllloss : 11157.335156 ∣ generator_ganloss : 7.727587 ∣    [  std_z : 0.18  real_sub_fake : 142.76 ]
[  epoch 0001/0040] 0080/4800, lr:1.0e-04 ∣ avg_100 : 67539.072270 ∣ critic_nllloss : 55637.434375 ∣ critic_ganloss : -80.923531 ∣ generator_nllloss : 11131.504297 ∣ generator_ganloss : 9.127330 ∣    [  std_z : 0.19  real_sub_fake : 169.29 ]
[  epoch 0001/0040] 0090/4800, lr:1.0e-04 ∣ avg_100 : 67417.011891 ∣ critic_nllloss : 55440.021094 ∣ critic_ganloss : -94.805521 ∣ generator_nllloss : 11084.743750 ∣ generator_ganloss : 10.569537 ∣   [  std_z : 0.19  real_sub_fake : 196.87 ]
[  epoch 0001/0040] 0100/4800, lr:1.0e-04 ∣ avg_100 : 67301.464262 ∣ critic_nllloss : 55295.819531 ∣ critic_ganloss : -109.269421 ∣ generator_nllloss : 11062.914453 ∣ generator_ganloss : 12.071037 ∣  [  std_z : 0.19  real_sub_fake : 225.25 ]
[  epoch 0001/0040] 0110/4800, lr:1.0e-04 ∣ avg_100 : 67187.640377 ∣ critic_nllloss : 55135.557031 ∣ critic_ganloss : -124.579578 ∣ generator_nllloss : 11024.744141 ∣ generator_ganloss : 13.679935 ∣  [  std_z : 0.19  real_sub_fake : 255.95 ]
[  epoch 0001/0040] 0120/4800, lr:1.0e-04 ∣ avg_100 : 67076.703419 ∣ critic_nllloss : 54985.994141 ∣ critic_ganloss : -140.332443 ∣ generator_nllloss : 10995.374219 ∣ generator_ganloss : 15.360968 ∣  [  std_z : 0.19  real_sub_fake : 288.16 ]
[  epoch 0001/0040] 0130/4800, lr:1.0e-04 ∣ avg_100 : 66968.083706 ∣ critic_nllloss : 54831.472266 ∣ critic_ganloss : -157.232065 ∣ generator_nllloss : 10973.282031 ∣ generator_ganloss : 17.124918 ∣  [  std_z : 0.18  real_sub_fake : 321.91 ]
[  epoch 0001/0040] 0140/4800, lr:1.0e-04 ∣ avg_100 : 66864.346272 ∣ critic_nllloss : 54727.013672 ∣ critic_ganloss : -174.299199 ∣ generator_nllloss : 10944.156250 ∣ generator_ganloss : 18.888905 ∣  [  std_z : 0.18  real_sub_fake : 356.45 ]
[  epoch 0001/0040] 0150/4800, lr:1.0e-04 ∣ avg_100 : 66761.897798 ∣ critic_nllloss : 54584.360938 ∣ critic_ganloss : -192.795093 ∣ generator_nllloss : 10915.179688 ∣ generator_ganloss : 20.873630 ∣  [  std_z : 0.17  real_sub_fake : 393.99 ]
[  epoch 0001/0040] 0160/4800, lr:1.0e-04 ∣ avg_100 : 66661.457591 ∣ critic_nllloss : 54447.534375 ∣ critic_ganloss : -206.296017 ∣ generator_nllloss : 10890.844922 ∣ generator_ganloss : 22.771214 ∣  [  std_z : 0.16  real_sub_fake : 421.93 ]
[  epoch 0001/0040] 0170/4800, lr:1.0e-04 ∣ avg_100 : 66563.526442 ∣ critic_nllloss : 54336.356250 ∣ critic_ganloss : -230.702232 ∣ generator_nllloss : 10866.071484 ∣ generator_ganloss : 24.902550 ∣  [  std_z : 0.16  real_sub_fake : 471.21 ]
[  epoch 0001/0040] 0180/4800, lr:1.0e-04 ∣ avg_100 : 66467.261691 ∣ critic_nllloss : 54212.464844 ∣ critic_ganloss : -252.254706 ∣ generator_nllloss : 10843.463281 ∣ generator_ganloss : 27.087500 ∣  [  std_z : 0.15  real_sub_fake : 514.08 ]
[  epoch 0001/0040] 0190/4800, lr:1.0e-04 ∣ avg_100 : 66371.845557 ∣ critic_nllloss : 54087.460547 ∣ critic_ganloss : -273.943375 ∣ generator_nllloss : 10811.489453 ∣ generator_ganloss : 29.348520 ∣  [  std_z : 0.15  real_sub_fake : 557.89 ]
[  epoch 0001/0040] 0200/4800, lr:1.0e-04 ∣ avg_100 : 66277.913140 ∣ critic_nllloss : 53967.328906 ∣ critic_ganloss : -296.930127 ∣ generator_nllloss : 10791.099609 ∣ generator_ganloss : 31.698836 ∣  [  std_z : 0.14  real_sub_fake : 603.30 ]
[  epoch 0001/0040] 0210/4800, lr:1.0e-04 ∣ avg_100 : 66185.054336 ∣ critic_nllloss : 53844.142969 ∣ critic_ganloss : -320.771503 ∣ generator_nllloss : 10770.351172 ∣ generator_ganloss : 34.155620 ∣  [  std_z : 0.14  real_sub_fake : 651.12 ]
[  epoch 0001/0040] 0220/4800, lr:1.0e-04 ∣ avg_100 : 66093.515275 ∣ critic_nllloss : 53729.771094 ∣ critic_ganloss : -345.461584 ∣ generator_nllloss : 10750.189844 ∣ generator_ganloss : 36.695638 ∣  [  std_z : 0.14  real_sub_fake : 700.51 ]
[  epoch 0001/0040] 0230/4800, lr:1.0e-04 ∣ avg_100 : 66002.976574 ∣ critic_nllloss : 53615.723047 ∣ critic_ganloss : -371.152277 ∣ generator_nllloss : 10727.224609 ∣ generator_ganloss : 39.329765 ∣  [  std_z : 0.14  real_sub_fake : 751.72 ]
[  epoch 0001/0040] 0240/4800, lr:1.0e-04 ∣ avg_100 : 65913.514089 ∣ critic_nllloss : 53503.102734 ∣ critic_ganloss : -397.654272 ∣ generator_nllloss : 10708.371484 ∣ generator_ganloss : 42.056989 ∣  [  std_z : 0.14  real_sub_fake : 804.80 ]
[  epoch 0001/0040] 0250/4800, lr:1.0e-04 ∣ avg_100 : 65824.421973 ∣ critic_nllloss : 53383.575781 ∣ critic_ganloss : -424.854349 ∣ generator_nllloss : 10682.612891 ∣ generator_ganloss : 44.876865 ∣  [  std_z : 0.14  real_sub_fake : 859.72 ]
[  epoch 0001/0040] 0260/4800, lr:1.0e-04 ∣ avg_100 : 65735.188653 ∣ critic_nllloss : 53259.236328 ∣ critic_ganloss : -453.312454 ∣ generator_nllloss : 10650.639453 ∣ generator_ganloss : 47.792343 ∣  [  std_z : 0.14  real_sub_fake : 916.57 ]
[  epoch 0001/0040] 0270/4800, lr:1.0e-04 ∣ avg_100 : 65646.022876 ∣ critic_nllloss : 53130.746484 ∣ critic_ganloss : -482.717172 ∣ generator_nllloss : 10628.873438 ∣ generator_ganloss : 50.809912 ∣  [  std_z : 0.14  real_sub_fake : 975.38 ]
[  epoch 0001/0040] 0280/4800, lr:1.0e-04 ∣ avg_100 : 65558.298598 ∣ critic_nllloss : 53037.100391 ∣ critic_ganloss : -513.091693 ∣ generator_nllloss : 10611.810547 ∣ generator_ganloss : 53.923840 ∣  [  std_z : 0.14  real_sub_fake : 1036.15 ]
[  epoch 0001/0040] 0290/4800, lr:1.0e-04 ∣ avg_100 : 65470.353651 ∣ critic_nllloss : 52911.841016 ∣ critic_ganloss : -544.447314 ∣ generator_nllloss : 10583.366406 ∣ generator_ganloss : 57.135037 ∣  [  std_z : 0.14  real_sub_fake : 1098.86 ]
[  epoch 0001/0040] 0300/4800, lr:1.0e-04 ∣ avg_100 : 65383.019961 ∣ critic_nllloss : 52803.898828 ∣ critic_ganloss : -576.821387 ∣ generator_nllloss : 10562.819141 ∣ generator_ganloss : 60.446375 ∣  [  std_z : 0.14  real_sub_fake : 1163.58 ]
[  epoch 0001/0040] 0310/4800, lr:1.0e-04 ∣ avg_100 : 65296.006860 ∣ critic_nllloss : 52689.056641 ∣ critic_ganloss : -610.253052 ∣ generator_nllloss : 10542.948047 ∣ generator_ganloss : 63.862195 ∣  [  std_z : 0.14  real_sub_fake : 1230.37 ]
[  epoch 0001/0040] 0320/4800, lr:1.0e-04 ∣ avg_100 : 65209.822109 ∣ critic_nllloss : 52597.356641 ∣ critic_ganloss : -644.742657 ∣ generator_nllloss : 10518.101953 ∣ generator_ganloss : 67.378897 ∣  [  std_z : 0.14  real_sub_fake : 1299.15 ]
[  epoch 0001/0040] 0330/4800, lr:1.0e-04 ∣ avg_100 : 65124.436107 ∣ critic_nllloss : 52499.778906 ∣ critic_ganloss : -680.213684 ∣ generator_nllloss : 10501.523047 ∣ generator_ganloss : 70.995746 ∣  [  std_z : 0.14  real_sub_fake : 1369.97 ]
[  epoch 0001/0040] 0340/4800, lr:1.0e-04 ∣ avg_100 : 65040.394572 ∣ critic_nllloss : 52418.640234 ∣ critic_ganloss : -716.597076 ∣ generator_nllloss : 10490.263672 ∣ generator_ganloss : 74.717105 ∣  [  std_z : 0.14  real_sub_fake : 1442.83 ]
[  epoch 0001/0040] 0350/4800, lr:1.0e-04 ∣ avg_100 : 64956.737374 ∣ critic_nllloss : 52320.445703 ∣ critic_ganloss : -754.195441 ∣ generator_nllloss : 10467.610156 ∣ generator_ganloss : 78.532217 ∣  [  std_z : 0.14  real_sub_fake : 1517.59 ]
[  epoch 0001/0040] 0360/4800, lr:1.0e-04 ∣ avg_100 : 64873.809341 ∣ critic_nllloss : 52232.669141 ∣ critic_ganloss : -793.006268 ∣ generator_nllloss : 10449.215234 ∣ generator_ganloss : 82.450095 ∣  [  std_z : 0.14  real_sub_fake : 1594.25 ]
[  epoch 0001/0040] 0370/4800, lr:1.0e-04 ∣ avg_100 : 64791.541894 ∣ critic_nllloss : 52146.077344 ∣ critic_ganloss : -829.591022 ∣ generator_nllloss : 10427.014063 ∣ generator_ganloss : 86.413406 ∣  [  std_z : 0.14  real_sub_fake : 1669.94 ]
[  epoch 0001/0040] 0380/4800, lr:1.0e-04 ∣ avg_100 : 64709.575363 ∣ critic_nllloss : 52040.369531 ∣ critic_ganloss : -863.877936 ∣ generator_nllloss : 10410.005859 ∣ generator_ganloss : 90.316251 ∣  [  std_z : 0.13  real_sub_fake : 1748.15 ]
[  epoch 0001/0040] 0390/4800, lr:1.0e-04 ∣ avg_100 : 64627.957590 ∣ critic_nllloss : 51952.331250 ∣ critic_ganloss : -909.233051 ∣ generator_nllloss : 10388.883594 ∣ generator_ganloss : 94.500430 ∣  [  std_z : 0.14  real_sub_fake : 1830.94 ]
[  epoch 0001/0040] 0400/4800, lr:1.0e-04 ∣ avg_100 : 64546.791803 ∣ critic_nllloss : 51862.342969 ∣ critic_ganloss : -953.873969 ∣ generator_nllloss : 10373.874219 ∣ generator_ganloss : 98.982895 ∣  [  std_z : 0.14  real_sub_fake : 1917.43 ]
[  epoch 0001/0040] 0410/4800, lr:1.0e-04 ∣ avg_100 : 64466.044932 ∣ critic_nllloss : 51774.071875 ∣ critic_ganloss : -997.029163 ∣ generator_nllloss : 10355.732422 ∣ generator_ganloss : 103.394965 ∣     [  std_z : 0.14  real_sub_fake : 2004.43 ]
[  epoch 0001/0040] 0420/4800, lr:1.0e-04 ∣ avg_100 : 64385.429963 ∣ critic_nllloss : 51675.840625 ∣ critic_ganloss : -1042.064148 ∣ generator_nllloss : 10338.376953 ∣ generator_ganloss : 108.062793 ∣    [  std_z : 0.14  real_sub_fake : 2095.35 ]
[  epoch 0001/0040] 0430/4800, lr:1.0e-04 ∣ avg_100 : 64305.021058 ∣ critic_nllloss : 51580.926562 ∣ critic_ganloss : -1086.158569 ∣ generator_nllloss : 10320.383203 ∣ generator_ganloss : 112.695874 ∣    [  std_z : 0.14  real_sub_fake : 2184.25 ]
[  epoch 0001/0040] 0440/4800, lr:1.0e-04 ∣ avg_100 : 64224.525036 ∣ critic_nllloss : 51481.992969 ∣ critic_ganloss : -1136.213928 ∣ generator_nllloss : 10299.924219 ∣ generator_ganloss : 117.492798 ∣    [  std_z : 0.13  real_sub_fake : 2281.29 ]
[  epoch 0001/0040] 0450/4800, lr:1.0e-04 ∣ avg_100 : 64144.074889 ∣ critic_nllloss : 51387.924609 ∣ critic_ganloss : -1185.553918 ∣ generator_nllloss : 10279.434375 ∣ generator_ganloss : 122.463379 ∣    [  std_z : 0.13  real_sub_fake : 2379.21 ]
[  epoch 0001/0040] 0460/4800, lr:1.0e-04 ∣ avg_100 : 64063.552841 ∣ critic_nllloss : 51284.979297 ∣ critic_ganloss : -1235.398621 ∣ generator_nllloss : 10262.980469 ∣ generator_ganloss : 127.499518 ∣    [  std_z : 0.13  real_sub_fake : 2478.62 ]
[  epoch 0001/0040] 0470/4800, lr:1.0e-04 ∣ avg_100 : 63982.213719 ∣ critic_nllloss : 51161.689063 ∣ critic_ganloss : -1286.247974 ∣ generator_nllloss : 10232.519922 ∣ generator_ganloss : 132.653082 ∣    [  std_z : 0.13  real_sub_fake : 2579.91 ]
[  epoch 0001/0040] 0480/4800, lr:1.0e-04 ∣ avg_100 : 63901.007831 ∣ critic_nllloss : 51068.044922 ∣ critic_ganloss : -1338.211682 ∣ generator_nllloss : 10216.564453 ∣ generator_ganloss : 137.933405 ∣    [  std_z : 0.13  real_sub_fake : 2683.73 ]
[  epoch 0001/0040] 0490/4800, lr:1.0e-04 ∣ avg_100 : 63820.106369 ∣ critic_nllloss : 50983.289062 ∣ critic_ganloss : -1391.173523 ∣ generator_nllloss : 10201.420703 ∣ generator_ganloss : 143.299988 ∣    [  std_z : 0.13  real_sub_fake : 2789.43 ]
[  epoch 0001/0040] 0500/4800, lr:1.0e-04 ∣ avg_100 : 63738.667175 ∣ critic_nllloss : 50870.515234 ∣ critic_ganloss : -1445.488257 ∣ generator_nllloss : 10174.317969 ∣ generator_ganloss : 148.801691 ∣    [  std_z : 0.13  real_sub_fake : 2897.89 ]
[  epoch 0001/0040] 0510/4800, lr:1.0e-04 ∣ avg_100 : 63657.245658 ∣ critic_nllloss : 50771.802344 ∣ critic_ganloss : -1500.614429 ∣ generator_nllloss : 10160.555469 ∣ generator_ganloss : 154.426447 ∣    [  std_z : 0.13  real_sub_fake : 3008.28 ]
[  epoch 0001/0040] 0520/4800, lr:1.0e-04 ∣ avg_100 : 63575.835639 ∣ critic_nllloss : 50677.698047 ∣ critic_ganloss : -1556.878967 ∣ generator_nllloss : 10142.936719 ∣ generator_ganloss : 160.168884 ∣    [  std_z : 0.13  real_sub_fake : 3121.11 ]
[  epoch 0001/0040] 0530/4800, lr:1.0e-04 ∣ avg_100 : 63493.849000 ∣ critic_nllloss : 50560.988672 ∣ critic_ganloss : -1614.076990 ∣ generator_nllloss : 10117.617578 ∣ generator_ganloss : 166.014502 ∣    [  std_z : 0.13  real_sub_fake : 3235.71 ]
[  epoch 0001/0040] 0540/4800, lr:1.0e-04 ∣ avg_100 : 63411.828297 ∣ critic_nllloss : 50468.314844 ∣ critic_ganloss : -1669.071021 ∣ generator_nllloss : 10093.757812 ∣ generator_ganloss : 171.729413 ∣    [  std_z : 0.13  real_sub_fake : 3350.31 ]
[  epoch 0001/0040] 0550/4800, lr:1.0e-04 ∣ avg_100 : 63332.878998 ∣ critic_nllloss : 50337.446875 ∣ critic_ganloss : -1513.039177 ∣ generator_nllloss : 10070.827344 ∣ generator_ganloss : 174.381793 ∣    [  std_z : 0.12  real_sub_fake : 3087.89 ]
[  epoch 0001/0040] 0560/4800, lr:1.0e-04 ∣ avg_100 : 63263.265006 ∣ critic_nllloss : 50242.547266 ∣ critic_ganloss : -1031.585760 ∣ generator_nllloss : 10053.833984 ∣ generator_ganloss : 169.699951 ∣    [  std_z : 0.13  real_sub_fake : 2079.70 ]
[  epoch 0001/0040] 0570/4800, lr:1.0e-04 ∣ avg_100 : 63187.468639 ∣ critic_nllloss : 50158.639062 ∣ critic_ganloss : -1425.375525 ∣ generator_nllloss : 10036.071484 ∣ generator_ganloss : 173.537085 ∣    [  std_z : 0.13  real_sub_fake : 2966.89 ]
[  epoch 0001/0040] 0580/4800, lr:1.0e-04 ∣ avg_100 : 63109.315016 ∣ critic_nllloss : 50050.639844 ∣ critic_ganloss : -1592.341492 ∣ generator_nllloss : 10010.191016 ∣ generator_ganloss : 186.069141 ∣    [  std_z : 0.12  real_sub_fake : 3441.45 ]
[  epoch 0001/0040] 0590/4800, lr:1.0e-04 ∣ avg_100 : 63028.052140 ∣ critic_nllloss : 49943.962500 ∣ critic_ganloss : -1805.559790 ∣ generator_nllloss : 9986.168359 ∣ generator_ganloss : 190.234265 ∣     [  std_z : 0.13  real_sub_fake : 3723.97 ]
[  epoch 0001/0040] 0600/4800, lr:1.0e-04 ∣ avg_100 : 62946.330278 ∣ critic_nllloss : 49850.010547 ∣ critic_ganloss : -1899.435229 ∣ generator_nllloss : 9973.394922 ∣ generator_ganloss : 200.770172 ∣     [  std_z : 0.13  real_sub_fake : 3887.21 ]
[  epoch 0001/0040] 0610/4800, lr:1.0e-04 ∣ avg_100 : 62864.223915 ∣ critic_nllloss : 49737.067969 ∣ critic_ganloss : -1958.630273 ∣ generator_nllloss : 9951.153516 ∣ generator_ganloss : 208.250916 ∣     [  std_z : 0.13  real_sub_fake : 4012.87 ]
[  epoch 0001/0040] 0620/4800, lr:1.0e-04 ∣ avg_100 : 62781.278332 ∣ critic_nllloss : 49642.603516 ∣ critic_ganloss : -2062.738953 ∣ generator_nllloss : 9927.295703 ∣ generator_ganloss : 214.437476 ∣     [  std_z : 0.13  real_sub_fake : 4192.45 ]
[  epoch 0001/0040] 0630/4800, lr:1.0e-04 ∣ avg_100 : 62697.657902 ∣ critic_nllloss : 49534.308984 ∣ critic_ganloss : -2151.626147 ∣ generator_nllloss : 9908.057422 ∣ generator_ganloss : 222.451001 ∣     [  std_z : 0.13  real_sub_fake : 4347.30 ]
[  epoch 0001/0040] 0640/4800, lr:1.0e-04 ∣ avg_100 : 62613.219811 ∣ critic_nllloss : 49420.403125 ∣ critic_ganloss : -2237.410645 ∣ generator_nllloss : 9880.875781 ∣ generator_ganloss : 229.751807 ∣     [  std_z : 0.13  real_sub_fake : 4493.60 ]
[  epoch 0001/0040] 0650/4800, lr:1.0e-04 ∣ avg_100 : 62528.498809 ∣ critic_nllloss : 49318.862891 ∣ critic_ganloss : -2311.178613 ∣ generator_nllloss : 9861.510937 ∣ generator_ganloss : 237.159485 ∣     [  std_z : 0.13  real_sub_fake : 4639.50 ]
[  epoch 0001/0040] 0660/4800, lr:1.0e-04 ∣ avg_100 : 62443.379790 ∣ critic_nllloss : 49207.500781 ∣ critic_ganloss : -2387.198120 ∣ generator_nllloss : 9845.675781 ∣ generator_ganloss : 244.665100 ∣     [  std_z : 0.13  real_sub_fake : 4787.47 ]
[  epoch 0001/0040] 0670/4800, lr:1.0e-04 ∣ avg_100 : 62358.171857 ∣ critic_nllloss : 49117.026953 ∣ critic_ganloss : -2463.312036 ∣ generator_nllloss : 9828.460156 ∣ generator_ganloss : 252.273230 ∣     [  std_z : 0.13  real_sub_fake : 4937.51 ]
[  epoch 0001/0040] 0680/4800, lr:1.0e-04 ∣ avg_100 : 62272.672699 ∣ critic_nllloss : 49018.838281 ∣ critic_ganloss : -2539.761084 ∣ generator_nllloss : 9805.139844 ∣ generator_ganloss : 260.012048 ∣     [  std_z : 0.13  real_sub_fake : 5090.18 ]
[  epoch 0001/0040] 0690/4800, lr:1.0e-04 ∣ avg_100 : 62186.559238 ∣ critic_nllloss : 48898.361328 ∣ critic_ganloss : -2617.787671 ∣ generator_nllloss : 9782.391406 ∣ generator_ganloss : 267.878833 ∣     [  std_z : 0.13  real_sub_fake : 5245.28 ]
[  epoch 0001/0040] 0700/4800, lr:1.0e-04 ∣ avg_100 : 62099.924858 ∣ critic_nllloss : 48784.014844 ∣ critic_ganloss : -2696.580054 ∣ generator_nllloss : 9758.843359 ∣ generator_ganloss : 275.874487 ∣     [  std_z : 0.13  real_sub_fake : 5402.92 ]
[  epoch 0001/0040] 0710/4800, lr:1.0e-04 ∣ avg_100 : 62013.169395 ∣ critic_nllloss : 48694.752344 ∣ critic_ganloss : -2776.500830 ∣ generator_nllloss : 9738.037109 ∣ generator_ganloss : 283.998340 ∣     [  std_z : 0.13  real_sub_fake : 5563.06 ]
[  epoch 0001/0040] 0720/4800, lr:1.0e-04 ∣ avg_100 : 61926.235038 ∣ critic_nllloss : 48598.807031 ∣ critic_ganloss : -2858.106152 ∣ generator_nllloss : 9720.943750 ∣ generator_ganloss : 292.251050 ∣     [  std_z : 0.13  real_sub_fake : 5725.82 ]
[  epoch 0001/0040] 0730/4800, lr:1.0e-04 ∣ avg_100 : 61838.843202 ∣ critic_nllloss : 48486.186328 ∣ critic_ganloss : -2940.543555 ∣ generator_nllloss : 9700.356250 ∣ generator_ganloss : 300.632031 ∣     [  std_z : 0.13  real_sub_fake : 5891.06 ]
[  epoch 0001/0040] 0740/4800, lr:1.0e-04 ∣ avg_100 : 61751.264986 ∣ critic_nllloss : 48397.647656 ∣ critic_ganloss : -3024.296875 ∣ generator_nllloss : 9675.563672 ∣ generator_ganloss : 309.140723 ∣     [  std_z : 0.13  real_sub_fake : 6058.86 ]
[  epoch 0001/0040] 0750/4800, lr:1.0e-04 ∣ avg_100 : 61663.520729 ∣ critic_nllloss : 48300.144531 ∣ critic_ganloss : -3109.787280 ∣ generator_nllloss : 9662.308594 ∣ generator_ganloss : 317.779895 ∣     [  std_z : 0.13  real_sub_fake : 6229.11 ]
[  epoch 0001/0040] 0760/4800, lr:1.0e-04 ∣ avg_100 : 61575.271390 ∣ critic_nllloss : 48189.317578 ∣ critic_ganloss : -3195.939600 ∣ generator_nllloss : 9636.642969 ∣ generator_ganloss : 326.550049 ∣     [  std_z : 0.13  real_sub_fake : 6402.15 ]
[  epoch 0001/0040] 0770/4800, lr:1.0e-04 ∣ avg_100 : 61486.776398 ∣ critic_nllloss : 48090.439453 ∣ critic_ganloss : -3284.097095 ∣ generator_nllloss : 9619.364844 ∣ generator_ganloss : 335.449792 ∣     [  std_z : 0.13  real_sub_fake : 6577.73 ]
[  epoch 0001/0040] 0780/4800, lr:1.0e-04 ∣ avg_100 : 61397.998097 ∣ critic_nllloss : 47985.372656 ∣ critic_ganloss : -3373.167944 ∣ generator_nllloss : 9605.382031 ∣ generator_ganloss : 344.482129 ∣     [  std_z : 0.13  real_sub_fake : 6755.91 ]
[  epoch 0001/0040] 0790/4800, lr:1.0e-04 ∣ avg_100 : 61308.811884 ∣ critic_nllloss : 47882.860156 ∣ critic_ganloss : -3463.563257 ∣ generator_nllloss : 9579.346094 ∣ generator_ganloss : 353.644287 ∣     [  std_z : 0.13  real_sub_fake : 6936.64 ]
[  epoch 0001/0040] 0800/4800, lr:1.0e-04 ∣ avg_100 : 61219.358175 ∣ critic_nllloss : 47786.935937 ∣ critic_ganloss : -3555.135938 ∣ generator_nllloss : 9557.778125 ∣ generator_ganloss : 362.937085 ∣     [  std_z : 0.13  real_sub_fake : 7119.97 ]
[  epoch 0001/0040] 0810/4800, lr:1.0e-04 ∣ avg_100 : 61129.463601 ∣ critic_nllloss : 47677.520312 ∣ critic_ganloss : -3647.833960 ∣ generator_nllloss : 9535.849219 ∣ generator_ganloss : 372.362073 ∣     [  std_z : 0.13  real_sub_fake : 7305.92 ]
[  epoch 0001/0040] 0820/4800, lr:1.0e-04 ∣ avg_100 : 61039.162616 ∣ critic_nllloss : 47569.804297 ∣ critic_ganloss : -3742.465845 ∣ generator_nllloss : 9515.525391 ∣ generator_ganloss : 381.918994 ∣     [  std_z : 0.13  real_sub_fake : 7494.50 ]
[  epoch 0001/0040] 0830/4800, lr:1.0e-04 ∣ avg_100 : 60948.320597 ∣ critic_nllloss : 47463.228906 ∣ critic_ganloss : -3837.621924 ∣ generator_nllloss : 9482.059375 ∣ generator_ganloss : 391.608667 ∣     [  std_z : 0.13  real_sub_fake : 7685.65 ]
[  epoch 0001/0040] 0840/4800, lr:1.0e-04 ∣ avg_100 : 60857.075477 ∣ critic_nllloss : 47345.442969 ∣ critic_ganloss : -3935.066406 ∣ generator_nllloss : 9471.925000 ∣ generator_ganloss : 401.428955 ∣     [  std_z : 0.14  real_sub_fake : 7879.42 ]
[  epoch 0001/0040] 0850/4800, lr:1.0e-04 ∣ avg_100 : 60765.209615 ∣ critic_nllloss : 47225.801172 ∣ critic_ganloss : -4033.218140 ∣ generator_nllloss : 9444.510156 ∣ generator_ganloss : 411.384021 ∣     [  std_z : 0.14  real_sub_fake : 8075.97 ]
[  epoch 0001/0040] 0860/4800, lr:1.0e-04 ∣ avg_100 : 60673.012270 ∣ critic_nllloss : 47122.924219 ∣ critic_ganloss : -4132.528906 ∣ generator_nllloss : 9424.376172 ∣ generator_ganloss : 421.466455 ∣     [  std_z : 0.14  real_sub_fake : 8275.02 ]
[  epoch 0001/0040] 0870/4800, lr:1.0e-04 ∣ avg_100 : 60580.424424 ∣ critic_nllloss : 47016.859375 ∣ critic_ganloss : -4233.544385 ∣ generator_nllloss : 9402.864453 ∣ generator_ganloss : 431.690283 ∣     [  std_z : 0.14  real_sub_fake : 8476.63 ]
[  epoch 0001/0040] 0880/4800, lr:1.0e-04 ∣ avg_100 : 60487.730788 ∣ critic_nllloss : 46930.234375 ∣ critic_ganloss : -4335.803076 ∣ generator_nllloss : 9386.908594 ∣ generator_ganloss : 442.044482 ∣     [  std_z : 0.14  real_sub_fake : 8681.09 ]
[  epoch 0001/0040] 0890/4800, lr:1.0e-04 ∣ avg_100 : 60394.653606 ∣ critic_nllloss : 46827.752344 ∣ critic_ganloss : -4439.638135 ∣ generator_nllloss : 9363.207422 ∣ generator_ganloss : 452.539966 ∣     [  std_z : 0.15  real_sub_fake : 8888.29 ]
[  epoch 0001/0040] 0900/4800, lr:1.0e-04 ∣ avg_100 : 60301.098627 ∣ critic_nllloss : 46708.226953 ∣ critic_ganloss : -4544.247119 ∣ generator_nllloss : 9347.555859 ∣ generator_ganloss : 463.169873 ∣     [  std_z : 0.15  real_sub_fake : 9098.09 ]
[  epoch 0001/0040] 0910/4800, lr:1.0e-04 ∣ avg_100 : 60206.954514 ∣ critic_nllloss : 46586.475781 ∣ critic_ganloss : -4650.224609 ∣ generator_nllloss : 9323.809766 ∣ generator_ganloss : 473.923340 ∣     [  std_z : 0.15  real_sub_fake : 9310.44 ]
[  epoch 0001/0040] 0920/4800, lr:1.0e-04 ∣ avg_100 : 60112.528110 ∣ critic_nllloss : 46493.088672 ∣ critic_ganloss : -4757.908740 ∣ generator_nllloss : 9299.724219 ∣ generator_ganloss : 484.821216 ∣     [  std_z : 0.15  real_sub_fake : 9525.45 ]
[  epoch 0001/0040] 0930/4800, lr:1.0e-04 ∣ avg_100 : 60018.016608 ∣ critic_nllloss : 46400.798438 ∣ critic_ganloss : -4865.935986 ∣ generator_nllloss : 9292.281641 ∣ generator_ganloss : 495.814307 ∣     [  std_z : 0.15  real_sub_fake : 9742.70 ]
[  epoch 0001/0040] 0940/4800, lr:1.0e-04 ∣ avg_100 : 59922.826170 ∣ critic_nllloss : 46279.973437 ∣ critic_ganloss : -4976.817822 ∣ generator_nllloss : 9260.040625 ∣ generator_ganloss : 506.919214 ∣     [  std_z : 0.15  real_sub_fake : 9963.00 ]
[  epoch 0001/0040] 0950/4800, lr:1.0e-04 ∣ avg_100 : 59827.494232 ∣ critic_nllloss : 46189.828125 ∣ critic_ganloss : -5087.197949 ∣ generator_nllloss : 9245.443750 ∣ generator_ganloss : 518.218164 ∣     [  std_z : 0.15  real_sub_fake : 10186.57 ]
[  epoch 0001/0040] 0960/4800, lr:1.0e-04 ∣ avg_100 : 59731.468356 ∣ critic_nllloss : 46060.727734 ∣ critic_ganloss : -5201.013281 ∣ generator_nllloss : 9219.532812 ∣ generator_ganloss : 529.762817 ∣     [  std_z : 0.15  real_sub_fake : 10412.65 ]
[  epoch 0001/0040] 0970/4800, lr:1.0e-04 ∣ avg_100 : 59635.229102 ∣ critic_nllloss : 45979.802344 ∣ critic_ganloss : -5315.134131 ∣ generator_nllloss : 9190.269531 ∣ generator_ganloss : 541.322974 ∣     [  std_z : 0.15  real_sub_fake : 10641.49 ]
[  epoch 0001/0040] 0980/4800, lr:1.0e-04 ∣ avg_100 : 59538.691096 ∣ critic_nllloss : 45872.978906 ∣ critic_ganloss : -5430.640479 ∣ generator_nllloss : 9179.099219 ∣ generator_ganloss : 553.066919 ∣     [  std_z : 0.16  real_sub_fake : 10872.98 ]
[  epoch 0001/0040] 0990/4800, lr:1.0e-04 ∣ avg_100 : 59441.536815 ∣ critic_nllloss : 45750.985938 ∣ critic_ganloss : -5547.800391 ∣ generator_nllloss : 9152.322266 ∣ generator_ganloss : 564.909497 ∣     [  std_z : 0.16  real_sub_fake : 11106.67 ]
[  epoch 0001/0040] 1000/4800, lr:1.0e-04 ∣ avg_100 : 59344.187488 ∣ critic_nllloss : 45657.345313 ∣ critic_ganloss : -5664.995264 ∣ generator_nllloss : 9137.387109 ∣ generator_ganloss : 576.866943 ∣     [  std_z : 0.16  real_sub_fake : 11343.06 ]
[  epoch 0001/0040] 1010/4800, lr:1.0e-04 ∣ avg_100 : 59153.149460 ∣ critic_nllloss : 45533.340625 ∣ critic_ganloss : -5783.665527 ∣ generator_nllloss : 9099.569531 ∣ generator_ganloss : 589.005078 ∣     [  std_z : 0.16  real_sub_fake : 11582.34 ]
[  epoch 0001/0040] 1020/4800, lr:1.0e-04 ∣ avg_100 : 58963.926709 ∣ critic_nllloss : 45441.858984 ∣ critic_ganloss : -5902.253955 ∣ generator_nllloss : 9088.736328 ∣ generator_ganloss : 601.267529 ∣     [  std_z : 0.16  real_sub_fake : 11823.37 ]
[  epoch 0001/0040] 1030/4800, lr:1.0e-04 ∣ avg_100 : 58774.768508 ∣ critic_nllloss : 45320.401563 ∣ critic_ganloss : -6023.104883 ∣ generator_nllloss : 9069.277344 ∣ generator_ganloss : 613.400195 ∣     [  std_z : 0.16  real_sub_fake : 12065.75 ]
[  epoch 0001/0040] 1040/4800, lr:1.0e-04 ∣ avg_100 : 58586.036720 ∣ critic_nllloss : 45213.585547 ∣ critic_ganloss : -6136.502832 ∣ generator_nllloss : 9051.518359 ∣ generator_ganloss : 625.679468 ∣     [  std_z : 0.16  real_sub_fake : 12311.95 ]
[  epoch 0001/0040] 1050/4800, lr:1.0e-04 ∣ avg_100 : 58397.689501 ∣ critic_nllloss : 45132.322656 ∣ critic_ganloss : -6262.500537 ∣ generator_nllloss : 9023.060156 ∣ generator_ganloss : 638.641333 ∣     [  std_z : 0.16  real_sub_fake : 12561.57 ]
[  epoch 0001/0040] 1060/4800, lr:1.0e-04 ∣ avg_100 : 58209.273668 ∣ critic_nllloss : 45015.993359 ∣ critic_ganloss : -6385.306689 ∣ generator_nllloss : 9009.550391 ∣ generator_ganloss : 650.921558 ∣     [  std_z : 0.17  real_sub_fake : 12809.44 ]
[  epoch 0001/0040] 1070/4800, lr:1.0e-04 ∣ avg_100 : 58024.954128 ∣ critic_nllloss : 44900.451562 ∣ critic_ganloss : -6085.518555 ∣ generator_nllloss : 8992.660938 ∣ generator_ganloss : 659.710132 ∣     [  std_z : 0.17  real_sub_fake : 12638.63 ]
[  epoch 0001/0040] 1080/4800, lr:1.0e-04 ∣ avg_100 : 57850.227538 ∣ critic_nllloss : 44786.409375 ∣ critic_ganloss : -5039.088257 ∣ generator_nllloss : 8965.973828 ∣ generator_ganloss : 511.188501 ∣     [  std_z : 0.17  real_sub_fake : 10777.60 ]
[  epoch 0001/0040] 1090/4800, lr:1.0e-04 ∣ avg_100 : 57669.888161 ∣ critic_nllloss : 44705.621484 ∣ critic_ganloss : -5894.731104 ∣ generator_nllloss : 8947.263281 ∣ generator_ganloss : 648.437549 ∣     [  std_z : 0.17  real_sub_fake : 12513.52 ]
[  epoch 0001/0040] 1100/4800, lr:1.0e-04 ∣ avg_100 : 57485.817852 ∣ critic_nllloss : 44575.335547 ∣ critic_ganloss : -6309.966895 ∣ generator_nllloss : 8915.134375 ∣ generator_ganloss : 674.001660 ∣     [  std_z : 0.17  real_sub_fake : 13255.07 ]
[  epoch 0001/0040] 1110/4800, lr:1.0e-04 ∣ avg_100 : 57300.304586 ∣ critic_nllloss : 44462.557031 ∣ critic_ganloss : -6559.419043 ∣ generator_nllloss : 8895.489453 ∣ generator_ganloss : 699.447461 ∣     [  std_z : 0.17  real_sub_fake : 13695.00 ]
[  epoch 0001/0040] 1120/4800, lr:1.0e-04 ∣ avg_100 : 57113.292827 ∣ critic_nllloss : 44355.795703 ∣ critic_ganloss : -6788.238281 ∣ generator_nllloss : 8872.833203 ∣ generator_ganloss : 714.830322 ∣     [  std_z : 0.17  real_sub_fake : 14028.83 ]
[  epoch 0001/0040] 1130/4800, lr:1.0e-04 ∣ avg_100 : 56925.320952 ∣ critic_nllloss : 44253.854688 ∣ critic_ganloss : -6968.063379 ∣ generator_nllloss : 8853.438281 ∣ generator_ganloss : 728.230078 ∣     [  std_z : 0.17  real_sub_fake : 14340.56 ]
[  epoch 0001/0040] 1140/4800, lr:1.0e-04 ∣ avg_100 : 56736.568277 ∣ critic_nllloss : 44155.312109 ∣ critic_ganloss : -7093.995410 ∣ generator_nllloss : 8835.683203 ∣ generator_ganloss : 743.492236 ∣     [  std_z : 0.18  real_sub_fake : 14601.73 ]
[  epoch 0001/0040] 1150/4800, lr:1.0e-04 ∣ avg_100 : 56546.418800 ∣ critic_nllloss : 44033.037891 ∣ critic_ganloss : -7279.666553 ∣ generator_nllloss : 8803.048437 ∣ generator_ganloss : 756.251660 ∣     [  std_z : 0.18  real_sub_fake : 14898.47 ]
[  epoch 0001/0040] 1160/4800, lr:1.0e-04 ∣ avg_100 : 56355.368207 ∣ critic_nllloss : 43916.360156 ∣ critic_ganloss : -7419.973437 ∣ generator_nllloss : 8783.290625 ∣ generator_ganloss : 770.117920 ∣     [  std_z : 0.18  real_sub_fake : 15151.80 ]
[  epoch 0001/0040] 1170/4800, lr:1.0e-04 ∣ avg_100 : 56163.033469 ∣ critic_nllloss : 43811.905469 ∣ critic_ganloss : -7593.576025 ∣ generator_nllloss : 8760.973438 ∣ generator_ganloss : 783.851367 ∣     [  std_z : 0.18  real_sub_fake : 15457.97 ]
[  epoch 0001/0040] 1180/4800, lr:1.0e-04 ∣ avg_100 : 55969.726884 ∣ critic_nllloss : 43699.713672 ∣ critic_ganloss : -7735.771143 ∣ generator_nllloss : 8736.709375 ∣ generator_ganloss : 799.450537 ∣     [  std_z : 0.18  real_sub_fake : 15730.79 ]
[  epoch 0001/0040] 1190/4800, lr:1.0e-04 ∣ avg_100 : 55775.487739 ∣ critic_nllloss : 43587.428516 ∣ critic_ganloss : -7892.362842 ∣ generator_nllloss : 8724.719141 ∣ generator_ganloss : 810.655786 ∣     [  std_z : 0.18  real_sub_fake : 16023.93 ]
[  epoch 0001/0040] 1200/4800, lr:1.0e-04 ∣ avg_100 : 55580.557111 ∣ critic_nllloss : 43498.693359 ∣ critic_ganloss : -8026.603711 ∣ generator_nllloss : 8703.268359 ∣ generator_ganloss : 824.776416 ∣     [  std_z : 0.19  real_sub_fake : 16306.80 ]
[  epoch 0001/0040] 1210/4800, lr:1.0e-04 ∣ avg_100 : 55384.833854 ∣ critic_nllloss : 43391.821484 ∣ critic_ganloss : -8159.940332 ∣ generator_nllloss : 8679.181250 ∣ generator_ganloss : 844.490137 ∣     [  std_z : 0.19  real_sub_fake : 16582.41 ]
[  epoch 0001/0040] 1220/4800, lr:1.0e-04 ∣ avg_100 : 55187.763711 ∣ critic_nllloss : 43262.185547 ∣ critic_ganloss : -8310.469141 ∣ generator_nllloss : 8654.062109 ∣ generator_ganloss : 858.402148 ∣     [  std_z : 0.19  real_sub_fake : 16884.28 ]
[  epoch 0001/0040] 1230/4800, lr:1.0e-04 ∣ avg_100 : 54989.987408 ∣ critic_nllloss : 43162.744922 ∣ critic_ganloss : -8442.496191 ∣ generator_nllloss : 8639.194922 ∣ generator_ganloss : 874.051270 ∣     [  std_z : 0.19  real_sub_fake : 17179.60 ]
[  epoch 0001/0040] 1240/4800, lr:1.0e-04 ∣ avg_100 : 54791.264355 ∣ critic_nllloss : 43062.741406 ∣ critic_ganloss : -8587.755664 ∣ generator_nllloss : 8622.239063 ∣ generator_ganloss : 886.346777 ∣     [  std_z : 0.19  real_sub_fake : 17460.83 ]
[  epoch 0001/0040] 1250/4800, lr:1.0e-04 ∣ avg_100 : 54591.644938 ∣ critic_nllloss : 42929.422266 ∣ critic_ganloss : -8694.857422 ∣ generator_nllloss : 8587.390234 ∣ generator_ganloss : 902.314453 ∣     [  std_z : 0.19  real_sub_fake : 17742.83 ]
[  epoch 0001/0040] 1260/4800, lr:1.0e-04 ∣ avg_100 : 54391.260893 ∣ critic_nllloss : 42811.932422 ∣ critic_ganloss : -8836.477441 ∣ generator_nllloss : 8572.504688 ∣ generator_ganloss : 917.991504 ∣     [  std_z : 0.19  real_sub_fake : 18000.99 ]
[  epoch 0001/0040] 1270/4800, lr:1.0e-04 ∣ avg_100 : 54189.985637 ∣ critic_nllloss : 42723.066016 ∣ critic_ganloss : -9005.846289 ∣ generator_nllloss : 8550.800000 ∣ generator_ganloss : 932.167285 ∣     [  std_z : 0.20  real_sub_fake : 18350.40 ]
[  epoch 0001/0040] 1280/4800, lr:1.0e-04 ∣ avg_100 : 53987.214851 ∣ critic_nllloss : 42599.040625 ∣ critic_ganloss : -9144.981738 ∣ generator_nllloss : 8514.301953 ∣ generator_ganloss : 944.303711 ∣     [  std_z : 0.20  real_sub_fake : 18648.18 ]
[  epoch 0001/0040] 1290/4800, lr:1.0e-04 ∣ avg_100 : 53783.934848 ∣ critic_nllloss : 42489.678125 ∣ critic_ganloss : -9270.413477 ∣ generator_nllloss : 8497.391797 ∣ generator_ganloss : 963.238379 ∣     [  std_z : 0.20  real_sub_fake : 18941.86 ]
[  epoch 0001/0040] 1300/4800, lr:1.0e-04 ∣ avg_100 : 53580.128097 ∣ critic_nllloss : 42394.233984 ∣ critic_ganloss : -9388.485254 ∣ generator_nllloss : 8484.207422 ∣ generator_ganloss : 979.711719 ∣     [  std_z : 0.20  real_sub_fake : 19248.13 ]
[  epoch 0001/0040] 1310/4800, lr:1.0e-04 ∣ avg_100 : 53379.716146 ∣ critic_nllloss : 42273.528516 ∣ critic_ganloss : -9069.602441 ∣ generator_nllloss : 8456.439844 ∣ generator_ganloss : 984.052734 ∣     [  std_z : 0.20  real_sub_fake : 18891.08 ]
[  epoch 0001/0040] 1320/4800, lr:1.0e-04 ∣ avg_100 : 53176.786763 ∣ critic_nllloss : 42162.278516 ∣ critic_ganloss : -9357.464258 ∣ generator_nllloss : 8433.844531 ∣ generator_ganloss : 1006.497803 ∣    [  std_z : 0.20  real_sub_fake : 19546.47 ]
[  epoch 0001/0040] 1330/4800, lr:1.0e-04 ∣ avg_100 : 52972.497411 ∣ critic_nllloss : 42059.738281 ∣ critic_ganloss : -9519.642578 ∣ generator_nllloss : 8415.656250 ∣ generator_ganloss : 1007.396826 ∣    [  std_z : 0.21  real_sub_fake : 19689.84 ]
[  epoch 0001/0040] 1340/4800, lr:1.0e-04 ∣ avg_100 : 52765.034933 ∣ critic_nllloss : 41936.804688 ∣ critic_ganloss : -9831.055566 ∣ generator_nllloss : 8395.994531 ∣ generator_ganloss : 1019.032520 ∣    [  std_z : 0.21  real_sub_fake : 20340.59 ]
[  epoch 0001/0040] 1350/4800, lr:1.0e-04 ∣ avg_100 : 52556.065956 ∣ critic_nllloss : 41832.522656 ∣ critic_ganloss : -10041.162793 ∣ generator_nllloss : 8371.236719 ∣ generator_ganloss : 1052.898340 ∣   [  std_z : 0.21  real_sub_fake : 20682.28 ]
[  epoch 0001/0040] 1360/4800, lr:1.0e-04 ∣ avg_100 : 52344.978718 ∣ critic_nllloss : 41712.096094 ∣ critic_ganloss : -10253.288379 ∣ generator_nllloss : 8341.050781 ∣ generator_ganloss : 1062.745898 ∣   [  std_z : 0.21  real_sub_fake : 21063.86 ]
[  epoch 0001/0040] 1370/4800, lr:1.0e-04 ∣ avg_100 : 52132.225869 ∣ critic_nllloss : 41591.450391 ∣ critic_ganloss : -10442.991699 ∣ generator_nllloss : 8320.444922 ∣ generator_ganloss : 1085.725244 ∣   [  std_z : 0.21  real_sub_fake : 21427.77 ]
[  epoch 0001/0040] 1380/4800, lr:1.0e-04 ∣ avg_100 : 51918.413601 ∣ critic_nllloss : 41483.167188 ∣ critic_ganloss : -10578.860840 ∣ generator_nllloss : 8293.930078 ∣ generator_ganloss : 1097.350537 ∣   [  std_z : 0.21  real_sub_fake : 21751.95 ]
[  epoch 0001/0040] 1390/4800, lr:1.0e-04 ∣ avg_100 : 51703.167638 ∣ critic_nllloss : 41356.954688 ∣ critic_ganloss : -10744.407422 ∣ generator_nllloss : 8272.169922 ∣ generator_ganloss : 1117.168750 ∣   [  std_z : 0.22  real_sub_fake : 22077.92 ]
[  epoch 0001/0040] 1400/4800, lr:1.0e-04 ∣ avg_100 : 51487.088827 ∣ critic_nllloss : 41268.859766 ∣ critic_ganloss : -10878.344238 ∣ generator_nllloss : 8251.553125 ∣ generator_ganloss : 1131.376367 ∣   [  std_z : 0.22  real_sub_fake : 22397.60 ]
[  epoch 0001/0040] 1410/4800, lr:1.0e-04 ∣ avg_100 : 51270.082552 ∣ critic_nllloss : 41156.522656 ∣ critic_ganloss : -11003.645117 ∣ generator_nllloss : 8233.985156 ∣ generator_ganloss : 1148.679883 ∣   [  std_z : 0.22  real_sub_fake : 22729.69 ]
[  epoch 0001/0040] 1420/4800, lr:1.0e-04 ∣ avg_100 : 51051.932214 ∣ critic_nllloss : 41048.752344 ∣ critic_ganloss : -11164.836914 ∣ generator_nllloss : 8211.329297 ∣ generator_ganloss : 1169.937646 ∣   [  std_z : 0.22  real_sub_fake : 23041.52 ]
[  epoch 0001/0040] 1430/4800, lr:1.0e-04 ∣ avg_100 : 50833.150797 ∣ critic_nllloss : 40926.728516 ∣ critic_ganloss : -11256.333496 ∣ generator_nllloss : 8190.683203 ∣ generator_ganloss : 1188.627148 ∣   [  std_z : 0.22  real_sub_fake : 23302.89 ]
[  epoch 0001/0040] 1440/4800, lr:1.0e-04 ∣ avg_100 : 50614.216630 ∣ critic_nllloss : 40811.966406 ∣ critic_ganloss : -11315.620117 ∣ generator_nllloss : 8165.023438 ∣ generator_ganloss : 1208.409668 ∣   [  std_z : 0.23  real_sub_fake : 23618.04 ]
[  epoch 0001/0040] 1450/4800, lr:1.0e-04 ∣ avg_100 : 50392.844325 ∣ critic_nllloss : 40697.624609 ∣ critic_ganloss : -11584.969922 ∣ generator_nllloss : 8137.178906 ∣ generator_ganloss : 1217.204395 ∣   [  std_z : 0.23  real_sub_fake : 24008.32 ]
[  epoch 0001/0040] 1460/4800, lr:1.0e-04 ∣ avg_100 : 50170.003268 ∣ critic_nllloss : 40589.003906 ∣ critic_ganloss : -11787.221191 ∣ generator_nllloss : 8116.207812 ∣ generator_ganloss : 1237.964355 ∣   [  std_z : 0.23  real_sub_fake : 24396.02 ]
[  epoch 0001/0040] 1470/4800, lr:1.0e-04 ∣ avg_100 : 49947.090047 ∣ critic_nllloss : 40494.513281 ∣ critic_ganloss : -11850.575000 ∣ generator_nllloss : 8095.785156 ∣ generator_ganloss : 1209.568604 ∣   [  std_z : 0.23  real_sub_fake : 24647.09 ]
[  epoch 0001/0040] 1480/4800, lr:1.0e-04 ∣ avg_100 : 49724.912825 ∣ critic_nllloss : 40359.997266 ∣ critic_ganloss : -11821.751270 ∣ generator_nllloss : 8071.903906 ∣ generator_ganloss : 1256.458936 ∣   [  std_z : 0.23  real_sub_fake : 24811.76 ]
[  epoch 0001/0040] 1490/4800, lr:1.0e-04 ∣ avg_100 : 49500.390880 ∣ critic_nllloss : 40267.558984 ∣ critic_ganloss : -12116.229883 ∣ generator_nllloss : 8059.671484 ∣ generator_ganloss : 1273.641211 ∣   [  std_z : 0.24  real_sub_fake : 25336.60 ]
[  epoch 0001/0040] 1500/4800, lr:1.0e-04 ∣ avg_100 : 49274.674349 ∣ critic_nllloss : 40140.772656 ∣ critic_ganloss : -12294.615918 ∣ generator_nllloss : 8024.262500 ∣ generator_ganloss : 1306.074316 ∣   [  std_z : 0.24  real_sub_fake : 25719.30 ]
[  epoch 0001/0040] 1510/4800, lr:1.0e-04 ∣ avg_100 : 49049.053363 ∣ critic_nllloss : 40046.260938 ∣ critic_ganloss : -12371.941602 ∣ generator_nllloss : 8015.790625 ∣ generator_ganloss : 1333.961182 ∣   [  std_z : 0.24  real_sub_fake : 26010.78 ]
[  epoch 0001/0040] 1520/4800, lr:1.0e-04 ∣ avg_100 : 48821.994024 ∣ critic_nllloss : 39932.701172 ∣ critic_ganloss : -12535.813086 ∣ generator_nllloss : 7985.742969 ∣ generator_ganloss : 1335.359766 ∣   [  std_z : 0.24  real_sub_fake : 26375.59 ]
[  epoch 0001/0040] 1530/4800, lr:1.0e-04 ∣ avg_100 : 48594.678226 ∣ critic_nllloss : 39805.962109 ∣ critic_ganloss : -12640.578516 ∣ generator_nllloss : 7970.634375 ∣ generator_ganloss : 1362.946045 ∣   [  std_z : 0.24  real_sub_fake : 26634.57 ]
[  epoch 0001/0040] 1540/4800, lr:1.0e-04 ∣ avg_100 : 48367.137329 ∣ critic_nllloss : 39700.120703 ∣ critic_ganloss : -12706.431934 ∣ generator_nllloss : 7945.476172 ∣ generator_ganloss : 1371.476318 ∣   [  std_z : 0.24  real_sub_fake : 26841.26 ]
[  epoch 0001/0040] 1550/4800, lr:1.0e-04 ∣ avg_100 : 48137.813110 ∣ critic_nllloss : 39590.802734 ∣ critic_ganloss : -12777.383008 ∣ generator_nllloss : 7920.693750 ∣ generator_ganloss : 1403.081494 ∣   [  std_z : 0.25  real_sub_fake : 27241.51 ]
[  epoch 0001/0040] 1560/4800, lr:1.0e-04 ∣ avg_100 : 47902.347583 ∣ critic_nllloss : 39499.533594 ∣ critic_ganloss : -12930.159375 ∣ generator_nllloss : 7898.423437 ∣ generator_ganloss : 1420.145117 ∣   [  std_z : 0.25  real_sub_fake : 27562.46 ]
[  epoch 0001/0040] 1570/4800, lr:1.0e-04 ∣ avg_100 : 47672.477863 ∣ critic_nllloss : 39368.069922 ∣ critic_ganloss : -12648.305469 ∣ generator_nllloss : 7871.269141 ∣ generator_ganloss : 1364.866504 ∣   [  std_z : 0.25  real_sub_fake : 27392.14 ]
[  epoch 0001/0040] 1580/4800, lr:1.0e-04 ∣ avg_100 : 47441.927932 ∣ critic_nllloss : 39278.669141 ∣ critic_ganloss : -12980.283008 ∣ generator_nllloss : 7859.616406 ∣ generator_ganloss : 1441.562891 ∣   [  std_z : 0.25  real_sub_fake : 28205.36 ]
[  epoch 0001/0040] 1590/4800, lr:1.0e-04 ∣ avg_100 : 47210.476910 ∣ critic_nllloss : 39156.260938 ∣ critic_ganloss : -13285.700195 ∣ generator_nllloss : 7834.221484 ∣ generator_ganloss : 1464.920898 ∣   [  std_z : 0.26  real_sub_fake : 28510.13 ]
[  epoch 0001/0040] 1600/4800, lr:1.0e-04 ∣ avg_100 : 46978.631240 ∣ critic_nllloss : 39046.564063 ∣ critic_ganloss : -13385.187598 ∣ generator_nllloss : 7806.217969 ∣ generator_ganloss : 1472.578955 ∣   [  std_z : 0.26  real_sub_fake : 28877.19 ]
[  epoch 0001/0040] 1610/4800, lr:1.0e-04 ∣ avg_100 : 46753.393790 ∣ critic_nllloss : 38933.190625 ∣ critic_ganloss : -12764.879590 ∣ generator_nllloss : 7784.459766 ∣ generator_ganloss : 1461.326318 ∣   [  std_z : 0.26  real_sub_fake : 28550.83 ]
[  epoch 0001/0040] 1620/4800, lr:1.0e-04 ∣ avg_100 : 46529.317299 ∣ critic_nllloss : 38825.864453 ∣ critic_ganloss : -12726.407520 ∣ generator_nllloss : 7775.532422 ∣ generator_ganloss : 1438.959326 ∣   [  std_z : 0.26  real_sub_fake : 28814.12 ]
[  epoch 0001/0040] 1630/4800, lr:1.0e-04 ∣ avg_100 : 46297.843887 ∣ critic_nllloss : 38722.111719 ∣ critic_ganloss : -13599.879395 ∣ generator_nllloss : 7745.597266 ∣ generator_ganloss : 1498.020459 ∣   [  std_z : 0.27  real_sub_fake : 29699.42 ]
[  epoch 0001/0040] 1640/4800, lr:1.0e-04 ∣ avg_100 : 46066.677411 ∣ critic_nllloss : 38611.759766 ∣ critic_ganloss : -13667.925000 ∣ generator_nllloss : 7727.167188 ∣ generator_ganloss : 1505.970508 ∣   [  std_z : 0.27  real_sub_fake : 29810.73 ]
[  epoch 0001/0040] 1650/4800, lr:1.0e-04 ∣ avg_100 : 45851.057178 ∣ critic_nllloss : 38519.315234 ∣ critic_ganloss : -12167.374805 ∣ generator_nllloss : 7700.532422 ∣ generator_ganloss : 1491.858496 ∣   [  std_z : 0.27  real_sub_fake : 28526.70 ]
[  epoch 0001/0040] 1660/4800, lr:1.0e-04 ∣ avg_100 : 45652.321350 ∣ critic_nllloss : 38415.328516 ∣ critic_ganloss : -10352.978320 ∣ generator_nllloss : 7677.705469 ∣ generator_ganloss : 1297.005127 ∣   [  std_z : 0.27  real_sub_fake : 26494.97 ]
[  epoch 0001/0040] 1670/4800, lr:1.0e-04 ∣ avg_100 : 45452.663411 ∣ critic_nllloss : 38318.889844 ∣ critic_ganloss : -10636.798535 ∣ generator_nllloss : 7662.887109 ∣ generator_ganloss : 1423.675928 ∣   [  std_z : 0.28  real_sub_fake : 26534.25 ]
[  epoch 0001/0040] 1680/4800, lr:1.0e-04 ∣ avg_100 : 45311.458577 ∣ critic_nllloss : 38207.104297 ∣ critic_ganloss : -4432.474744 ∣ generator_nllloss : 7643.235547 ∣ generator_ganloss : 1005.880591 ∣    [  std_z : 0.28  real_sub_fake : 13556.55 ]
[  epoch 0001/0040] 1690/4800, lr:1.0e-04 ∣ avg_100 : 45183.951344 ∣ critic_nllloss : 38098.051562 ∣ critic_ganloss : -2557.139380 ∣ generator_nllloss : 7619.162109 ∣ generator_ganloss : 420.046313 ∣     [  std_z : 0.29  real_sub_fake : 6948.93 ]
[  epoch 0001/0040] 1700/4800, lr:1.0e-04 ∣ avg_100 : 44981.623961 ∣ critic_nllloss : 37974.400781 ∣ critic_ganloss : -11204.065430 ∣ generator_nllloss : 7597.676172 ∣ generator_ganloss : 1521.402832 ∣   [  std_z : 0.29  real_sub_fake : 27239.24 ]
[  epoch 0001/0040] 1710/4800, lr:1.0e-04 ∣ avg_100 : 44744.146567 ∣ critic_nllloss : 37891.233594 ∣ critic_ganloss : -14862.538965 ∣ generator_nllloss : 7575.158984 ∣ generator_ganloss : 1588.693945 ∣   [  std_z : 0.28  real_sub_fake : 31220.20 ]
[  epoch 0001/0040] 1720/4800, lr:1.0e-04 ∣ avg_100 : 44507.412048 ∣ critic_nllloss : 37789.146094 ∣ critic_ganloss : -14829.705664 ∣ generator_nllloss : 7552.767578 ∣ generator_ganloss : 1568.235840 ∣   [  std_z : 0.29  real_sub_fake : 30955.98 ]
[  epoch 0001/0040] 1730/4800, lr:1.0e-04 ∣ avg_100 : 44333.973765 ∣ critic_nllloss : 37705.380859 ∣ critic_ganloss : -7994.421606 ∣ generator_nllloss : 7543.369922 ∣ generator_ganloss : 948.473511 ∣     [  std_z : 0.29  real_sub_fake : 20004.47 ]
[  epoch 0001/0040] 1740/4800, lr:1.0e-04 ∣ avg_100 : 44162.715182 ∣ critic_nllloss : 37581.225391 ∣ critic_ganloss : -8360.552954 ∣ generator_nllloss : 7514.099609 ∣ generator_ganloss : 1497.424805 ∣    [  std_z : 0.29  real_sub_fake : 19847.42 ]
[  epoch 0001/0040] 1750/4800, lr:1.0e-04 ∣ avg_100 : 43954.763270 ∣ critic_nllloss : 37485.439063 ∣ critic_ganloss : -11937.067725 ∣ generator_nllloss : 7496.594141 ∣ generator_ganloss : 1330.289111 ∣   [  std_z : 0.30  real_sub_fake : 26952.26 ]
[  epoch 0001/0040] 1760/4800, lr:1.0e-04 ∣ avg_100 : 43744.274707 ∣ critic_nllloss : 37378.331250 ∣ critic_ganloss : -12464.847363 ∣ generator_nllloss : 7476.927734 ∣ generator_ganloss : 1517.303076 ∣   [  std_z : 0.30  real_sub_fake : 28734.63 ]
[  epoch 0001/0040] 1770/4800, lr:1.0e-04 ∣ avg_100 : 43598.346542 ∣ critic_nllloss : 37284.248828 ∣ critic_ganloss : -4749.953833 ∣ generator_nllloss : 7459.801172 ∣ generator_ganloss : 174.244287 ∣     [  std_z : 0.30  real_sub_fake : 13580.58 ]
[  epoch 0001/0040] 1780/4800, lr:1.0e-04 ∣ avg_100 : 43486.876393 ∣ critic_nllloss : 37174.066406 ∣ critic_ganloss : -126.933005 ∣ generator_nllloss : 7438.446875 ∣ generator_ganloss : -1070.526270 ∣    [  std_z : 0.31  real_sub_fake : 1254.46 ]
[  epoch 0001/0040] 1790/4800, lr:1.0e-04 ∣ avg_100 : 43339.081336 ∣ critic_nllloss : 37085.441406 ∣ critic_ganloss : -5664.419141 ∣ generator_nllloss : 7418.664844 ∣ generator_ganloss : 733.094470 ∣     [  std_z : 0.31  real_sub_fake : 12339.13 ]
[  epoch 0001/0040] 1800/4800, lr:1.0e-04 ∣ avg_100 : 43117.008629 ∣ critic_nllloss : 36959.592969 ∣ critic_ganloss : -14124.370801 ∣ generator_nllloss : 7388.531641 ∣ generator_ganloss : 1721.490723 ∣   [  std_z : 0.31  real_sub_fake : 32283.05 ]
[  epoch 0001/0040] 1810/4800, lr:1.0e-04 ∣ avg_100 : 42875.017325 ∣ critic_nllloss : 36880.198438 ∣ critic_ganloss : -16256.708301 ∣ generator_nllloss : 7381.104297 ∣ generator_ganloss : 1734.172754 ∣   [  std_z : 0.31  real_sub_fake : 34270.72 ]
[  epoch 0001/0040] 1820/4800, lr:1.0e-04 ∣ avg_100 : 42628.746606 ∣ critic_nllloss : 36785.463281 ∣ critic_ganloss : -16783.810156 ∣ generator_nllloss : 7357.298828 ∣ generator_ganloss : 1738.758984 ∣   [  std_z : 0.31  real_sub_fake : 34406.97 ]
[  epoch 0001/0040] 1830/4800, lr:1.0e-04 ∣ avg_100 : 42379.379019 ∣ critic_nllloss : 36702.180469 ∣ critic_ganloss : -17268.126172 ∣ generator_nllloss : 7343.877344 ∣ generator_ganloss : 1784.584766 ∣   [  std_z : 0.32  real_sub_fake : 35323.50 ]
[  epoch 0001/0040] 1840/4800, lr:1.0e-04 ∣ avg_100 : 42128.349300 ∣ critic_nllloss : 36602.016406 ∣ critic_ganloss : -17553.217578 ∣ generator_nllloss : 7316.018750 ∣ generator_ganloss : 1815.941016 ∣   [  std_z : 0.32  real_sub_fake : 35729.44 ]
[  epoch 0001/0040] 1850/4800, lr:1.0e-04 ∣ avg_100 : 41875.585923 ∣ critic_nllloss : 36513.446875 ∣ critic_ganloss : -17888.034180 ∣ generator_nllloss : 7305.825000 ∣ generator_ganloss : 1840.901758 ∣   [  std_z : 0.33  real_sub_fake : 36295.94 ]
[  epoch 0001/0040] 1860/4800, lr:1.0e-04 ∣ avg_100 : 41621.464034 ∣ critic_nllloss : 36403.385547 ∣ critic_ganloss : -18130.049219 ∣ generator_nllloss : 7282.080469 ∣ generator_ganloss : 1868.632324 ∣   [  std_z : 0.33  real_sub_fake : 36811.57 ]
[  epoch 0001/0040] 1870/4800, lr:1.0e-04 ∣ avg_100 : 41365.897366 ∣ critic_nllloss : 36293.051172 ∣ critic_ganloss : -18380.921289 ∣ generator_nllloss : 7256.461719 ∣ generator_ganloss : 1892.611230 ∣   [  std_z : 0.33  real_sub_fake : 37275.32 ]
[  epoch 0001/0040] 1880/4800, lr:1.0e-04 ∣ avg_100 : 41109.311780 ∣ critic_nllloss : 36218.517188 ∣ critic_ganloss : -18617.727539 ∣ generator_nllloss : 7244.040234 ∣ generator_ganloss : 1919.995898 ∣   [  std_z : 0.33  real_sub_fake : 37745.07 ]
[  epoch 0001/0040] 1890/4800, lr:1.0e-04 ∣ avg_100 : 40851.128511 ∣ critic_nllloss : 36127.844141 ∣ critic_ganloss : -18900.728906 ∣ generator_nllloss : 7220.601562 ∣ generator_ganloss : 1937.817969 ∣   [  std_z : 0.34  real_sub_fake : 38323.45 ]
[  epoch 0001/0040] 1900/4800, lr:1.0e-04 ∣ avg_100 : 40592.406634 ∣ critic_nllloss : 36029.853516 ∣ critic_ganloss : -19097.598242 ∣ generator_nllloss : 7207.530859 ∣ generator_ganloss : 1962.731738 ∣   [  std_z : 0.34  real_sub_fake : 38733.90 ]
[  epoch 0001/0040] 1910/4800, lr:1.0e-04 ∣ avg_100 : 40333.180086 ∣ critic_nllloss : 35937.173047 ∣ critic_ganloss : -19299.332227 ∣ generator_nllloss : 7191.930078 ∣ generator_ganloss : 1981.558594 ∣   [  std_z : 0.34  real_sub_fake : 39234.77 ]
[  epoch 0001/0040] 1920/4800, lr:1.0e-04 ∣ avg_100 : 40072.386671 ∣ critic_nllloss : 35857.848437 ∣ critic_ganloss : -19605.732031 ∣ generator_nllloss : 7174.772656 ∣ generator_ganloss : 2013.494727 ∣   [  std_z : 0.35  real_sub_fake : 39783.42 ]
[  epoch 0001/0040] 1930/4800, lr:1.0e-04 ∣ avg_100 : 39810.497608 ∣ critic_nllloss : 35748.019922 ∣ critic_ganloss : -19786.772266 ∣ generator_nllloss : 7144.974219 ∣ generator_ganloss : 2027.830273 ∣   [  std_z : 0.34  real_sub_fake : 40248.18 ]
[  epoch 0001/0040] 1940/4800, lr:1.0e-04 ∣ avg_100 : 39548.834095 ∣ critic_nllloss : 35661.150391 ∣ critic_ganloss : -19944.230664 ∣ generator_nllloss : 7126.783594 ∣ generator_ganloss : 2060.060840 ∣   [  std_z : 0.35  real_sub_fake : 40650.44 ]
[  epoch 0001/0040] 1950/4800, lr:1.0e-04 ∣ avg_100 : 39286.690694 ∣ critic_nllloss : 35580.789062 ∣ critic_ganloss : -20117.230078 ∣ generator_nllloss : 7112.238281 ∣ generator_ganloss : 2076.154687 ∣   [  std_z : 0.35  real_sub_fake : 41062.84 ]
[  epoch 0001/0040] 1960/4800, lr:1.0e-04 ∣ avg_100 : 39025.319700 ∣ critic_nllloss : 35497.037891 ∣ critic_ganloss : -20210.900195 ∣ generator_nllloss : 7102.478906 ∣ generator_ganloss : 2083.294141 ∣   [  std_z : 0.36  real_sub_fake : 41427.83 ]
[  epoch 0001/0040] 1970/4800, lr:1.0e-04 ∣ avg_100 : 38764.424127 ∣ critic_nllloss : 35400.826172 ∣ critic_ganloss : -20285.463281 ∣ generator_nllloss : 7084.533984 ∣ generator_ganloss : 2106.806543 ∣   [  std_z : 0.36  real_sub_fake : 41890.06 ]
[  epoch 0001/0040] 1980/4800, lr:1.0e-04 ∣ avg_100 : 38509.050065 ∣ critic_nllloss : 35291.617969 ∣ critic_ganloss : -19833.952734 ∣ generator_nllloss : 7067.206250 ∣ generator_ganloss : 2112.226855 ∣   [  std_z : 0.36  real_sub_fake : 41645.69 ]
[  epoch 0001/0040] 1990/4800, lr:1.0e-04 ∣ avg_100 : 38262.055994 ∣ critic_nllloss : 35227.358984 ∣ critic_ganloss : -19124.037500 ∣ generator_nllloss : 7043.942969 ∣ generator_ganloss : 2073.745703 ∣   [  std_z : 0.36  real_sub_fake : 41157.93 ]
[  epoch 0001/0040] 2000/4800, lr:1.0e-04 ∣ avg_100 : 38039.241484 ∣ critic_nllloss : 35146.094922 ∣ critic_ganloss : -16700.985840 ∣ generator_nllloss : 7029.452734 ∣ generator_ganloss : 1950.591309 ∣   [  std_z : 0.37  real_sub_fake : 38143.95 ]
[  epoch 0001/0040] 2010/4800, lr:1.0e-04 ∣ avg_100 : 37861.841969 ∣ critic_nllloss : 35047.151172 ∣ critic_ganloss : -11933.289258 ∣ generator_nllloss : 7016.604297 ∣ generator_ganloss : 1567.832031 ∣   [  std_z : 0.36  real_sub_fake : 31935.42 ]
[  epoch 0001/0040] 2020/4800, lr:1.0e-04 ∣ avg_100 : 37686.227716 ∣ critic_nllloss : 34979.382812 ∣ critic_ganloss : -12136.712598 ∣ generator_nllloss : 6995.916797 ∣ generator_ganloss : 1829.596582 ∣   [  std_z : 0.37  real_sub_fake : 33646.26 ]
[  epoch 0001/0040] 2030/4800, lr:1.0e-04 ∣ avg_100 : 37486.011022 ∣ critic_nllloss : 34900.805469 ∣ critic_ganloss : -14861.215332 ∣ generator_nllloss : 6974.494531 ∣ generator_ganloss : 1944.220117 ∣   [  std_z : 0.37  real_sub_fake : 38081.10 ]
[  epoch 0001/0040] 2040/4800, lr:1.0e-04 ∣ avg_100 : 37277.351889 ∣ critic_nllloss : 34809.048828 ∣ critic_ganloss : -15762.695508 ∣ generator_nllloss : 6957.617188 ∣ generator_ganloss : 1884.396777 ∣   [  std_z : 0.38  real_sub_fake : 39285.89 ]
[  epoch 0001/0040] 2050/4800, lr:1.0e-04 ∣ avg_100 : 37087.311567 ∣ critic_nllloss : 34716.815234 ∣ critic_ganloss : -13806.901074 ∣ generator_nllloss : 6938.143359 ∣ generator_ganloss : 1679.433887 ∣   [  std_z : 0.38  real_sub_fake : 36743.41 ]
[  epoch 0001/0040] 2060/4800, lr:1.0e-04 ∣ avg_100 : 36925.628263 ∣ critic_nllloss : 34643.234375 ∣ critic_ganloss : -11095.896680 ∣ generator_nllloss : 6925.192969 ∣ generator_ganloss : 1650.297559 ∣   [  std_z : 0.38  real_sub_fake : 32765.39 ]
[  epoch 0001/0040] 2070/4800, lr:1.0e-04 ∣ avg_100 : 36768.895664 ∣ critic_nllloss : 34579.804297 ∣ critic_ganloss : -10162.196484 ∣ generator_nllloss : 6930.024219 ∣ generator_ganloss : 1446.412061 ∣   [  std_z : 0.38  real_sub_fake : 31099.71 ]
[  epoch 0001/0040] 2080/4800, lr:1.0e-04 ∣ avg_100 : 36617.679542 ∣ critic_nllloss : 34476.750781 ∣ critic_ganloss : -8795.007324 ∣ generator_nllloss : 6902.123047 ∣ generator_ganloss : 1519.004785 ∣    [  std_z : 0.39  real_sub_fake : 27380.31 ]
[  epoch 0001/0040] 2090/4800, lr:1.0e-04 ∣ avg_100 : 36504.215515 ∣ critic_nllloss : 34408.604297 ∣ critic_ganloss : -5141.623169 ∣ generator_nllloss : 6893.937500 ∣ generator_ganloss : 899.269922 ∣     [  std_z : 0.39  real_sub_fake : 17775.42 ]
[  epoch 0001/0040] 2100/4800, lr:1.0e-04 ∣ avg_100 : 36414.663487 ∣ critic_nllloss : 34322.638281 ∣ critic_ganloss : -2838.216357 ∣ generator_nllloss : 6862.587891 ∣ generator_ganloss : 552.292017 ∣     [  std_z : 0.40  real_sub_fake : 10106.64 ]
[  epoch 0001/0040] 2110/4800, lr:1.0e-04 ∣ avg_100 : 36323.957439 ∣ critic_nllloss : 34220.752344 ∣ critic_ganloss : -3203.071582 ∣ generator_nllloss : 6845.602734 ∣ generator_ganloss : 564.186621 ∣     [  std_z : 0.40  real_sub_fake : 11323.10 ]
[  epoch 0001/0040] 2120/4800, lr:1.0e-04 ∣ avg_100 : 36237.298366 ∣ critic_nllloss : 34130.979297 ∣ critic_ganloss : -2776.421875 ∣ generator_nllloss : 6819.256250 ∣ generator_ganloss : 315.500024 ∣     [  std_z : 0.40  real_sub_fake : 10430.93 ]
[  epoch 0001/0040] 2130/4800, lr:1.0e-04 ∣ avg_100 : 36156.190022 ∣ critic_nllloss : 34097.490625 ∣ critic_ganloss : -2251.447852 ∣ generator_nllloss : 6818.137891 ∣ generator_ganloss : 92.444571 ∣  [  std_z : 0.40  real_sub_fake : 8190.46 ]
[  epoch 0001/0040] 2140/4800, lr:1.0e-04 ∣ avg_100 : 36071.362828 ∣ critic_nllloss : 33985.046094 ∣ critic_ganloss : -2966.708374 ∣ generator_nllloss : 6799.033984 ∣ generator_ganloss : 340.401001 ∣     [  std_z : 0.40  real_sub_fake : 10422.93 ]
[  epoch 0001/0040] 2150/4800, lr:1.0e-04 ∣ avg_100 : 35989.490863 ∣ critic_nllloss : 33918.619141 ∣ critic_ganloss : -2928.208740 ∣ generator_nllloss : 6789.839453 ∣ generator_ganloss : 345.225085 ∣     [  std_z : 0.41  real_sub_fake : 10560.82 ]
[  epoch 0001/0040] 2160/4800, lr:1.0e-04 ∣ avg_100 : 35917.936117 ∣ critic_nllloss : 33853.071875 ∣ critic_ganloss : -1850.625623 ∣ generator_nllloss : 6763.318750 ∣ generator_ganloss : 128.555646 ∣     [  std_z : 0.41  real_sub_fake : 6941.89 ]
[  epoch 0001/0040] 2170/4800, lr:1.0e-04 ∣ avg_100 : 35844.087433 ∣ critic_nllloss : 33771.985547 ∣ critic_ganloss : -2395.349658 ∣ generator_nllloss : 6752.324219 ∣ generator_ganloss : 249.325745 ∣     [  std_z : 0.41  real_sub_fake : 8707.56 ]
[  epoch 0001/0040] 2180/4800, lr:1.0e-04 ∣ avg_100 : 35779.210504 ∣ critic_nllloss : 33699.065625 ∣ critic_ganloss : -1316.465466 ∣ generator_nllloss : 6751.333594 ∣ generator_ganloss : -121.524234 ∣    [  std_z : 0.42  real_sub_fake : 5793.78 ]
[  epoch 0001/0040] 2190/4800, lr:1.0e-04 ∣ avg_100 : 35714.959826 ∣ critic_nllloss : 33616.027734 ∣ critic_ganloss : -1412.411920 ∣ generator_nllloss : 6725.069141 ∣ generator_ganloss : -123.312085 ∣    [  std_z : 0.42  real_sub_fake : 4294.86 ]
[  epoch 0001/0040] 2200/4800, lr:1.0e-04 ∣ avg_100 : 35651.324502 ∣ critic_nllloss : 33549.458203 ∣ critic_ganloss : -1737.975708 ∣ generator_nllloss : 6706.933984 ∣ generator_ganloss : 118.185519 ∣     [  std_z : 0.43  real_sub_fake : 7347.13 ]
[  epoch 0001/0040] 2210/4800, lr:1.0e-04 ∣ avg_100 : 35596.431107 ∣ critic_nllloss : 33483.204297 ∣ critic_ganloss : -721.088037 ∣ generator_nllloss : 6701.621094 ∣ generator_ganloss : -197.524323 ∣     [  std_z : 0.43  real_sub_fake : 3789.53 ]
[  epoch 0001/0040] 2220/4800, lr:1.0e-04 ∣ avg_100 : 35541.461039 ∣ critic_nllloss : 33385.157813 ∣ critic_ganloss : -970.669965 ∣ generator_nllloss : 6677.738281 ∣ generator_ganloss : -125.052240 ∣     [  std_z : 0.43  real_sub_fake : 2658.30 ]
[  epoch 0001/0040] 2230/4800, lr:1.0e-04 ∣ avg_100 : 35485.641176 ∣ critic_nllloss : 33292.030469 ∣ critic_ganloss : -1465.606445 ∣ generator_nllloss : 6662.107813 ∣ generator_ganloss : 162.976758 ∣     [  std_z : 0.43  real_sub_fake : 5055.67 ]
[  epoch 0001/0040] 2240/4800, lr:1.0e-04 ∣ avg_100 : 35438.815697 ∣ critic_nllloss : 33235.555078 ∣ critic_ganloss : -723.614301 ∣ generator_nllloss : 6657.321875 ∣ generator_ganloss : 131.761017 ∣  [  std_z : 0.43  real_sub_fake : 4166.39 ]
[  epoch 0001/0040] 2250/4800, lr:1.0e-04 ∣ avg_100 : 35386.697081 ∣ critic_nllloss : 33205.807422 ∣ critic_ganloss : -1562.939990 ∣ generator_nllloss : 6642.391797 ∣ generator_ganloss : 227.148779 ∣     [  std_z : 0.44  real_sub_fake : 4417.42 ]
[  epoch 0001/0040] 2260/4800, lr:1.0e-04 ∣ avg_100 : 35339.400855 ∣ critic_nllloss : 33096.777734 ∣ critic_ganloss : -1234.575183 ∣ generator_nllloss : 6632.877344 ∣ generator_ganloss : 241.248645 ∣     [  std_z : 0.44  real_sub_fake : 6228.64 ]
[  epoch 0001/0040] 2270/4800, lr:1.0e-04 ∣ avg_100 : 35301.338454 ∣ critic_nllloss : 33040.447266 ∣ critic_ganloss : -221.753613 ∣ generator_nllloss : 6604.835156 ∣ generator_ganloss : -29.581940 ∣  [  std_z : 0.45  real_sub_fake : 1749.67 ]
[  epoch 0001/0040] 2280/4800, lr:1.0e-04 ∣ avg_100 : 35263.167935 ∣ critic_nllloss : 32963.796094 ∣ critic_ganloss : -476.164459 ∣ generator_nllloss : 6584.757812 ∣ generator_ganloss : 23.223207 ∣   [  std_z : 0.45  real_sub_fake : 1284.61 ]
[  epoch 0001/0040] 2290/4800, lr:1.0e-04 ∣ avg_100 : 35220.370377 ∣ critic_nllloss : 32873.078125 ∣ critic_ganloss : -1204.697864 ∣ generator_nllloss : 6576.492188 ∣ generator_ganloss : 155.266592 ∣     [  std_z : 0.44  real_sub_fake : 3191.89 ]
[  epoch 0001/0040] 2300/4800, lr:1.0e-04 ∣ avg_100 : 35174.763740 ∣ critic_nllloss : 32842.428125 ∣ critic_ganloss : -1886.026746 ∣ generator_nllloss : 6570.878125 ∣ generator_ganloss : 381.724695 ∣     [  std_z : 0.46  real_sub_fake : 7290.76 ]
[  epoch 0001/0040] 2310/4800, lr:1.0e-04 ∣ avg_100 : 35131.465265 ∣ critic_nllloss : 32708.562109 ∣ critic_ganloss : -1194.309131 ∣ generator_nllloss : 6553.058008 ∣ generator_ganloss : 247.260120 ∣     [  std_z : 0.44  real_sub_fake : 5589.73 ]
[  epoch 0001/0040] 2320/4800, lr:1.0e-04 ∣ avg_100 : 35094.883159 ∣ critic_nllloss : 32685.275781 ∣ critic_ganloss : -734.442426 ∣ generator_nllloss : 6538.041602 ∣ generator_ganloss : 98.071094 ∣   [  std_z : 0.46  real_sub_fake : 2820.16 ]
[  epoch 0001/0040] 2330/4800, lr:1.0e-04 ∣ avg_100 : 35063.319656 ∣ critic_nllloss : 32626.271875 ∣ critic_ganloss : -382.570746 ∣ generator_nllloss : 6522.658008 ∣ generator_ganloss : 40.439272 ∣   [  std_z : 0.46  real_sub_fake : 1680.05 ]
[  epoch 0001/0040] 2340/4800, lr:1.0e-04 ∣ avg_100 : 35035.776122 ∣ critic_nllloss : 32547.351367 ∣ critic_ganloss : -347.744125 ∣ generator_nllloss : 6507.902344 ∣ generator_ganloss : 58.913235 ∣   [  std_z : 0.47  real_sub_fake : 1295.28 ]
[  epoch 0001/0040] 2350/4800, lr:1.0e-04 ∣ avg_100 : 35007.121236 ∣ critic_nllloss : 32470.147461 ∣ critic_ganloss : -770.006714 ∣ generator_nllloss : 6512.380664 ∣ generator_ganloss : 137.484888 ∣  [  std_z : 0.46  real_sub_fake : 2173.45 ]
[  epoch 0001/0040] 2360/4800, lr:1.0e-04 ∣ avg_100 : 34973.265382 ∣ critic_nllloss : 32412.096094 ∣ critic_ganloss : -1781.258533 ∣ generator_nllloss : 6488.253711 ∣ generator_ganloss : 357.927783 ∣     [  std_z : 0.47  real_sub_fake : 5258.37 ]
[  epoch 0001/0040] 2370/4800, lr:1.0e-04 ∣ avg_100 : 34936.760582 ∣ critic_nllloss : 32361.990820 ∣ critic_ganloss : -2246.270728 ∣ generator_nllloss : 6476.376172 ∣ generator_ganloss : 312.052515 ∣     [  std_z : 0.47  real_sub_fake : 9532.93 ]
[  epoch 0001/0040] 2380/4800, lr:1.0e-04 ∣ avg_100 : 34912.076471 ∣ critic_nllloss : 32276.628711 ∣ critic_ganloss : -599.193668 ∣ generator_nllloss : 6458.510742 ∣ generator_ganloss : -308.769897 ∣     [  std_z : 0.48  real_sub_fake : 3170.37 ]
[  epoch 0001/0040] 2390/4800, lr:1.0e-04 ∣ avg_100 : 34892.284319 ∣ critic_nllloss : 32269.950781 ∣ critic_ganloss : -91.896175 ∣ generator_nllloss : 6441.765625 ∣ generator_ganloss : -597.149512 ∣  [  std_z : 0.49  real_sub_fake : 569.19 ]
[  epoch 0001/0040] 2400/4800, lr:1.0e-04 ∣ avg_100 : 34872.889052 ∣ critic_nllloss : 32137.863672 ∣ critic_ganloss : -63.608506 ∣ generator_nllloss : 6425.020117 ∣ generator_ganloss : -665.356958 ∣  [  std_z : 0.48  real_sub_fake : 270.06 ]
[  epoch 0001/0040] 2410/4800, lr:1.0e-04 ∣ avg_100 : 34854.629264 ∣ critic_nllloss : 32114.058789 ∣ critic_ganloss : -179.938021 ∣ generator_nllloss : 6428.751758 ∣ generator_ganloss : -653.308716 ∣     [  std_z : 0.49  real_sub_fake : 458.54 ]
[  epoch 0001/0040] 2420/4800, lr:1.0e-04 ∣ avg_100 : 34836.202451 ∣ critic_nllloss : 32041.821680 ∣ critic_ganloss : -478.668729 ∣ generator_nllloss : 6400.202734 ∣ generator_ganloss : -540.854639 ∣     [  std_z : 0.49  real_sub_fake : 1132.01 ]
[  epoch 0001/0040] 2430/4800, lr:1.0e-04 ∣ avg_100 : 34815.812519 ∣ critic_nllloss : 31975.775977 ∣ critic_ganloss : -1142.898816 ∣ generator_nllloss : 6399.886328 ∣ generator_ganloss : -222.051288 ∣    [  std_z : 0.50  real_sub_fake : 2913.88 ]
[  epoch 0001/0040] 2440/4800, lr:1.0e-04 ∣ avg_100 : 34795.868489 ∣ critic_nllloss : 31948.154687 ∣ critic_ganloss : -1711.429980 ∣ generator_nllloss : 6405.646875 ∣ generator_ganloss : 233.004785 ∣     [  std_z : 0.50  real_sub_fake : 6750.91 ]
[  epoch 0001/0040] 2450/4800, lr:1.0e-04 ∣ avg_100 : 34785.984031 ∣ critic_nllloss : 31853.393359 ∣ critic_ganloss : -472.098138 ∣ generator_nllloss : 6352.442187 ∣ generator_ganloss : -255.145224 ∣     [  std_z : 0.49  real_sub_fake : 3595.58 ]
[  epoch 0001/0040] 2460/4800, lr:1.0e-04 ∣ avg_100 : 34777.616759 ∣ critic_nllloss : 31793.992383 ∣ critic_ganloss : -263.949619 ∣ generator_nllloss : 6367.452930 ∣ generator_ganloss : -578.267993 ∣     [  std_z : 0.50  real_sub_fake : 841.38 ]
[  epoch 0001/0040] 2470/4800, lr:1.0e-04 ∣ avg_100 : 34768.015922 ∣ critic_nllloss : 31741.505664 ∣ critic_ganloss : -729.473203 ∣ generator_nllloss : 6343.049219 ∣ generator_ganloss : -365.873340 ∣     [  std_z : 0.51  real_sub_fake : 1677.80 ]
[  epoch 0001/0040] 2480/4800, lr:1.0e-04 ∣ avg_100 : 34752.372219 ∣ critic_nllloss : 31641.584375 ∣ critic_ganloss : -1974.226025 ∣ generator_nllloss : 6329.214844 ∣ generator_ganloss : 305.665314 ∣     [  std_z : 0.50  real_sub_fake : 5288.32 ]
[  epoch 0001/0040] 2490/4800, lr:1.0e-04 ∣ avg_100 : 34740.684089 ∣ critic_nllloss : 31633.792187 ∣ critic_ganloss : -1928.028149 ∣ generator_nllloss : 6319.108594 ∣ generator_ganloss : 290.956152 ∣     [  std_z : 0.51  real_sub_fake : 9744.53 ]
[  epoch 0001/0040] 2500/4800, lr:1.0e-04 ∣ avg_100 : 34742.453625 ∣ critic_nllloss : 31589.224805 ∣ critic_ganloss : -357.244315 ∣ generator_nllloss : 6304.523828 ∣ generator_ganloss : -183.057080 ∣     [  std_z : 0.52  real_sub_fake : 2399.62 ]
[  epoch 0001/0040] 2510/4800, lr:1.0e-04 ∣ avg_100 : 34746.716079 ∣ critic_nllloss : 31508.661328 ∣ critic_ganloss : -11.264154 ∣ generator_nllloss : 6324.066016 ∣ generator_ganloss : -371.146741 ∣  [  std_z : 0.52  real_sub_fake : 223.71 ]
[  epoch 0001/0040] 2520/4800, lr:1.0e-04 ∣ avg_100 : 34751.929701 ∣ critic_nllloss : 31412.567773 ∣ critic_ganloss : -107.822224 ∣ generator_nllloss : 6291.901367 ∣ generator_ganloss : -357.293896 ∣     [  std_z : 0.52  real_sub_fake : 280.29 ]
[  epoch 0001/0040] 2530/4800, lr:1.0e-04 ∣ avg_100 : 34757.691403 ∣ critic_nllloss : 31383.344922 ∣ critic_ganloss : -317.930711 ∣ generator_nllloss : 6284.715820 ∣ generator_ganloss : -274.995776 ∣     [  std_z : 0.52  real_sub_fake : 707.56 ]
[  epoch 0001/0040] 2540/4800, lr:1.0e-04 ∣ avg_100 : 34761.884072 ∣ critic_nllloss : 31302.203906 ∣ critic_ganloss : -774.527185 ∣ generator_nllloss : 6259.688281 ∣ generator_ganloss : -57.456802 ∣  [  std_z : 0.53  real_sub_fake : 1775.23 ]
[  epoch 0001/0040] 2550/4800, lr:1.0e-04 ∣ avg_100 : 34761.803758 ∣ critic_nllloss : 31281.310547 ∣ critic_ganloss : -1833.938867 ∣ generator_nllloss : 6263.438477 ∣ generator_ganloss : 418.353333 ∣     [  std_z : 0.52  real_sub_fake : 4849.34 ]
[  epoch 0001/0040] 2560/4800, lr:1.0e-04 ∣ avg_100 : 34752.837625 ∣ critic_nllloss : 31228.195117 ∣ critic_ganloss : -3209.411035 ∣ generator_nllloss : 6250.426367 ∣ generator_ganloss : 722.119092 ∣     [  std_z : 0.53  real_sub_fake : 12269.12 ]
[  epoch 0001/0040] 2570/4800, lr:1.0e-04 ∣ avg_100 : 34747.332705 ∣ critic_nllloss : 31183.333594 ∣ critic_ganloss : -2407.207080 ∣ generator_nllloss : 6255.041406 ∣ generator_ganloss : 374.240186 ∣     [  std_z : 0.54  real_sub_fake : 10195.45 ]
[  epoch 0001/0040] 2580/4800, lr:1.0e-04 ∣ avg_100 : 34752.471535 ∣ critic_nllloss : 31125.744336 ∣ critic_ganloss : -1457.317139 ∣ generator_nllloss : 6231.396289 ∣ generator_ganloss : 213.624915 ∣     [  std_z : 0.55  real_sub_fake : 5830.26 ]
[  epoch 0001/0040] 2590/4800, lr:1.0e-04 ∣ avg_100 : 34767.851189 ∣ critic_nllloss : 31110.522461 ∣ critic_ganloss : -833.179089 ∣ generator_nllloss : 6215.559766 ∣ generator_ganloss : 214.765405 ∣  [  std_z : 0.55  real_sub_fake : 3733.85 ]
[  epoch 0001/0040] 2600/4800, lr:1.0e-04 ∣ avg_100 : 34788.858469 ∣ critic_nllloss : 31025.242383 ∣ critic_ganloss : -293.492151 ∣ generator_nllloss : 6196.446484 ∣ generator_ganloss : 112.704657 ∣  [  std_z : 0.55  real_sub_fake : 1727.02 ]
[  epoch 0001/0040] 2610/4800, lr:1.0e-04 ∣ avg_100 : 34806.985147 ∣ critic_nllloss : 30997.633789 ∣ critic_ganloss : -89.738870 ∣ generator_nllloss : 6188.038672 ∣ generator_ganloss : 130.831348 ∣   [  std_z : 0.55  real_sub_fake : 657.22 ]
[  epoch 0001/0040] 2620/4800, lr:1.0e-04 ∣ avg_100 : 34825.175008 ∣ critic_nllloss : 30951.105469 ∣ critic_ganloss : -217.394211 ∣ generator_nllloss : 6208.788867 ∣ generator_ganloss : 190.434595 ∣  [  std_z : 0.56  real_sub_fake : 685.13 ]
[  epoch 0001/0040] 2630/4800, lr:1.0e-04 ∣ avg_100 : 34845.424360 ∣ critic_nllloss : 30802.580664 ∣ critic_ganloss : -815.468878 ∣ generator_nllloss : 6173.939453 ∣ generator_ganloss : 229.734009 ∣  [  std_z : 0.55  real_sub_fake : 2046.11 ]
[  epoch 0001/0040] 2640/4800, lr:1.0e-04 ∣ avg_100 : 34857.709199 ∣ critic_nllloss : 30750.682227 ∣ critic_ganloss : -1883.505530 ∣ generator_nllloss : 6135.351562 ∣ generator_ganloss : 402.928113 ∣     [  std_z : 0.55  real_sub_fake : 5875.58 ]
[  epoch 0001/0040] 2650/4800, lr:1.0e-04 ∣ avg_100 : 34859.011143 ∣ critic_nllloss : 30776.718359 ∣ critic_ganloss : -1478.050879 ∣ generator_nllloss : 6152.693750 ∣ generator_ganloss : 223.164526 ∣     [  std_z : 0.57  real_sub_fake : 6660.59 ]
[  epoch 0001/0040] 2660/4800, lr:1.0e-04 ∣ avg_100 : 34848.401696 ∣ critic_nllloss : 30758.255859 ∣ critic_ganloss : -965.255139 ∣ generator_nllloss : 6138.769531 ∣ generator_ganloss : 44.345901 ∣   [  std_z : 0.57  real_sub_fake : 3703.06 ]
[  epoch 0001/0040] 2670/4800, lr:1.0e-04 ∣ avg_100 : 34844.763553 ∣ critic_nllloss : 30723.429688 ∣ critic_ganloss : -522.692761 ∣ generator_nllloss : 6155.618164 ∣ generator_ganloss : 48.484921 ∣   [  std_z : 0.58  real_sub_fake : 2432.01 ]
[  epoch 0001/0040] 2680/4800, lr:1.0e-04 ∣ avg_100 : 34785.603949 ∣ critic_nllloss : 30617.914062 ∣ critic_ganloss : -351.124106 ∣ generator_nllloss : 6161.185352 ∣ generator_ganloss : 79.809970 ∣   [  std_z : 0.57  real_sub_fake : 1476.17 ]
[  epoch 0001/0040] 2690/4800, lr:1.0e-04 ∣ avg_100 : 34715.774685 ∣ critic_nllloss : 30598.937305 ∣ critic_ganloss : -254.094374 ∣ generator_nllloss : 6114.210156 ∣ generator_ganloss : 138.141125 ∣  [  std_z : 0.58  real_sub_fake : 992.89 ]
[  epoch 0001/0040] 2700/4800, lr:1.0e-04 ∣ avg_100 : 34722.739899 ∣ critic_nllloss : 30548.696484 ∣ critic_ganloss : -255.456784 ∣ generator_nllloss : 6114.858594 ∣ generator_ganloss : 177.837445 ∣  [  std_z : 0.58  real_sub_fake : 894.46 ]
[  epoch 0001/0040] 2710/4800, lr:1.0e-04 ∣ avg_100 : 34765.714452 ∣ critic_nllloss : 30473.221484 ∣ critic_ganloss : -298.032431 ∣ generator_nllloss : 6106.688086 ∣ generator_ganloss : 208.125708 ∣  [  std_z : 0.58  real_sub_fake : 1023.92 ]
[  epoch 0001/0040] 2720/4800, lr:1.0e-04 ∣ avg_100 : 34809.307444 ∣ critic_nllloss : 30446.839258 ∣ critic_ganloss : -309.220953 ∣ generator_nllloss : 6088.349609 ∣ generator_ganloss : 213.775183 ∣  [  std_z : 0.58  real_sub_fake : 1173.96 ]
[  epoch 0001/0040] 2730/4800, lr:1.0e-04 ∣ avg_100 : 34791.717313 ∣ critic_nllloss : 30387.976562 ∣ critic_ganloss : -254.828151 ∣ generator_nllloss : 6065.851562 ∣ generator_ganloss : 244.789551 ∣  [  std_z : 0.59  real_sub_fake : 997.10 ]
[  epoch 0001/0040] 2740/4800, lr:1.0e-04 ∣ avg_100 : 34773.324339 ∣ critic_nllloss : 30320.814453 ∣ critic_ganloss : -265.261205 ∣ generator_nllloss : 6072.142578 ∣ generator_ganloss : 265.203638 ∣  [  std_z : 0.58  real_sub_fake : 899.31 ]
[  epoch 0001/0040] 2750/4800, lr:1.0e-04 ∣ avg_100 : 34794.094399 ∣ critic_nllloss : 30353.603711 ∣ critic_ganloss : -227.392546 ∣ generator_nllloss : 6072.844141 ∣ generator_ganloss : 253.205273 ∣  [  std_z : 0.60  real_sub_fake : 843.57 ]
[  epoch 0001/0040] 2760/4800, lr:1.0e-04 ∣ avg_100 : 34818.933923 ∣ critic_nllloss : 30311.143359 ∣ critic_ganloss : -250.164337 ∣ generator_nllloss : 6091.678320 ∣ generator_ganloss : 239.009827 ∣  [  std_z : 0.60  real_sub_fake : 874.94 ]
[  epoch 0001/0040] 2770/4800, lr:1.0e-04 ∣ avg_100 : 34780.845750 ∣ critic_nllloss : 30293.222266 ∣ critic_ganloss : -186.108589 ∣ generator_nllloss : 6049.275391 ∣ generator_ganloss : 203.134045 ∣  [  std_z : 0.61  real_sub_fake : 712.35 ]
[  epoch 0001/0040] 2780/4800, lr:1.0e-04 ∣ avg_100 : 34709.179590 ∣ critic_nllloss : 30198.030273 ∣ critic_ganloss : -193.596143 ∣ generator_nllloss : 6035.194727 ∣ generator_ganloss : 208.809204 ∣  [  std_z : 0.60  real_sub_fake : 645.12 ]
[  epoch 0001/0040] 2790/4800, lr:1.0e-04 ∣ avg_100 : 34675.213677 ∣ critic_nllloss : 30169.510352 ∣ critic_ganloss : -217.269748 ∣ generator_nllloss : 6038.775195 ∣ generator_ganloss : 185.174469 ∣  [  std_z : 0.61  real_sub_fake : 691.08 ]
[  epoch 0001/0040] 2800/4800, lr:1.0e-04 ∣ avg_100 : 34716.617250 ∣ critic_nllloss : 30114.252734 ∣ critic_ganloss : -252.174580 ∣ generator_nllloss : 6056.950000 ∣ generator_ganloss : 166.573682 ∣  [  std_z : 0.61  real_sub_fake : 814.41 ]
[  epoch 0001/0040] 2810/4800, lr:1.0e-04 ∣ avg_100 : 34778.380254 ∣ critic_nllloss : 30074.468945 ∣ critic_ganloss : -295.871400 ∣ generator_nllloss : 5992.766992 ∣ generator_ganloss : 143.702991 ∣  [  std_z : 0.61  real_sub_fake : 941.20 ]
[  epoch 0001/0040] 2820/4800, lr:1.0e-04 ∣ avg_100 : 34845.767414 ∣ critic_nllloss : 30034.658203 ∣ critic_ganloss : -337.552600 ∣ generator_nllloss : 6007.565625 ∣ generator_ganloss : 131.755737 ∣  [  std_z : 0.61  real_sub_fake : 1088.54 ]
[  epoch 0001/0040] 2830/4800, lr:1.0e-04 ∣ avg_100 : 34917.727624 ∣ critic_nllloss : 30010.912695 ∣ critic_ganloss : -368.757080 ∣ generator_nllloss : 5996.974609 ∣ generator_ganloss : 119.407135 ∣  [  std_z : 0.62  real_sub_fake : 1242.99 ]
[  epoch 0001/0040] 2840/4800, lr:1.0e-04 ∣ avg_100 : 34992.056165 ∣ critic_nllloss : 29949.265820 ∣ critic_ganloss : -429.934003 ∣ generator_nllloss : 5991.116016 ∣ generator_ganloss : 103.164886 ∣  [  std_z : 0.62  real_sub_fake : 1368.36 ]
[  epoch 0001/0040] 2850/4800, lr:1.0e-04 ∣ avg_100 : 35070.331348 ∣ critic_nllloss : 29984.026758 ∣ critic_ganloss : -476.225107 ∣ generator_nllloss : 6014.821094 ∣ generator_ganloss : 77.035068 ∣   [  std_z : 0.63  real_sub_fake : 1610.77 ]
[  epoch 0001/0040] 2860/4800, lr:1.0e-04 ∣ avg_100 : 35150.780326 ∣ critic_nllloss : 29920.800000 ∣ critic_ganloss : -540.794037 ∣ generator_nllloss : 5988.642187 ∣ generator_ganloss : 100.298703 ∣  [  std_z : 0.64  real_sub_fake : 1870.13 ]
[  epoch 0001/0040] 2870/4800, lr:1.0e-04 ∣ avg_100 : 35233.888560 ∣ critic_nllloss : 29891.297461 ∣ critic_ganloss : -609.617920 ∣ generator_nllloss : 5941.116016 ∣ generator_ganloss : 149.230676 ∣  [  std_z : 0.64  real_sub_fake : 2106.23 ]
[  epoch 0001/0040] 2880/4800, lr:1.0e-04 ∣ avg_100 : 35319.530206 ∣ critic_nllloss : 29793.385352 ∣ critic_ganloss : -587.891153 ∣ generator_nllloss : 5933.630859 ∣ generator_ganloss : 189.865381 ∣  [  std_z : 0.63  real_sub_fake : 2176.16 ]
[  epoch 0001/0040] 2890/4800, lr:1.0e-04 ∣ avg_100 : 35409.656445 ∣ critic_nllloss : 29746.938477 ∣ critic_ganloss : -550.162512 ∣ generator_nllloss : 5961.406250 ∣ generator_ganloss : 239.976416 ∣  [  std_z : 0.63  real_sub_fake : 2077.39 ]
[  epoch 0001/0040] 2900/4800, lr:1.0e-04 ∣ avg_100 : 35501.524811 ∣ critic_nllloss : 29689.436133 ∣ critic_ganloss : -574.353992 ∣ generator_nllloss : 5956.992578 ∣ generator_ganloss : 217.279700 ∣  [  std_z : 0.63  real_sub_fake : 2042.73 ]
[  epoch 0001/0040] 2910/4800, lr:1.0e-04 ∣ avg_100 : 35596.471733 ∣ critic_nllloss : 29662.008398 ∣ critic_ganloss : -497.848965 ∣ generator_nllloss : 5918.623438 ∣ generator_ganloss : 223.238867 ∣  [  std_z : 0.64  real_sub_fake : 1920.66 ]
[  epoch 0001/0040] 2920/4800, lr:1.0e-04 ∣ avg_100 : 35695.772397 ∣ critic_nllloss : 29702.199805 ∣ critic_ganloss : -502.845090 ∣ generator_nllloss : 5917.743750 ∣ generator_ganloss : 253.351697 ∣  [  std_z : 0.65  real_sub_fake : 1817.59 ]
[  epoch 0001/0040] 2930/4800, lr:1.0e-04 ∣ avg_100 : 35796.598800 ∣ critic_nllloss : 29607.285156 ∣ critic_ganloss : -485.212869 ∣ generator_nllloss : 5927.718555 ∣ generator_ganloss : 166.901660 ∣  [  std_z : 0.64  real_sub_fake : 1772.70 ]
[  epoch 0001/0040] 2940/4800, lr:1.0e-04 ∣ avg_100 : 35899.496702 ∣ critic_nllloss : 29569.325195 ∣ critic_ganloss : -517.255124 ∣ generator_nllloss : 5931.386719 ∣ generator_ganloss : 210.097522 ∣  [  std_z : 0.65  real_sub_fake : 1937.74 ]
[  epoch 0001/0040] 2950/4800, lr:1.0e-04 ∣ avg_100 : 36004.381789 ∣ critic_nllloss : 29509.671094 ∣ critic_ganloss : -491.355542 ∣ generator_nllloss : 5900.304883 ∣ generator_ganloss : 221.840283 ∣  [  std_z : 0.64  real_sub_fake : 1891.60 ]
[  epoch 0001/0040] 2960/4800, lr:1.0e-04 ∣ avg_100 : 36113.168856 ∣ critic_nllloss : 29602.332617 ∣ critic_ganloss : -434.790363 ∣ generator_nllloss : 5921.958984 ∣ generator_ganloss : 261.116125 ∣  [  std_z : 0.67  real_sub_fake : 1608.64 ]
[  epoch 0001/0040] 2970/4800, lr:1.0e-04 ∣ avg_100 : 36222.630173 ∣ critic_nllloss : 29593.373633 ∣ critic_ganloss : -510.900674 ∣ generator_nllloss : 5921.635547 ∣ generator_ganloss : 248.726636 ∣  [  std_z : 0.67  real_sub_fake : 1764.61 ]
[  epoch 0001/0040] 2980/4800, lr:1.0e-04 ∣ avg_100 : 36327.506394 ∣ critic_nllloss : 29468.174805 ∣ critic_ganloss : -542.138199 ∣ generator_nllloss : 5915.545313 ∣ generator_ganloss : 283.138562 ∣  [  std_z : 0.66  real_sub_fake : 1974.52 ]
[  epoch 0001/0040] 2990/4800, lr:1.0e-04 ∣ avg_100 : 36427.569791 ∣ critic_nllloss : 29554.667187 ∣ critic_ganloss : -546.276233 ∣ generator_nllloss : 5880.521289 ∣ generator_ganloss : 338.437573 ∣  [  std_z : 0.68  real_sub_fake : 2027.56 ]
[  epoch 0001/0040] 3000/4800, lr:1.0e-04 ∣ avg_100 : 36502.625460 ∣ critic_nllloss : 29429.772461 ∣ critic_ganloss : -621.660260 ∣ generator_nllloss : 5880.409375 ∣ generator_ganloss : 242.198462 ∣  [  std_z : 0.67  real_sub_fake : 2246.45 ]
[  epoch 0001/0040] 3010/4800, lr:1.0e-04 ∣ avg_100 : 36534.746703 ∣ critic_nllloss : 29439.336914 ∣ critic_ganloss : -722.084021 ∣ generator_nllloss : 5902.280078 ∣ generator_ganloss : 290.889600 ∣  [  std_z : 0.68  real_sub_fake : 2586.15 ]
[  epoch 0001/0040] 3020/4800, lr:1.0e-04 ∣ avg_100 : 36569.336309 ∣ critic_nllloss : 29442.237305 ∣ critic_ganloss : -630.459766 ∣ generator_nllloss : 5911.025977 ∣ generator_ganloss : 404.340649 ∣  [  std_z : 0.69  real_sub_fake : 2463.30 ]
[  epoch 0001/0040] 3030/4800, lr:1.0e-04 ∣ avg_100 : 36628.126910 ∣ critic_nllloss : 29336.961523 ∣ critic_ganloss : -668.911554 ∣ generator_nllloss : 5829.184570 ∣ generator_ganloss : 340.130334 ∣  [  std_z : 0.68  real_sub_fake : 2492.12 ]
[  epoch 0001/0040] 3040/4800, lr:1.0e-04 ∣ avg_100 : 36697.594413 ∣ critic_nllloss : 29383.390820 ∣ critic_ganloss : -675.203699 ∣ generator_nllloss : 5877.181250 ∣ generator_ganloss : 249.749243 ∣  [  std_z : 0.69  real_sub_fake : 2483.83 ]
[  epoch 0001/0040] 3050/4800, lr:1.0e-04 ∣ avg_100 : 36751.114563 ∣ critic_nllloss : 29432.237891 ∣ critic_ganloss : -698.271661 ∣ generator_nllloss : 5866.686719 ∣ generator_ganloss : 278.853479 ∣  [  std_z : 0.70  real_sub_fake : 2563.16 ]
[  epoch 0001/0040] 3060/4800, lr:1.0e-04 ∣ avg_100 : 36776.827305 ∣ critic_nllloss : 29219.385352 ∣ critic_ganloss : -685.361328 ∣ generator_nllloss : 5839.322266 ∣ generator_ganloss : 320.756104 ∣  [  std_z : 0.68  real_sub_fake : 2618.85 ]
[  epoch 0001/0040] 3070/4800, lr:1.0e-04 ∣ avg_100 : 36793.815877 ∣ critic_nllloss : 29119.473047 ∣ critic_ganloss : -716.198853 ∣ generator_nllloss : 5812.496680 ∣ generator_ganloss : 277.130371 ∣  [  std_z : 0.67  real_sub_fake : 2712.09 ]
[  epoch 0001/0040] 3080/4800, lr:1.0e-04 ∣ avg_100 : 36798.708900 ∣ critic_nllloss : 29151.504297 ∣ critic_ganloss : -715.038275 ∣ generator_nllloss : 5862.054102 ∣ generator_ganloss : 293.653528 ∣  [  std_z : 0.68  real_sub_fake : 2642.76 ]
[  epoch 0001/0040] 3090/4800, lr:1.0e-04 ∣ avg_100 : 36773.730205 ∣ critic_nllloss : 29119.841016 ∣ critic_ganloss : -716.319440 ∣ generator_nllloss : 5840.139453 ∣ generator_ganloss : 318.657959 ∣  [  std_z : 0.69  real_sub_fake : 2662.07 ]
[  epoch 0001/0040] 3100/4800, lr:1.0e-04 ∣ avg_100 : 36731.814747 ∣ critic_nllloss : 29253.671875 ∣ critic_ganloss : -657.929822 ∣ generator_nllloss : 5851.415039 ∣ generator_ganloss : 260.599023 ∣  [  std_z : 0.71  real_sub_fake : 2503.67 ]
[  epoch 0001/0040] 3110/4800, lr:1.0e-04 ∣ avg_100 : 36693.091823 ∣ critic_nllloss : 29155.440039 ∣ critic_ganloss : -747.785999 ∣ generator_nllloss : 5851.975977 ∣ generator_ganloss : 295.547681 ∣  [  std_z : 0.70  real_sub_fake : 2627.27 ]
[  epoch 0001/0040] 3120/4800, lr:1.0e-04 ∣ avg_100 : 36654.234831 ∣ critic_nllloss : 29214.708398 ∣ critic_ganloss : -750.500128 ∣ generator_nllloss : 5825.797070 ∣ generator_ganloss : 313.609082 ∣  [  std_z : 0.72  real_sub_fake : 2928.36 ]
[  epoch 0001/0040] 3130/4800, lr:1.0e-04 ∣ avg_100 : 36613.018376 ∣ critic_nllloss : 29206.910156 ∣ critic_ganloss : -764.185687 ∣ generator_nllloss : 5891.259180 ∣ generator_ganloss : 300.996094 ∣  [  std_z : 0.72  real_sub_fake : 2914.54 ]
[  epoch 0001/0040] 3140/4800, lr:1.0e-04 ∣ avg_100 : 36575.321412 ∣ critic_nllloss : 29027.976367 ∣ critic_ganloss : -794.833051 ∣ generator_nllloss : 5833.842383 ∣ generator_ganloss : 321.090601 ∣  [  std_z : 0.70  real_sub_fake : 2872.85 ]
[  epoch 0001/0040] 3150/4800, lr:1.0e-04 ∣ avg_100 : 36539.056149 ∣ critic_nllloss : 29147.777930 ∣ critic_ganloss : -856.816022 ∣ generator_nllloss : 5850.533398 ∣ generator_ganloss : 357.453394 ∣  [  std_z : 0.72  real_sub_fake : 3212.56 ]
[  epoch 0001/0040] 3160/4800, lr:1.0e-04 ∣ avg_100 : 36493.429797 ∣ critic_nllloss : 28986.488672 ∣ critic_ganloss : -788.335852 ∣ generator_nllloss : 5775.289648 ∣ generator_ganloss : 358.242932 ∣  [  std_z : 0.70  real_sub_fake : 3010.83 ]
[  epoch 0001/0040] 3170/4800, lr:1.0e-04 ∣ avg_100 : 36452.111423 ∣ critic_nllloss : 28973.874805 ∣ critic_ganloss : -836.203015 ∣ generator_nllloss : 5808.275391 ∣ generator_ganloss : 300.501257 ∣  [  std_z : 0.71  real_sub_fake : 3070.36 ]
[  epoch 0001/0040] 3180/4800, lr:1.0e-04 ∣ avg_100 : 36405.522873 ∣ critic_nllloss : 29047.259961 ∣ critic_ganloss : -881.737732 ∣ generator_nllloss : 5836.340430 ∣ generator_ganloss : 351.691895 ∣  [  std_z : 0.73  real_sub_fake : 3195.58 ]
[  epoch 0001/0040] 3190/4800, lr:1.0e-04 ∣ avg_100 : 36359.333059 ∣ critic_nllloss : 28927.666211 ∣ critic_ganloss : -883.522107 ∣ generator_nllloss : 5778.251562 ∣ generator_ganloss : 363.995789 ∣  [  std_z : 0.72  real_sub_fake : 3308.02 ]
[  epoch 0001/0040] 3200/4800, lr:1.0e-04 ∣ avg_100 : 36314.505465 ∣ critic_nllloss : 28934.971094 ∣ critic_ganloss : -866.339435 ∣ generator_nllloss : 5768.695312 ∣ generator_ganloss : 316.515662 ∣  [  std_z : 0.72  real_sub_fake : 3404.82 ]
[  epoch 0001/0040] 3210/4800, lr:1.0e-04 ∣ avg_100 : 36261.988982 ∣ critic_nllloss : 28820.879492 ∣ critic_ganloss : -873.044159 ∣ generator_nllloss : 5792.993359 ∣ generator_ganloss : 273.736072 ∣  [  std_z : 0.71  real_sub_fake : 3302.38 ]
[  epoch 0001/0040] 3220/4800, lr:1.0e-04 ∣ avg_100 : 36213.027601 ∣ critic_nllloss : 28862.816406 ∣ critic_ganloss : -896.997260 ∣ generator_nllloss : 5777.609180 ∣ generator_ganloss : 327.607397 ∣  [  std_z : 0.72  real_sub_fake : 3243.31 ]
[  epoch 0001/0040] 3230/4800, lr:1.0e-04 ∣ avg_100 : 36168.013135 ∣ critic_nllloss : 28905.368555 ∣ critic_ganloss : -877.141644 ∣ generator_nllloss : 5784.242188 ∣ generator_ganloss : 337.592944 ∣  [  std_z : 0.73  real_sub_fake : 3229.73 ]
[  epoch 0001/0040] 3240/4800, lr:1.0e-04 ∣ avg_100 : 36115.161703 ∣ critic_nllloss : 28877.970508 ∣ critic_ganloss : -892.215820 ∣ generator_nllloss : 5754.213086 ∣ generator_ganloss : 275.912671 ∣  [  std_z : 0.73  real_sub_fake : 3627.61 ]
[  epoch 0001/0040] 3250/4800, lr:1.0e-04 ∣ avg_100 : 36069.875097 ∣ critic_nllloss : 28933.109180 ∣ critic_ganloss : -961.136542 ∣ generator_nllloss : 5751.994531 ∣ generator_ganloss : 259.780200 ∣  [  std_z : 0.74  real_sub_fake : 3366.42 ]
[  epoch 0001/0040] 3260/4800, lr:1.0e-04 ∣ avg_100 : 36022.829269 ∣ critic_nllloss : 28862.058789 ∣ critic_ganloss : -909.288245 ∣ generator_nllloss : 5756.258398 ∣ generator_ganloss : 322.716797 ∣  [  std_z : 0.74  real_sub_fake : 3473.20 ]
[  epoch 0001/0040] 3270/4800, lr:1.0e-04 ∣ avg_100 : 35967.802532 ∣ critic_nllloss : 28706.196484 ∣ critic_ganloss : -888.871649 ∣ generator_nllloss : 5730.903711 ∣ generator_ganloss : 343.044617 ∣  [  std_z : 0.73  real_sub_fake : 3460.95 ]
[  epoch 0001/0040] 3280/4800, lr:1.0e-04 ∣ avg_100 : 35916.333548 ∣ critic_nllloss : 28763.830859 ∣ critic_ganloss : -953.374377 ∣ generator_nllloss : 5787.556641 ∣ generator_ganloss : 350.701172 ∣  [  std_z : 0.73  real_sub_fake : 3497.80 ]
[  epoch 0001/0040] 3290/4800, lr:1.0e-04 ∣ avg_100 : 35872.059104 ∣ critic_nllloss : 28756.977734 ∣ critic_ganloss : -889.466571 ∣ generator_nllloss : 5764.894727 ∣ generator_ganloss : 340.288757 ∣  [  std_z : 0.74  real_sub_fake : 3331.66 ]
[  epoch 0001/0040] 3300/4800, lr:1.0e-04 ∣ avg_100 : 35829.653064 ∣ critic_nllloss : 28701.607227 ∣ critic_ganloss : -1049.201135 ∣ generator_nllloss : 5710.340820 ∣ generator_ganloss : 305.653284 ∣     [  std_z : 0.74  real_sub_fake : 3970.80 ]
[  epoch 0001/0040] 3310/4800, lr:1.0e-04 ∣ avg_100 : 35783.871725 ∣ critic_nllloss : 28702.023438 ∣ critic_ganloss : -1024.237659 ∣ generator_nllloss : 5772.650391 ∣ generator_ganloss : 286.001013 ∣     [  std_z : 0.74  real_sub_fake : 3779.85 ]
[  epoch 0001/0040] 3320/4800, lr:1.0e-04 ∣ avg_100 : 35735.821140 ∣ critic_nllloss : 28608.289258 ∣ critic_ganloss : -808.606970 ∣ generator_nllloss : 5715.269141 ∣ generator_ganloss : 266.936169 ∣  [  std_z : 0.74  real_sub_fake : 3319.48 ]
[  epoch 0001/0040] 3330/4800, lr:1.0e-04 ∣ avg_100 : 35686.085263 ∣ critic_nllloss : 28665.510547 ∣ critic_ganloss : -869.401923 ∣ generator_nllloss : 5749.303125 ∣ generator_ganloss : 287.798901 ∣  [  std_z : 0.74  real_sub_fake : 2998.71 ]
[  epoch 0001/0040] 3340/4800, lr:1.0e-04 ∣ avg_100 : 35637.261283 ∣ critic_nllloss : 28653.317578 ∣ critic_ganloss : -826.397302 ∣ generator_nllloss : 5736.966797 ∣ generator_ganloss : 320.137781 ∣  [  std_z : 0.75  real_sub_fake : 3197.67 ]
[  epoch 0001/0040] 3350/4800, lr:1.0e-04 ∣ avg_100 : 35591.614202 ∣ critic_nllloss : 28610.665039 ∣ critic_ganloss : -947.062720 ∣ generator_nllloss : 5717.119141 ∣ generator_ganloss : 404.576782 ∣  [  std_z : 0.75  real_sub_fake : 3533.03 ]
[  epoch 0001/0040] 3360/4800, lr:1.0e-04 ∣ avg_100 : 35553.732318 ∣ critic_nllloss : 28566.311328 ∣ critic_ganloss : -959.468951 ∣ generator_nllloss : 5736.092383 ∣ generator_ganloss : 345.895862 ∣  [  std_z : 0.75  real_sub_fake : 3746.68 ]
[  epoch 0001/0040] 3370/4800, lr:1.0e-04 ∣ avg_100 : 35522.234654 ∣ critic_nllloss : 28696.821289 ∣ critic_ganloss : -1113.305151 ∣ generator_nllloss : 5745.210938 ∣ generator_ganloss : 425.655322 ∣     [  std_z : 0.76  real_sub_fake : 3956.57 ]
[  epoch 0001/0040] 3380/4800, lr:1.0e-04 ∣ avg_100 : 35480.208449 ∣ critic_nllloss : 28624.084961 ∣ critic_ganloss : -1136.137476 ∣ generator_nllloss : 5710.263672 ∣ generator_ganloss : 426.344165 ∣     [  std_z : 0.76  real_sub_fake : 4615.24 ]
[  epoch 0001/0040] 3390/4800, lr:1.0e-04 ∣ avg_100 : 35436.374655 ∣ critic_nllloss : 28628.635352 ∣ critic_ganloss : -922.267609 ∣ generator_nllloss : 5686.730469 ∣ generator_ganloss : 246.193140 ∣  [  std_z : 0.77  real_sub_fake : 3600.87 ]
[  epoch 0001/0040] 3400/4800, lr:1.0e-04 ∣ avg_100 : 35395.759054 ∣ critic_nllloss : 28575.320312 ∣ critic_ganloss : -918.675500 ∣ generator_nllloss : 5727.833008 ∣ generator_ganloss : 387.880383 ∣  [  std_z : 0.76  real_sub_fake : 3289.46 ]
[  epoch 0001/0040] 3410/4800, lr:1.0e-04 ∣ avg_100 : 35355.452363 ∣ critic_nllloss : 28615.911719 ∣ critic_ganloss : -941.039282 ∣ generator_nllloss : 5688.505273 ∣ generator_ganloss : 315.517029 ∣  [  std_z : 0.77  real_sub_fake : 3685.97 ]
[  epoch 0001/0040] 3420/4800, lr:1.0e-04 ∣ avg_100 : 35317.310711 ∣ critic_nllloss : 28581.043750 ∣ critic_ganloss : -986.368512 ∣ generator_nllloss : 5697.099219 ∣ generator_ganloss : 316.561353 ∣  [  std_z : 0.77  real_sub_fake : 3520.66 ]
[  epoch 0001/0040] 3430/4800, lr:1.0e-04 ∣ avg_100 : 35284.433802 ∣ critic_nllloss : 28537.477734 ∣ critic_ganloss : -951.500549 ∣ generator_nllloss : 5732.161133 ∣ generator_ganloss : 404.883057 ∣  [  std_z : 0.77  real_sub_fake : 4103.63 ]
[  epoch 0001/0040] 3440/4800, lr:1.0e-04 ∣ avg_100 : 35248.650291 ∣ critic_nllloss : 28403.892578 ∣ critic_ganloss : -1012.489270 ∣ generator_nllloss : 5700.809766 ∣ generator_ganloss : 204.812170 ∣     [  std_z : 0.76  real_sub_fake : 3235.94 ]
[  epoch 0001/0040] 3450/4800, lr:1.0e-04 ∣ avg_100 : 35209.192549 ∣ critic_nllloss : 28354.318945 ∣ critic_ganloss : -954.961450 ∣ generator_nllloss : 5691.789453 ∣ generator_ganloss : 441.671008 ∣  [  std_z : 0.76  real_sub_fake : 4010.26 ]
[  epoch 0001/0040] 3460/4800, lr:1.0e-04 ∣ avg_100 : 35170.724563 ∣ critic_nllloss : 28417.628125 ∣ critic_ganloss : -995.501703 ∣ generator_nllloss : 5712.904102 ∣ generator_ganloss : 337.398584 ∣  [  std_z : 0.77  real_sub_fake : 3607.30 ]
[  epoch 0001/0040] 3470/4800, lr:1.0e-04 ∣ avg_100 : 35135.527312 ∣ critic_nllloss : 28383.630859 ∣ critic_ganloss : -929.490045 ∣ generator_nllloss : 5732.887891 ∣ generator_ganloss : 282.454565 ∣  [  std_z : 0.77  real_sub_fake : 3529.56 ]
[  epoch 0001/0040] 3480/4800, lr:1.0e-04 ∣ avg_100 : 35109.881763 ∣ critic_nllloss : 28527.381836 ∣ critic_ganloss : -906.547009 ∣ generator_nllloss : 5688.270703 ∣ generator_ganloss : 428.578064 ∣  [  std_z : 0.79  real_sub_fake : 3635.84 ]
[  epoch 0001/0040] 3490/4800, lr:1.0e-04 ∣ avg_100 : 35082.198248 ∣ critic_nllloss : 28473.335742 ∣ critic_ganloss : -986.194147 ∣ generator_nllloss : 5670.209766 ∣ generator_ganloss : 390.125952 ∣  [  std_z : 0.78  real_sub_fake : 3313.42 ]
[  epoch 0001/0040] 3500/4800, lr:1.0e-04 ∣ avg_100 : 35039.958287 ∣ critic_nllloss : 28169.249805 ∣ critic_ganloss : -1004.452338 ∣ generator_nllloss : 5678.591992 ∣ generator_ganloss : 286.061621 ∣     [  std_z : 0.76  real_sub_fake : 4022.84 ]
[  epoch 0001/0040] 3510/4800, lr:1.0e-04 ∣ avg_100 : 34999.719742 ∣ critic_nllloss : 28352.275977 ∣ critic_ganloss : -965.360803 ∣ generator_nllloss : 5722.737109 ∣ generator_ganloss : 316.809644 ∣  [  std_z : 0.78  real_sub_fake : 3852.35 ]
[  epoch 0001/0040] 3520/4800, lr:1.0e-04 ∣ avg_100 : 34961.043713 ∣ critic_nllloss : 28415.303711 ∣ critic_ganloss : -1023.911682 ∣ generator_nllloss : 5634.787500 ∣ generator_ganloss : 345.570618 ∣     [  std_z : 0.79  real_sub_fake : 3828.26 ]
[  epoch 0001/0040] 3530/4800, lr:1.0e-04 ∣ avg_100 : 34924.006406 ∣ critic_nllloss : 28291.689648 ∣ critic_ganloss : -1021.465497 ∣ generator_nllloss : 5701.489648 ∣ generator_ganloss : 399.689783 ∣     [  std_z : 0.78  real_sub_fake : 3678.35 ]
[  epoch 0001/0040] 3540/4800, lr:1.0e-04 ∣ avg_100 : 34889.601070 ∣ critic_nllloss : 28331.757227 ∣ critic_ganloss : -1122.690295 ∣ generator_nllloss : 5673.654297 ∣ generator_ganloss : 406.653345 ∣     [  std_z : 0.79  real_sub_fake : 4403.75 ]
[  epoch 0001/0040] 3550/4800, lr:1.0e-04 ∣ avg_100 : 34860.995403 ∣ critic_nllloss : 28335.449609 ∣ critic_ganloss : -917.586707 ∣ generator_nllloss : 5695.425195 ∣ generator_ganloss : 155.308704 ∣  [  std_z : 0.79  real_sub_fake : 3583.53 ]
[  epoch 0001/0040] 3560/4800, lr:1.0e-04 ∣ avg_100 : 34844.946333 ∣ critic_nllloss : 28365.663672 ∣ critic_ganloss : -963.301935 ∣ generator_nllloss : 5723.957031 ∣ generator_ganloss : 260.103784 ∣  [  std_z : 0.80  real_sub_fake : 3516.27 ]
[  epoch 0001/0040] 3570/4800, lr:1.0e-04 ∣ avg_100 : 34827.166645 ∣ critic_nllloss : 28440.449023 ∣ critic_ganloss : -931.776562 ∣ generator_nllloss : 5692.250195 ∣ generator_ganloss : 426.516663 ∣  [  std_z : 0.81  real_sub_fake : 3639.87 ]
[  epoch 0001/0040] 3580/4800, lr:1.0e-04 ∣ avg_100 : 34800.445350 ∣ critic_nllloss : 28354.822070 ∣ critic_ganloss : -828.893066 ∣ generator_nllloss : 5594.850781 ∣ generator_ganloss : 320.539075 ∣  [  std_z : 0.80  real_sub_fake : 2950.09 ]
[  epoch 0001/0040] 3590/4800, lr:1.0e-04 ∣ avg_100 : 34765.640274 ∣ critic_nllloss : 28275.680469 ∣ critic_ganloss : -946.610583 ∣ generator_nllloss : 5675.083008 ∣ generator_ganloss : 223.008057 ∣  [  std_z : 0.80  real_sub_fake : 3672.94 ]
[  epoch 0001/0040] 3600/4800, lr:1.0e-04 ∣ avg_100 : 34730.131644 ∣ critic_nllloss : 28369.562695 ∣ critic_ganloss : -1041.350995 ∣ generator_nllloss : 5704.003516 ∣ generator_ganloss : 457.823218 ∣     [  std_z : 0.81  real_sub_fake : 4032.41 ]
[  epoch 0001/0040] 3610/4800, lr:1.0e-04 ∣ avg_100 : 34693.041414 ∣ critic_nllloss : 28345.672656 ∣ critic_ganloss : -950.467749 ∣ generator_nllloss : 5699.832812 ∣ generator_ganloss : 422.704126 ∣  [  std_z : 0.82  real_sub_fake : 3531.99 ]
[  epoch 0001/0040] 3620/4800, lr:1.0e-04 ∣ avg_100 : 34655.927498 ∣ critic_nllloss : 28241.415430 ∣ critic_ganloss : -851.108746 ∣ generator_nllloss : 5631.109570 ∣ generator_ganloss : 400.126892 ∣  [  std_z : 0.81  real_sub_fake : 3100.22 ]
[  epoch 0001/0040] 3630/4800, lr:1.0e-04 ∣ avg_100 : 34622.044672 ∣ critic_nllloss : 28154.394922 ∣ critic_ganloss : -1089.737048 ∣ generator_nllloss : 5643.252344 ∣ generator_ganloss : 294.592407 ∣     [  std_z : 0.80  real_sub_fake : 4210.99 ]
[  epoch 0001/0040] 3640/4800, lr:1.0e-04 ∣ avg_100 : 34603.035617 ∣ critic_nllloss : 28209.831641 ∣ critic_ganloss : -719.031268 ∣ generator_nllloss : 5690.428711 ∣ generator_ganloss : 323.321875 ∣  [  std_z : 0.81  real_sub_fake : 2870.44 ]
[  epoch 0001/0040] 3650/4800, lr:1.0e-04 ∣ avg_100 : 34578.003630 ∣ critic_nllloss : 28224.820898 ∣ critic_ganloss : -845.302277 ∣ generator_nllloss : 5622.942969 ∣ generator_ganloss : 168.865388 ∣  [  std_z : 0.81  real_sub_fake : 2927.92 ]
[  epoch 0001/0040] 3660/4800, lr:1.0e-04 ∣ avg_100 : 34551.122612 ∣ critic_nllloss : 28278.984766 ∣ critic_ganloss : -815.198456 ∣ generator_nllloss : 5653.642773 ∣ generator_ganloss : 170.585291 ∣  [  std_z : 0.82  real_sub_fake : 3574.32 ]
[  epoch 0001/0040] 3670/4800, lr:1.0e-04 ∣ avg_100 : 34515.257698 ∣ critic_nllloss : 28103.090430 ∣ critic_ganloss : -928.803107 ∣ generator_nllloss : 5620.205664 ∣ generator_ganloss : 23.855671 ∣   [  std_z : 0.81  real_sub_fake : 3073.40 ]
[  epoch 0001/0040] 3680/4800, lr:1.0e-04 ∣ avg_100 : 34481.329083 ∣ critic_nllloss : 28157.691797 ∣ critic_ganloss : -946.691309 ∣ generator_nllloss : 5627.272852 ∣ generator_ganloss : 276.650415 ∣  [  std_z : 0.82  real_sub_fake : 3565.52 ]
[  epoch 0001/0040] 3690/4800, lr:1.0e-04 ∣ avg_100 : 34444.668542 ∣ critic_nllloss : 28216.563477 ∣ critic_ganloss : -1065.307678 ∣ generator_nllloss : 5566.134375 ∣ generator_ganloss : 213.749963 ∣     [  std_z : 0.82  real_sub_fake : 4438.87 ]
[  epoch 0001/0040] 3700/4800, lr:1.0e-04 ∣ avg_100 : 34407.513966 ∣ critic_nllloss : 28035.298242 ∣ critic_ganloss : -1008.870630 ∣ generator_nllloss : 5672.722461 ∣ generator_ganloss : 171.328027 ∣     [  std_z : 0.81  real_sub_fake : 3603.06 ]
[  epoch 0001/0040] 3710/4800, lr:1.0e-04 ∣ avg_100 : 34372.356927 ∣ critic_nllloss : 28215.899219 ∣ critic_ganloss : -1059.751617 ∣ generator_nllloss : 5672.193555 ∣ generator_ganloss : 145.957788 ∣     [  std_z : 0.83  real_sub_fake : 4266.85 ]
[  epoch 0001/0040] 3720/4800, lr:1.0e-04 ∣ avg_100 : 34339.523974 ∣ critic_nllloss : 28232.950977 ∣ critic_ganloss : -955.273004 ∣ generator_nllloss : 5648.474805 ∣ generator_ganloss : 230.295029 ∣  [  std_z : 0.83  real_sub_fake : 3508.61 ]
[  epoch 0001/0040] 3730/4800, lr:1.0e-04 ∣ avg_100 : 34306.725011 ∣ critic_nllloss : 28187.429102 ∣ critic_ganloss : -976.210126 ∣ generator_nllloss : 5646.666016 ∣ generator_ganloss : 306.008203 ∣  [  std_z : 0.83  real_sub_fake : 3701.76 ]
[  epoch 0001/0040] 3740/4800, lr:1.0e-04 ∣ avg_100 : 34272.046296 ∣ critic_nllloss : 28098.944531 ∣ critic_ganloss : -1030.046918 ∣ generator_nllloss : 5585.773828 ∣ generator_ganloss : 270.356531 ∣     [  std_z : 0.82  real_sub_fake : 3913.45 ]
[  epoch 0001/0040] 3750/4800, lr:1.0e-04 ∣ avg_100 : 34233.308800 ∣ critic_nllloss : 27931.590625 ∣ critic_ganloss : -1115.049268 ∣ generator_nllloss : 5550.072461 ∣ generator_ganloss : 211.897186 ∣     [  std_z : 0.81  real_sub_fake : 4185.78 ]
[  epoch 0001/0040] 3760/4800, lr:1.0e-04 ∣ avg_100 : 34202.637389 ∣ critic_nllloss : 28282.916797 ∣ critic_ganloss : -1022.991321 ∣ generator_nllloss : 5698.754687 ∣ generator_ganloss : 365.845911 ∣     [  std_z : 0.84  real_sub_fake : 4287.37 ]
[  epoch 0001/0040] 3770/4800, lr:1.0e-04 ∣ avg_100 : 34168.427031 ∣ critic_nllloss : 28044.201367 ∣ critic_ganloss : -1010.396161 ∣ generator_nllloss : 5661.807422 ∣ generator_ganloss : 242.874707 ∣     [  std_z : 0.82  real_sub_fake : 3417.03 ]
[  epoch 0001/0040] 3780/4800, lr:1.0e-04 ∣ avg_100 : 34135.671588 ∣ critic_nllloss : 28163.961719 ∣ critic_ganloss : -1004.417810 ∣ generator_nllloss : 5598.407812 ∣ generator_ganloss : 214.941968 ∣     [  std_z : 0.84  real_sub_fake : 4268.26 ]
[  epoch 0001/0040] 3790/4800, lr:1.0e-04 ∣ avg_100 : 34102.497787 ∣ critic_nllloss : 28143.251758 ∣ critic_ganloss : -1091.199121 ∣ generator_nllloss : 5593.012695 ∣ generator_ganloss : 213.744922 ∣     [  std_z : 0.84  real_sub_fake : 3918.23 ]
[  epoch 0001/0040] 3800/4800, lr:1.0e-04 ∣ avg_100 : 34072.521080 ∣ critic_nllloss : 28209.490625 ∣ critic_ganloss : -1024.852832 ∣ generator_nllloss : 5628.784961 ∣ generator_ganloss : 274.508350 ∣     [  std_z : 0.85  real_sub_fake : 3955.24 ]
[  epoch 0001/0040] 3810/4800, lr:1.0e-04 ∣ avg_100 : 34044.580043 ∣ critic_nllloss : 28181.833008 ∣ critic_ganloss : -1036.555048 ∣ generator_nllloss : 5659.147070 ∣ generator_ganloss : 316.538794 ∣     [  std_z : 0.85  real_sub_fake : 3682.92 ]
[  epoch 0001/0040] 3820/4800, lr:1.0e-04 ∣ avg_100 : 34015.895723 ∣ critic_nllloss : 28026.949219 ∣ critic_ganloss : -938.585486 ∣ generator_nllloss : 5562.911328 ∣ generator_ganloss : 316.719885 ∣  [  std_z : 0.83  real_sub_fake : 3951.71 ]
[  epoch 0001/0040] 3830/4800, lr:1.0e-04 ∣ avg_100 : 33989.288120 ∣ critic_nllloss : 28114.041016 ∣ critic_ganloss : -954.215497 ∣ generator_nllloss : 5621.081250 ∣ generator_ganloss : 316.870300 ∣  [  std_z : 0.85  real_sub_fake : 3221.77 ]
[  epoch 0001/0040] 3840/4800, lr:1.0e-04 ∣ avg_100 : 33962.772100 ∣ critic_nllloss : 27944.732031 ∣ critic_ganloss : -983.357556 ∣ generator_nllloss : 5605.437695 ∣ generator_ganloss : 395.198547 ∣  [  std_z : 0.83  real_sub_fake : 4082.68 ]
[  epoch 0001/0040] 3850/4800, lr:1.0e-04 ∣ avg_100 : 33934.111580 ∣ critic_nllloss : 28051.776172 ∣ critic_ganloss : -1051.213965 ∣ generator_nllloss : 5593.154883 ∣ generator_ganloss : 139.888702 ∣     [  std_z : 0.84  real_sub_fake : 3828.66 ]
[  epoch 0001/0040] 3860/4800, lr:1.0e-04 ∣ avg_100 : 33906.432373 ∣ critic_nllloss : 28026.547461 ∣ critic_ganloss : -1016.487341 ∣ generator_nllloss : 5577.111719 ∣ generator_ganloss : 113.854353 ∣     [  std_z : 0.85  real_sub_fake : 3943.40 ]
[  epoch 0001/0040] 3870/4800, lr:1.0e-04 ∣ avg_100 : 33879.810383 ∣ critic_nllloss : 27909.210742 ∣ critic_ganloss : -1027.874463 ∣ generator_nllloss : 5551.956445 ∣ generator_ganloss : 276.534485 ∣     [  std_z : 0.84  real_sub_fake : 3627.39 ]
[  epoch 0001/0040] 3880/4800, lr:1.0e-04 ∣ avg_100 : 33853.847241 ∣ critic_nllloss : 27972.722070 ∣ critic_ganloss : -1070.385120 ∣ generator_nllloss : 5659.804492 ∣ generator_ganloss : 170.534846 ∣     [  std_z : 0.84  real_sub_fake : 4595.54 ]
[  epoch 0001/0040] 3890/4800, lr:1.0e-04 ∣ avg_100 : 33825.498875 ∣ critic_nllloss : 28023.512305 ∣ critic_ganloss : -999.222333 ∣ generator_nllloss : 5616.285352 ∣ generator_ganloss : -77.253381 ∣  [  std_z : 0.85  real_sub_fake : 3281.00 ]
[  epoch 0001/0040] 3900/4800, lr:1.0e-04 ∣ avg_100 : 33800.071548 ∣ critic_nllloss : 27965.995703 ∣ critic_ganloss : -1032.788123 ∣ generator_nllloss : 5642.606055 ∣ generator_ganloss : 170.808151 ∣     [  std_z : 0.85  real_sub_fake : 4127.99 ]
[  epoch 0001/0040] 3910/4800, lr:1.0e-04 ∣ avg_100 : 33772.486447 ∣ critic_nllloss : 27878.754492 ∣ critic_ganloss : -1055.544501 ∣ generator_nllloss : 5581.394727 ∣ generator_ganloss : 142.906943 ∣     [  std_z : 0.84  real_sub_fake : 3804.50 ]
[  epoch 0001/0040] 3920/4800, lr:1.0e-04 ∣ avg_100 : 33746.200624 ∣ critic_nllloss : 27979.354297 ∣ critic_ganloss : -1065.163721 ∣ generator_nllloss : 5649.027539 ∣ generator_ganloss : 178.649689 ∣     [  std_z : 0.85  real_sub_fake : 4757.66 ]
[  epoch 0001/0040] 3930/4800, lr:1.0e-04 ∣ avg_100 : 33723.159215 ∣ critic_nllloss : 28160.470898 ∣ critic_ganloss : -983.626648 ∣ generator_nllloss : 5612.121094 ∣ generator_ganloss : 123.586237 ∣  [  std_z : 0.87  real_sub_fake : 3016.14 ]
[  epoch 0001/0040] 3940/4800, lr:1.0e-04 ∣ avg_100 : 33697.243752 ∣ critic_nllloss : 27931.420508 ∣ critic_ganloss : -1077.686462 ∣ generator_nllloss : 5619.198438 ∣ generator_ganloss : 129.075562 ∣     [  std_z : 0.85  real_sub_fake : 4304.29 ]
[  epoch 0001/0040] 3950/4800, lr:1.0e-04 ∣ avg_100 : 33674.762143 ∣ critic_nllloss : 28142.404492 ∣ critic_ganloss : -982.660571 ∣ generator_nllloss : 5582.642578 ∣ generator_ganloss : 149.913342 ∣  [  std_z : 0.87  real_sub_fake : 3827.72 ]
[  epoch 0001/0040] 3960/4800, lr:1.0e-04 ∣ avg_100 : 33646.811091 ∣ critic_nllloss : 28002.031836 ∣ critic_ganloss : -1095.482013 ∣ generator_nllloss : 5540.800195 ∣ generator_ganloss : 108.162091 ∣     [  std_z : 0.86  real_sub_fake : 4177.55 ]
[  epoch 0001/0040] 3970/4800, lr:1.0e-04 ∣ avg_100 : 33619.748518 ∣ critic_nllloss : 27811.046680 ∣ critic_ganloss : -925.298932 ∣ generator_nllloss : 5548.842383 ∣ generator_ganloss : 111.987732 ∣  [  std_z : 0.85  real_sub_fake : 3744.44 ]
[  epoch 0001/0040] 3980/4800, lr:1.0e-04 ∣ avg_100 : 33599.317147 ∣ critic_nllloss : 28068.715234 ∣ critic_ganloss : -963.016913 ∣ generator_nllloss : 5649.157812 ∣ generator_ganloss : 326.727222 ∣  [  std_z : 0.87  real_sub_fake : 3380.20 ]
[  epoch 0001/0040] 3990/4800, lr:1.0e-04 ∣ avg_100 : 33572.669562 ∣ critic_nllloss : 27839.373437 ∣ critic_ganloss : -1066.468835 ∣ generator_nllloss : 5527.648828 ∣ generator_ganloss : 262.037903 ∣     [  std_z : 0.85  real_sub_fake : 4153.82 ]
[  epoch 0001/0040] 4000/4800, lr:1.0e-04 ∣ avg_100 : 33548.295840 ∣ critic_nllloss : 27906.607031 ∣ critic_ganloss : -903.001837 ∣ generator_nllloss : 5510.206836 ∣ generator_ganloss : -20.464168 ∣  [  std_z : 0.86  real_sub_fake : 3811.15 ]
[  epoch 0001/0040] 4010/4800, lr:1.0e-04 ∣ avg_100 : 33526.996413 ∣ critic_nllloss : 27948.909766 ∣ critic_ganloss : -873.822687 ∣ generator_nllloss : 5573.944922 ∣ generator_ganloss : 131.447873 ∣  [  std_z : 0.87  real_sub_fake : 2778.74 ]
[  epoch 0001/0040] 4020/4800, lr:1.0e-04 ∣ avg_100 : 33502.898782 ∣ critic_nllloss : 27834.479492 ∣ critic_ganloss : -850.472687 ∣ generator_nllloss : 5567.464453 ∣ generator_ganloss : 165.909808 ∣  [  std_z : 0.85  real_sub_fake : 3758.14 ]
[  epoch 0001/0040] 4030/4800, lr:1.0e-04 ∣ avg_100 : 33478.476594 ∣ critic_nllloss : 27839.668750 ∣ critic_ganloss : -1080.458667 ∣ generator_nllloss : 5487.328320 ∣ generator_ganloss : 148.607648 ∣     [  std_z : 0.86  real_sub_fake : 3598.93 ]
[  epoch 0001/0040] 4040/4800, lr:1.0e-04 ∣ avg_100 : 33461.231170 ∣ critic_nllloss : 27968.121484 ∣ critic_ganloss : -868.328632 ∣ generator_nllloss : 5620.951172 ∣ generator_ganloss : 389.831226 ∣  [  std_z : 0.87  real_sub_fake : 3567.62 ]
[  epoch 0001/0040] 4050/4800, lr:1.0e-04 ∣ avg_100 : 33439.845252 ∣ critic_nllloss : 27891.071680 ∣ critic_ganloss : -921.147021 ∣ generator_nllloss : 5617.317187 ∣ generator_ganloss : 153.672778 ∣  [  std_z : 0.87  real_sub_fake : 3429.77 ]
[  epoch 0001/0040] 4060/4800, lr:1.0e-04 ∣ avg_100 : 33418.757793 ∣ critic_nllloss : 27915.091992 ∣ critic_ganloss : -1087.115649 ∣ generator_nllloss : 5569.942969 ∣ generator_ganloss : 187.437170 ∣     [  std_z : 0.87  real_sub_fake : 4267.46 ]
[  epoch 0001/0040] 4070/4800, lr:1.0e-04 ∣ avg_100 : 33403.642322 ∣ critic_nllloss : 27884.741016 ∣ critic_ganloss : -922.656134 ∣ generator_nllloss : 5619.063281 ∣ generator_ganloss : 400.205981 ∣  [  std_z : 0.87  real_sub_fake : 3277.82 ]
[  epoch 0001/0040] 4080/4800, lr:1.0e-04 ∣ avg_100 : 33382.106328 ∣ critic_nllloss : 27824.544336 ∣ critic_ganloss : -1062.882379 ∣ generator_nllloss : 5545.900391 ∣ generator_ganloss : 131.011865 ∣     [  std_z : 0.87  real_sub_fake : 4108.06 ]
[  epoch 0001/0040] 4090/4800, lr:1.0e-04 ∣ avg_100 : 33363.655732 ∣ critic_nllloss : 28003.054297 ∣ critic_ganloss : -1011.462067 ∣ generator_nllloss : 5554.894336 ∣ generator_ganloss : 170.772894 ∣     [  std_z : 0.88  real_sub_fake : 4047.36 ]
[  epoch 0001/0040] 4100/4800, lr:1.0e-04 ∣ avg_100 : 33345.760106 ∣ critic_nllloss : 28122.412500 ∣ critic_ganloss : -1071.220740 ∣ generator_nllloss : 5665.140625 ∣ generator_ganloss : 201.861072 ∣     [  std_z : 0.89  real_sub_fake : 3968.31 ]
[  epoch 0001/0040] 4110/4800, lr:1.0e-04 ∣ avg_100 : 33331.259431 ∣ critic_nllloss : 28188.750586 ∣ critic_ganloss : -1019.901776 ∣ generator_nllloss : 5659.662109 ∣ generator_ganloss : 276.599292 ∣     [  std_z : 0.90  real_sub_fake : 4150.31 ]
[  epoch 0001/0040] 4120/4800, lr:1.0e-04 ∣ avg_100 : 33312.230074 ∣ critic_nllloss : 27939.244922 ∣ critic_ganloss : -990.908002 ∣ generator_nllloss : 5555.914844 ∣ generator_ganloss : 196.426929 ∣  [  std_z : 0.88  real_sub_fake : 3453.22 ]
[  epoch 0001/0040] 4130/4800, lr:1.0e-04 ∣ avg_100 : 33291.725572 ∣ critic_nllloss : 27779.569531 ∣ critic_ganloss : -1052.978503 ∣ generator_nllloss : 5555.067383 ∣ generator_ganloss : 302.871155 ∣     [  std_z : 0.86  real_sub_fake : 3945.34 ]
[  epoch 0001/0040] 4140/4800, lr:1.0e-04 ∣ avg_100 : 33275.818117 ∣ critic_nllloss : 27999.550391 ∣ critic_ganloss : -1096.132544 ∣ generator_nllloss : 5703.415234 ∣ generator_ganloss : 190.497740 ∣     [  std_z : 0.89  real_sub_fake : 4430.38 ]
[  epoch 0001/0040] 4150/4800, lr:1.0e-04 ∣ avg_100 : 33257.856828 ∣ critic_nllloss : 27879.186328 ∣ critic_ganloss : -919.930463 ∣ generator_nllloss : 5542.215234 ∣ generator_ganloss : 201.348724 ∣  [  std_z : 0.88  real_sub_fake : 3441.12 ]
[  epoch 0001/0040] 4160/4800, lr:1.0e-04 ∣ avg_100 : 33242.340281 ∣ critic_nllloss : 27897.225586 ∣ critic_ganloss : -1005.267023 ∣ generator_nllloss : 5579.560938 ∣ generator_ganloss : 308.511157 ∣     [  std_z : 0.88  real_sub_fake : 3478.21 ]
[  epoch 0001/0040] 4170/4800, lr:1.0e-04 ∣ avg_100 : 33226.770270 ∣ critic_nllloss : 27944.295898 ∣ critic_ganloss : -1025.390076 ∣ generator_nllloss : 5582.910547 ∣ generator_ganloss : 187.631006 ∣     [  std_z : 0.89  real_sub_fake : 4092.20 ]
[  epoch 0001/0040] 4180/4800, lr:1.0e-04 ∣ avg_100 : 33209.130542 ∣ critic_nllloss : 27794.663086 ∣ critic_ganloss : -716.416241 ∣ generator_nllloss : 5551.946289 ∣ generator_ganloss : -40.611406 ∣  [  std_z : 0.88  real_sub_fake : 3075.87 ]
[  epoch 0001/0040] 4190/4800, lr:1.0e-04 ∣ avg_100 : 33194.491501 ∣ critic_nllloss : 27977.035938 ∣ critic_ganloss : -799.286151 ∣ generator_nllloss : 5551.661133 ∣ generator_ganloss : -6.923596 ∣   [  std_z : 0.89  real_sub_fake : 2603.17 ]
[  epoch 0001/0040] 4200/4800, lr:1.0e-04 ∣ avg_100 : 33179.548279 ∣ critic_nllloss : 27881.858789 ∣ critic_ganloss : -939.914124 ∣ generator_nllloss : 5508.344336 ∣ generator_ganloss : 209.231445 ∣  [  std_z : 0.88  real_sub_fake : 3608.87 ]
[  epoch 0001/0040] 4210/4800, lr:1.0e-04 ∣ avg_100 : 33166.262670 ∣ critic_nllloss : 27951.926172 ∣ critic_ganloss : -884.569305 ∣ generator_nllloss : 5590.723047 ∣ generator_ganloss : 27.923972 ∣   [  std_z : 0.89  real_sub_fake : 3812.85 ]
[  epoch 0001/0040] 4220/4800, lr:1.0e-04 ∣ avg_100 : 33151.605500 ∣ critic_nllloss : 27689.733984 ∣ critic_ganloss : -835.115833 ∣ generator_nllloss : 5506.279688 ∣ generator_ganloss : 244.420874 ∣  [  std_z : 0.87  real_sub_fake : 2650.38 ]
[  epoch 0001/0040] 4230/4800, lr:1.0e-04 ∣ avg_100 : 33138.325235 ∣ critic_nllloss : 27901.465430 ∣ critic_ganloss : -1070.460864 ∣ generator_nllloss : 5587.443750 ∣ generator_ganloss : 403.587256 ∣     [  std_z : 0.89  real_sub_fake : 4231.09 ]
[  epoch 0001/0040] 4240/4800, lr:1.0e-04 ∣ avg_100 : 33124.743863 ∣ critic_nllloss : 27969.816602 ∣ critic_ganloss : -1129.126880 ∣ generator_nllloss : 5563.516406 ∣ generator_ganloss : 253.537097 ∣     [  std_z : 0.90  real_sub_fake : 4265.55 ]
[  epoch 0001/0040] 4250/4800, lr:1.0e-04 ∣ avg_100 : 33110.137281 ∣ critic_nllloss : 27982.233789 ∣ critic_ganloss : -1128.654138 ∣ generator_nllloss : 5640.421484 ∣ generator_ganloss : 29.088002 ∣  [  std_z : 0.90  real_sub_fake : 4214.17 ]
[  epoch 0001/0040] 4260/4800, lr:1.0e-04 ∣ avg_100 : 33095.093498 ∣ critic_nllloss : 27691.831641 ∣ critic_ganloss : -941.759229 ∣ generator_nllloss : 5548.045898 ∣ generator_ganloss : 229.249182 ∣  [  std_z : 0.87  real_sub_fake : 3811.79 ]
[  epoch 0001/0040] 4270/4800, lr:1.0e-04 ∣ avg_100 : 33081.076827 ∣ critic_nllloss : 27745.385156 ∣ critic_ganloss : -995.008234 ∣ generator_nllloss : 5567.826563 ∣ generator_ganloss : 171.402588 ∣  [  std_z : 0.88  real_sub_fake : 3477.40 ]
[  epoch 0001/0040] 4280/4800, lr:1.0e-04 ∣ avg_100 : 33069.492407 ∣ critic_nllloss : 27951.582617 ∣ critic_ganloss : -918.431030 ∣ generator_nllloss : 5553.497852 ∣ generator_ganloss : 203.622809 ∣  [  std_z : 0.90  real_sub_fake : 3885.98 ]
[  epoch 0001/0040] 4290/4800, lr:1.0e-04 ∣ avg_100 : 33055.917720 ∣ critic_nllloss : 27835.460156 ∣ critic_ganloss : -1051.287555 ∣ generator_nllloss : 5642.037109 ∣ generator_ganloss : 189.016248 ∣     [  std_z : 0.89  real_sub_fake : 3495.66 ]
[  epoch 0001/0040] 4300/4800, lr:1.0e-04 ∣ avg_100 : 33044.346598 ∣ critic_nllloss : 27842.467187 ∣ critic_ganloss : -940.790411 ∣ generator_nllloss : 5506.877930 ∣ generator_ganloss : 102.733258 ∣  [  std_z : 0.89  real_sub_fake : 4002.01 ]
[  epoch 0001/0040] 4310/4800, lr:1.0e-04 ∣ avg_100 : 33031.104375 ∣ critic_nllloss : 27642.405664 ∣ critic_ganloss : -999.176367 ∣ generator_nllloss : 5601.477734 ∣ generator_ganloss : 167.507928 ∣  [  std_z : 0.88  real_sub_fake : 3747.04 ]
[  epoch 0001/0040] 4320/4800, lr:1.0e-04 ∣ avg_100 : 33017.403228 ∣ critic_nllloss : 27773.978516 ∣ critic_ganloss : -974.414838 ∣ generator_nllloss : 5578.247656 ∣ generator_ganloss : 33.961496 ∣   [  std_z : 0.89  real_sub_fake : 3738.15 ]
[  epoch 0001/0040] 4330/4800, lr:1.0e-04 ∣ avg_100 : 33005.834023 ∣ critic_nllloss : 27892.066016 ∣ critic_ganloss : -984.475433 ∣ generator_nllloss : 5607.316211 ∣ generator_ganloss : 161.383371 ∣  [  std_z : 0.89  real_sub_fake : 3571.08 ]
[  epoch 0001/0040] 4340/4800, lr:1.0e-04 ∣ avg_100 : 32993.099737 ∣ critic_nllloss : 27875.689258 ∣ critic_ganloss : -1100.083972 ∣ generator_nllloss : 5597.634180 ∣ generator_ganloss : 237.356812 ∣     [  std_z : 0.90  real_sub_fake : 4340.62 ]
[  epoch 0001/0040] 4350/4800, lr:1.0e-04 ∣ avg_100 : 32979.274026 ∣ critic_nllloss : 27706.983984 ∣ critic_ganloss : -1068.557764 ∣ generator_nllloss : 5520.090625 ∣ generator_ganloss : 244.210266 ∣     [  std_z : 0.88  real_sub_fake : 3939.80 ]
[  epoch 0001/0040] 4360/4800, lr:1.0e-04 ∣ avg_100 : 32969.526038 ∣ critic_nllloss : 27785.937109 ∣ critic_ganloss : -924.642328 ∣ generator_nllloss : 5610.679688 ∣ generator_ganloss : 242.057416 ∣  [  std_z : 0.89  real_sub_fake : 3989.92 ]
[  epoch 0001/0040] 4370/4800, lr:1.0e-04 ∣ avg_100 : 32955.379466 ∣ critic_nllloss : 27704.283594 ∣ critic_ganloss : -967.092578 ∣ generator_nllloss : 5579.618164 ∣ generator_ganloss : 22.915975 ∣   [  std_z : 0.88  real_sub_fake : 3251.45 ]
[  epoch 0001/0040] 4380/4800, lr:1.0e-04 ∣ avg_100 : 32943.747739 ∣ critic_nllloss : 27679.432031 ∣ critic_ganloss : -853.413068 ∣ generator_nllloss : 5463.867969 ∣ generator_ganloss : 171.495721 ∣  [  std_z : 0.88  real_sub_fake : 3371.30 ]
[  epoch 0001/0040] 4390/4800, lr:1.0e-04 ∣ avg_100 : 32932.450915 ∣ critic_nllloss : 27738.246484 ∣ critic_ganloss : -928.713300 ∣ generator_nllloss : 5533.759180 ∣ generator_ganloss : 166.316565 ∣  [  std_z : 0.89  real_sub_fake : 3476.74 ]
[  epoch 0001/0040] 4400/4800, lr:1.0e-04 ∣ avg_100 : 32921.227922 ∣ critic_nllloss : 27938.456836 ∣ critic_ganloss : -1034.617883 ∣ generator_nllloss : 5516.483398 ∣ generator_ganloss : 229.736530 ∣     [  std_z : 0.91  real_sub_fake : 4024.76 ]
[  epoch 0001/0040] 4410/4800, lr:1.0e-04 ∣ avg_100 : 32910.729074 ∣ critic_nllloss : 27738.109375 ∣ critic_ganloss : -945.799097 ∣ generator_nllloss : 5579.962695 ∣ generator_ganloss : 256.737024 ∣  [  std_z : 0.89  real_sub_fake : 3666.92 ]
[  epoch 0001/0040] 4420/4800, lr:1.0e-04 ∣ avg_100 : 32902.647537 ∣ critic_nllloss : 27934.576953 ∣ critic_ganloss : -971.015424 ∣ generator_nllloss : 5516.103711 ∣ generator_ganloss : 320.516858 ∣  [  std_z : 0.91  real_sub_fake : 3598.14 ]
[  epoch 0001/0040] 4430/4800, lr:1.0e-04 ∣ avg_100 : 32893.351792 ∣ critic_nllloss : 27841.217383 ∣ critic_ganloss : -999.990948 ∣ generator_nllloss : 5595.059570 ∣ generator_ganloss : 357.160815 ∣  [  std_z : 0.90  real_sub_fake : 3673.93 ]
[  epoch 0001/0040] 4440/4800, lr:1.0e-04 ∣ avg_100 : 32887.195338 ∣ critic_nllloss : 27703.772461 ∣ critic_ganloss : -903.346863 ∣ generator_nllloss : 5507.342578 ∣ generator_ganloss : 373.611682 ∣  [  std_z : 0.89  real_sub_fake : 3625.95 ]
[  epoch 0001/0040] 4450/4800, lr:1.0e-04 ∣ avg_100 : 32880.040088 ∣ critic_nllloss : 27849.984961 ∣ critic_ganloss : -1071.148291 ∣ generator_nllloss : 5644.171484 ∣ generator_ganloss : 394.284790 ∣     [  std_z : 0.91  real_sub_fake : 4158.99 ]
[  epoch 0001/0040] 4460/4800, lr:1.0e-04 ∣ avg_100 : 32875.346292 ∣ critic_nllloss : 27915.022852 ∣ critic_ganloss : -773.705884 ∣ generator_nllloss : 5621.942969 ∣ generator_ganloss : 239.789600 ∣  [  std_z : 0.91  real_sub_fake : 2678.44 ]
[  epoch 0001/0040] 4470/4800, lr:1.0e-04 ∣ avg_100 : 32863.934894 ∣ critic_nllloss : 27725.517383 ∣ critic_ganloss : -894.966895 ∣ generator_nllloss : 5501.745703 ∣ generator_ganloss : -3.952745 ∣   [  std_z : 0.89  real_sub_fake : 3345.65 ]
[  epoch 0001/0040] 4480/4800, lr:1.0e-04 ∣ avg_100 : 32850.503587 ∣ critic_nllloss : 27650.036523 ∣ critic_ganloss : -895.810559 ∣ generator_nllloss : 5559.464258 ∣ generator_ganloss : 80.862697 ∣   [  std_z : 0.89  real_sub_fake : 3615.83 ]
[  epoch 0001/0040] 4490/4800, lr:1.0e-04 ∣ avg_100 : 32840.897398 ∣ critic_nllloss : 27655.500000 ∣ critic_ganloss : -919.420038 ∣ generator_nllloss : 5573.926758 ∣ generator_ganloss : 276.851648 ∣  [  std_z : 0.89  real_sub_fake : 3232.06 ]
[  epoch 0001/0040] 4500/4800, lr:1.0e-04 ∣ avg_100 : 32837.368521 ∣ critic_nllloss : 27742.077344 ∣ critic_ganloss : -816.881073 ∣ generator_nllloss : 5499.469531 ∣ generator_ganloss : 351.897656 ∣  [  std_z : 0.90  real_sub_fake : 3398.28 ]
[  epoch 0001/0040] 4510/4800, lr:1.0e-04 ∣ avg_100 : 32832.450574 ∣ critic_nllloss : 27891.098438 ∣ critic_ganloss : -831.591626 ∣ generator_nllloss : 5569.818750 ∣ generator_ganloss : 305.341638 ∣  [  std_z : 0.91  real_sub_fake : 3025.07 ]
[  epoch 0001/0040] 4520/4800, lr:1.0e-04 ∣ avg_100 : 32823.247890 ∣ critic_nllloss : 27565.227539 ∣ critic_ganloss : -914.604236 ∣ generator_nllloss : 5549.779297 ∣ generator_ganloss : 251.079077 ∣  [  std_z : 0.89  real_sub_fake : 3348.43 ]
[  epoch 0001/0040] 4530/4800, lr:1.0e-04 ∣ avg_100 : 32817.536227 ∣ critic_nllloss : 27717.203711 ∣ critic_ganloss : -783.927734 ∣ generator_nllloss : 5556.166797 ∣ generator_ganloss : 310.794519 ∣  [  std_z : 0.90  real_sub_fake : 3229.40 ]
[  epoch 0001/0040] 4540/4800, lr:1.0e-04 ∣ avg_100 : 32807.099444 ∣ critic_nllloss : 27509.469727 ∣ critic_ganloss : -787.715552 ∣ generator_nllloss : 5456.616797 ∣ generator_ganloss : 67.325307 ∣   [  std_z : 0.88  real_sub_fake : 2913.05 ]
[  epoch 0001/0040] 4550/4800, lr:1.0e-04 ∣ avg_100 : 32805.187623 ∣ critic_nllloss : 27695.530469 ∣ critic_ganloss : -735.432062 ∣ generator_nllloss : 5677.255469 ∣ generator_ganloss : 440.060864 ∣  [  std_z : 0.90  real_sub_fake : 2926.46 ]
[  epoch 0001/0040] 4560/4800, lr:1.0e-04 ∣ avg_100 : 32798.324663 ∣ critic_nllloss : 27863.788086 ∣ critic_ganloss : -925.996747 ∣ generator_nllloss : 5509.740430 ∣ generator_ganloss : 252.594812 ∣  [  std_z : 0.91  real_sub_fake : 3141.58 ]
[  epoch 0001/0040] 4570/4800, lr:1.0e-04 ∣ avg_100 : 32794.377424 ∣ critic_nllloss : 27975.950391 ∣ critic_ganloss : -735.804755 ∣ generator_nllloss : 5585.069141 ∣ generator_ganloss : 407.500647 ∣  [  std_z : 0.92  real_sub_fake : 3037.55 ]
[  epoch 0001/0040] 4580/4800, lr:1.0e-04 ∣ avg_100 : 32788.238829 ∣ critic_nllloss : 27743.127344 ∣ critic_ganloss : -795.504962 ∣ generator_nllloss : 5513.076563 ∣ generator_ganloss : 366.760376 ∣  [  std_z : 0.91  real_sub_fake : 3037.38 ]
[  epoch 0001/0040] 4590/4800, lr:1.0e-04 ∣ avg_100 : 32785.254426 ∣ critic_nllloss : 27806.830859 ∣ critic_ganloss : -712.483734 ∣ generator_nllloss : 5562.375781 ∣ generator_ganloss : 271.997754 ∣  [  std_z : 0.92  real_sub_fake : 2753.65 ]
[  epoch 0001/0040] 4600/4800, lr:1.0e-04 ∣ avg_100 : 32776.322726 ∣ critic_nllloss : 27642.620898 ∣ critic_ganloss : -737.465015 ∣ generator_nllloss : 5508.822656 ∣ generator_ganloss : 182.889850 ∣  [  std_z : 0.90  real_sub_fake : 2608.13 ]
[  epoch 0001/0040] 4610/4800, lr:1.0e-04 ∣ avg_100 : 32768.232282 ∣ critic_nllloss : 27598.672070 ∣ critic_ganloss : -655.883228 ∣ generator_nllloss : 5505.524414 ∣ generator_ganloss : 260.384192 ∣  [  std_z : 0.90  real_sub_fake : 2592.93 ]
[  epoch 0001/0040] 4620/4800, lr:1.0e-04 ∣ avg_100 : 32760.014712 ∣ critic_nllloss : 27617.737500 ∣ critic_ganloss : -698.783130 ∣ generator_nllloss : 5457.394922 ∣ generator_ganloss : 223.436877 ∣  [  std_z : 0.90  real_sub_fake : 2801.42 ]
[  epoch 0001/0040] 4630/4800, lr:1.0e-04 ∣ avg_100 : 32755.440916 ∣ critic_nllloss : 27586.336328 ∣ critic_ganloss : -764.401782 ∣ generator_nllloss : 5495.470312 ∣ generator_ganloss : 227.718140 ∣  [  std_z : 0.90  real_sub_fake : 2641.61 ]
[  epoch 0001/0040] 4640/4800, lr:1.0e-04 ∣ avg_100 : 32748.385868 ∣ critic_nllloss : 27781.659961 ∣ critic_ganloss : -836.397589 ∣ generator_nllloss : 5556.760156 ∣ generator_ganloss : 297.023669 ∣  [  std_z : 0.91  real_sub_fake : 3491.81 ]
[  epoch 0001/0040] 4650/4800, lr:1.0e-04 ∣ avg_100 : 32745.722039 ∣ critic_nllloss : 27710.533008 ∣ critic_ganloss : -667.919873 ∣ generator_nllloss : 5551.383008 ∣ generator_ganloss : 310.947937 ∣  [  std_z : 0.91  real_sub_fake : 2257.58 ]
[  epoch 0001/0040] 4660/4800, lr:1.0e-04 ∣ avg_100 : 32740.003022 ∣ critic_nllloss : 27704.768750 ∣ critic_ganloss : -627.835175 ∣ generator_nllloss : 5459.074219 ∣ generator_ganloss : 180.104858 ∣  [  std_z : 0.91  real_sub_fake : 2237.11 ]
[  epoch 0001/0040] 4670/4800, lr:1.0e-04 ∣ avg_100 : 32741.684157 ∣ critic_nllloss : 27795.815039 ∣ critic_ganloss : -639.405109 ∣ generator_nllloss : 5550.710156 ∣ generator_ganloss : 279.342114 ∣  [  std_z : 0.92  real_sub_fake : 2648.23 ]
[  epoch 0001/0040] 4680/4800, lr:1.0e-04 ∣ avg_100 : 32737.646780 ∣ critic_nllloss : 27647.006445 ∣ critic_ganloss : -664.072470 ∣ generator_nllloss : 5503.675195 ∣ generator_ganloss : 224.576855 ∣  [  std_z : 0.91  real_sub_fake : 2392.43 ]
[  epoch 0001/0040] 4690/4800, lr:1.0e-04 ∣ avg_100 : 32737.164568 ∣ critic_nllloss : 27785.733398 ∣ critic_ganloss : -807.844946 ∣ generator_nllloss : 5534.771094 ∣ generator_ganloss : 370.259399 ∣  [  std_z : 0.92  real_sub_fake : 3176.43 ]
[  epoch 0001/0040] 4700/4800, lr:1.0e-04 ∣ avg_100 : 32735.054715 ∣ critic_nllloss : 27697.885937 ∣ critic_ganloss : -700.132623 ∣ generator_nllloss : 5515.932813 ∣ generator_ganloss : 145.806683 ∣  [  std_z : 0.91  real_sub_fake : 2343.15 ]
[  epoch 0001/0040] 4710/4800, lr:1.0e-04 ∣ avg_100 : 32733.657009 ∣ critic_nllloss : 27650.274023 ∣ critic_ganloss : -551.664893 ∣ generator_nllloss : 5536.421875 ∣ generator_ganloss : 199.497306 ∣  [  std_z : 0.91  real_sub_fake : 2479.46 ]
[  epoch 0001/0040] 4720/4800, lr:1.0e-04 ∣ avg_100 : 32732.773577 ∣ critic_nllloss : 27723.192383 ∣ critic_ganloss : -561.265634 ∣ generator_nllloss : 5540.619727 ∣ generator_ganloss : 365.558130 ∣  [  std_z : 0.92  real_sub_fake : 2221.73 ]
[  epoch 0001/0040] 4730/4800, lr:1.0e-04 ∣ avg_100 : 32729.732392 ∣ critic_nllloss : 27721.829688 ∣ critic_ganloss : -672.102948 ∣ generator_nllloss : 5524.151953 ∣ generator_ganloss : 285.896051 ∣  [  std_z : 0.92  real_sub_fake : 1963.41 ]
[  epoch 0001/0040] 4740/4800, lr:1.0e-04 ∣ avg_100 : 32726.486317 ∣ critic_nllloss : 27787.760156 ∣ critic_ganloss : -933.742102 ∣ generator_nllloss : 5532.893555 ∣ generator_ganloss : 213.508838 ∣  [  std_z : 0.93  real_sub_fake : 3812.76 ]
[  epoch 0001/0040] 4750/4800, lr:1.0e-04 ∣ avg_100 : 32725.315259 ∣ critic_nllloss : 27825.295898 ∣ critic_ganloss : -1030.019226 ∣ generator_nllloss : 5588.614453 ∣ generator_ganloss : 77.514038 ∣  [  std_z : 0.93  real_sub_fake : 3663.59 ]
[  epoch 0001/0040] 4760/4800, lr:1.0e-04 ∣ avg_100 : 32715.690210 ∣ critic_nllloss : 27577.594336 ∣ critic_ganloss : -976.808130 ∣ generator_nllloss : 5528.407812 ∣ generator_ganloss : 232.827191 ∣  [  std_z : 0.91  real_sub_fake : 3982.31 ]
[  epoch 0001/0040] 4770/4800, lr:1.0e-04 ∣ avg_100 : 32713.310700 ∣ critic_nllloss : 27734.595313 ∣ critic_ganloss : -874.470959 ∣ generator_nllloss : 5553.409570 ∣ generator_ganloss : 287.002417 ∣  [  std_z : 0.92  real_sub_fake : 3052.13 ]
[  epoch 0001/0040] 4780/4800, lr:1.0e-04 ∣ avg_100 : 32706.671692 ∣ critic_nllloss : 27664.246094 ∣ critic_ganloss : -1020.090466 ∣ generator_nllloss : 5527.916406 ∣ generator_ganloss : 136.920813 ∣     [  std_z : 0.91  real_sub_fake : 3820.71 ]
[  epoch 0001/0040] 4790/4800, lr:1.0e-04 ∣ avg_100 : 32702.763156 ∣ critic_nllloss : 27704.409375 ∣ critic_ganloss : -1056.828314 ∣ generator_nllloss : 5489.826563 ∣ generator_ganloss : 330.549084 ∣     [  std_z : 0.92  real_sub_fake : 4044.45 ]
[  epoch 0001/0040] 4800/4800, lr:1.0e-04 ∣ avg_100 : 32696.860422 ∣ critic_nllloss : 27476.657422 ∣ critic_ganloss : -700.656689 ∣ generator_nllloss : 5445.906641 ∣ generator_ganloss : 275.750342 ∣  [  std_z : 0.90  real_sub_fake : 2916.03 ]
[    val 001    ] Done! KLD: 0.072324: 0.098632, 5:45:41, total: 1 day, 6:31:28                     
[  epoch 0002/0040] 0010/4800, lr:1.0e-04 ∣ avg_100 : 32693.138184 ∣ critic_nllloss : 27712.375586 ∣ critic_ganloss : -782.556104 ∣ generator_nllloss : 5566.212109 ∣ generator_ganloss : 252.708447 ∣  [  std_z : 0.92  real_sub_fake : 3000.36 ]
[  epoch 0002/0040] 0020/4800, lr:1.0e-04 ∣ avg_100 : 32691.185324 ∣ critic_nllloss : 27842.120508 ∣ critic_ganloss : -931.960022 ∣ generator_nllloss : 5626.977539 ∣ generator_ganloss : 235.570862 ∣  [  std_z : 0.93  real_sub_fake : 3339.34 ]
[  epoch 0002/0040] 0030/4800, lr:1.0e-04 ∣ avg_100 : 32688.196324 ∣ critic_nllloss : 27660.917383 ∣ critic_ganloss : -692.897815 ∣ generator_nllloss : 5524.643750 ∣ generator_ganloss : 306.213733 ∣  [  std_z : 0.91  real_sub_fake : 2649.60 ]
[  epoch 0002/0040] 0040/4800, lr:1.0e-04 ∣ avg_100 : 32685.531391 ∣ critic_nllloss : 27551.320703 ∣ critic_ganloss : -714.520844 ∣ generator_nllloss : 5544.633203 ∣ generator_ganloss : 314.084351 ∣  [  std_z : 0.90  real_sub_fake : 2797.53 ]
[  epoch 0002/0040] 0050/4800, lr:1.0e-04 ∣ avg_100 : 32686.720039 ∣ critic_nllloss : 27620.440430 ∣ critic_ganloss : -732.694324 ∣ generator_nllloss : 5499.353125 ∣ generator_ganloss : 465.371362 ∣  [  std_z : 0.91  real_sub_fake : 2967.49 ]
[  epoch 0002/0040] 0060/4800, lr:1.0e-04 ∣ avg_100 : 32687.816726 ∣ critic_nllloss : 27676.239258 ∣ critic_ganloss : -632.944543 ∣ generator_nllloss : 5593.026367 ∣ generator_ganloss : 174.373868 ∣  [  std_z : 0.92  real_sub_fake : 2054.50 ]
[  epoch 0002/0040] 0070/4800, lr:1.0e-04 ∣ avg_100 : 32682.929284 ∣ critic_nllloss : 27611.954492 ∣ critic_ganloss : -1029.362897 ∣ generator_nllloss : 5477.469336 ∣ generator_ganloss : 161.022086 ∣     [  std_z : 0.91  real_sub_fake : 3497.33 ]
[  epoch 0002/0040] 0080/4800, lr:1.0e-04 ∣ avg_100 : 32681.274552 ∣ critic_nllloss : 27692.986914 ∣ critic_ganloss : -972.410400 ∣ generator_nllloss : 5559.896484 ∣ generator_ganloss : 286.730063 ∣  [  std_z : 0.92  real_sub_fake : 3930.13 ]
[  epoch 0002/0040] 0090/4800, lr:1.0e-04 ∣ avg_100 : 32677.760883 ∣ critic_nllloss : 27646.606641 ∣ critic_ganloss : -1038.985980 ∣ generator_nllloss : 5529.993750 ∣ generator_ganloss : 74.340631 ∣  [  std_z : 0.92  real_sub_fake : 3878.91 ]
[  epoch 0002/0040] 0100/4800, lr:1.0e-04 ∣ avg_100 : 32674.464271 ∣ critic_nllloss : 27610.097070 ∣ critic_ganloss : -915.772528 ∣ generator_nllloss : 5499.066016 ∣ generator_ganloss : 223.570007 ∣  [  std_z : 0.91  real_sub_fake : 3794.67 ]
[  epoch 0002/0040] 0110/4800, lr:1.0e-04 ∣ avg_100 : 32672.536629 ∣ critic_nllloss : 27632.099805 ∣ critic_ganloss : -966.569086 ∣ generator_nllloss : 5473.916406 ∣ generator_ganloss : 215.300317 ∣  [  std_z : 0.92  real_sub_fake : 3405.94 ]
[  epoch 0002/0040] 0120/4800, lr:1.0e-04 ∣ avg_100 : 32666.421561 ∣ critic_nllloss : 27577.778906 ∣ critic_ganloss : -1152.775574 ∣ generator_nllloss : 5515.699609 ∣ generator_ganloss : 189.658118 ∣     [  std_z : 0.92  real_sub_fake : 4386.44 ]
[  epoch 0002/0040] 0130/4800, lr:1.0e-04 ∣ avg_100 : 32662.494634 ∣ critic_nllloss : 27644.266797 ∣ critic_ganloss : -1027.906628 ∣ generator_nllloss : 5569.005469 ∣ generator_ganloss : 334.493201 ∣     [  std_z : 0.92  real_sub_fake : 4070.09 ]
[  epoch 0002/0040] 0140/4800, lr:1.0e-04 ∣ avg_100 : 32660.238768 ∣ critic_nllloss : 27468.332813 ∣ critic_ganloss : -944.154596 ∣ generator_nllloss : 5520.106836 ∣ generator_ganloss : 332.136389 ∣  [  std_z : 0.91  real_sub_fake : 3606.24 ]
[  epoch 0002/0040] 0150/4800, lr:1.0e-04 ∣ avg_100 : 32655.011162 ∣ critic_nllloss : 27691.544727 ∣ critic_ganloss : -1016.443732 ∣ generator_nllloss : 5525.006641 ∣ generator_ganloss : 169.431598 ∣     [  std_z : 0.92  real_sub_fake : 3667.47 ]
[  epoch 0002/0040] 0160/4800, lr:1.0e-04 ∣ avg_100 : 32653.109884 ∣ critic_nllloss : 27669.774023 ∣ critic_ganloss : -1126.518829 ∣ generator_nllloss : 5519.994531 ∣ generator_ganloss : 302.134619 ∣     [  std_z : 0.92  real_sub_fake : 4187.93 ]
[  epoch 0002/0040] 0170/4800, lr:1.0e-04 ∣ avg_100 : 32652.542622 ∣ critic_nllloss : 27623.523047 ∣ critic_ganloss : -971.041803 ∣ generator_nllloss : 5537.338086 ∣ generator_ganloss : 300.032312 ∣  [  std_z : 0.92  real_sub_fake : 3898.91 ]
[  epoch 0002/0040] 0180/4800, lr:1.0e-04 ∣ avg_100 : 32645.518568 ∣ critic_nllloss : 27638.857812 ∣ critic_ganloss : -1037.794775 ∣ generator_nllloss : 5589.476172 ∣ generator_ganloss : 188.638794 ∣     [  std_z : 0.92  real_sub_fake : 3903.72 ]
[  epoch 0002/0040] 0190/4800, lr:1.0e-04 ∣ avg_100 : 32641.819338 ∣ critic_nllloss : 27506.401562 ∣ critic_ganloss : -1125.335083 ∣ generator_nllloss : 5543.979492 ∣ generator_ganloss : 267.622302 ∣     [  std_z : 0.91  real_sub_fake : 4110.56 ]
[  epoch 0002/0040] 0200/4800, lr:1.0e-04 ∣ avg_100 : 32643.628752 ∣ critic_nllloss : 27745.986914 ∣ critic_ganloss : -876.064221 ∣ generator_nllloss : 5498.753320 ∣ generator_ganloss : 305.613330 ∣  [  std_z : 0.93  real_sub_fake : 3626.68 ]
[  epoch 0002/0040] 0210/4800, lr:1.0e-04 ∣ avg_100 : 32642.451075 ∣ critic_nllloss : 27638.581250 ∣ critic_ganloss : -678.923236 ∣ generator_nllloss : 5463.742969 ∣ generator_ganloss : 239.311096 ∣  [  std_z : 0.92  real_sub_fake : 2639.24 ]
[  epoch 0002/0040] 0220/4800, lr:1.0e-04 ∣ avg_100 : 32642.071682 ∣ critic_nllloss : 27654.945117 ∣ critic_ganloss : -767.919421 ∣ generator_nllloss : 5501.044922 ∣ generator_ganloss : 291.371240 ∣  [  std_z : 0.92  real_sub_fake : 2992.22 ]
[  epoch 0002/0040] 0230/4800, lr:1.0e-04 ∣ avg_100 : 32647.297710 ∣ critic_nllloss : 27529.955469 ∣ critic_ganloss : -599.871136 ∣ generator_nllloss : 5539.867188 ∣ generator_ganloss : 447.797278 ∣  [  std_z : 0.91  real_sub_fake : 2139.33 ]
[  epoch 0002/0040] 0240/4800, lr:1.0e-04 ∣ avg_100 : 32639.884849 ∣ critic_nllloss : 27459.500781 ∣ critic_ganloss : -823.628137 ∣ generator_nllloss : 5533.526367 ∣ generator_ganloss : 199.890155 ∣  [  std_z : 0.91  real_sub_fake : 2996.18 ]
[  epoch 0002/0040] 0250/4800, lr:1.0e-04 ∣ avg_100 : 32640.186169 ∣ critic_nllloss : 27571.611133 ∣ critic_ganloss : -745.731342 ∣ generator_nllloss : 5552.506055 ∣ generator_ganloss : 392.660767 ∣  [  std_z : 0.92  real_sub_fake : 2805.20 ]
[  epoch 0002/0040] 0260/4800, lr:1.0e-04 ∣ avg_100 : 32645.097035 ∣ critic_nllloss : 27820.395898 ∣ critic_ganloss : -775.073456 ∣ generator_nllloss : 5586.078320 ∣ generator_ganloss : 445.042285 ∣  [  std_z : 0.94  real_sub_fake : 2891.61 ]
[  epoch 0002/0040] 0270/4800, lr:1.0e-04 ∣ avg_100 : 32644.229448 ∣ critic_nllloss : 27740.679102 ∣ critic_ganloss : -848.462915 ∣ generator_nllloss : 5553.832422 ∣ generator_ganloss : 448.546875 ∣  [  std_z : 0.93  real_sub_fake : 3376.34 ]
[  epoch 0002/0040] 0280/4800, lr:1.0e-04 ∣ avg_100 : 32650.408980 ∣ critic_nllloss : 27689.175586 ∣ critic_ganloss : -709.322406 ∣ generator_nllloss : 5548.281641 ∣ generator_ganloss : 528.392554 ∣  [  std_z : 0.93  real_sub_fake : 2716.70 ]
[  epoch 0002/0040] 0290/4800, lr:1.0e-04 ∣ avg_100 : 32652.908617 ∣ critic_nllloss : 27543.848633 ∣ critic_ganloss : -687.540680 ∣ generator_nllloss : 5535.666992 ∣ generator_ganloss : 575.248267 ∣  [  std_z : 0.92  real_sub_fake : 2539.15 ]
[  epoch 0002/0040] 0300/4800, lr:1.0e-04 ∣ avg_100 : 32653.627236 ∣ critic_nllloss : 27625.197266 ∣ critic_ganloss : -781.473163 ∣ generator_nllloss : 5619.989453 ∣ generator_ganloss : 526.341821 ∣  [  std_z : 0.92  real_sub_fake : 2895.26 ]
[  epoch 0002/0040] 0310/4800, lr:1.0e-04 ∣ avg_100 : 32648.896826 ∣ critic_nllloss : 27627.674219 ∣ critic_ganloss : -837.301263 ∣ generator_nllloss : 5520.760938 ∣ generator_ganloss : 320.935254 ∣  [  std_z : 0.92  real_sub_fake : 3090.50 ]
[  epoch 0002/0040] 0320/4800, lr:1.0e-04 ∣ avg_100 : 32648.219905 ∣ critic_nllloss : 27545.347852 ∣ critic_ganloss : -769.999396 ∣ generator_nllloss : 5539.909375 ∣ generator_ganloss : 317.728748 ∣  [  std_z : 0.92  real_sub_fake : 3176.45 ]
[  epoch 0002/0040] 0330/4800, lr:1.0e-04 ∣ avg_100 : 32646.752308 ∣ critic_nllloss : 27382.744727 ∣ critic_ganloss : -701.621667 ∣ generator_nllloss : 5483.255273 ∣ generator_ganloss : 273.391602 ∣  [  std_z : 0.90  real_sub_fake : 2351.15 ]
[  epoch 0002/0040] 0340/4800, lr:1.0e-04 ∣ avg_100 : 32644.601844 ∣ critic_nllloss : 27449.293750 ∣ critic_ganloss : -745.711798 ∣ generator_nllloss : 5568.149414 ∣ generator_ganloss : 310.553040 ∣  [  std_z : 0.91  real_sub_fake : 2852.78 ]
[  epoch 0002/0040] 0350/4800, lr:1.0e-04 ∣ avg_100 : 32641.973632 ∣ critic_nllloss : 27590.539062 ∣ critic_ganloss : -840.976935 ∣ generator_nllloss : 5473.710547 ∣ generator_ganloss : 216.725940 ∣  [  std_z : 0.92  real_sub_fake : 3001.01 ]
[  epoch 0002/0040] 0360/4800, lr:1.0e-04 ∣ avg_100 : 32641.675035 ∣ critic_nllloss : 27534.127539 ∣ critic_ganloss : -666.623645 ∣ generator_nllloss : 5540.089453 ∣ generator_ganloss : 342.577612 ∣  [  std_z : 0.92  real_sub_fake : 2746.98 ]
[  epoch 0002/0040] 0370/4800, lr:1.0e-04 ∣ avg_100 : 32642.111175 ∣ critic_nllloss : 27669.356250 ∣ critic_ganloss : -795.416766 ∣ generator_nllloss : 5542.793945 ∣ generator_ganloss : 316.327917 ∣  [  std_z : 0.93  real_sub_fake : 3071.36 ]
[  epoch 0002/0040] 0380/4800, lr:1.0e-04 ∣ avg_100 : 32644.543943 ∣ critic_nllloss : 27616.228516 ∣ critic_ganloss : -814.064917 ∣ generator_nllloss : 5573.311328 ∣ generator_ganloss : 457.383594 ∣  [  std_z : 0.92  real_sub_fake : 3363.75 ]
[  epoch 0002/0040] 0390/4800, lr:1.0e-04 ∣ avg_100 : 32647.616738 ∣ critic_nllloss : 27504.986914 ∣ critic_ganloss : -605.675443 ∣ generator_nllloss : 5566.234766 ∣ generator_ganloss : 564.220581 ∣  [  std_z : 0.92  real_sub_fake : 2082.01 ]
[  epoch 0002/0040] 0400/4800, lr:1.0e-04 ∣ avg_100 : 32653.038089 ∣ critic_nllloss : 27772.963086 ∣ critic_ganloss : -628.004367 ∣ generator_nllloss : 5489.679688 ∣ generator_ganloss : 567.017139 ∣  [  std_z : 0.94  real_sub_fake : 2331.21 ]
[  epoch 0002/0040] 0410/4800, lr:1.0e-04 ∣ avg_100 : 32656.214768 ∣ critic_nllloss : 27597.025195 ∣ critic_ganloss : -612.065552 ∣ generator_nllloss : 5535.104688 ∣ generator_ganloss : 483.607495 ∣  [  std_z : 0.92  real_sub_fake : 2349.02 ]
[  epoch 0002/0040] 0420/4800, lr:1.0e-04 ∣ avg_100 : 32661.393467 ∣ critic_nllloss : 27550.594141 ∣ critic_ganloss : -533.587292 ∣ generator_nllloss : 5578.948828 ∣ generator_ganloss : 527.232910 ∣  [  std_z : 0.92  real_sub_fake : 1949.89 ]
[  epoch 0002/0040] 0430/4800, lr:1.0e-04 ∣ avg_100 : 32664.263133 ∣ critic_nllloss : 27726.045703 ∣ critic_ganloss : -737.926794 ∣ generator_nllloss : 5582.993359 ∣ generator_ganloss : 537.889893 ∣  [  std_z : 0.93  real_sub_fake : 2508.64 ]
[  epoch 0002/0040] 0440/4800, lr:1.0e-04 ∣ avg_100 : 32662.583146 ∣ critic_nllloss : 27388.152148 ∣ critic_ganloss : -703.410254 ∣ generator_nllloss : 5417.272656 ∣ generator_ganloss : 387.729993 ∣  [  std_z : 0.90  real_sub_fake : 2996.84 ]
[  epoch 0002/0040] 0450/4800, lr:1.0e-04 ∣ avg_100 : 32664.609967 ∣ critic_nllloss : 27620.221484 ∣ critic_ganloss : -629.201587 ∣ generator_nllloss : 5522.731445 ∣ generator_ganloss : 212.019934 ∣  [  std_z : 0.92  real_sub_fake : 2375.44 ]
[  epoch 0002/0040] 0460/4800, lr:1.0e-04 ∣ avg_100 : 32666.696275 ∣ critic_nllloss : 27708.055469 ∣ critic_ganloss : -735.740942 ∣ generator_nllloss : 5545.055273 ∣ generator_ganloss : 218.628479 ∣  [  std_z : 0.93  real_sub_fake : 2565.96 ]
[  epoch 0002/0040] 0470/4800, lr:1.0e-04 ∣ avg_100 : 32667.186921 ∣ critic_nllloss : 27418.295508 ∣ critic_ganloss : -643.634589 ∣ generator_nllloss : 5480.514063 ∣ generator_ganloss : 283.495691 ∣  [  std_z : 0.91  real_sub_fake : 2574.04 ]
[  epoch 0002/0040] 0480/4800, lr:1.0e-04 ∣ avg_100 : 32666.728030 ∣ critic_nllloss : 27833.769727 ∣ critic_ganloss : -845.799158 ∣ generator_nllloss : 5498.138672 ∣ generator_ganloss : 258.273926 ∣  [  std_z : 0.94  real_sub_fake : 3178.03 ]
[  epoch 0002/0040] 0490/4800, lr:1.0e-04 ∣ avg_100 : 32669.566801 ∣ critic_nllloss : 27562.057812 ∣ critic_ganloss : -749.086572 ∣ generator_nllloss : 5635.783203 ∣ generator_ganloss : 450.348560 ∣  [  std_z : 0.92  real_sub_fake : 2804.48 ]
[  epoch 0002/0040] 0500/4800, lr:1.0e-04 ∣ avg_100 : 32671.278543 ∣ critic_nllloss : 27551.116992 ∣ critic_ganloss : -770.277197 ∣ generator_nllloss : 5465.774023 ∣ generator_ganloss : 435.848389 ∣  [  std_z : 0.92  real_sub_fake : 2693.80 ]
[  epoch 0002/0040] 0510/4800, lr:1.0e-04 ∣ avg_100 : 32673.363475 ∣ critic_nllloss : 27448.405469 ∣ critic_ganloss : -792.925415 ∣ generator_nllloss : 5486.803320 ∣ generator_ganloss : 478.424756 ∣  [  std_z : 0.91  real_sub_fake : 3545.50 ]
[  epoch 0002/0040] 0520/4800, lr:1.0e-04 ∣ avg_100 : 32677.203283 ∣ critic_nllloss : 27465.152344 ∣ critic_ganloss : -535.735413 ∣ generator_nllloss : 5473.752734 ∣ generator_ganloss : 392.583960 ∣  [  std_z : 0.91  real_sub_fake : 1741.82 ]
[  epoch 0002/0040] 0530/4800, lr:1.0e-04 ∣ avg_100 : 32679.722716 ∣ critic_nllloss : 27648.719727 ∣ critic_ganloss : -573.174786 ∣ generator_nllloss : 5479.070703 ∣ generator_ganloss : 373.617798 ∣  [  std_z : 0.93  real_sub_fake : 2346.74 ]
[  epoch 0002/0040] 0540/4800, lr:1.0e-04 ∣ avg_100 : 32682.012523 ∣ critic_nllloss : 27404.410547 ∣ critic_ganloss : -457.110651 ∣ generator_nllloss : 5487.418555 ∣ generator_ganloss : 404.858618 ∣  [  std_z : 0.92  real_sub_fake : 1675.04 ]
[  epoch 0002/0040] 0550/4800, lr:1.0e-04 ∣ avg_100 : 32686.572323 ∣ critic_nllloss : 27469.476562 ∣ critic_ganloss : -515.391461 ∣ generator_nllloss : 5497.578906 ∣ generator_ganloss : 407.043030 ∣  [  std_z : 0.92  real_sub_fake : 1723.78 ]
[  epoch 0002/0040] 0560/4800, lr:1.0e-04 ∣ avg_100 : 32687.704989 ∣ critic_nllloss : 27611.206641 ∣ critic_ganloss : -648.725848 ∣ generator_nllloss : 5479.659766 ∣ generator_ganloss : 385.157959 ∣  [  std_z : 0.93  real_sub_fake : 2497.58 ]
[  epoch 0002/0040] 0570/4800, lr:1.0e-04 ∣ avg_100 : 32692.654861 ∣ critic_nllloss : 27565.277148 ∣ critic_ganloss : -637.576941 ∣ generator_nllloss : 5446.652734 ∣ generator_ganloss : 460.359424 ∣  [  std_z : 0.93  real_sub_fake : 2765.36 ]
[  epoch 0002/0040] 0580/4800, lr:1.0e-04 ∣ avg_100 : 32696.722629 ∣ critic_nllloss : 27451.829102 ∣ critic_ganloss : -535.189413 ∣ generator_nllloss : 5541.111523 ∣ generator_ganloss : 410.408276 ∣  [  std_z : 0.92  real_sub_fake : 1634.96 ]
[  epoch 0002/0040] 0590/4800, lr:1.0e-04 ∣ avg_100 : 32699.333276 ∣ critic_nllloss : 27637.018945 ∣ critic_ganloss : -746.987585 ∣ generator_nllloss : 5565.719336 ∣ generator_ganloss : 314.922900 ∣  [  std_z : 0.94  real_sub_fake : 2636.16 ]
[  epoch 0002/0040] 0600/4800, lr:1.0e-04 ∣ avg_100 : 32701.419862 ∣ critic_nllloss : 27719.891797 ∣ critic_ganloss : -679.553833 ∣ generator_nllloss : 5498.118164 ∣ generator_ganloss : 320.261316 ∣  [  std_z : 0.94  real_sub_fake : 3126.37 ]
[  epoch 0002/0040] 0610/4800, lr:1.0e-04 ∣ avg_100 : 32705.325153 ∣ critic_nllloss : 27679.876953 ∣ critic_ganloss : -527.413150 ∣ generator_nllloss : 5592.958398 ∣ generator_ganloss : 274.116870 ∣  [  std_z : 0.93  real_sub_fake : 1814.97 ]
[  epoch 0002/0040] 0620/4800, lr:1.0e-04 ∣ avg_100 : 32702.520943 ∣ critic_nllloss : 27439.222266 ∣ critic_ganloss : -557.241803 ∣ generator_nllloss : 5509.507617 ∣ generator_ganloss : 128.273059 ∣  [  std_z : 0.92  real_sub_fake : 1846.19 ]
[  epoch 0002/0040] 0630/4800, lr:1.0e-04 ∣ avg_100 : 32698.568992 ∣ critic_nllloss : 27355.667969 ∣ critic_ganloss : -844.301587 ∣ generator_nllloss : 5514.042188 ∣ generator_ganloss : 372.843152 ∣  [  std_z : 0.92  real_sub_fake : 3093.68 ]
[  epoch 0002/0040] 0640/4800, lr:1.0e-04 ∣ avg_100 : 32698.213871 ∣ critic_nllloss : 27416.947266 ∣ critic_ganloss : -572.090796 ∣ generator_nllloss : 5543.176562 ∣ generator_ganloss : 257.834766 ∣  [  std_z : 0.92  real_sub_fake : 2534.71 ]
[  epoch 0002/0040] 0650/4800, lr:1.0e-04 ∣ avg_100 : 32698.429117 ∣ critic_nllloss : 27654.165625 ∣ critic_ganloss : -445.914587 ∣ generator_nllloss : 5529.857227 ∣ generator_ganloss : 100.709250 ∣  [  std_z : 0.93  real_sub_fake : 1256.04 ]
[  epoch 0002/0040] 0660/4800, lr:1.0e-04 ∣ avg_100 : 32693.159851 ∣ critic_nllloss : 27462.273633 ∣ critic_ganloss : -601.748322 ∣ generator_nllloss : 5534.667578 ∣ generator_ganloss : 80.929996 ∣   [  std_z : 0.92  real_sub_fake : 2306.62 ]
[  epoch 0002/0040] 0670/4800, lr:1.0e-04 ∣ avg_100 : 32696.971353 ∣ critic_nllloss : 27718.932617 ∣ critic_ganloss : -803.804785 ∣ generator_nllloss : 5476.468359 ∣ generator_ganloss : 317.897510 ∣  [  std_z : 0.94  real_sub_fake : 2930.62 ]
[  epoch 0002/0040] 0680/4800, lr:1.0e-04 ∣ avg_100 : 32703.856947 ∣ critic_nllloss : 27680.132422 ∣ critic_ganloss : -650.644708 ∣ generator_nllloss : 5512.628906 ∣ generator_ganloss : 540.995679 ∣  [  std_z : 0.94  real_sub_fake : 2620.26 ]
[  epoch 0002/0040] 0690/4800, lr:1.0e-04 ∣ avg_100 : 32706.561473 ∣ critic_nllloss : 27567.438867 ∣ critic_ganloss : -608.925208 ∣ generator_nllloss : 5444.508984 ∣ generator_ganloss : 454.288306 ∣  [  std_z : 0.94  real_sub_fake : 2410.36 ]
[  epoch 0002/0040] 0700/4800, lr:1.0e-04 ∣ avg_100 : 32706.931738 ∣ critic_nllloss : 27426.422656 ∣ critic_ganloss : -671.091248 ∣ generator_nllloss : 5538.901953 ∣ generator_ganloss : 519.356592 ∣  [  std_z : 0.93  real_sub_fake : 2411.06 ]
[  epoch 0002/0040] 0710/4800, lr:1.0e-04 ∣ avg_100 : 32703.235023 ∣ critic_nllloss : 27455.786328 ∣ critic_ganloss : -649.118994 ∣ generator_nllloss : 5457.185547 ∣ generator_ganloss : 301.142859 ∣  [  std_z : 0.92  real_sub_fake : 2286.34 ]
[  epoch 0002/0040] 0720/4800, lr:1.0e-04 ∣ avg_100 : 32705.061013 ∣ critic_nllloss : 27393.305664 ∣ critic_ganloss : -548.492142 ∣ generator_nllloss : 5521.113281 ∣ generator_ganloss : 268.153821 ∣  [  std_z : 0.92  real_sub_fake : 2247.94 ]
[  epoch 0002/0040] 0730/4800, lr:1.0e-04 ∣ avg_100 : 32702.901698 ∣ critic_nllloss : 27416.596875 ∣ critic_ganloss : -616.429462 ∣ generator_nllloss : 5445.931250 ∣ generator_ganloss : 338.207202 ∣  [  std_z : 0.92  real_sub_fake : 2163.45 ]
[  epoch 0002/0040] 0740/4800, lr:1.0e-04 ∣ avg_100 : 32709.882944 ∣ critic_nllloss : 27574.163867 ∣ critic_ganloss : -647.619763 ∣ generator_nllloss : 5543.372852 ∣ generator_ganloss : 473.903906 ∣  [  std_z : 0.94  real_sub_fake : 2481.98 ]
[  epoch 0002/0040] 0750/4800, lr:1.0e-04 ∣ avg_100 : 32705.070154 ∣ critic_nllloss : 27561.260547 ∣ critic_ganloss : -848.113428 ∣ generator_nllloss : 5497.997852 ∣ generator_ganloss : 384.990747 ∣  [  std_z : 0.93  real_sub_fake : 2914.26 ]
[  epoch 0002/0040] 0760/4800, lr:1.0e-04 ∣ avg_100 : 32705.583765 ∣ critic_nllloss : 27420.150000 ∣ critic_ganloss : -542.461365 ∣ generator_nllloss : 5500.513281 ∣ generator_ganloss : 373.285815 ∣  [  std_z : 0.93  real_sub_fake : 2509.59 ]
[  epoch 0002/0040] 0770/4800, lr:1.0e-04 ∣ avg_100 : 32698.002769 ∣ critic_nllloss : 27417.615430 ∣ critic_ganloss : -510.251785 ∣ generator_nllloss : 5449.097656 ∣ generator_ganloss : 118.154443 ∣  [  std_z : 0.92  real_sub_fake : 1652.30 ]
[  epoch 0002/0040] 0780/4800, lr:1.0e-04 ∣ avg_100 : 32696.912619 ∣ critic_nllloss : 27700.888867 ∣ critic_ganloss : -640.824908 ∣ generator_nllloss : 5528.256445 ∣ generator_ganloss : 130.123981 ∣  [  std_z : 0.94  real_sub_fake : 2286.56 ]
[  epoch 0002/0040] 0790/4800, lr:1.0e-04 ∣ avg_100 : 32694.881358 ∣ critic_nllloss : 27456.373633 ∣ critic_ganloss : -553.867053 ∣ generator_nllloss : 5533.580664 ∣ generator_ganloss : 289.507324 ∣  [  std_z : 0.93  real_sub_fake : 2477.47 ]
[  epoch 0002/0040] 0800/4800, lr:1.0e-04 ∣ avg_100 : 32695.536912 ∣ critic_nllloss : 27368.035547 ∣ critic_ganloss : -503.778152 ∣ generator_nllloss : 5419.131641 ∣ generator_ganloss : 379.034741 ∣  [  std_z : 0.92  real_sub_fake : 1706.16 ]
[  epoch 0002/0040] 0810/4800, lr:1.0e-04 ∣ avg_100 : 32698.258243 ∣ critic_nllloss : 27620.925586 ∣ critic_ganloss : -658.805701 ∣ generator_nllloss : 5486.454297 ∣ generator_ganloss : 532.256396 ∣  [  std_z : 0.94  real_sub_fake : 2384.57 ]
[  epoch 0002/0040] 0820/4800, lr:1.0e-04 ∣ avg_100 : 32698.910178 ∣ critic_nllloss : 27383.939648 ∣ critic_ganloss : -749.106323 ∣ generator_nllloss : 5491.339258 ∣ generator_ganloss : 538.807056 ∣  [  std_z : 0.92  real_sub_fake : 2902.81 ]
[  epoch 0002/0040] 0830/4800, lr:1.0e-04 ∣ avg_100 : 32700.281321 ∣ critic_nllloss : 27591.661133 ∣ critic_ganloss : -651.193964 ∣ generator_nllloss : 5422.039453 ∣ generator_ganloss : 319.730688 ∣  [  std_z : 0.94  real_sub_fake : 2468.91 ]
[  epoch 0002/0040] 0840/4800, lr:1.0e-04 ∣ avg_100 : 32696.314238 ∣ critic_nllloss : 27373.843359 ∣ critic_ganloss : -611.849371 ∣ generator_nllloss : 5457.230859 ∣ generator_ganloss : 183.113013 ∣  [  std_z : 0.92  real_sub_fake : 2305.80 ]
[  epoch 0002/0040] 0850/4800, lr:1.0e-04 ∣ avg_100 : 32692.759692 ∣ critic_nllloss : 27416.281641 ∣ critic_ganloss : -568.883691 ∣ generator_nllloss : 5466.874609 ∣ generator_ganloss : 235.216907 ∣  [  std_z : 0.93  real_sub_fake : 2549.73 ]
[  epoch 0002/0040] 0860/4800, lr:1.0e-04 ∣ avg_100 : 32697.962158 ∣ critic_nllloss : 27499.751563 ∣ critic_ganloss : -271.269310 ∣ generator_nllloss : 5556.311914 ∣ generator_ganloss : 451.565112 ∣  [  std_z : 0.94  real_sub_fake : 896.31 ]
[  epoch 0002/0040] 0870/4800, lr:1.0e-04 ∣ avg_100 : 32695.429907 ∣ critic_nllloss : 27473.708398 ∣ critic_ganloss : -470.128076 ∣ generator_nllloss : 5527.888086 ∣ generator_ganloss : 201.768665 ∣  [  std_z : 0.93  real_sub_fake : 1347.21 ]
[  epoch 0002/0040] 0880/4800, lr:1.0e-04 ∣ avg_100 : 32690.882443 ∣ critic_nllloss : 27399.011719 ∣ critic_ganloss : -746.054443 ∣ generator_nllloss : 5513.160547 ∣ generator_ganloss : 90.321823 ∣   [  std_z : 0.93  real_sub_fake : 2491.38 ]
[  epoch 0002/0040] 0890/4800, lr:1.0e-04 ∣ avg_100 : 32688.237883 ∣ critic_nllloss : 27564.660156 ∣ critic_ganloss : -767.911511 ∣ generator_nllloss : 5507.933984 ∣ generator_ganloss : 313.780298 ∣  [  std_z : 0.94  real_sub_fake : 3386.18 ]
[  epoch 0002/0040] 0900/4800, lr:1.0e-04 ∣ avg_100 : 32685.221291 ∣ critic_nllloss : 27458.431055 ∣ critic_ganloss : -984.337689 ∣ generator_nllloss : 5453.513281 ∣ generator_ganloss : 430.227039 ∣  [  std_z : 0.93  real_sub_fake : 3467.90 ]
[  epoch 0002/0040] 0910/4800, lr:1.0e-04 ∣ avg_100 : 32676.695202 ∣ critic_nllloss : 27255.040820 ∣ critic_ganloss : -948.580481 ∣ generator_nllloss : 5384.606836 ∣ generator_ganloss : 290.852148 ∣  [  std_z : 0.92  real_sub_fake : 3834.70 ]
[  epoch 0002/0040] 0920/4800, lr:1.0e-04 ∣ avg_100 : 32665.425099 ∣ critic_nllloss : 27459.781250 ∣ critic_ganloss : -1066.015912 ∣ generator_nllloss : 5453.494141 ∣ generator_ganloss : 93.834894 ∣  [  std_z : 0.94  real_sub_fake : 3672.21 ]
[  epoch 0002/0040] 0930/4800, lr:1.0e-04 ∣ avg_100 : 32659.727950 ∣ critic_nllloss : 27442.875195 ∣ critic_ganloss : -1088.552069 ∣ generator_nllloss : 5510.641406 ∣ generator_ganloss : 425.095288 ∣     [  std_z : 0.94  real_sub_fake : 4576.45 ]
[  epoch 0002/0040] 0940/4800, lr:1.0e-04 ∣ avg_100 : 32659.514654 ∣ critic_nllloss : 27564.570898 ∣ critic_ganloss : -884.763635 ∣ generator_nllloss : 5495.439453 ∣ generator_ganloss : 403.844116 ∣  [  std_z : 0.95  real_sub_fake : 3103.24 ]
[  epoch 0002/0040] 0950/4800, lr:1.0e-04 ∣ avg_100 : 32660.820603 ∣ critic_nllloss : 27420.092187 ∣ critic_ganloss : -817.824432 ∣ generator_nllloss : 5469.485742 ∣ generator_ganloss : 520.246533 ∣  [  std_z : 0.94  real_sub_fake : 3092.08 ]
[  epoch 0002/0040] 0960/4800, lr:1.0e-04 ∣ avg_100 : 32658.832180 ∣ critic_nllloss : 27408.851953 ∣ critic_ganloss : -735.129578 ∣ generator_nllloss : 5387.458203 ∣ generator_ganloss : 101.998346 ∣  [  std_z : 0.93  real_sub_fake : 2884.28 ]
[  epoch 0002/0040] 0970/4800, lr:1.0e-04 ∣ avg_100 : 32653.195755 ∣ critic_nllloss : 27431.591406 ∣ critic_ganloss : -1101.708685 ∣ generator_nllloss : 5508.679883 ∣ generator_ganloss : 298.331262 ∣     [  std_z : 0.94  real_sub_fake : 3812.09 ]
[  epoch 0002/0040] 0980/4800, lr:1.0e-04 ∣ avg_100 : 32646.968385 ∣ critic_nllloss : 27395.239453 ∣ critic_ganloss : -1460.299451 ∣ generator_nllloss : 5468.054883 ∣ generator_ganloss : 283.260986 ∣     [  std_z : 0.94  real_sub_fake : 5789.08 ]
[  epoch 0002/0040] 0990/4800, lr:1.0e-04 ∣ avg_100 : 32646.306243 ∣ critic_nllloss : 27668.485742 ∣ critic_ganloss : -1001.541504 ∣ generator_nllloss : 5567.464648 ∣ generator_ganloss : 167.333612 ∣     [  std_z : 0.96  real_sub_fake : 4283.16 ]
[  epoch 0002/0040] 1000/4800, lr:1.0e-04 ∣ avg_100 : 32645.017090 ∣ critic_nllloss : 27611.880078 ∣ critic_ganloss : -849.530316 ∣ generator_nllloss : 5568.147070 ∣ generator_ganloss : 38.245615 ∣   [  std_z : 0.95  real_sub_fake : 3098.44 ]
[  epoch 0002/0040] 1010/4800, lr:1.0e-04 ∣ avg_100 : 32638.446750 ∣ critic_nllloss : 27298.415430 ∣ critic_ganloss : -886.659296 ∣ generator_nllloss : 5465.886719 ∣ generator_ganloss : 214.063123 ∣  [  std_z : 0.93  real_sub_fake : 3101.65 ]
[  epoch 0002/0040] 1020/4800, lr:1.0e-04 ∣ avg_100 : 32631.900753 ∣ critic_nllloss : 27504.669531 ∣ critic_ganloss : -1153.728888 ∣ generator_nllloss : 5547.532812 ∣ generator_ganloss : 219.635779 ∣     [  std_z : 0.94  real_sub_fake : 4240.83 ]
[  epoch 0002/0040] 1030/4800, lr:1.0e-04 ∣ avg_100 : 32622.361238 ∣ critic_nllloss : 27282.683594 ∣ critic_ganloss : -1311.266785 ∣ generator_nllloss : 5440.509180 ∣ generator_ganloss : 432.999573 ∣     [  std_z : 0.93  real_sub_fake : 4957.06 ]
[  epoch 0002/0040] 1040/4800, lr:1.0e-04 ∣ avg_100 : 32614.675022 ∣ critic_nllloss : 27378.190234 ∣ critic_ganloss : -1340.602588 ∣ generator_nllloss : 5492.223633 ∣ generator_ganloss : 397.084485 ∣     [  std_z : 0.93  real_sub_fake : 5653.28 ]
[  epoch 0002/0040] 1050/4800, lr:1.0e-04 ∣ avg_100 : 32609.584512 ∣ critic_nllloss : 27546.105273 ∣ critic_ganloss : -949.527850 ∣ generator_nllloss : 5540.056641 ∣ generator_ganloss : 206.785535 ∣  [  std_z : 0.94  real_sub_fake : 3242.51 ]
[  epoch 0002/0040] 1060/4800, lr:1.0e-04 ∣ avg_100 : 32602.731195 ∣ critic_nllloss : 27364.490234 ∣ critic_ganloss : -1000.551410 ∣ generator_nllloss : 5382.829883 ∣ generator_ganloss : 378.594568 ∣     [  std_z : 0.93  real_sub_fake : 3696.85 ]
[  epoch 0002/0040] 1070/4800, lr:1.0e-04 ∣ avg_100 : 32605.300111 ∣ critic_nllloss : 27489.526562 ∣ critic_ganloss : -968.969446 ∣ generator_nllloss : 5489.927734 ∣ generator_ganloss : 467.489771 ∣  [  std_z : 0.94  real_sub_fake : 3644.21 ]
[  epoch 0002/0040] 1080/4800, lr:1.0e-04 ∣ avg_100 : 32604.814834 ∣ critic_nllloss : 27434.664453 ∣ critic_ganloss : -864.984448 ∣ generator_nllloss : 5470.882031 ∣ generator_ganloss : 478.113330 ∣  [  std_z : 0.94  real_sub_fake : 3633.23 ]
[  epoch 0002/0040] 1090/4800, lr:1.0e-04 ∣ avg_100 : 32607.480780 ∣ critic_nllloss : 27599.063281 ∣ critic_ganloss : -932.873206 ∣ generator_nllloss : 5545.303516 ∣ generator_ganloss : 267.055994 ∣  [  std_z : 0.95  real_sub_fake : 3742.41 ]
[  epoch 0002/0040] 1100/4800, lr:1.0e-04 ∣ avg_100 : 32604.051812 ∣ critic_nllloss : 27355.433984 ∣ critic_ganloss : -863.824799 ∣ generator_nllloss : 5412.767578 ∣ generator_ganloss : 169.687061 ∣  [  std_z : 0.93  real_sub_fake : 2829.09 ]
[  epoch 0002/0040] 1110/4800, lr:1.0e-04 ∣ avg_100 : 32603.898944 ∣ critic_nllloss : 27353.419141 ∣ critic_ganloss : -957.813898 ∣ generator_nllloss : 5549.637695 ∣ generator_ganloss : 394.217676 ∣  [  std_z : 0.93  real_sub_fake : 3610.77 ]
[  epoch 0002/0040] 1120/4800, lr:1.0e-04 ∣ avg_100 : 32606.076464 ∣ critic_nllloss : 27415.510352 ∣ critic_ganloss : -1020.214575 ∣ generator_nllloss : 5439.829492 ∣ generator_ganloss : 512.987793 ∣     [  std_z : 0.94  real_sub_fake : 4027.95 ]
[  epoch 0002/0040] 1130/4800, lr:1.0e-04 ∣ avg_100 : 32603.367740 ∣ critic_nllloss : 27356.084570 ∣ critic_ganloss : -970.125616 ∣ generator_nllloss : 5495.035547 ∣ generator_ganloss : 367.991943 ∣  [  std_z : 0.94  real_sub_fake : 3738.54 ]
[  epoch 0002/0040] 1140/4800, lr:1.0e-04 ∣ avg_100 : 32603.351861 ∣ critic_nllloss : 27381.530859 ∣ critic_ganloss : -973.145453 ∣ generator_nllloss : 5485.588477 ∣ generator_ganloss : 480.859668 ∣  [  std_z : 0.94  real_sub_fake : 3596.18 ]
[  epoch 0002/0040] 1150/4800, lr:1.0e-04 ∣ avg_100 : 32606.675264 ∣ critic_nllloss : 27515.964258 ∣ critic_ganloss : -791.871423 ∣ generator_nllloss : 5458.376758 ∣ generator_ganloss : 519.409961 ∣  [  std_z : 0.95  real_sub_fake : 2933.87 ]
[  epoch 0002/0040] 1160/4800, lr:1.0e-04 ∣ avg_100 : 32609.976522 ∣ critic_nllloss : 27435.673438 ∣ critic_ganloss : -779.064014 ∣ generator_nllloss : 5494.290039 ∣ generator_ganloss : 544.610645 ∣  [  std_z : 0.94  real_sub_fake : 3106.44 ]
[  epoch 0002/0040] 1170/4800, lr:1.0e-04 ∣ avg_100 : 32611.961711 ∣ critic_nllloss : 27509.123437 ∣ critic_ganloss : -804.359784 ∣ generator_nllloss : 5493.383203 ∣ generator_ganloss : 490.223682 ∣  [  std_z : 0.95  real_sub_fake : 3041.45 ]
[  epoch 0002/0040] 1180/4800, lr:1.0e-04 ∣ avg_100 : 32611.981899 ∣ critic_nllloss : 27345.682617 ∣ critic_ganloss : -810.243909 ∣ generator_nllloss : 5477.182422 ∣ generator_ganloss : 368.575708 ∣  [  std_z : 0.93  real_sub_fake : 3073.45 ]
[  epoch 0002/0040] 1190/4800, lr:1.0e-04 ∣ avg_100 : 32612.833767 ∣ critic_nllloss : 27487.106641 ∣ critic_ganloss : -927.370868 ∣ generator_nllloss : 5466.162500 ∣ generator_ganloss : 251.956720 ∣  [  std_z : 0.94  real_sub_fake : 3590.94 ]
[  epoch 0002/0040] 1200/4800, lr:1.0e-04 ∣ avg_100 : 32609.183688 ∣ critic_nllloss : 27320.308594 ∣ critic_ganloss : -700.666217 ∣ generator_nllloss : 5459.329492 ∣ generator_ganloss : 230.309570 ∣  [  std_z : 0.93  real_sub_fake : 2857.60 ]
[  epoch 0002/0040] 1210/4800, lr:1.0e-04 ∣ avg_100 : 32605.128470 ∣ critic_nllloss : 27317.686719 ∣ critic_ganloss : -761.058356 ∣ generator_nllloss : 5410.818555 ∣ generator_ganloss : 289.743408 ∣  [  std_z : 0.94  real_sub_fake : 2795.09 ]
[  epoch 0002/0040] 1220/4800, lr:1.0e-04 ∣ avg_100 : 32602.954996 ∣ critic_nllloss : 27366.417773 ∣ critic_ganloss : -794.686310 ∣ generator_nllloss : 5466.135547 ∣ generator_ganloss : 424.227417 ∣  [  std_z : 0.94  real_sub_fake : 2889.03 ]
[  epoch 0002/0040] 1230/4800, lr:1.0e-04 ∣ avg_100 : 32601.155432 ∣ critic_nllloss : 27613.806836 ∣ critic_ganloss : -824.359851 ∣ generator_nllloss : 5507.397852 ∣ generator_ganloss : 440.947559 ∣  [  std_z : 0.96  real_sub_fake : 3042.37 ]
[  epoch 0002/0040] 1240/4800, lr:1.0e-04 ∣ avg_100 : 32603.261125 ∣ critic_nllloss : 27357.376172 ∣ critic_ganloss : -644.846155 ∣ generator_nllloss : 5406.651953 ∣ generator_ganloss : 460.676489 ∣  [  std_z : 0.94  real_sub_fake : 2634.36 ]
[  epoch 0002/0040] 1250/4800, lr:1.0e-04 ∣ avg_100 : 32602.015588 ∣ critic_nllloss : 27432.634375 ∣ critic_ganloss : -629.289752 ∣ generator_nllloss : 5499.913281 ∣ generator_ganloss : 343.235010 ∣  [  std_z : 0.94  real_sub_fake : 2214.77 ]
[  epoch 0002/0040] 1260/4800, lr:1.0e-04 ∣ avg_100 : 32597.188925 ∣ critic_nllloss : 27391.286523 ∣ critic_ganloss : -782.999738 ∣ generator_nllloss : 5533.946680 ∣ generator_ganloss : 451.543286 ∣  [  std_z : 0.94  real_sub_fake : 2932.17 ]
[  epoch 0002/0040] 1270/4800, lr:1.0e-04 ∣ avg_100 : 32597.181322 ∣ critic_nllloss : 27557.151758 ∣ critic_ganloss : -761.648834 ∣ generator_nllloss : 5599.389258 ∣ generator_ganloss : 498.943018 ∣  [  std_z : 0.95  real_sub_fake : 2750.21 ]
[  epoch 0002/0040] 1280/4800, lr:1.0e-04 ∣ avg_100 : 32589.614384 ∣ critic_nllloss : 27191.065625 ∣ critic_ganloss : -763.747284 ∣ generator_nllloss : 5482.138086 ∣ generator_ganloss : 390.377148 ∣  [  std_z : 0.93  real_sub_fake : 3008.69 ]
[  epoch 0002/0040] 1290/4800, lr:1.0e-04 ∣ avg_100 : 32584.506780 ∣ critic_nllloss : 27288.848438 ∣ critic_ganloss : -693.844275 ∣ generator_nllloss : 5443.390234 ∣ generator_ganloss : 418.068445 ∣  [  std_z : 0.93  real_sub_fake : 2522.81 ]
[  epoch 0002/0040] 1300/4800, lr:1.0e-04 ∣ avg_100 : 32579.860634 ∣ critic_nllloss : 27428.480273 ∣ critic_ganloss : -893.556567 ∣ generator_nllloss : 5488.879492 ∣ generator_ganloss : 501.637598 ∣  [  std_z : 0.94  real_sub_fake : 3195.81 ]
[  epoch 0002/0040] 1310/4800, lr:1.0e-04 ∣ avg_100 : 32585.050681 ∣ critic_nllloss : 27610.707813 ∣ critic_ganloss : -527.866321 ∣ generator_nllloss : 5583.939844 ∣ generator_ganloss : 484.292505 ∣  [  std_z : 0.96  real_sub_fake : 2479.58 ]
[  epoch 0002/0040] 1320/4800, lr:1.0e-04 ∣ avg_100 : 32585.998658 ∣ critic_nllloss : 27352.667383 ∣ critic_ganloss : -404.946097 ∣ generator_nllloss : 5486.058398 ∣ generator_ganloss : 294.004523 ∣  [  std_z : 0.94  real_sub_fake : 1234.99 ]
[  epoch 0002/0040] 1330/4800, lr:1.0e-04 ∣ avg_100 : 32588.803641 ∣ critic_nllloss : 27498.791992 ∣ critic_ganloss : -645.025180 ∣ generator_nllloss : 5584.302344 ∣ generator_ganloss : 280.199097 ∣  [  std_z : 0.95  real_sub_fake : 2255.34 ]
[  epoch 0002/0040] 1340/4800, lr:1.0e-04 ∣ avg_100 : 32589.297526 ∣ critic_nllloss : 27296.439063 ∣ critic_ganloss : -677.045770 ∣ generator_nllloss : 5545.009766 ∣ generator_ganloss : 467.269897 ∣  [  std_z : 0.94  real_sub_fake : 2925.29 ]
[  epoch 0002/0040] 1350/4800, lr:1.0e-04 ∣ avg_100 : 32590.204388 ∣ critic_nllloss : 27402.031055 ∣ critic_ganloss : -685.102216 ∣ generator_nllloss : 5440.948047 ∣ generator_ganloss : 372.807861 ∣  [  std_z : 0.94  real_sub_fake : 2748.66 ]
[  epoch 0002/0040] 1360/4800, lr:1.0e-04 ∣ avg_100 : 32589.320859 ∣ critic_nllloss : 27456.887500 ∣ critic_ganloss : -637.875739 ∣ generator_nllloss : 5515.899805 ∣ generator_ganloss : 326.906506 ∣  [  std_z : 0.95  real_sub_fake : 2085.68 ]
[  epoch 0002/0040] 1370/4800, lr:1.0e-04 ∣ avg_100 : 32586.674258 ∣ critic_nllloss : 27559.609375 ∣ critic_ganloss : -889.030591 ∣ generator_nllloss : 5494.318750 ∣ generator_ganloss : 303.503723 ∣  [  std_z : 0.95  real_sub_fake : 3127.86 ]
[  epoch 0002/0040] 1380/4800, lr:1.0e-04 ∣ avg_100 : 32583.167320 ∣ critic_nllloss : 27492.862305 ∣ critic_ganloss : -785.946460 ∣ generator_nllloss : 5410.025977 ∣ generator_ganloss : 365.222876 ∣  [  std_z : 0.95  real_sub_fake : 3319.15 ]
[  epoch 0002/0040] 1390/4800, lr:1.0e-04 ∣ avg_100 : 32576.131548 ∣ critic_nllloss : 27478.421094 ∣ critic_ganloss : -924.374597 ∣ generator_nllloss : 5479.731836 ∣ generator_ganloss : 292.411316 ∣  [  std_z : 0.95  real_sub_fake : 3250.79 ]
[  epoch 0002/0040] 1400/4800, lr:1.0e-04 ∣ avg_100 : 32567.122424 ∣ critic_nllloss : 27422.318945 ∣ critic_ganloss : -932.568658 ∣ generator_nllloss : 5423.781836 ∣ generator_ganloss : 387.211035 ∣  [  std_z : 0.94  real_sub_fake : 3876.31 ]
[  epoch 0002/0040] 1410/4800, lr:1.0e-04 ∣ avg_100 : 32560.128011 ∣ critic_nllloss : 27423.356836 ∣ critic_ganloss : -1002.682977 ∣ generator_nllloss : 5483.798437 ∣ generator_ganloss : 399.758203 ∣     [  std_z : 0.95  real_sub_fake : 3664.76 ]
[  epoch 0002/0040] 1420/4800, lr:1.0e-04 ∣ avg_100 : 32550.205232 ∣ critic_nllloss : 27255.150195 ∣ critic_ganloss : -961.402283 ∣ generator_nllloss : 5371.764063 ∣ generator_ganloss : 465.398779 ∣  [  std_z : 0.93  real_sub_fake : 3669.64 ]
[  epoch 0002/0040] 1430/4800, lr:1.0e-04 ∣ avg_100 : 32543.715500 ∣ critic_nllloss : 27545.534961 ∣ critic_ganloss : -1039.603418 ∣ generator_nllloss : 5520.879687 ∣ generator_ganloss : 433.217725 ∣     [  std_z : 0.95  real_sub_fake : 3803.48 ]
[  epoch 0002/0040] 1440/4800, lr:1.0e-04 ∣ avg_100 : 32541.595580 ∣ critic_nllloss : 27306.519727 ∣ critic_ganloss : -956.768188 ∣ generator_nllloss : 5476.150391 ∣ generator_ganloss : 451.850537 ∣  [  std_z : 0.94  real_sub_fake : 3880.34 ]
[  epoch 0002/0040] 1450/4800, lr:1.0e-04 ∣ avg_100 : 32539.125487 ∣ critic_nllloss : 27504.177344 ∣ critic_ganloss : -943.362775 ∣ generator_nllloss : 5485.945312 ∣ generator_ganloss : 432.002100 ∣  [  std_z : 0.95  real_sub_fake : 3366.36 ]
[  epoch 0002/0040] 1460/4800, lr:1.0e-04 ∣ avg_100 : 32531.426779 ∣ critic_nllloss : 27187.274609 ∣ critic_ganloss : -951.533154 ∣ generator_nllloss : 5373.057422 ∣ generator_ganloss : 357.328674 ∣  [  std_z : 0.93  real_sub_fake : 3680.26 ]
[  epoch 0002/0040] 1470/4800, lr:1.0e-04 ∣ avg_100 : 32528.348712 ∣ critic_nllloss : 27285.200391 ∣ critic_ganloss : -1023.760132 ∣ generator_nllloss : 5524.081055 ∣ generator_ganloss : 445.342603 ∣     [  std_z : 0.94  real_sub_fake : 3937.00 ]
[  epoch 0002/0040] 1480/4800, lr:1.0e-04 ∣ avg_100 : 32522.571741 ∣ critic_nllloss : 27293.022852 ∣ critic_ganloss : -1023.623645 ∣ generator_nllloss : 5486.079492 ∣ generator_ganloss : 411.207397 ∣     [  std_z : 0.94  real_sub_fake : 3922.38 ]
[  epoch 0002/0040] 1490/4800, lr:1.0e-04 ∣ avg_100 : 32517.233193 ∣ critic_nllloss : 27426.413281 ∣ critic_ganloss : -1002.204144 ∣ generator_nllloss : 5549.073633 ∣ generator_ganloss : 391.965466 ∣     [  std_z : 0.95  real_sub_fake : 3928.61 ]
[  epoch 0002/0040] 1500/4800, lr:1.0e-04 ∣ avg_100 : 32512.016232 ∣ critic_nllloss : 27292.228711 ∣ critic_ganloss : -1074.411945 ∣ generator_nllloss : 5522.281836 ∣ generator_ganloss : 420.667456 ∣     [  std_z : 0.93  real_sub_fake : 3812.57 ]
[  epoch 0002/0040] 1510/4800, lr:1.0e-04 ∣ avg_100 : 32507.220589 ∣ critic_nllloss : 27288.991211 ∣ critic_ganloss : -970.499902 ∣ generator_nllloss : 5419.061328 ∣ generator_ganloss : 403.591162 ∣  [  std_z : 0.94  real_sub_fake : 3603.50 ]
[  epoch 0002/0040] 1520/4800, lr:1.0e-04 ∣ avg_100 : 32500.507053 ∣ critic_nllloss : 27307.593164 ∣ critic_ganloss : -1085.615955 ∣ generator_nllloss : 5414.488281 ∣ generator_ganloss : 487.934570 ∣     [  std_z : 0.94  real_sub_fake : 4399.89 ]
[  epoch 0002/0040] 1530/4800, lr:1.0e-04 ∣ avg_100 : 32495.082210 ∣ critic_nllloss : 27313.520508 ∣ critic_ganloss : -911.967828 ∣ generator_nllloss : 5406.503516 ∣ generator_ganloss : 577.692993 ∣  [  std_z : 0.94  real_sub_fake : 3349.64 ]
[  epoch 0002/0040] 1540/4800, lr:1.0e-04 ∣ avg_100 : 32488.530975 ∣ critic_nllloss : 27307.677344 ∣ critic_ganloss : -1021.012817 ∣ generator_nllloss : 5420.533789 ∣ generator_ganloss : 477.255176 ∣     [  std_z : 0.95  real_sub_fake : 3924.17 ]
[  epoch 0002/0040] 1550/4800, lr:1.0e-04 ∣ avg_100 : 32480.274175 ∣ critic_nllloss : 27300.684375 ∣ critic_ganloss : -1064.171985 ∣ generator_nllloss : 5407.607617 ∣ generator_ganloss : 388.907056 ∣     [  std_z : 0.94  real_sub_fake : 3989.95 ]
[  epoch 0002/0040] 1560/4800, lr:1.0e-04 ∣ avg_100 : 32476.961890 ∣ critic_nllloss : 27433.304297 ∣ critic_ganloss : -913.483490 ∣ generator_nllloss : 5512.385938 ∣ generator_ganloss : 463.863232 ∣  [  std_z : 0.95  real_sub_fake : 3508.55 ]
[  epoch 0002/0040] 1570/4800, lr:1.0e-04 ∣ avg_100 : 32469.822531 ∣ critic_nllloss : 27325.297656 ∣ critic_ganloss : -1047.478821 ∣ generator_nllloss : 5401.077539 ∣ generator_ganloss : 441.880151 ∣     [  std_z : 0.94  real_sub_fake : 4022.61 ]
[  epoch 0002/0040] 1580/4800, lr:1.0e-04 ∣ avg_100 : 32466.211192 ∣ critic_nllloss : 27338.623633 ∣ critic_ganloss : -825.353381 ∣ generator_nllloss : 5421.926172 ∣ generator_ganloss : 571.829175 ∣  [  std_z : 0.94  real_sub_fake : 2951.02 ]
[  epoch 0002/0040] 1590/4800, lr:1.0e-04 ∣ avg_100 : 32457.918086 ∣ critic_nllloss : 27151.179688 ∣ critic_ganloss : -1031.668518 ∣ generator_nllloss : 5395.448047 ∣ generator_ganloss : 426.403711 ∣     [  std_z : 0.93  real_sub_fake : 3819.60 ]
[  epoch 0002/0040] 1600/4800, lr:1.0e-04 ∣ avg_100 : 32450.585576 ∣ critic_nllloss : 27245.805859 ∣ critic_ganloss : -863.110199 ∣ generator_nllloss : 5410.684961 ∣ generator_ganloss : 332.085852 ∣  [  std_z : 0.94  real_sub_fake : 3838.74 ]
[  epoch 0002/0040] 1610/4800, lr:1.0e-04 ∣ avg_100 : 32441.808547 ∣ critic_nllloss : 27371.116992 ∣ critic_ganloss : -1015.535175 ∣ generator_nllloss : 5479.623242 ∣ generator_ganloss : 306.631104 ∣     [  std_z : 0.95  real_sub_fake : 3548.97 ]
[  epoch 0002/0040] 1620/4800, lr:1.0e-04 ∣ avg_100 : 32438.013760 ∣ critic_nllloss : 27140.980469 ∣ critic_ganloss : -931.229620 ∣ generator_nllloss : 5457.761914 ∣ generator_ganloss : 472.769727 ∣  [  std_z : 0.93  real_sub_fake : 3666.52 ]
[  epoch 0002/0040] 1630/4800, lr:1.0e-04 ∣ avg_100 : 32437.629976 ∣ critic_nllloss : 27388.366406 ∣ critic_ganloss : -974.302917 ∣ generator_nllloss : 5530.671094 ∣ generator_ganloss : 415.138745 ∣  [  std_z : 0.95  real_sub_fake : 3640.97 ]
[  epoch 0002/0040] 1640/4800, lr:1.0e-04 ∣ avg_100 : 32435.636239 ∣ critic_nllloss : 27413.621094 ∣ critic_ganloss : -992.916669 ∣ generator_nllloss : 5530.548437 ∣ generator_ganloss : 495.241187 ∣  [  std_z : 0.95  real_sub_fake : 3810.55 ]
[  epoch 0002/0040] 1650/4800, lr:1.0e-04 ∣ avg_100 : 32432.367017 ∣ critic_nllloss : 27406.130859 ∣ critic_ganloss : -945.606366 ∣ generator_nllloss : 5593.520508 ∣ generator_ganloss : 457.850317 ∣  [  std_z : 0.96  real_sub_fake : 3707.29 ]
[  epoch 0002/0040] 1660/4800, lr:1.0e-04 ∣ avg_100 : 32430.283174 ∣ critic_nllloss : 27270.297070 ∣ critic_ganloss : -869.896686 ∣ generator_nllloss : 5442.437500 ∣ generator_ganloss : 424.900757 ∣  [  std_z : 0.94  real_sub_fake : 3223.99 ]
[  epoch 0002/0040] 1670/4800, lr:1.0e-04 ∣ avg_100 : 32425.152300 ∣ critic_nllloss : 27344.334180 ∣ critic_ganloss : -1016.834338 ∣ generator_nllloss : 5533.148047 ∣ generator_ganloss : 335.758325 ∣     [  std_z : 0.95  real_sub_fake : 3809.31 ]
[  epoch 0002/0040] 1680/4800, lr:1.0e-04 ∣ avg_100 : 32415.175890 ∣ critic_nllloss : 27287.929492 ∣ critic_ganloss : -950.047754 ∣ generator_nllloss : 5446.769531 ∣ generator_ganloss : 300.820081 ∣  [  std_z : 0.94  real_sub_fake : 3783.38 ]
[  epoch 0002/0040] 1690/4800, lr:1.0e-04 ∣ avg_100 : 32404.624578 ∣ critic_nllloss : 27078.037109 ∣ critic_ganloss : -987.067896 ∣ generator_nllloss : 5445.306836 ∣ generator_ganloss : 265.903687 ∣  [  std_z : 0.93  real_sub_fake : 3587.43 ]
[  epoch 0002/0040] 1700/4800, lr:1.0e-04 ∣ avg_100 : 32398.170144 ∣ critic_nllloss : 27378.443750 ∣ critic_ganloss : -984.366095 ∣ generator_nllloss : 5450.414648 ∣ generator_ganloss : 323.654272 ∣  [  std_z : 0.95  real_sub_fake : 3993.72 ]
[  epoch 0002/0040] 1710/4800, lr:1.0e-04 ∣ avg_100 : 32390.729739 ∣ critic_nllloss : 27147.268750 ∣ critic_ganloss : -967.764020 ∣ generator_nllloss : 5352.700391 ∣ generator_ganloss : 288.750122 ∣  [  std_z : 0.94  real_sub_fake : 4016.74 ]
[  epoch 0002/0040] 1720/4800, lr:1.0e-04 ∣ avg_100 : 32383.612989 ∣ critic_nllloss : 27161.880273 ∣ critic_ganloss : -870.073932 ∣ generator_nllloss : 5381.934570 ∣ generator_ganloss : 248.664673 ∣  [  std_z : 0.94  real_sub_fake : 2820.39 ]
[  epoch 0002/0040] 1730/4800, lr:1.0e-04 ∣ avg_100 : 32378.478626 ∣ critic_nllloss : 27283.492383 ∣ critic_ganloss : -937.931158 ∣ generator_nllloss : 5362.401563 ∣ generator_ganloss : 362.906799 ∣  [  std_z : 0.95  real_sub_fake : 3774.14 ]
[  epoch 0002/0040] 1740/4800, lr:1.0e-04 ∣ avg_100 : 32372.170352 ∣ critic_nllloss : 27458.230078 ∣ critic_ganloss : -1144.052222 ∣ generator_nllloss : 5517.758203 ∣ generator_ganloss : 481.057422 ∣     [  std_z : 0.96  real_sub_fake : 3966.68 ]
[  epoch 0002/0040] 1750/4800, lr:1.0e-04 ∣ avg_100 : 32372.094881 ∣ critic_nllloss : 27455.516797 ∣ critic_ganloss : -745.403943 ∣ generator_nllloss : 5496.293555 ∣ generator_ganloss : 382.182141 ∣  [  std_z : 0.96  real_sub_fake : 3211.75 ]
[  epoch 0002/0040] 1760/4800, lr:1.0e-04 ∣ avg_100 : 32370.289988 ∣ critic_nllloss : 27445.235352 ∣ critic_ganloss : -805.095386 ∣ generator_nllloss : 5421.272656 ∣ generator_ganloss : 509.585840 ∣  [  std_z : 0.96  real_sub_fake : 3204.32 ]
[  epoch 0002/0040] 1770/4800, lr:1.0e-04 ∣ avg_100 : 32372.385713 ∣ critic_nllloss : 27388.319727 ∣ critic_ganloss : -764.833887 ∣ generator_nllloss : 5439.240234 ∣ generator_ganloss : 621.462158 ∣  [  std_z : 0.95  real_sub_fake : 2466.28 ]
[  epoch 0002/0040] 1780/4800, lr:1.0e-04 ∣ avg_100 : 32372.154598 ∣ critic_nllloss : 27591.712891 ∣ critic_ganloss : -876.944775 ∣ generator_nllloss : 5501.440234 ∣ generator_ganloss : 479.124609 ∣  [  std_z : 0.96  real_sub_fake : 3357.36 ]
[  epoch 0002/0040] 1790/4800, lr:1.0e-04 ∣ avg_100 : 32367.885699 ∣ critic_nllloss : 27281.583203 ∣ critic_ganloss : -780.268915 ∣ generator_nllloss : 5486.040820 ∣ generator_ganloss : 311.349512 ∣  [  std_z : 0.95  real_sub_fake : 3259.10 ]
[  epoch 0002/0040] 1800/4800, lr:1.0e-04 ∣ avg_100 : 32365.817812 ∣ critic_nllloss : 27378.724023 ∣ critic_ganloss : -710.212823 ∣ generator_nllloss : 5395.273828 ∣ generator_ganloss : 391.850024 ∣  [  std_z : 0.96  real_sub_fake : 2503.55 ]
[  epoch 0002/0040] 1810/4800, lr:1.0e-04 ∣ avg_100 : 32362.671035 ∣ critic_nllloss : 27214.041406 ∣ critic_ganloss : -504.982886 ∣ generator_nllloss : 5509.997656 ∣ generator_ganloss : 447.096680 ∣  [  std_z : 0.94  real_sub_fake : 2004.19 ]
[  epoch 0002/0040] 1820/4800, lr:1.0e-04 ∣ avg_100 : 32362.358552 ∣ critic_nllloss : 27467.222070 ∣ critic_ganloss : -761.351727 ∣ generator_nllloss : 5501.544336 ∣ generator_ganloss : 426.316675 ∣  [  std_z : 0.96  real_sub_fake : 2824.60 ]
[  epoch 0002/0040] 1830/4800, lr:1.0e-04 ∣ avg_100 : 32362.372873 ∣ critic_nllloss : 27309.326758 ∣ critic_ganloss : -681.115656 ∣ generator_nllloss : 5511.225586 ∣ generator_ganloss : 544.232788 ∣  [  std_z : 0.95  real_sub_fake : 2658.95 ]
[  epoch 0002/0040] 1840/4800, lr:1.0e-04 ∣ avg_100 : 32366.258750 ∣ critic_nllloss : 27488.677344 ∣ critic_ganloss : -754.799976 ∣ generator_nllloss : 5464.722656 ∣ generator_ganloss : 592.325464 ∣  [  std_z : 0.97  real_sub_fake : 2837.14 ]
[  epoch 0002/0040] 1850/4800, lr:1.0e-04 ∣ avg_100 : 32364.346389 ∣ critic_nllloss : 27320.209570 ∣ critic_ganloss : -683.358594 ∣ generator_nllloss : 5385.963281 ∣ generator_ganloss : 335.439148 ∣  [  std_z : 0.95  real_sub_fake : 2523.06 ]
[  epoch 0002/0040] 1860/4800, lr:1.0e-04 ∣ avg_100 : 32356.168578 ∣ critic_nllloss : 27291.550586 ∣ critic_ganloss : -694.686395 ∣ generator_nllloss : 5494.036523 ∣ generator_ganloss : 327.677490 ∣  [  std_z : 0.95  real_sub_fake : 2661.45 ]
[  epoch 0002/0040] 1870/4800, lr:1.0e-04 ∣ avg_100 : 32352.252167 ∣ critic_nllloss : 27215.620117 ∣ critic_ganloss : -675.900244 ∣ generator_nllloss : 5408.385156 ∣ generator_ganloss : 393.490942 ∣  [  std_z : 0.94  real_sub_fake : 2626.97 ]
[  epoch 0002/0040] 1880/4800, lr:1.0e-04 ∣ avg_100 : 32353.858561 ∣ critic_nllloss : 27297.901367 ∣ critic_ganloss : -688.693231 ∣ generator_nllloss : 5427.476758 ∣ generator_ganloss : 380.394092 ∣  [  std_z : 0.95  real_sub_fake : 2531.37 ]
[  epoch 0002/0040] 1890/4800, lr:1.0e-04 ∣ avg_100 : 32352.807913 ∣ critic_nllloss : 27350.576562 ∣ critic_ganloss : -668.750452 ∣ generator_nllloss : 5412.677344 ∣ generator_ganloss : 418.894751 ∣  [  std_z : 0.96  real_sub_fake : 2760.02 ]
[  epoch 0002/0040] 1900/4800, lr:1.0e-04 ∣ avg_100 : 32354.247846 ∣ critic_nllloss : 27227.015820 ∣ critic_ganloss : -618.558948 ∣ generator_nllloss : 5483.607813 ∣ generator_ganloss : 409.762231 ∣  [  std_z : 0.95  real_sub_fake : 2297.18 ]
[  epoch 0002/0040] 1910/4800, lr:1.0e-04 ∣ avg_100 : 32358.507669 ∣ critic_nllloss : 27154.664844 ∣ critic_ganloss : -597.418716 ∣ generator_nllloss : 5405.177148 ∣ generator_ganloss : 445.478406 ∣  [  std_z : 0.94  real_sub_fake : 1986.13 ]
[  epoch 0002/0040] 1920/4800, lr:1.0e-04 ∣ avg_100 : 32365.102990 ∣ critic_nllloss : 27422.689063 ∣ critic_ganloss : -795.328961 ∣ generator_nllloss : 5473.276758 ∣ generator_ganloss : 499.989600 ∣  [  std_z : 0.96  real_sub_fake : 3068.48 ]
[  epoch 0002/0040] 1930/4800, lr:1.0e-04 ∣ avg_100 : 32364.877003 ∣ critic_nllloss : 27283.183398 ∣ critic_ganloss : -830.955615 ∣ generator_nllloss : 5476.920508 ∣ generator_ganloss : 338.312842 ∣  [  std_z : 0.95  real_sub_fake : 2997.78 ]
[  epoch 0002/0040] 1940/4800, lr:1.0e-04 ∣ avg_100 : 32364.906829 ∣ critic_nllloss : 27381.410547 ∣ critic_ganloss : -709.672186 ∣ generator_nllloss : 5530.501758 ∣ generator_ganloss : 379.833301 ∣  [  std_z : 0.95  real_sub_fake : 2868.74 ]
[  epoch 0002/0040] 1950/4800, lr:1.0e-04 ∣ avg_100 : 32364.597676 ∣ critic_nllloss : 27439.526562 ∣ critic_ganloss : -801.505811 ∣ generator_nllloss : 5433.016992 ∣ generator_ganloss : 490.046973 ∣  [  std_z : 0.96  real_sub_fake : 2945.49 ]
[  epoch 0002/0040] 1960/4800, lr:1.0e-04 ∣ avg_100 : 32366.821833 ∣ critic_nllloss : 27182.977930 ∣ critic_ganloss : -636.441403 ∣ generator_nllloss : 5336.811133 ∣ generator_ganloss : 502.246948 ∣  [  std_z : 0.94  real_sub_fake : 2417.97 ]
[  epoch 0002/0040] 1970/4800, lr:1.0e-04 ∣ avg_100 : 32373.700617 ∣ critic_nllloss : 27697.989648 ∣ critic_ganloss : -777.810773 ∣ generator_nllloss : 5492.052344 ∣ generator_ganloss : 412.541016 ∣  [  std_z : 0.97  real_sub_fake : 2889.28 ]
[  epoch 0002/0040] 1980/4800, lr:1.0e-04 ∣ avg_100 : 32383.299642 ∣ critic_nllloss : 27322.365430 ∣ critic_ganloss : -686.731415 ∣ generator_nllloss : 5474.816211 ∣ generator_ganloss : 535.708154 ∣  [  std_z : 0.95  real_sub_fake : 2849.99 ]
[  epoch 0002/0040] 1990/4800, lr:1.0e-04 ∣ avg_100 : 32384.960074 ∣ critic_nllloss : 27279.704883 ∣ critic_ganloss : -692.459418 ∣ generator_nllloss : 5432.063281 ∣ generator_ganloss : 548.476978 ∣  [  std_z : 0.95  real_sub_fake : 2331.03 ]
[  epoch 0002/0040] 2000/4800, lr:1.0e-04 ∣ avg_100 : 32386.686507 ∣ critic_nllloss : 27394.304297 ∣ critic_ganloss : -745.006201 ∣ generator_nllloss : 5450.371094 ∣ generator_ganloss : 441.716602 ∣  [  std_z : 0.96  real_sub_fake : 2866.90 ]
[  epoch 0002/0040] 2010/4800, lr:1.0e-04 ∣ avg_100 : 32388.675083 ∣ critic_nllloss : 27176.182031 ∣ critic_ganloss : -687.358411 ∣ generator_nllloss : 5372.695898 ∣ generator_ganloss : 429.044019 ∣  [  std_z : 0.94  real_sub_fake : 2836.88 ]
[  epoch 0002/0040] 2020/4800, lr:1.0e-04 ∣ avg_100 : 32394.656721 ∣ critic_nllloss : 27350.726758 ∣ critic_ganloss : -529.286688 ∣ generator_nllloss : 5524.292969 ∣ generator_ganloss : 370.540015 ∣  [  std_z : 0.96  real_sub_fake : 2157.62 ]
[  epoch 0002/0040] 2030/4800, lr:1.0e-04 ∣ avg_100 : 32400.721215 ∣ critic_nllloss : 27235.851758 ∣ critic_ganloss : -566.984155 ∣ generator_nllloss : 5475.019336 ∣ generator_ganloss : 307.488013 ∣  [  std_z : 0.95  real_sub_fake : 1716.55 ]
[  epoch 0002/0040] 2040/4800, lr:1.0e-04 ∣ avg_100 : 32405.640746 ∣ critic_nllloss : 27104.510937 ∣ critic_ganloss : -461.677032 ∣ generator_nllloss : 5427.493164 ∣ generator_ganloss : 348.521765 ∣  [  std_z : 0.94  real_sub_fake : 1806.46 ]
[  epoch 0002/0040] 2050/4800, lr:1.0e-04 ∣ avg_100 : 32411.832114 ∣ critic_nllloss : 27314.751758 ∣ critic_ganloss : -209.159756 ∣ generator_nllloss : 5521.518555 ∣ generator_ganloss : 335.445862 ∣  [  std_z : 0.95  real_sub_fake : 2236.99 ]
[  epoch 0002/0040] 2060/4800, lr:1.0e-04 ∣ avg_100 : 32422.239258 ∣ critic_nllloss : 27325.775000 ∣ critic_ganloss : -110.852866 ∣ generator_nllloss : 5569.466602 ∣ generator_ganloss : 381.688989 ∣  [  std_z : 0.95  real_sub_fake : 239.17 ]
[  epoch 0002/0040] 2070/4800, lr:1.0e-04 ∣ avg_100 : 32424.655701 ∣ critic_nllloss : 27154.444727 ∣ critic_ganloss : -140.864272 ∣ generator_nllloss : 5350.754297 ∣ generator_ganloss : 355.284119 ∣  [  std_z : 0.94  real_sub_fake : 289.34 ]
[  epoch 0002/0040] 2080/4800, lr:1.0e-04 ∣ avg_100 : 32428.594011 ∣ critic_nllloss : 27392.765234 ∣ critic_ganloss : -283.327336 ∣ generator_nllloss : 5453.537109 ∣ generator_ganloss : 349.531409 ∣  [  std_z : 0.95  real_sub_fake : 611.32 ]
[  epoch 0002/0040] 2090/4800, lr:1.0e-04 ∣ avg_100 : 32431.643838 ∣ critic_nllloss : 27438.033789 ∣ critic_ganloss : -466.645691 ∣ generator_nllloss : 5484.611328 ∣ generator_ganloss : 327.532788 ∣  [  std_z : 0.96  real_sub_fake : 1260.19 ]
[  epoch 0002/0040] 2100/4800, lr:1.0e-04 ∣ avg_100 : 32433.617484 ∣ critic_nllloss : 27261.859961 ∣ critic_ganloss : -770.240643 ∣ generator_nllloss : 5457.823438 ∣ generator_ganloss : 321.985693 ∣  [  std_z : 0.95  real_sub_fake : 2598.22 ]
[  epoch 0002/0040] 2110/4800, lr:1.0e-04 ∣ avg_100 : 32432.833349 ∣ critic_nllloss : 27312.587891 ∣ critic_ganloss : -1000.497473 ∣ generator_nllloss : 5443.638867 ∣ generator_ganloss : 505.317871 ∣     [  std_z : 0.96  real_sub_fake : 3821.18 ]
[  epoch 0002/0040] 2120/4800, lr:1.0e-04 ∣ avg_100 : 32431.326910 ∣ critic_nllloss : 27173.275391 ∣ critic_ganloss : -971.768677 ∣ generator_nllloss : 5425.905664 ∣ generator_ganloss : 570.056787 ∣  [  std_z : 0.94  real_sub_fake : 3680.62 ]
[  epoch 0002/0040] 2130/4800, lr:1.0e-04 ∣ avg_100 : 32432.262556 ∣ critic_nllloss : 27396.482617 ∣ critic_ganloss : -1030.696704 ∣ generator_nllloss : 5485.215430 ∣ generator_ganloss : 491.549707 ∣     [  std_z : 0.95  real_sub_fake : 3934.92 ]
[  epoch 0002/0040] 2140/4800, lr:1.0e-04 ∣ avg_100 : 32429.566670 ∣ critic_nllloss : 27150.393750 ∣ critic_ganloss : -953.479376 ∣ generator_nllloss : 5465.648633 ∣ generator_ganloss : 442.681909 ∣  [  std_z : 0.94  real_sub_fake : 3731.44 ]
[  epoch 0002/0040] 2150/4800, lr:1.0e-04 ∣ avg_100 : 32422.956705 ∣ critic_nllloss : 27205.276172 ∣ critic_ganloss : -897.819519 ∣ generator_nllloss : 5478.253320 ∣ generator_ganloss : 255.173022 ∣  [  std_z : 0.94  real_sub_fake : 3524.87 ]
[  epoch 0002/0040] 2160/4800, lr:1.0e-04 ∣ avg_100 : 32420.828177 ∣ critic_nllloss : 27639.491406 ∣ critic_ganloss : -1032.957251 ∣ generator_nllloss : 5506.252344 ∣ generator_ganloss : 369.870862 ∣     [  std_z : 0.97  real_sub_fake : 3624.37 ]
[  epoch 0002/0040] 2170/4800, lr:1.0e-04 ∣ avg_100 : 32418.983796 ∣ critic_nllloss : 27371.949414 ∣ critic_ganloss : -806.864716 ∣ generator_nllloss : 5465.164062 ∣ generator_ganloss : 473.683643 ∣  [  std_z : 0.95  real_sub_fake : 3727.12 ]
[  epoch 0002/0040] 2180/4800, lr:1.0e-04 ∣ avg_100 : 32421.225840 ∣ critic_nllloss : 27460.199414 ∣ critic_ganloss : -815.799792 ∣ generator_nllloss : 5515.470703 ∣ generator_ganloss : 445.530945 ∣  [  std_z : 0.96  real_sub_fake : 2535.31 ]
[  epoch 0002/0040] 2190/4800, lr:1.0e-04 ∣ avg_100 : 32420.916555 ∣ critic_nllloss : 27282.111719 ∣ critic_ganloss : -1049.017761 ∣ generator_nllloss : 5529.239258 ∣ generator_ganloss : 484.593237 ∣     [  std_z : 0.95  real_sub_fake : 3971.35 ]
[  epoch 0002/0040] 2200/4800, lr:1.0e-04 ∣ avg_100 : 32418.458172 ∣ critic_nllloss : 27196.851953 ∣ critic_ganloss : -1024.472693 ∣ generator_nllloss : 5419.229492 ∣ generator_ganloss : 471.834399 ∣     [  std_z : 0.94  real_sub_fake : 4061.13 ]
[  epoch 0002/0040] 2210/4800, lr:1.0e-04 ∣ avg_100 : 32415.602619 ∣ critic_nllloss : 27095.072852 ∣ critic_ganloss : -991.655182 ∣ generator_nllloss : 5375.869141 ∣ generator_ganloss : 492.348242 ∣  [  std_z : 0.93  real_sub_fake : 3697.23 ]
[  epoch 0002/0040] 2220/4800, lr:1.0e-04 ∣ avg_100 : 32412.901753 ∣ critic_nllloss : 27232.706641 ∣ critic_ganloss : -1003.050964 ∣ generator_nllloss : 5443.657812 ∣ generator_ganloss : 518.694385 ∣     [  std_z : 0.94  real_sub_fake : 3843.64 ]
[  epoch 0002/0040] 2230/4800, lr:1.0e-04 ∣ avg_100 : 32408.097807 ∣ critic_nllloss : 27084.706836 ∣ critic_ganloss : -837.225012 ∣ generator_nllloss : 5433.413867 ∣ generator_ganloss : 576.502026 ∣  [  std_z : 0.94  real_sub_fake : 3349.04 ]
[  epoch 0002/0040] 2240/4800, lr:1.0e-04 ∣ avg_100 : 32406.513663 ∣ critic_nllloss : 27363.516211 ∣ critic_ganloss : -1028.376337 ∣ generator_nllloss : 5515.549414 ∣ generator_ganloss : 570.754810 ∣     [  std_z : 0.95  real_sub_fake : 3632.90 ]
[  epoch 0002/0040] 2250/4800, lr:1.0e-04 ∣ avg_100 : 32400.137289 ∣ critic_nllloss : 27215.635742 ∣ critic_ganloss : -1104.757611 ∣ generator_nllloss : 5537.888867 ∣ generator_ganloss : 360.088513 ∣     [  std_z : 0.94  real_sub_fake : 4351.88 ]
[  epoch 0002/0040] 2260/4800, lr:1.0e-04 ∣ avg_100 : 32397.210811 ∣ critic_nllloss : 27325.969141 ∣ critic_ganloss : -949.758191 ∣ generator_nllloss : 5551.936719 ∣ generator_ganloss : 372.981262 ∣  [  std_z : 0.94  real_sub_fake : 3590.12 ]
[  epoch 0002/0040] 2270/4800, lr:1.0e-04 ∣ avg_100 : 32392.406947 ∣ critic_nllloss : 27416.964844 ∣ critic_ganloss : -1002.323920 ∣ generator_nllloss : 5552.441211 ∣ generator_ganloss : 446.366663 ∣     [  std_z : 0.95  real_sub_fake : 3798.52 ]
[  epoch 0002/0040] 2280/4800, lr:1.0e-04 ∣ avg_100 : 32393.238823 ∣ critic_nllloss : 27420.396680 ∣ critic_ganloss : -990.904761 ∣ generator_nllloss : 5526.948047 ∣ generator_ganloss : 426.581274 ∣  [  std_z : 0.95  real_sub_fake : 3749.58 ]
[  epoch 0002/0040] 2290/4800, lr:1.0e-04 ∣ avg_100 : 32389.751314 ∣ critic_nllloss : 27223.008984 ∣ critic_ganloss : -1068.046552 ∣ generator_nllloss : 5467.373633 ∣ generator_ganloss : 485.375854 ∣     [  std_z : 0.94  real_sub_fake : 4012.14 ]
[  epoch 0002/0040] 2300/4800, lr:1.0e-04 ∣ avg_100 : 32388.323427 ∣ critic_nllloss : 27402.388281 ∣ critic_ganloss : -1022.623834 ∣ generator_nllloss : 5475.769922 ∣ generator_ganloss : 527.117749 ∣     [  std_z : 0.95  real_sub_fake : 4112.54 ]
[  epoch 0002/0040] 2310/4800, lr:1.0e-04 ∣ avg_100 : 32379.379312 ∣ critic_nllloss : 27431.911914 ∣ critic_ganloss : -1059.708087 ∣ generator_nllloss : 5496.792188 ∣ generator_ganloss : 387.666235 ∣     [  std_z : 0.96  real_sub_fake : 4075.39 ]
[  epoch 0002/0040] 2320/4800, lr:1.0e-04 ∣ avg_100 : 32374.263915 ∣ critic_nllloss : 27337.399414 ∣ critic_ganloss : -993.450946 ∣ generator_nllloss : 5486.436133 ∣ generator_ganloss : 385.859912 ∣  [  std_z : 0.95  real_sub_fake : 3771.66 ]
[  epoch 0002/0040] 2330/4800, lr:1.0e-04 ∣ avg_100 : 32368.761571 ∣ critic_nllloss : 27250.591602 ∣ critic_ganloss : -1100.700317 ∣ generator_nllloss : 5490.982031 ∣ generator_ganloss : 527.160571 ∣     [  std_z : 0.94  real_sub_fake : 4263.78 ]
[  epoch 0002/0040] 2340/4800, lr:1.0e-04 ∣ avg_100 : 32367.872183 ∣ critic_nllloss : 27414.612305 ∣ critic_ganloss : -853.747919 ∣ generator_nllloss : 5489.316797 ∣ generator_ganloss : 492.553003 ∣  [  std_z : 0.95  real_sub_fake : 3112.80 ]
[  epoch 0002/0040] 2350/4800, lr:1.0e-04 ∣ avg_100 : 32365.424339 ∣ critic_nllloss : 27228.681055 ∣ critic_ganloss : -863.195685 ∣ generator_nllloss : 5506.767187 ∣ generator_ganloss : 413.647754 ∣  [  std_z : 0.94  real_sub_fake : 3529.39 ]
[  epoch 0002/0040] 2360/4800, lr:1.0e-04 ∣ avg_100 : 32361.190816 ∣ critic_nllloss : 27422.610352 ∣ critic_ganloss : -841.218622 ∣ generator_nllloss : 5361.054297 ∣ generator_ganloss : 296.019751 ∣  [  std_z : 0.95  real_sub_fake : 2914.93 ]
[  epoch 0002/0040] 2370/4800, lr:1.0e-04 ∣ avg_100 : 32360.500582 ∣ critic_nllloss : 27382.301953 ∣ critic_ganloss : -852.442505 ∣ generator_nllloss : 5498.254102 ∣ generator_ganloss : 371.264343 ∣  [  std_z : 0.95  real_sub_fake : 3221.11 ]
[  epoch 0002/0040] 2380/4800, lr:1.0e-04 ∣ avg_100 : 32359.555462 ∣ critic_nllloss : 27258.102344 ∣ critic_ganloss : -712.051208 ∣ generator_nllloss : 5445.412695 ∣ generator_ganloss : 396.188794 ∣  [  std_z : 0.94  real_sub_fake : 3060.44 ]
[  epoch 0002/0040] 2390/4800, lr:1.0e-04 ∣ avg_100 : 32362.281907 ∣ critic_nllloss : 27446.111328 ∣ critic_ganloss : -763.151959 ∣ generator_nllloss : 5560.065820 ∣ generator_ganloss : 355.808960 ∣  [  std_z : 0.95  real_sub_fake : 2559.16 ]
[  epoch 0002/0040] 2400/4800, lr:1.0e-04 ∣ avg_100 : 32362.086782 ∣ critic_nllloss : 27138.765430 ∣ critic_ganloss : -708.501526 ∣ generator_nllloss : 5411.811328 ∣ generator_ganloss : 439.155481 ∣  [  std_z : 0.93  real_sub_fake : 3019.58 ]
[  epoch 0002/0040] 2410/4800, lr:1.0e-04 ∣ avg_100 : 32364.162014 ∣ critic_nllloss : 27267.070508 ∣ critic_ganloss : -763.055286 ∣ generator_nllloss : 5481.279492 ∣ generator_ganloss : 526.459009 ∣  [  std_z : 0.95  real_sub_fake : 2707.16 ]
[  epoch 0002/0040] 2420/4800, lr:1.0e-04 ∣ avg_100 : 32367.934026 ∣ critic_nllloss : 27230.221094 ∣ critic_ganloss : -762.073322 ∣ generator_nllloss : 5489.551367 ∣ generator_ganloss : 550.412817 ∣  [  std_z : 0.94  real_sub_fake : 2882.95 ]
[  epoch 0002/0040] 2430/4800, lr:1.0e-04 ∣ avg_100 : 32366.074061 ∣ critic_nllloss : 27232.373047 ∣ critic_ganloss : -794.932922 ∣ generator_nllloss : 5408.235156 ∣ generator_ganloss : 428.357104 ∣  [  std_z : 0.94  real_sub_fake : 2963.69 ]
[  epoch 0002/0040] 2440/4800, lr:1.0e-04 ∣ avg_100 : 32362.644645 ∣ critic_nllloss : 27086.050391 ∣ critic_ganloss : -923.946863 ∣ generator_nllloss : 5413.416406 ∣ generator_ganloss : 359.290942 ∣  [  std_z : 0.93  real_sub_fake : 3559.98 ]
[  epoch 0002/0040] 2450/4800, lr:1.0e-04 ∣ avg_100 : 32361.422131 ∣ critic_nllloss : 27238.080273 ∣ critic_ganloss : -835.659485 ∣ generator_nllloss : 5459.671680 ∣ generator_ganloss : 494.418140 ∣  [  std_z : 0.94  real_sub_fake : 3001.70 ]
[  epoch 0002/0040] 2460/4800, lr:1.0e-04 ∣ avg_100 : 32364.547756 ∣ critic_nllloss : 27181.868945 ∣ critic_ganloss : -738.456116 ∣ generator_nllloss : 5348.095312 ∣ generator_ganloss : 487.181860 ∣  [  std_z : 0.94  real_sub_fake : 2835.89 ]
[  epoch 0002/0040] 2470/4800, lr:1.0e-04 ∣ avg_100 : 32364.332523 ∣ critic_nllloss : 27168.096680 ∣ critic_ganloss : -900.857770 ∣ generator_nllloss : 5409.982031 ∣ generator_ganloss : 532.119727 ∣  [  std_z : 0.94  real_sub_fake : 3317.16 ]
[  epoch 0002/0040] 2480/4800, lr:1.0e-04 ∣ avg_100 : 32369.003916 ∣ critic_nllloss : 27440.245898 ∣ critic_ganloss : -819.216028 ∣ generator_nllloss : 5522.334180 ∣ generator_ganloss : 490.461377 ∣  [  std_z : 0.96  real_sub_fake : 3284.84 ]
[  epoch 0002/0040] 2490/4800, lr:1.0e-04 ∣ avg_100 : 32367.855628 ∣ critic_nllloss : 27224.286914 ∣ critic_ganloss : -858.860535 ∣ generator_nllloss : 5464.860352 ∣ generator_ganloss : 420.132678 ∣  [  std_z : 0.94  real_sub_fake : 3519.81 ]
[  epoch 0002/0040] 2500/4800, lr:1.0e-04 ∣ avg_100 : 32369.418136 ∣ critic_nllloss : 27272.465625 ∣ critic_ganloss : -788.961200 ∣ generator_nllloss : 5447.211133 ∣ generator_ganloss : 386.301318 ∣  [  std_z : 0.95  real_sub_fake : 2945.27 ]
[  epoch 0002/0040] 2510/4800, lr:1.0e-04 ∣ avg_100 : 32368.735164 ∣ critic_nllloss : 26955.878320 ∣ critic_ganloss : -606.161649 ∣ generator_nllloss : 5384.910156 ∣ generator_ganloss : 338.219763 ∣  [  std_z : 0.93  real_sub_fake : 2025.70 ]
[  epoch 0002/0040] 2520/4800, lr:1.0e-04 ∣ avg_100 : 32369.027158 ∣ critic_nllloss : 27120.779297 ∣ critic_ganloss : -758.371686 ∣ generator_nllloss : 5385.505469 ∣ generator_ganloss : 405.686353 ∣  [  std_z : 0.94  real_sub_fake : 3021.45 ]
[  epoch 0002/0040] 2530/4800, lr:1.0e-04 ∣ avg_100 : 32369.273412 ∣ critic_nllloss : 27199.088672 ∣ critic_ganloss : -745.953668 ∣ generator_nllloss : 5402.391211 ∣ generator_ganloss : 554.848364 ∣  [  std_z : 0.95  real_sub_fake : 2843.99 ]
[  epoch 0002/0040] 2540/4800, lr:1.0e-04 ∣ avg_100 : 32371.646353 ∣ critic_nllloss : 27368.448828 ∣ critic_ganloss : -711.045001 ∣ generator_nllloss : 5421.348633 ∣ generator_ganloss : 342.995166 ∣  [  std_z : 0.96  real_sub_fake : 2863.24 ]
[  epoch 0002/0040] 2550/4800, lr:1.0e-04 ∣ avg_100 : 32372.464017 ∣ critic_nllloss : 27167.509961 ∣ critic_ganloss : -729.333038 ∣ generator_nllloss : 5440.768555 ∣ generator_ganloss : 235.847937 ∣  [  std_z : 0.94  real_sub_fake : 2295.25 ]
[  epoch 0002/0040] 2560/4800, lr:1.0e-04 ∣ avg_100 : 32370.369294 ∣ critic_nllloss : 27296.121289 ∣ critic_ganloss : -817.411218 ∣ generator_nllloss : 5421.616406 ∣ generator_ganloss : 386.271179 ∣  [  std_z : 0.95  real_sub_fake : 3328.22 ]
[  epoch 0002/0040] 2570/4800, lr:1.0e-04 ∣ avg_100 : 32372.414104 ∣ critic_nllloss : 27094.432227 ∣ critic_ganloss : -853.459375 ∣ generator_nllloss : 5500.280469 ∣ generator_ganloss : 584.004297 ∣  [  std_z : 0.93  real_sub_fake : 3167.92 ]
[  epoch 0002/0040] 2580/4800, lr:1.0e-04 ∣ avg_100 : 32375.624597 ∣ critic_nllloss : 27297.015625 ∣ critic_ganloss : -651.432007 ∣ generator_nllloss : 5566.692187 ∣ generator_ganloss : 615.799023 ∣  [  std_z : 0.95  real_sub_fake : 2554.39 ]
[  epoch 0002/0040] 2590/4800, lr:1.0e-04 ∣ avg_100 : 32380.441283 ∣ critic_nllloss : 27257.483789 ∣ critic_ganloss : -719.365338 ∣ generator_nllloss : 5391.502734 ∣ generator_ganloss : 493.410327 ∣  [  std_z : 0.94  real_sub_fake : 2863.27 ]
[  epoch 0002/0040] 2600/4800, lr:1.0e-04 ∣ avg_100 : 32382.294247 ∣ critic_nllloss : 27336.422461 ∣ critic_ganloss : -847.919983 ∣ generator_nllloss : 5422.431445 ∣ generator_ganloss : 399.829016 ∣  [  std_z : 0.96  real_sub_fake : 2882.37 ]
[  epoch 0002/0040] 2610/4800, lr:1.0e-04 ∣ avg_100 : 32384.111073 ∣ critic_nllloss : 27296.232617 ∣ critic_ganloss : -851.730719 ∣ generator_nllloss : 5425.640820 ∣ generator_ganloss : 453.376025 ∣  [  std_z : 0.95  real_sub_fake : 3134.87 ]
[  epoch 0002/0040] 2620/4800, lr:1.0e-04 ∣ avg_100 : 32390.728236 ∣ critic_nllloss : 27523.748828 ∣ critic_ganloss : -982.165033 ∣ generator_nllloss : 5560.264648 ∣ generator_ganloss : 700.150293 ∣  [  std_z : 0.97  real_sub_fake : 3801.84 ]
[  epoch 0002/0040] 2630/4800, lr:1.0e-04 ∣ avg_100 : 32392.812502 ∣ critic_nllloss : 27215.326367 ∣ critic_ganloss : -588.642322 ∣ generator_nllloss : 5461.115820 ∣ generator_ganloss : 480.500073 ∣  [  std_z : 0.95  real_sub_fake : 2441.81 ]
[  epoch 0002/0040] 2640/4800, lr:1.0e-04 ∣ avg_100 : 32387.625852 ∣ critic_nllloss : 27005.909180 ∣ critic_ganloss : -844.705573 ∣ generator_nllloss : 5443.675781 ∣ generator_ganloss : 322.949658 ∣  [  std_z : 0.93  real_sub_fake : 2601.96 ]
[  epoch 0002/0040] 2650/4800, lr:1.0e-04 ∣ avg_100 : 32384.134819 ∣ critic_nllloss : 27171.197070 ∣ critic_ganloss : -739.166199 ∣ generator_nllloss : 5412.075586 ∣ generator_ganloss : 318.685632 ∣  [  std_z : 0.94  real_sub_fake : 3251.74 ]
[  epoch 0002/0040] 2660/4800, lr:1.0e-04 ∣ avg_100 : 32385.288229 ∣ critic_nllloss : 27258.509570 ∣ critic_ganloss : -790.156317 ∣ generator_nllloss : 5469.361719 ∣ generator_ganloss : 445.364648 ∣  [  std_z : 0.94  real_sub_fake : 2985.56 ]
[  epoch 0002/0040] 2670/4800, lr:1.0e-04 ∣ avg_100 : 32387.198793 ∣ critic_nllloss : 27250.450977 ∣ critic_ganloss : -773.131024 ∣ generator_nllloss : 5462.598828 ∣ generator_ganloss : 447.543848 ∣  [  std_z : 0.95  real_sub_fake : 2799.16 ]
[  epoch 0002/0040] 2680/4800, lr:1.0e-04 ∣ avg_100 : 32391.121865 ∣ critic_nllloss : 27378.202148 ∣ critic_ganloss : -901.462183 ∣ generator_nllloss : 5482.105469 ∣ generator_ganloss : 518.933081 ∣  [  std_z : 0.96  real_sub_fake : 3414.53 ]
[  epoch 0002/0040] 2690/4800, lr:1.0e-04 ∣ avg_100 : 32398.441029 ∣ critic_nllloss : 27352.660352 ∣ critic_ganloss : -930.135217 ∣ generator_nllloss : 5479.123047 ∣ generator_ganloss : 632.447949 ∣  [  std_z : 0.96  real_sub_fake : 3563.27 ]
[  epoch 0002/0040] 2700/4800, lr:1.0e-04 ∣ avg_100 : 32398.986009 ∣ critic_nllloss : 27172.800195 ∣ critic_ganloss : -830.903552 ∣ generator_nllloss : 5409.167969 ∣ generator_ganloss : 471.579956 ∣  [  std_z : 0.94  real_sub_fake : 3247.13 ]
[  epoch 0002/0040] 2710/4800, lr:1.0e-04 ∣ avg_100 : 32402.445976 ∣ critic_nllloss : 27056.404687 ∣ critic_ganloss : -748.934131 ∣ generator_nllloss : 5412.361133 ∣ generator_ganloss : 447.120313 ∣  [  std_z : 0.93  real_sub_fake : 2908.84 ]
[  epoch 0002/0040] 2720/4800, lr:1.0e-04 ∣ avg_100 : 32407.955134 ∣ critic_nllloss : 27506.351953 ∣ critic_ganloss : -916.045850 ∣ generator_nllloss : 5430.368750 ∣ generator_ganloss : 452.646533 ∣  [  std_z : 0.96  real_sub_fake : 3755.65 ]
[  epoch 0002/0040] 2730/4800, lr:1.0e-04 ∣ avg_100 : 32409.106406 ∣ critic_nllloss : 27081.352539 ∣ critic_ganloss : -859.756403 ∣ generator_nllloss : 5421.974414 ∣ generator_ganloss : 542.426221 ∣  [  std_z : 0.94  real_sub_fake : 3176.62 ]
[  epoch 0002/0040] 2740/4800, lr:1.0e-04 ∣ avg_100 : 32408.715700 ∣ critic_nllloss : 27170.537695 ∣ critic_ganloss : -839.316223 ∣ generator_nllloss : 5394.180859 ∣ generator_ganloss : 548.520557 ∣  [  std_z : 0.95  real_sub_fake : 2976.14 ]
[  epoch 0002/0040] 2750/4800, lr:1.0e-04 ∣ avg_100 : 32407.026064 ∣ critic_nllloss : 27282.921680 ∣ critic_ganloss : -858.747998 ∣ generator_nllloss : 5422.335547 ∣ generator_ganloss : 573.115723 ∣  [  std_z : 0.95  real_sub_fake : 3320.44 ]
[  epoch 0002/0040] 2760/4800, lr:1.0e-04 ∣ avg_100 : 32404.026687 ∣ critic_nllloss : 27325.553320 ∣ critic_ganloss : -965.276447 ∣ generator_nllloss : 5408.634180 ∣ generator_ganloss : 502.149658 ∣  [  std_z : 0.95  real_sub_fake : 3426.57 ]
[  epoch 0002/0040] 2770/4800, lr:1.0e-04 ∣ avg_100 : 32399.850610 ∣ critic_nllloss : 27200.736523 ∣ critic_ganloss : -943.663275 ∣ generator_nllloss : 5446.045898 ∣ generator_ganloss : 563.461401 ∣  [  std_z : 0.95  real_sub_fake : 3828.11 ]
[  epoch 0002/0040] 2780/4800, lr:1.0e-04 ∣ avg_100 : 32393.343767 ∣ critic_nllloss : 27198.793359 ∣ critic_ganloss : -850.133527 ∣ generator_nllloss : 5424.134180 ∣ generator_ganloss : 271.854675 ∣  [  std_z : 0.95  real_sub_fake : 3393.14 ]
[  epoch 0002/0040] 2790/4800, lr:1.0e-04 ∣ avg_100 : 32390.499533 ∣ critic_nllloss : 27091.283789 ∣ critic_ganloss : -800.812604 ∣ generator_nllloss : 5473.334961 ∣ generator_ganloss : 250.475018 ∣  [  std_z : 0.94  real_sub_fake : 2947.91 ]
[  epoch 0002/0040] 2800/4800, lr:1.0e-04 ∣ avg_100 : 32390.438481 ∣ critic_nllloss : 27380.760352 ∣ critic_ganloss : -733.001520 ∣ generator_nllloss : 5503.665625 ∣ generator_ganloss : 298.105469 ∣  [  std_z : 0.96  real_sub_fake : 3006.56 ]
[  epoch 0002/0040] 2810/4800, lr:1.0e-04 ∣ avg_100 : 32385.959457 ∣ critic_nllloss : 27165.266211 ∣ critic_ganloss : -659.102570 ∣ generator_nllloss : 5454.152539 ∣ generator_ganloss : 257.934204 ∣  [  std_z : 0.95  real_sub_fake : 2189.30 ]
[  epoch 0002/0040] 2820/4800, lr:1.0e-04 ∣ avg_100 : 32381.707925 ∣ critic_nllloss : 27123.492969 ∣ critic_ganloss : -805.489185 ∣ generator_nllloss : 5434.276953 ∣ generator_ganloss : 456.297412 ∣  [  std_z : 0.94  real_sub_fake : 2905.17 ]
[  epoch 0002/0040] 2830/4800, lr:1.0e-04 ∣ avg_100 : 32378.241156 ∣ critic_nllloss : 27216.752539 ∣ critic_ganloss : -968.707275 ∣ generator_nllloss : 5462.795703 ∣ generator_ganloss : 626.151636 ∣  [  std_z : 0.95  real_sub_fake : 3944.14 ]
[  epoch 0002/0040] 2840/4800, lr:1.0e-04 ∣ avg_100 : 32375.093454 ∣ critic_nllloss : 27341.109570 ∣ critic_ganloss : -626.883270 ∣ generator_nllloss : 5487.731250 ∣ generator_ganloss : 274.197754 ∣  [  std_z : 0.96  real_sub_fake : 2190.79 ]
[  epoch 0002/0040] 2850/4800, lr:1.0e-04 ∣ avg_100 : 32375.229218 ∣ critic_nllloss : 27233.661719 ∣ critic_ganloss : -648.543182 ∣ generator_nllloss : 5414.976953 ∣ generator_ganloss : 371.734314 ∣  [  std_z : 0.95  real_sub_fake : 2398.21 ]
[  epoch 0002/0040] 2860/4800, lr:1.0e-04 ∣ avg_100 : 32374.247789 ∣ critic_nllloss : 27310.005664 ∣ critic_ganloss : -830.023535 ∣ generator_nllloss : 5425.744531 ∣ generator_ganloss : 414.708643 ∣  [  std_z : 0.95  real_sub_fake : 3115.45 ]
[  epoch 0002/0040] 2870/4800, lr:1.0e-04 ∣ avg_100 : 32372.927919 ∣ critic_nllloss : 27211.034375 ∣ critic_ganloss : -816.638879 ∣ generator_nllloss : 5330.898633 ∣ generator_ganloss : 484.314795 ∣  [  std_z : 0.95  real_sub_fake : 2998.48 ]
[  epoch 0002/0040] 2880/4800, lr:1.0e-04 ∣ avg_100 : 32371.141546 ∣ critic_nllloss : 27116.166797 ∣ critic_ganloss : -799.773218 ∣ generator_nllloss : 5386.029297 ∣ generator_ganloss : 536.018848 ∣  [  std_z : 0.94  real_sub_fake : 3085.84 ]
[  epoch 0002/0040] 2890/4800, lr:1.0e-04 ∣ avg_100 : 32369.603417 ∣ critic_nllloss : 27088.051367 ∣ critic_ganloss : -653.833746 ∣ generator_nllloss : 5421.289453 ∣ generator_ganloss : 504.078271 ∣  [  std_z : 0.94  real_sub_fake : 2794.58 ]
[  epoch 0002/0040] 2900/4800, lr:1.0e-04 ∣ avg_100 : 32366.417686 ∣ critic_nllloss : 27097.466797 ∣ critic_ganloss : -730.340411 ∣ generator_nllloss : 5398.198438 ∣ generator_ganloss : 417.928931 ∣  [  std_z : 0.95  real_sub_fake : 2712.70 ]
[  epoch 0002/0040] 2910/4800, lr:1.0e-04 ∣ avg_100 : 32364.994972 ∣ critic_nllloss : 27177.892383 ∣ critic_ganloss : -756.163458 ∣ generator_nllloss : 5374.478711 ∣ generator_ganloss : 469.422681 ∣  [  std_z : 0.96  real_sub_fake : 2815.68 ]
[  epoch 0002/0040] 2920/4800, lr:1.0e-04 ∣ avg_100 : 32361.557119 ∣ critic_nllloss : 26900.624609 ∣ critic_ganloss : -817.375964 ∣ generator_nllloss : 5428.885156 ∣ generator_ganloss : 744.707373 ∣  [  std_z : 0.94  real_sub_fake : 3052.62 ]
[  epoch 0002/0040] 2930/4800, lr:1.0e-04 ∣ avg_100 : 32361.872386 ∣ critic_nllloss : 27265.125000 ∣ critic_ganloss : -780.610718 ∣ generator_nllloss : 5449.125000 ∣ generator_ganloss : 365.348486 ∣  [  std_z : 0.96  real_sub_fake : 3226.81 ]
[  epoch 0002/0040] 2940/4800, lr:1.0e-04 ∣ avg_100 : 32356.363077 ∣ critic_nllloss : 27191.772461 ∣ critic_ganloss : -843.012122 ∣ generator_nllloss : 5403.895312 ∣ generator_ganloss : 278.486914 ∣  [  std_z : 0.95  real_sub_fake : 2944.45 ]
[  epoch 0002/0040] 2950/4800, lr:1.0e-04 ∣ avg_100 : 32351.037230 ∣ critic_nllloss : 27098.121875 ∣ critic_ganloss : -830.073901 ∣ generator_nllloss : 5450.759375 ∣ generator_ganloss : 309.692688 ∣  [  std_z : 0.95  real_sub_fake : 3461.27 ]
[  epoch 0002/0040] 2960/4800, lr:1.0e-04 ∣ avg_100 : 32347.682627 ∣ critic_nllloss : 27124.902539 ∣ critic_ganloss : -807.760468 ∣ generator_nllloss : 5416.200195 ∣ generator_ganloss : 316.792041 ∣  [  std_z : 0.96  real_sub_fake : 2968.61 ]
[  epoch 0002/0040] 2970/4800, lr:1.0e-04 ∣ avg_100 : 32343.210196 ∣ critic_nllloss : 27275.576953 ∣ critic_ganloss : -810.617236 ∣ generator_nllloss : 5477.809180 ∣ generator_ganloss : 434.760229 ∣  [  std_z : 0.96  real_sub_fake : 2946.04 ]
[  epoch 0002/0040] 2980/4800, lr:1.0e-04 ∣ avg_100 : 32339.404819 ∣ critic_nllloss : 27173.856445 ∣ critic_ganloss : -782.529620 ∣ generator_nllloss : 5432.775391 ∣ generator_ganloss : 441.518408 ∣  [  std_z : 0.95  real_sub_fake : 2843.09 ]
[  epoch 0002/0040] 2990/4800, lr:1.0e-04 ∣ avg_100 : 32335.792996 ∣ critic_nllloss : 26986.571094 ∣ critic_ganloss : -781.159839 ∣ generator_nllloss : 5358.865234 ∣ generator_ganloss : 642.327002 ∣  [  std_z : 0.94  real_sub_fake : 3109.52 ]
[  epoch 0002/0040] 3000/4800, lr:1.0e-04 ∣ avg_100 : 32337.173931 ∣ critic_nllloss : 27332.367773 ∣ critic_ganloss : -806.690411 ∣ generator_nllloss : 5479.451563 ∣ generator_ganloss : 674.350366 ∣  [  std_z : 0.96  real_sub_fake : 3178.93 ]
[  epoch 0002/0040] 3010/4800, lr:1.0e-04 ∣ avg_100 : 32336.108698 ∣ critic_nllloss : 27181.327539 ∣ critic_ganloss : -889.184894 ∣ generator_nllloss : 5450.221094 ∣ generator_ganloss : 441.676489 ∣  [  std_z : 0.95  real_sub_fake : 3344.56 ]
[  epoch 0002/0040] 3020/4800, lr:1.0e-04 ∣ avg_100 : 32330.249795 ∣ critic_nllloss : 27037.998242 ∣ critic_ganloss : -738.001392 ∣ generator_nllloss : 5493.587500 ∣ generator_ganloss : 336.798340 ∣  [  std_z : 0.94  real_sub_fake : 2775.40 ]
[  epoch 0002/0040] 3030/4800, lr:1.0e-04 ∣ avg_100 : 32324.941535 ∣ critic_nllloss : 27147.527344 ∣ critic_ganloss : -922.309943 ∣ generator_nllloss : 5452.699609 ∣ generator_ganloss : 242.632019 ∣  [  std_z : 0.95  real_sub_fake : 3326.37 ]
[  epoch 0002/0040] 3040/4800, lr:1.0e-04 ∣ avg_100 : 32323.309376 ∣ critic_nllloss : 27283.109180 ∣ critic_ganloss : -752.447058 ∣ generator_nllloss : 5394.797070 ∣ generator_ganloss : 330.173718 ∣  [  std_z : 0.95  real_sub_fake : 3208.94 ]
[  epoch 0002/0040] 3050/4800, lr:1.0e-04 ∣ avg_100 : 32317.657123 ∣ critic_nllloss : 27302.604492 ∣ critic_ganloss : -802.951758 ∣ generator_nllloss : 5368.620703 ∣ generator_ganloss : 529.057666 ∣  [  std_z : 0.96  real_sub_fake : 3047.65 ]
[  epoch 0002/0040] 3060/4800, lr:1.0e-04 ∣ avg_100 : 32313.142966 ∣ critic_nllloss : 27276.497266 ∣ critic_ganloss : -791.341541 ∣ generator_nllloss : 5563.097461 ∣ generator_ganloss : 666.408887 ∣  [  std_z : 0.96  real_sub_fake : 2701.96 ]
[  epoch 0002/0040] 3070/4800, lr:1.0e-04 ∣ avg_100 : 32311.555823 ∣ critic_nllloss : 27140.014648 ∣ critic_ganloss : -667.946771 ∣ generator_nllloss : 5418.212109 ∣ generator_ganloss : 670.624561 ∣  [  std_z : 0.95  real_sub_fake : 2580.54 ]
[  epoch 0002/0040] 3080/4800, lr:1.0e-04 ∣ avg_100 : 32306.273220 ∣ critic_nllloss : 27265.948047 ∣ critic_ganloss : -772.695599 ∣ generator_nllloss : 5463.287891 ∣ generator_ganloss : 427.705786 ∣  [  std_z : 0.95  real_sub_fake : 2897.34 ]
[  epoch 0002/0040] 3090/4800, lr:1.0e-04 ∣ avg_100 : 32297.736912 ∣ critic_nllloss : 27168.330078 ∣ critic_ganloss : -980.002588 ∣ generator_nllloss : 5414.416211 ∣ generator_ganloss : 327.157642 ∣  [  std_z : 0.94  real_sub_fake : 3538.28 ]
[  epoch 0002/0040] 3100/4800, lr:1.0e-04 ∣ avg_100 : 32293.995173 ∣ critic_nllloss : 27054.444336 ∣ critic_ganloss : -1007.740417 ∣ generator_nllloss : 5408.420313 ∣ generator_ganloss : 442.130310 ∣     [  std_z : 0.94  real_sub_fake : 3999.87 ]
[  epoch 0002/0040] 3110/4800, lr:1.0e-04 ∣ avg_100 : 32292.781311 ∣ critic_nllloss : 27130.546680 ∣ critic_ganloss : -770.189423 ∣ generator_nllloss : 5395.612500 ∣ generator_ganloss : 383.691235 ∣  [  std_z : 0.95  real_sub_fake : 3061.00 ]
[  epoch 0002/0040] 3120/4800, lr:1.0e-04 ∣ avg_100 : 32292.459878 ∣ critic_nllloss : 27269.107422 ∣ critic_ganloss : -711.596417 ∣ generator_nllloss : 5408.143164 ∣ generator_ganloss : 199.671729 ∣  [  std_z : 0.95  real_sub_fake : 2969.63 ]
[  epoch 0002/0040] 3130/4800, lr:1.0e-04 ∣ avg_100 : 32290.306553 ∣ critic_nllloss : 27195.060156 ∣ critic_ganloss : -727.499670 ∣ generator_nllloss : 5379.491406 ∣ generator_ganloss : 280.166608 ∣  [  std_z : 0.95  real_sub_fake : 2777.36 ]
[  epoch 0002/0040] 3140/4800, lr:1.0e-04 ∣ avg_100 : 32291.776555 ∣ critic_nllloss : 27265.141992 ∣ critic_ganloss : -995.363141 ∣ generator_nllloss : 5523.095312 ∣ generator_ganloss : 459.371021 ∣  [  std_z : 0.95  real_sub_fake : 3349.72 ]
[  epoch 0002/0040] 3150/4800, lr:1.0e-04 ∣ avg_100 : 32292.197825 ∣ critic_nllloss : 27249.322461 ∣ critic_ganloss : -1157.005627 ∣ generator_nllloss : 5458.991016 ∣ generator_ganloss : 531.702148 ∣     [  std_z : 0.95  real_sub_fake : 4691.30 ]
[  epoch 0002/0040] 3160/4800, lr:1.0e-04 ∣ avg_100 : 32287.636859 ∣ critic_nllloss : 27208.922852 ∣ critic_ganloss : -856.565192 ∣ generator_nllloss : 5390.605664 ∣ generator_ganloss : 283.597388 ∣  [  std_z : 0.95  real_sub_fake : 3178.38 ]
[  epoch 0002/0040] 3170/4800, lr:1.0e-04 ∣ avg_100 : 32285.462485 ∣ critic_nllloss : 27325.947070 ∣ critic_ganloss : -832.637231 ∣ generator_nllloss : 5514.316016 ∣ generator_ganloss : 278.869171 ∣  [  std_z : 0.96  real_sub_fake : 3234.42 ]
[  epoch 0002/0040] 3180/4800, lr:1.0e-04 ∣ avg_100 : 32283.016136 ∣ critic_nllloss : 27068.984961 ∣ critic_ganloss : -685.790497 ∣ generator_nllloss : 5495.929883 ∣ generator_ganloss : 481.642017 ∣  [  std_z : 0.95  real_sub_fake : 2929.33 ]
[  epoch 0002/0040] 3190/4800, lr:1.0e-04 ∣ avg_100 : 32283.960099 ∣ critic_nllloss : 27199.698437 ∣ critic_ganloss : -734.001859 ∣ generator_nllloss : 5406.607617 ∣ generator_ganloss : 469.018506 ∣  [  std_z : 0.95  real_sub_fake : 2551.71 ]
[  epoch 0002/0040] 3200/4800, lr:1.0e-04 ∣ avg_100 : 32285.833974 ∣ critic_nllloss : 27274.603711 ∣ critic_ganloss : -929.506360 ∣ generator_nllloss : 5482.379687 ∣ generator_ganloss : 423.353699 ∣  [  std_z : 0.95  real_sub_fake : 3435.40 ]
[  epoch 0002/0040] 3210/4800, lr:1.0e-04 ∣ avg_100 : 32284.446442 ∣ critic_nllloss : 27047.089062 ∣ critic_ganloss : -1144.783997 ∣ generator_nllloss : 5420.075586 ∣ generator_ganloss : 510.501147 ∣     [  std_z : 0.94  real_sub_fake : 4599.50 ]
[  epoch 0002/0040] 3220/4800, lr:1.0e-04 ∣ avg_100 : 32280.940502 ∣ critic_nllloss : 27026.638867 ∣ critic_ganloss : -979.812726 ∣ generator_nllloss : 5444.984375 ∣ generator_ganloss : 349.603320 ∣  [  std_z : 0.94  real_sub_fake : 3737.83 ]
[  epoch 0002/0040] 3230/4800, lr:1.0e-04 ∣ avg_100 : 32276.412559 ∣ critic_nllloss : 27028.254883 ∣ critic_ganloss : -1067.613141 ∣ generator_nllloss : 5424.464063 ∣ generator_ganloss : 419.497705 ∣     [  std_z : 0.94  real_sub_fake : 3675.65 ]
[  epoch 0002/0040] 3240/4800, lr:1.0e-04 ∣ avg_100 : 32276.850975 ∣ critic_nllloss : 27113.272656 ∣ critic_ganloss : -888.037151 ∣ generator_nllloss : 5486.471094 ∣ generator_ganloss : 753.579004 ∣  [  std_z : 0.95  real_sub_fake : 3982.56 ]
[  epoch 0002/0040] 3250/4800, lr:1.0e-04 ∣ avg_100 : 32284.621631 ∣ critic_nllloss : 27043.772461 ∣ critic_ganloss : -108.035579 ∣ generator_nllloss : 5317.664453 ∣ generator_ganloss : 532.519800 ∣  [  std_z : 0.94  real_sub_fake : 251.22 ]
[  epoch 0002/0040] 3260/4800, lr:1.0e-04 ∣ avg_100 : 32285.729868 ∣ critic_nllloss : 26941.623047 ∣ critic_ganloss : -128.361038 ∣ generator_nllloss : 5226.694141 ∣ generator_ganloss : 371.996472 ∣  [  std_z : 0.94  real_sub_fake : 300.74 ]
[  epoch 0002/0040] 3270/4800, lr:1.0e-04 ∣ avg_100 : 32286.679968 ∣ critic_nllloss : 26999.814648 ∣ critic_ganloss : -181.982257 ∣ generator_nllloss : 5396.898438 ∣ generator_ganloss : 293.728015 ∣  [  std_z : 0.94  real_sub_fake : 523.57 ]
[  epoch 0002/0040] 3280/4800, lr:1.0e-04 ∣ avg_100 : 32289.715387 ∣ critic_nllloss : 27282.382812 ∣ critic_ganloss : -252.981602 ∣ generator_nllloss : 5411.641016 ∣ generator_ganloss : 245.520923 ∣  [  std_z : 0.96  real_sub_fake : 850.63 ]
[  epoch 0002/0040] 3290/4800, lr:1.0e-04 ∣ avg_100 : 32295.011194 ∣ critic_nllloss : 27261.509180 ∣ critic_ganloss : -294.932748 ∣ generator_nllloss : 5436.358203 ∣ generator_ganloss : 234.358008 ∣  [  std_z : 0.96  real_sub_fake : 1021.17 ]
[  epoch 0002/0040] 3300/4800, lr:1.0e-04 ∣ avg_100 : 32292.569398 ∣ critic_nllloss : 26994.909570 ∣ critic_ganloss : -365.266888 ∣ generator_nllloss : 5380.420313 ∣ generator_ganloss : 128.409518 ∣  [  std_z : 0.94  real_sub_fake : 1278.22 ]
[  epoch 0002/0040] 3310/4800, lr:1.0e-04 ∣ avg_100 : 32293.508807 ∣ critic_nllloss : 27335.326172 ∣ critic_ganloss : -460.830542 ∣ generator_nllloss : 5390.549609 ∣ generator_ganloss : 85.557874 ∣   [  std_z : 0.96  real_sub_fake : 1664.54 ]
[  epoch 0002/0040] 3320/4800, lr:1.0e-04 ∣ avg_100 : 32293.313412 ∣ critic_nllloss : 27237.528320 ∣ critic_ganloss : -426.772430 ∣ generator_nllloss : 5395.639063 ∣ generator_ganloss : -9.689972 ∣   [  std_z : 0.96  real_sub_fake : 1660.44 ]
[  epoch 0002/0040] 3330/4800, lr:1.0e-04 ∣ avg_100 : 32290.898622 ∣ critic_nllloss : 27013.708008 ∣ critic_ganloss : -463.605615 ∣ generator_nllloss : 5420.487891 ∣ generator_ganloss : -44.035397 ∣  [  std_z : 0.95  real_sub_fake : 1615.96 ]
[  epoch 0002/0040] 3340/4800, lr:1.0e-04 ∣ avg_100 : 32286.967073 ∣ critic_nllloss : 27213.028906 ∣ critic_ganloss : -485.636093 ∣ generator_nllloss : 5429.423437 ∣ generator_ganloss : -7.236903 ∣   [  std_z : 0.96  real_sub_fake : 1791.29 ]
[  epoch 0002/0040] 3350/4800, lr:1.0e-04 ∣ avg_100 : 32284.299246 ∣ critic_nllloss : 27170.979883 ∣ critic_ganloss : -551.852905 ∣ generator_nllloss : 5385.987500 ∣ generator_ganloss : 14.003116 ∣   [  std_z : 0.96  real_sub_fake : 2141.29 ]
[  epoch 0002/0040] 3360/4800, lr:1.0e-04 ∣ avg_100 : 32277.660451 ∣ critic_nllloss : 26967.928516 ∣ critic_ganloss : -669.051770 ∣ generator_nllloss : 5446.854102 ∣ generator_ganloss : -171.144543 ∣     [  std_z : 0.94  real_sub_fake : 2274.74 ]
[  epoch 0002/0040] 3370/4800, lr:1.0e-04 ∣ avg_100 : 32272.070730 ∣ critic_nllloss : 27157.387109 ∣ critic_ganloss : -637.105933 ∣ generator_nllloss : 5412.202344 ∣ generator_ganloss : -92.077728 ∣  [  std_z : 0.96  real_sub_fake : 2484.70 ]
[  epoch 0002/0040] 3380/4800, lr:1.0e-04 ∣ avg_100 : 32267.950150 ∣ critic_nllloss : 27277.803711 ∣ critic_ganloss : -820.334351 ∣ generator_nllloss : 5481.180469 ∣ generator_ganloss : 36.944800 ∣   [  std_z : 0.96  real_sub_fake : 3001.60 ]
[  epoch 0002/0040] 3390/4800, lr:1.0e-04 ∣ avg_100 : 32260.282993 ∣ critic_nllloss : 27088.509570 ∣ critic_ganloss : -789.710883 ∣ generator_nllloss : 5357.472852 ∣ generator_ganloss : 175.846918 ∣  [  std_z : 0.95  real_sub_fake : 3063.39 ]
[  epoch 0002/0040] 3400/4800, lr:1.0e-04 ∣ avg_100 : 32257.905146 ∣ critic_nllloss : 27002.301367 ∣ critic_ganloss : -723.831421 ∣ generator_nllloss : 5368.357813 ∣ generator_ganloss : 396.618188 ∣  [  std_z : 0.95  real_sub_fake : 2789.03 ]
[  epoch 0002/0040] 3410/4800, lr:1.0e-04 ∣ avg_100 : 32255.582450 ∣ critic_nllloss : 27009.811914 ∣ critic_ganloss : -727.816443 ∣ generator_nllloss : 5495.044141 ∣ generator_ganloss : 502.444482 ∣  [  std_z : 0.95  real_sub_fake : 2695.97 ]
[  epoch 0002/0040] 3420/4800, lr:1.0e-04 ∣ avg_100 : 32254.520476 ∣ critic_nllloss : 27149.243750 ∣ critic_ganloss : -780.598956 ∣ generator_nllloss : 5398.633398 ∣ generator_ganloss : 634.636377 ∣  [  std_z : 0.95  real_sub_fake : 2886.63 ]
[  epoch 0002/0040] 3430/4800, lr:1.0e-04 ∣ avg_100 : 32254.656627 ∣ critic_nllloss : 26941.053125 ∣ critic_ganloss : -691.506927 ∣ generator_nllloss : 5396.131641 ∣ generator_ganloss : 641.969727 ∣  [  std_z : 0.94  real_sub_fake : 2797.12 ]
[  epoch 0002/0040] 3440/4800, lr:1.0e-04 ∣ avg_100 : 32253.542705 ∣ critic_nllloss : 27156.820312 ∣ critic_ganloss : -898.032965 ∣ generator_nllloss : 5422.821094 ∣ generator_ganloss : 141.810156 ∣  [  std_z : 0.95  real_sub_fake : 3365.53 ]
[  epoch 0002/0040] 3450/4800, lr:1.0e-04 ∣ avg_100 : 32253.142761 ∣ critic_nllloss : 27211.197070 ∣ critic_ganloss : -671.792157 ∣ generator_nllloss : 5505.671094 ∣ generator_ganloss : 271.440222 ∣  [  std_z : 0.96  real_sub_fake : 2606.47 ]
[  epoch 0002/0040] 3460/4800, lr:1.0e-04 ∣ avg_100 : 32250.246122 ∣ critic_nllloss : 26960.651758 ∣ critic_ganloss : -694.330621 ∣ generator_nllloss : 5453.275586 ∣ generator_ganloss : 269.429370 ∣  [  std_z : 0.95  real_sub_fake : 2483.83 ]
[  epoch 0002/0040] 3470/4800, lr:1.0e-04 ∣ avg_100 : 32246.845010 ∣ critic_nllloss : 27025.714844 ∣ critic_ganloss : -818.726862 ∣ generator_nllloss : 5338.106836 ∣ generator_ganloss : 324.134644 ∣  [  std_z : 0.96  real_sub_fake : 3025.01 ]
[  epoch 0002/0040] 3480/4800, lr:1.0e-04 ∣ avg_100 : 32240.460077 ∣ critic_nllloss : 26979.290234 ∣ critic_ganloss : -809.661060 ∣ generator_nllloss : 5341.662891 ∣ generator_ganloss : 484.040088 ∣  [  std_z : 0.95  real_sub_fake : 3106.41 ]
[  epoch 0002/0040] 3490/4800, lr:1.0e-04 ∣ avg_100 : 32237.485019 ∣ critic_nllloss : 26985.323633 ∣ critic_ganloss : -808.134875 ∣ generator_nllloss : 5286.082812 ∣ generator_ganloss : 489.642090 ∣  [  std_z : 0.95  real_sub_fake : 3365.05 ]
[  epoch 0002/0040] 3500/4800, lr:1.0e-04 ∣ avg_100 : 32234.115777 ∣ critic_nllloss : 26949.558594 ∣ critic_ganloss : -733.071368 ∣ generator_nllloss : 5431.233008 ∣ generator_ganloss : 332.372437 ∣  [  std_z : 0.95  real_sub_fake : 2562.71 ]
[  epoch 0002/0040] 3510/4800, lr:1.0e-04 ∣ avg_100 : 32237.246687 ∣ critic_nllloss : 27104.836328 ∣ critic_ganloss : -741.581055 ∣ generator_nllloss : 5488.999805 ∣ generator_ganloss : 533.682471 ∣  [  std_z : 0.96  real_sub_fake : 3037.47 ]
[  epoch 0002/0040] 3520/4800, lr:1.0e-04 ∣ avg_100 : 32239.660297 ∣ critic_nllloss : 27216.106055 ∣ critic_ganloss : -801.169812 ∣ generator_nllloss : 5430.475781 ∣ generator_ganloss : 549.548364 ∣  [  std_z : 0.96  real_sub_fake : 2837.55 ]
[  epoch 0002/0040] 3530/4800, lr:1.0e-04 ∣ avg_100 : 32238.678078 ∣ critic_nllloss : 27293.973828 ∣ critic_ganloss : -929.516162 ∣ generator_nllloss : 5479.243359 ∣ generator_ganloss : 468.451709 ∣  [  std_z : 0.96  real_sub_fake : 3301.91 ]
[  epoch 0002/0040] 3540/4800, lr:1.0e-04 ∣ avg_100 : 32229.790775 ∣ critic_nllloss : 26976.027734 ∣ critic_ganloss : -970.488293 ∣ generator_nllloss : 5304.317969 ∣ generator_ganloss : 223.159943 ∣  [  std_z : 0.94  real_sub_fake : 4045.28 ]
[  epoch 0002/0040] 3550/4800, lr:1.0e-04 ∣ avg_100 : 32229.387102 ∣ critic_nllloss : 27312.187500 ∣ critic_ganloss : -757.827478 ∣ generator_nllloss : 5368.127344 ∣ generator_ganloss : 151.938727 ∣  [  std_z : 0.97  real_sub_fake : 3325.87 ]
[  epoch 0002/0040] 3560/4800, lr:1.0e-04 ∣ avg_100 : 32226.291203 ∣ critic_nllloss : 27086.947656 ∣ critic_ganloss : -701.031085 ∣ generator_nllloss : 5490.612109 ∣ generator_ganloss : 100.479105 ∣  [  std_z : 0.96  real_sub_fake : 2534.92 ]
[  epoch 0002/0040] 3570/4800, lr:1.0e-04 ∣ avg_100 : 32228.028221 ∣ critic_nllloss : 27178.345508 ∣ critic_ganloss : -470.604700 ∣ generator_nllloss : 5374.815820 ∣ generator_ganloss : 416.402759 ∣  [  std_z : 0.96  real_sub_fake : 1531.05 ]
[  epoch 0002/0040] 3580/4800, lr:1.0e-04 ∣ avg_100 : 32218.062699 ∣ critic_nllloss : 26921.379297 ∣ critic_ganloss : -855.816620 ∣ generator_nllloss : 5409.927344 ∣ generator_ganloss : 356.032593 ∣  [  std_z : 0.95  real_sub_fake : 2912.11 ]
[  epoch 0002/0040] 3590/4800, lr:1.0e-04 ∣ avg_100 : 32212.545845 ∣ critic_nllloss : 26989.608594 ∣ critic_ganloss : -937.644891 ∣ generator_nllloss : 5380.909570 ∣ generator_ganloss : 438.472852 ∣  [  std_z : 0.95  real_sub_fake : 3812.99 ]
[  epoch 0002/0040] 3600/4800, lr:1.0e-04 ∣ avg_100 : 32209.812451 ∣ critic_nllloss : 27211.316992 ∣ critic_ganloss : -1088.041052 ∣ generator_nllloss : 5467.705273 ∣ generator_ganloss : 446.442297 ∣     [  std_z : 0.97  real_sub_fake : 3785.14 ]
[  epoch 0002/0040] 3610/4800, lr:1.0e-04 ∣ avg_100 : 32211.453812 ∣ critic_nllloss : 27166.249805 ∣ critic_ganloss : -909.567010 ∣ generator_nllloss : 5455.465234 ∣ generator_ganloss : 775.506787 ∣  [  std_z : 0.97  real_sub_fake : 4132.13 ]
[  epoch 0002/0040] 3620/4800, lr:1.0e-04 ∣ avg_100 : 32205.552317 ∣ critic_nllloss : 27104.446680 ∣ critic_ganloss : -909.145447 ∣ generator_nllloss : 5411.776172 ∣ generator_ganloss : 604.771875 ∣  [  std_z : 0.96  real_sub_fake : 2835.91 ]
[  epoch 0002/0040] 3630/4800, lr:1.0e-04 ∣ avg_100 : 32194.331811 ∣ critic_nllloss : 26807.989648 ∣ critic_ganloss : -959.711102 ∣ generator_nllloss : 5397.294531 ∣ generator_ganloss : 200.676227 ∣  [  std_z : 0.94  real_sub_fake : 3887.77 ]
[  epoch 0002/0040] 3640/4800, lr:1.0e-04 ∣ avg_100 : 32193.195547 ∣ critic_nllloss : 27047.443164 ∣ critic_ganloss : -957.319629 ∣ generator_nllloss : 5440.618164 ∣ generator_ganloss : 283.461011 ∣  [  std_z : 0.95  real_sub_fake : 3707.67 ]
[  epoch 0002/0040] 3650/4800, lr:1.0e-04 ∣ avg_100 : 32190.052805 ∣ critic_nllloss : 27039.316992 ∣ critic_ganloss : -1070.093793 ∣ generator_nllloss : 5442.296875 ∣ generator_ganloss : 436.997803 ∣     [  std_z : 0.96  real_sub_fake : 3993.60 ]
[  epoch 0002/0040] 3660/4800, lr:1.0e-04 ∣ avg_100 : 32191.736754 ∣ critic_nllloss : 27283.263281 ∣ critic_ganloss : -1042.799066 ∣ generator_nllloss : 5555.483789 ∣ generator_ganloss : 755.526465 ∣     [  std_z : 0.96  real_sub_fake : 4076.59 ]
[  epoch 0002/0040] 3670/4800, lr:1.0e-04 ∣ avg_100 : 32193.855488 ∣ critic_nllloss : 27217.943555 ∣ critic_ganloss : -754.033563 ∣ generator_nllloss : 5437.446289 ∣ generator_ganloss : 697.979785 ∣  [  std_z : 0.96  real_sub_fake : 2806.48 ]
[  epoch 0002/0040] 3680/4800, lr:1.0e-04 ∣ avg_100 : 32190.628559 ∣ critic_nllloss : 27106.517383 ∣ critic_ganloss : -799.267676 ∣ generator_nllloss : 5399.780859 ∣ generator_ganloss : 448.055066 ∣  [  std_z : 0.95  real_sub_fake : 3060.20 ]
[  epoch 0002/0040] 3690/4800, lr:1.0e-04 ∣ avg_100 : 32185.195950 ∣ critic_nllloss : 27012.702539 ∣ critic_ganloss : -890.218848 ∣ generator_nllloss : 5381.525000 ∣ generator_ganloss : 486.826514 ∣  [  std_z : 0.95  real_sub_fake : 3492.50 ]
[  epoch 0002/0040] 3700/4800, lr:1.0e-04 ∣ avg_100 : 32183.082264 ∣ critic_nllloss : 27143.477930 ∣ critic_ganloss : -1103.824512 ∣ generator_nllloss : 5452.635938 ∣ generator_ganloss : 518.986621 ∣     [  std_z : 0.96  real_sub_fake : 4033.57 ]
[  epoch 0002/0040] 3710/4800, lr:1.0e-04 ∣ avg_100 : 32182.213186 ∣ critic_nllloss : 27010.767383 ∣ critic_ganloss : -894.578015 ∣ generator_nllloss : 5402.714648 ∣ generator_ganloss : 561.140161 ∣  [  std_z : 0.95  real_sub_fake : 3720.11 ]
[  epoch 0002/0040] 3720/4800, lr:1.0e-04 ∣ avg_100 : 32177.570722 ∣ critic_nllloss : 27051.110547 ∣ critic_ganloss : -924.043970 ∣ generator_nllloss : 5403.666992 ∣ generator_ganloss : 478.341431 ∣  [  std_z : 0.95  real_sub_fake : 3315.59 ]
[  epoch 0002/0040] 3730/4800, lr:1.0e-04 ∣ avg_100 : 32173.849066 ∣ critic_nllloss : 27074.254492 ∣ critic_ganloss : -898.388690 ∣ generator_nllloss : 5400.873047 ∣ generator_ganloss : 237.092358 ∣  [  std_z : 0.95  real_sub_fake : 3581.09 ]
[  epoch 0002/0040] 3740/4800, lr:1.0e-04 ∣ avg_100 : 32170.441293 ∣ critic_nllloss : 26999.024805 ∣ critic_ganloss : -807.643127 ∣ generator_nllloss : 5426.125586 ∣ generator_ganloss : 315.638293 ∣  [  std_z : 0.95  real_sub_fake : 3038.72 ]
[  epoch 0002/0040] 3750/4800, lr:1.0e-04 ∣ avg_100 : 32165.374607 ∣ critic_nllloss : 27026.530859 ∣ critic_ganloss : -862.570776 ∣ generator_nllloss : 5323.342383 ∣ generator_ganloss : 425.653857 ∣  [  std_z : 0.95  real_sub_fake : 3213.87 ]
[  epoch 0002/0040] 3760/4800, lr:1.0e-04 ∣ avg_100 : 32156.864063 ∣ critic_nllloss : 26588.856836 ∣ critic_ganloss : -900.682812 ∣ generator_nllloss : 5301.550391 ∣ generator_ganloss : 430.281970 ∣  [  std_z : 0.93  real_sub_fake : 3429.29 ]
[  epoch 0002/0040] 3770/4800, lr:1.0e-04 ∣ avg_100 : 32152.172258 ∣ critic_nllloss : 26832.163086 ∣ critic_ganloss : -892.165668 ∣ generator_nllloss : 5377.892383 ∣ generator_ganloss : 479.510205 ∣  [  std_z : 0.95  real_sub_fake : 3812.07 ]
[  epoch 0002/0040] 3780/4800, lr:1.0e-04 ∣ avg_100 : 32152.951890 ∣ critic_nllloss : 27129.591406 ∣ critic_ganloss : -805.025781 ∣ generator_nllloss : 5425.509375 ∣ generator_ganloss : 372.536926 ∣  [  std_z : 0.96  real_sub_fake : 2836.29 ]
[  epoch 0002/0040] 3790/4800, lr:1.0e-04 ∣ avg_100 : 32153.034455 ∣ critic_nllloss : 27027.783789 ∣ critic_ganloss : -908.417365 ∣ generator_nllloss : 5379.397461 ∣ generator_ganloss : 523.773755 ∣  [  std_z : 0.96  real_sub_fake : 3211.61 ]
[  epoch 0002/0040] 3800/4800, lr:1.0e-04 ∣ avg_100 : 32150.687585 ∣ critic_nllloss : 27021.661914 ∣ critic_ganloss : -869.591284 ∣ generator_nllloss : 5391.967188 ∣ generator_ganloss : 670.805078 ∣  [  std_z : 0.96  real_sub_fake : 3229.72 ]
[  epoch 0002/0040] 3810/4800, lr:1.0e-04 ∣ avg_100 : 32152.746903 ∣ critic_nllloss : 27017.462695 ∣ critic_ganloss : -863.284821 ∣ generator_nllloss : 5414.469922 ∣ generator_ganloss : 855.534399 ∣  [  std_z : 0.96  real_sub_fake : 3901.77 ]
[  epoch 0002/0040] 3820/4800, lr:1.0e-04 ∣ avg_100 : 32154.994741 ∣ critic_nllloss : 27190.099609 ∣ critic_ganloss : -806.382367 ∣ generator_nllloss : 5488.035742 ∣ generator_ganloss : 561.608936 ∣  [  std_z : 0.97  real_sub_fake : 2537.33 ]
[  epoch 0002/0040] 3830/4800, lr:1.0e-04 ∣ avg_100 : 32152.297574 ∣ critic_nllloss : 27044.580469 ∣ critic_ganloss : -926.284149 ∣ generator_nllloss : 5434.479688 ∣ generator_ganloss : 514.499890 ∣  [  std_z : 0.96  real_sub_fake : 3559.36 ]
[  epoch 0002/0040] 3840/4800, lr:1.0e-04 ∣ avg_100 : 32146.567027 ∣ critic_nllloss : 26839.796094 ∣ critic_ganloss : -898.206805 ∣ generator_nllloss : 5475.392383 ∣ generator_ganloss : 486.119019 ∣  [  std_z : 0.95  real_sub_fake : 3809.49 ]
[  epoch 0002/0040] 3850/4800, lr:1.0e-04 ∣ avg_100 : 32145.949431 ∣ critic_nllloss : 27124.501172 ∣ critic_ganloss : -930.091937 ∣ generator_nllloss : 5458.172656 ∣ generator_ganloss : 657.488232 ∣  [  std_z : 0.96  real_sub_fake : 3540.09 ]
[  epoch 0002/0040] 3860/4800, lr:1.0e-04 ∣ avg_100 : 32144.051227 ∣ critic_nllloss : 26959.957227 ∣ critic_ganloss : -895.086835 ∣ generator_nllloss : 5367.770508 ∣ generator_ganloss : 697.974023 ∣  [  std_z : 0.95  real_sub_fake : 2995.46 ]
[  epoch 0002/0040] 3870/4800, lr:1.0e-04 ∣ avg_100 : 32142.330315 ∣ critic_nllloss : 27023.965820 ∣ critic_ganloss : -1037.510553 ∣ generator_nllloss : 5383.698438 ∣ generator_ganloss : 667.364038 ∣     [  std_z : 0.95  real_sub_fake : 4135.86 ]
[  epoch 0002/0040] 3880/4800, lr:1.0e-04 ∣ avg_100 : 32139.307562 ∣ critic_nllloss : 26658.649414 ∣ critic_ganloss : -798.047949 ∣ generator_nllloss : 5336.777734 ∣ generator_ganloss : 738.787256 ∣  [  std_z : 0.93  real_sub_fake : 2987.03 ]
[  epoch 0002/0040] 3890/4800, lr:1.0e-04 ∣ avg_100 : 32136.307066 ∣ critic_nllloss : 27012.571680 ∣ critic_ganloss : -924.348169 ∣ generator_nllloss : 5357.877734 ∣ generator_ganloss : 613.434448 ∣  [  std_z : 0.96  real_sub_fake : 3559.06 ]
[  epoch 0002/0040] 3900/4800, lr:1.0e-04 ∣ avg_100 : 32135.376659 ∣ critic_nllloss : 26944.571680 ∣ critic_ganloss : -857.719904 ∣ generator_nllloss : 5379.284375 ∣ generator_ganloss : 624.076904 ∣  [  std_z : 0.95  real_sub_fake : 3370.42 ]
[  epoch 0002/0040] 3910/4800, lr:1.0e-04 ∣ avg_100 : 32137.320951 ∣ critic_nllloss : 27149.611328 ∣ critic_ganloss : -874.894269 ∣ generator_nllloss : 5381.874805 ∣ generator_ganloss : 803.467700 ∣  [  std_z : 0.97  real_sub_fake : 3532.50 ]
[  epoch 0002/0040] 3920/4800, lr:1.0e-04 ∣ avg_100 : 32139.301059 ∣ critic_nllloss : 27039.997656 ∣ critic_ganloss : -766.237195 ∣ generator_nllloss : 5406.189062 ∣ generator_ganloss : 774.902393 ∣  [  std_z : 0.97  real_sub_fake : 2811.37 ]
[  epoch 0002/0040] 3930/4800, lr:1.0e-04 ∣ avg_100 : 32136.067371 ∣ critic_nllloss : 27064.698242 ∣ critic_ganloss : -1101.522742 ∣ generator_nllloss : 5458.846289 ∣ generator_ganloss : 553.597217 ∣     [  std_z : 0.97  real_sub_fake : 4056.31 ]
[  epoch 0002/0040] 3940/4800, lr:1.0e-04 ∣ avg_100 : 32133.117846 ∣ critic_nllloss : 26915.329297 ∣ critic_ganloss : -1015.449640 ∣ generator_nllloss : 5388.139258 ∣ generator_ganloss : 448.171167 ∣     [  std_z : 0.96  real_sub_fake : 3789.90 ]
[  epoch 0002/0040] 3950/4800, lr:1.0e-04 ∣ avg_100 : 32132.893927 ∣ critic_nllloss : 27095.756641 ∣ critic_ganloss : -1030.932794 ∣ generator_nllloss : 5362.194922 ∣ generator_ganloss : 579.089380 ∣     [  std_z : 0.96  real_sub_fake : 3894.57 ]
[  epoch 0002/0040] 3960/4800, lr:1.0e-04 ∣ avg_100 : 32135.133330 ∣ critic_nllloss : 27025.653906 ∣ critic_ganloss : -982.910278 ∣ generator_nllloss : 5461.807031 ∣ generator_ganloss : 769.523926 ∣  [  std_z : 0.97  real_sub_fake : 4146.25 ]
[  epoch 0002/0040] 3970/4800, lr:1.0e-04 ∣ avg_100 : 32132.667918 ∣ critic_nllloss : 27060.191602 ∣ critic_ganloss : -909.980310 ∣ generator_nllloss : 5440.967969 ∣ generator_ganloss : 539.808618 ∣  [  std_z : 0.97  real_sub_fake : 3300.12 ]
[  epoch 0002/0040] 3980/4800, lr:1.0e-04 ∣ avg_100 : 32127.858123 ∣ critic_nllloss : 27032.606250 ∣ critic_ganloss : -1072.017352 ∣ generator_nllloss : 5423.754492 ∣ generator_ganloss : 400.297803 ∣     [  std_z : 0.96  real_sub_fake : 3829.42 ]
[  epoch 0002/0040] 3990/4800, lr:1.0e-04 ∣ avg_100 : 32123.653184 ∣ critic_nllloss : 26963.796094 ∣ critic_ganloss : -982.141364 ∣ generator_nllloss : 5406.041016 ∣ generator_ganloss : 398.413818 ∣  [  std_z : 0.96  real_sub_fake : 4125.31 ]
[  epoch 0002/0040] 4000/4800, lr:1.0e-04 ∣ avg_100 : 32115.027060 ∣ critic_nllloss : 27032.370312 ∣ critic_ganloss : -1072.827728 ∣ generator_nllloss : 5424.097656 ∣ generator_ganloss : 433.226636 ∣     [  std_z : 0.96  real_sub_fake : 4009.66 ]
[  epoch 0002/0040] 4010/4800, lr:1.0e-04 ∣ avg_100 : 32114.208245 ∣ critic_nllloss : 27092.821484 ∣ critic_ganloss : -929.068231 ∣ generator_nllloss : 5460.888867 ∣ generator_ganloss : 477.516577 ∣  [  std_z : 0.96  real_sub_fake : 3516.28 ]
[  epoch 0002/0040] 4020/4800, lr:1.0e-04 ∣ avg_100 : 32112.080468 ∣ critic_nllloss : 26837.072461 ∣ critic_ganloss : -898.026447 ∣ generator_nllloss : 5425.225391 ∣ generator_ganloss : 553.333643 ∣  [  std_z : 0.95  real_sub_fake : 3606.16 ]
[  epoch 0002/0040] 4030/4800, lr:1.0e-04 ∣ avg_100 : 32113.717519 ∣ critic_nllloss : 27165.152930 ∣ critic_ganloss : -1114.953125 ∣ generator_nllloss : 5396.503906 ∣ generator_ganloss : 637.550415 ∣     [  std_z : 0.97  real_sub_fake : 3805.85 ]
[  epoch 0002/0040] 4040/4800, lr:1.0e-04 ∣ avg_100 : 32111.656781 ∣ critic_nllloss : 26910.985352 ∣ critic_ganloss : -1129.633789 ∣ generator_nllloss : 5484.296289 ∣ generator_ganloss : 783.911230 ∣     [  std_z : 0.96  real_sub_fake : 4554.55 ]
[  epoch 0002/0040] 4050/4800, lr:1.0e-04 ∣ avg_100 : 32108.168184 ∣ critic_nllloss : 27098.368359 ∣ critic_ganloss : -1076.577161 ∣ generator_nllloss : 5382.218750 ∣ generator_ganloss : 644.461426 ∣     [  std_z : 0.97  real_sub_fake : 4234.39 ]
[  epoch 0002/0040] 4060/4800, lr:1.0e-04 ∣ avg_100 : 32097.446704 ∣ critic_nllloss : 27002.336523 ∣ critic_ganloss : -1148.854761 ∣ generator_nllloss : 5367.376758 ∣ generator_ganloss : 421.655615 ∣     [  std_z : 0.96  real_sub_fake : 3992.43 ]
[  epoch 0002/0040] 4070/4800, lr:1.0e-04 ∣ avg_100 : 32091.521115 ∣ critic_nllloss : 27184.997852 ∣ critic_ganloss : -1189.930579 ∣ generator_nllloss : 5432.109570 ∣ generator_ganloss : 541.168799 ∣     [  std_z : 0.97  real_sub_fake : 4697.86 ]
[  epoch 0002/0040] 4080/4800, lr:1.0e-04 ∣ avg_100 : 32082.601263 ∣ critic_nllloss : 26878.791602 ∣ critic_ganloss : -1264.559607 ∣ generator_nllloss : 5329.785742 ∣ generator_ganloss : 548.243213 ∣     [  std_z : 0.96  real_sub_fake : 4674.70 ]
[  epoch 0002/0040] 4090/4800, lr:1.0e-04 ∣ avg_100 : 32082.128755 ∣ critic_nllloss : 26959.806250 ∣ critic_ganloss : -1308.440906 ∣ generator_nllloss : 5422.520312 ∣ generator_ganloss : 808.764844 ∣     [  std_z : 0.96  real_sub_fake : 4985.67 ]
[  epoch 0002/0040] 4100/4800, lr:1.0e-04 ∣ avg_100 : 32086.796919 ∣ critic_nllloss : 27110.334961 ∣ critic_ganloss : -942.512927 ∣ generator_nllloss : 5447.055469 ∣ generator_ganloss : 749.193481 ∣  [  std_z : 0.97  real_sub_fake : 3674.64 ]
[  epoch 0002/0040] 4110/4800, lr:1.0e-04 ∣ avg_100 : 32084.555431 ∣ critic_nllloss : 27036.115820 ∣ critic_ganloss : -1016.337323 ∣ generator_nllloss : 5430.864062 ∣ generator_ganloss : 464.869543 ∣     [  std_z : 0.96  real_sub_fake : 3623.90 ]
[  epoch 0002/0040] 4120/4800, lr:1.0e-04 ∣ avg_100 : 32082.383617 ∣ critic_nllloss : 26966.270117 ∣ critic_ganloss : -988.873193 ∣ generator_nllloss : 5429.495117 ∣ generator_ganloss : 541.252539 ∣  [  std_z : 0.95  real_sub_fake : 3869.69 ]
[  epoch 0002/0040] 4130/4800, lr:1.0e-04 ∣ avg_100 : 32081.068256 ∣ critic_nllloss : 26839.255078 ∣ critic_ganloss : -1090.644019 ∣ generator_nllloss : 5461.825781 ∣ generator_ganloss : 785.245557 ∣     [  std_z : 0.95  real_sub_fake : 4347.20 ]
[  epoch 0002/0040] 4140/4800, lr:1.0e-04 ∣ avg_100 : 32077.217712 ∣ critic_nllloss : 26978.019727 ∣ critic_ganloss : -949.756256 ∣ generator_nllloss : 5330.126562 ∣ generator_ganloss : 508.800745 ∣  [  std_z : 0.96  real_sub_fake : 2995.62 ]
[  epoch 0002/0040] 4150/4800, lr:1.0e-04 ∣ avg_100 : 32076.774829 ∣ critic_nllloss : 27256.480469 ∣ critic_ganloss : -1089.494739 ∣ generator_nllloss : 5397.793164 ∣ generator_ganloss : 473.942749 ∣     [  std_z : 0.97  real_sub_fake : 4605.09 ]
[  epoch 0002/0040] 4160/4800, lr:1.0e-04 ∣ avg_100 : 32072.850367 ∣ critic_nllloss : 27010.552148 ∣ critic_ganloss : -1138.832361 ∣ generator_nllloss : 5379.915625 ∣ generator_ganloss : 382.479150 ∣     [  std_z : 0.96  real_sub_fake : 4348.41 ]
[  epoch 0002/0040] 4170/4800, lr:1.0e-04 ∣ avg_100 : 32065.567931 ∣ critic_nllloss : 26880.766602 ∣ critic_ganloss : -970.261011 ∣ generator_nllloss : 5317.405859 ∣ generator_ganloss : 330.339929 ∣  [  std_z : 0.96  real_sub_fake : 3600.48 ]
[  epoch 0002/0040] 4180/4800, lr:1.0e-04 ∣ avg_100 : 32061.603960 ∣ critic_nllloss : 27119.766211 ∣ critic_ganloss : -1052.538245 ∣ generator_nllloss : 5434.720508 ∣ generator_ganloss : 462.420850 ∣     [  std_z : 0.98  real_sub_fake : 4179.37 ]
[  epoch 0002/0040] 4190/4800, lr:1.0e-04 ∣ avg_100 : 32060.509989 ∣ critic_nllloss : 27221.492188 ∣ critic_ganloss : -1126.318616 ∣ generator_nllloss : 5451.236328 ∣ generator_ganloss : 685.515698 ∣     [  std_z : 0.98  real_sub_fake : 4170.17 ]
[  epoch 0002/0040] 4200/4800, lr:1.0e-04 ∣ avg_100 : 32059.228844 ∣ critic_nllloss : 27065.122461 ∣ critic_ganloss : -1153.216211 ∣ generator_nllloss : 5419.766211 ∣ generator_ganloss : 791.043774 ∣     [  std_z : 0.96  real_sub_fake : 4370.61 ]
[  epoch 0002/0040] 4210/4800, lr:1.0e-04 ∣ avg_100 : 32058.748230 ∣ critic_nllloss : 26887.793750 ∣ critic_ganloss : -1258.401099 ∣ generator_nllloss : 5336.574609 ∣ generator_ganloss : 818.853076 ∣     [  std_z : 0.95  real_sub_fake : 4750.37 ]
[  epoch 0002/0040] 4220/4800, lr:1.0e-04 ∣ avg_100 : 32057.637659 ∣ critic_nllloss : 26834.009766 ∣ critic_ganloss : -974.157098 ∣ generator_nllloss : 5420.772852 ∣ generator_ganloss : 449.731226 ∣  [  std_z : 0.95  real_sub_fake : 3654.19 ]
[  epoch 0002/0040] 4230/4800, lr:1.0e-04 ∣ avg_100 : 32059.621381 ∣ critic_nllloss : 26994.994531 ∣ critic_ganloss : -898.556134 ∣ generator_nllloss : 5348.762891 ∣ generator_ganloss : 557.774487 ∣  [  std_z : 0.96  real_sub_fake : 3872.72 ]
[  epoch 0002/0040] 4240/4800, lr:1.0e-04 ∣ avg_100 : 32058.692765 ∣ critic_nllloss : 27027.978711 ∣ critic_ganloss : -839.896729 ∣ generator_nllloss : 5421.259375 ∣ generator_ganloss : 763.082617 ∣  [  std_z : 0.96  real_sub_fake : 2538.94 ]
[  epoch 0002/0040] 4250/4800, lr:1.0e-04 ∣ avg_100 : 32052.582897 ∣ critic_nllloss : 27082.742578 ∣ critic_ganloss : -1118.576086 ∣ generator_nllloss : 5427.960938 ∣ generator_ganloss : 782.806860 ∣     [  std_z : 0.97  real_sub_fake : 4292.84 ]
[  epoch 0002/0040] 4260/4800, lr:1.0e-04 ∣ avg_100 : 32049.784948 ∣ critic_nllloss : 27089.714453 ∣ critic_ganloss : -1126.565009 ∣ generator_nllloss : 5365.064844 ∣ generator_ganloss : 803.943481 ∣     [  std_z : 0.97  real_sub_fake : 4350.32 ]
[  epoch 0002/0040] 4270/4800, lr:1.0e-04 ∣ avg_100 : 32045.329873 ∣ critic_nllloss : 27068.180469 ∣ critic_ganloss : -1051.524622 ∣ generator_nllloss : 5449.171289 ∣ generator_ganloss : 597.124146 ∣     [  std_z : 0.98  real_sub_fake : 4041.61 ]
[  epoch 0002/0040] 4280/4800, lr:1.0e-04 ∣ avg_100 : 32039.621243 ∣ critic_nllloss : 27018.033203 ∣ critic_ganloss : -1041.259412 ∣ generator_nllloss : 5527.519141 ∣ generator_ganloss : 611.407251 ∣     [  std_z : 0.96  real_sub_fake : 3827.27 ]
[  epoch 0002/0040] 4290/4800, lr:1.0e-04 ∣ avg_100 : 32033.789734 ∣ critic_nllloss : 26938.612500 ∣ critic_ganloss : -1062.765179 ∣ generator_nllloss : 5381.629297 ∣ generator_ganloss : 796.665088 ∣     [  std_z : 0.96  real_sub_fake : 4094.09 ]
[  epoch 0002/0040] 4300/4800, lr:1.0e-04 ∣ avg_100 : 32036.678983 ∣ critic_nllloss : 27157.292578 ∣ critic_ganloss : -939.317493 ∣ generator_nllloss : 5456.133789 ∣ generator_ganloss : 753.288623 ∣  [  std_z : 0.96  real_sub_fake : 3686.23 ]
[  epoch 0002/0040] 4310/4800, lr:1.0e-04 ∣ avg_100 : 32033.054139 ∣ critic_nllloss : 26955.858398 ∣ critic_ganloss : -951.816492 ∣ generator_nllloss : 5344.844141 ∣ generator_ganloss : 639.232593 ∣  [  std_z : 0.95  real_sub_fake : 3696.95 ]
[  epoch 0002/0040] 4320/4800, lr:1.0e-04 ∣ avg_100 : 32030.922102 ∣ critic_nllloss : 26885.174609 ∣ critic_ganloss : -989.604993 ∣ generator_nllloss : 5440.916992 ∣ generator_ganloss : 647.014746 ∣  [  std_z : 0.95  real_sub_fake : 3654.45 ]
[  epoch 0002/0040] 4330/4800, lr:1.0e-04 ∣ avg_100 : 32029.836794 ∣ critic_nllloss : 26908.361914 ∣ critic_ganloss : -1046.292175 ∣ generator_nllloss : 5322.568164 ∣ generator_ganloss : 633.386182 ∣     [  std_z : 0.96  real_sub_fake : 4078.37 ]
[  epoch 0002/0040] 4340/4800, lr:1.0e-04 ∣ avg_100 : 32029.332867 ∣ critic_nllloss : 27047.862305 ∣ critic_ganloss : -1101.938489 ∣ generator_nllloss : 5413.684766 ∣ generator_ganloss : 739.578076 ∣     [  std_z : 0.97  real_sub_fake : 4351.79 ]
[  epoch 0002/0040] 4350/4800, lr:1.0e-04 ∣ avg_100 : 32029.809976 ∣ critic_nllloss : 26998.658594 ∣ critic_ganloss : -975.667010 ∣ generator_nllloss : 5380.067383 ∣ generator_ganloss : 663.769434 ∣  [  std_z : 0.97  real_sub_fake : 3687.33 ]
[  epoch 0002/0040] 4360/4800, lr:1.0e-04 ∣ avg_100 : 32032.749470 ∣ critic_nllloss : 26849.595117 ∣ critic_ganloss : -992.644922 ∣ generator_nllloss : 5338.446875 ∣ generator_ganloss : 673.138647 ∣  [  std_z : 0.96  real_sub_fake : 3795.56 ]
[  epoch 0002/0040] 4370/4800, lr:1.0e-04 ∣ avg_100 : 32037.022167 ∣ critic_nllloss : 27107.821680 ∣ critic_ganloss : -1040.445355 ∣ generator_nllloss : 5486.068164 ∣ generator_ganloss : 714.231055 ∣     [  std_z : 0.96  real_sub_fake : 3800.18 ]
[  epoch 0002/0040] 4380/4800, lr:1.0e-04 ∣ avg_100 : 32034.380640 ∣ critic_nllloss : 26837.825000 ∣ critic_ganloss : -1034.576434 ∣ generator_nllloss : 5372.637500 ∣ generator_ganloss : 535.555859 ∣     [  std_z : 0.96  real_sub_fake : 4104.65 ]
[  epoch 0002/0040] 4390/4800, lr:1.0e-04 ∣ avg_100 : 32035.631871 ∣ critic_nllloss : 26936.541992 ∣ critic_ganloss : -1057.979443 ∣ generator_nllloss : 5431.663477 ∣ generator_ganloss : 647.015527 ∣     [  std_z : 0.97  real_sub_fake : 4104.86 ]
[  epoch 0002/0040] 4400/4800, lr:1.0e-04 ∣ avg_100 : 32032.861480 ∣ critic_nllloss : 26947.187305 ∣ critic_ganloss : -1084.126123 ∣ generator_nllloss : 5332.338086 ∣ generator_ganloss : 571.007593 ∣     [  std_z : 0.97  real_sub_fake : 3997.14 ]
[  epoch 0002/0040] 4410/4800, lr:1.0e-04 ∣ avg_100 : 32031.432545 ∣ critic_nllloss : 26848.340430 ∣ critic_ganloss : -811.418182 ∣ generator_nllloss : 5406.207617 ∣ generator_ganloss : 693.460718 ∣  [  std_z : 0.96  real_sub_fake : 3618.91 ]
[  epoch 0002/0040] 4420/4800, lr:1.0e-04 ∣ avg_100 : 32027.417257 ∣ critic_nllloss : 26955.651367 ∣ critic_ganloss : -792.860596 ∣ generator_nllloss : 5336.884375 ∣ generator_ganloss : 500.710596 ∣  [  std_z : 0.96  real_sub_fake : 2625.60 ]
[  epoch 0002/0040] 4430/4800, lr:1.0e-04 ∣ avg_100 : 32023.532728 ∣ critic_nllloss : 26804.167969 ∣ critic_ganloss : -951.274481 ∣ generator_nllloss : 5495.286328 ∣ generator_ganloss : 551.014844 ∣  [  std_z : 0.96  real_sub_fake : 3641.37 ]
[  epoch 0002/0040] 4440/4800, lr:1.0e-04 ∣ avg_100 : 32023.262885 ∣ critic_nllloss : 26890.638672 ∣ critic_ganloss : -983.003613 ∣ generator_nllloss : 5318.992188 ∣ generator_ganloss : 569.807031 ∣  [  std_z : 0.97  real_sub_fake : 3900.76 ]
[  epoch 0002/0040] 4450/4800, lr:1.0e-04 ∣ avg_100 : 32017.184238 ∣ critic_nllloss : 26865.233203 ∣ critic_ganloss : -1140.838391 ∣ generator_nllloss : 5359.985156 ∣ generator_ganloss : 624.271631 ∣     [  std_z : 0.96  real_sub_fake : 4118.32 ]
[  epoch 0002/0040] 4460/4800, lr:1.0e-04 ∣ avg_100 : 32019.924294 ∣ critic_nllloss : 26948.586719 ∣ critic_ganloss : -868.628375 ∣ generator_nllloss : 5412.625391 ∣ generator_ganloss : 770.447949 ∣  [  std_z : 0.97  real_sub_fake : 3452.70 ]
[  epoch 0002/0040] 4470/4800, lr:1.0e-04 ∣ avg_100 : 32018.648483 ∣ critic_nllloss : 26913.966992 ∣ critic_ganloss : -1192.451233 ∣ generator_nllloss : 5395.481641 ∣ generator_ganloss : 624.650928 ∣     [  std_z : 0.97  real_sub_fake : 4661.30 ]
[  epoch 0002/0040] 4480/4800, lr:1.0e-04 ∣ avg_100 : 32018.178696 ∣ critic_nllloss : 27047.076367 ∣ critic_ganloss : -1284.630597 ∣ generator_nllloss : 5453.970703 ∣ generator_ganloss : 731.936963 ∣     [  std_z : 0.97  real_sub_fake : 4735.47 ]
[  epoch 0002/0040] 4490/4800, lr:1.0e-04 ∣ avg_100 : 32014.944018 ∣ critic_nllloss : 26859.394336 ∣ critic_ganloss : -1087.524750 ∣ generator_nllloss : 5416.563477 ∣ generator_ganloss : 441.012817 ∣     [  std_z : 0.96  real_sub_fake : 4313.90 ]
[  epoch 0002/0040] 4500/4800, lr:1.0e-04 ∣ avg_100 : 32013.160925 ∣ critic_nllloss : 27020.116797 ∣ critic_ganloss : -1087.164240 ∣ generator_nllloss : 5479.120117 ∣ generator_ganloss : 389.710742 ∣     [  std_z : 0.97  real_sub_fake : 4311.29 ]
[  epoch 0002/0040] 4510/4800, lr:1.0e-04 ∣ avg_100 : 32008.090058 ∣ critic_nllloss : 26992.316602 ∣ critic_ganloss : -1148.969171 ∣ generator_nllloss : 5450.985156 ∣ generator_ganloss : 584.518262 ∣     [  std_z : 0.97  real_sub_fake : 4038.71 ]
[  epoch 0002/0040] 4520/4800, lr:1.0e-04 ∣ avg_100 : 32003.447181 ∣ critic_nllloss : 26728.708789 ∣ critic_ganloss : -877.002191 ∣ generator_nllloss : 5328.219141 ∣ generator_ganloss : 750.746875 ∣  [  std_z : 0.96  real_sub_fake : 3495.70 ]
[  epoch 0002/0040] 4530/4800, lr:1.0e-04 ∣ avg_100 : 31998.559574 ∣ critic_nllloss : 26801.334961 ∣ critic_ganloss : -967.189105 ∣ generator_nllloss : 5364.151367 ∣ generator_ganloss : 625.094824 ∣  [  std_z : 0.95  real_sub_fake : 3620.85 ]
[  epoch 0002/0040] 4540/4800, lr:1.0e-04 ∣ avg_100 : 32007.126811 ∣ critic_nllloss : 27050.573633 ∣ critic_ganloss : -730.937201 ∣ generator_nllloss : 5422.596484 ∣ generator_ganloss : 647.508203 ∣  [  std_z : 0.97  real_sub_fake : 3422.62 ]
[  epoch 0002/0040] 4550/4800, lr:1.0e-04 ∣ avg_100 : 32005.905366 ∣ critic_nllloss : 26967.852539 ∣ critic_ganloss : -825.854626 ∣ generator_nllloss : 5381.256250 ∣ generator_ganloss : 429.027429 ∣  [  std_z : 0.97  real_sub_fake : 2797.57 ]
[  epoch 0002/0040] 4560/4800, lr:1.0e-04 ∣ avg_100 : 32008.273203 ∣ critic_nllloss : 27107.794336 ∣ critic_ganloss : -887.353021 ∣ generator_nllloss : 5405.643359 ∣ generator_ganloss : 587.706738 ∣  [  std_z : 0.97  real_sub_fake : 3378.80 ]
[  epoch 0002/0040] 4570/4800, lr:1.0e-04 ∣ avg_100 : 32001.749585 ∣ critic_nllloss : 26985.891602 ∣ critic_ganloss : -1055.905048 ∣ generator_nllloss : 5347.929688 ∣ generator_ganloss : 568.681396 ∣     [  std_z : 0.96  real_sub_fake : 4121.40 ]
[  epoch 0002/0040] 4580/4800, lr:1.0e-04 ∣ avg_100 : 32000.874774 ∣ critic_nllloss : 26969.712500 ∣ critic_ganloss : -1196.041772 ∣ generator_nllloss : 5366.227344 ∣ generator_ganloss : 604.143433 ∣     [  std_z : 0.97  real_sub_fake : 4262.28 ]
[  epoch 0002/0040] 4590/4800, lr:1.0e-04 ∣ avg_100 : 31998.169998 ∣ critic_nllloss : 26880.966797 ∣ critic_ganloss : -1109.106641 ∣ generator_nllloss : 5294.294141 ∣ generator_ganloss : 534.714209 ∣     [  std_z : 0.97  real_sub_fake : 4393.44 ]
[  epoch 0002/0040] 4600/4800, lr:1.0e-04 ∣ avg_100 : 31995.224931 ∣ critic_nllloss : 26931.862109 ∣ critic_ganloss : -1243.687244 ∣ generator_nllloss : 5421.824023 ∣ generator_ganloss : 632.917920 ∣     [  std_z : 0.96  real_sub_fake : 4880.50 ]
[  epoch 0002/0040] 4610/4800, lr:1.0e-04 ∣ avg_100 : 31986.954415 ∣ critic_nllloss : 26837.135937 ∣ critic_ganloss : -1209.603308 ∣ generator_nllloss : 5392.401563 ∣ generator_ganloss : 640.669043 ∣     [  std_z : 0.96  real_sub_fake : 4445.56 ]
[  epoch 0002/0040] 4620/4800, lr:1.0e-04 ∣ avg_100 : 31981.329778 ∣ critic_nllloss : 26965.004297 ∣ critic_ganloss : -1091.950262 ∣ generator_nllloss : 5343.973242 ∣ generator_ganloss : 432.358264 ∣     [  std_z : 0.97  real_sub_fake : 4199.38 ]
[  epoch 0002/0040] 4630/4800, lr:1.0e-04 ∣ avg_100 : 31980.589407 ∣ critic_nllloss : 26715.413477 ∣ critic_ganloss : -1208.626538 ∣ generator_nllloss : 5387.048437 ∣ generator_ganloss : 478.376855 ∣     [  std_z : 0.96  real_sub_fake : 4712.19 ]
[  epoch 0002/0040] 4640/4800, lr:1.0e-04 ∣ avg_100 : 31982.569539 ∣ critic_nllloss : 26931.286914 ∣ critic_ganloss : -1000.413837 ∣ generator_nllloss : 5363.284180 ∣ generator_ganloss : 718.058618 ∣     [  std_z : 0.97  real_sub_fake : 3873.47 ]
[  epoch 0002/0040] 4650/4800, lr:1.0e-04 ∣ avg_100 : 31985.912300 ∣ critic_nllloss : 27003.451953 ∣ critic_ganloss : -1057.492188 ∣ generator_nllloss : 5408.135156 ∣ generator_ganloss : 828.699072 ∣     [  std_z : 0.97  real_sub_fake : 4273.68 ]
[  epoch 0002/0040] 4660/4800, lr:1.0e-04 ∣ avg_100 : 31980.434824 ∣ critic_nllloss : 26989.057812 ∣ critic_ganloss : -1126.307855 ∣ generator_nllloss : 5448.065820 ∣ generator_ganloss : 692.911108 ∣     [  std_z : 0.97  real_sub_fake : 4215.28 ]
[  epoch 0002/0040] 4670/4800, lr:1.0e-04 ∣ avg_100 : 31972.176166 ∣ critic_nllloss : 26807.207422 ∣ critic_ganloss : -1045.485327 ∣ generator_nllloss : 5350.320703 ∣ generator_ganloss : 661.427490 ∣     [  std_z : 0.96  real_sub_fake : 3977.73 ]
[  epoch 0002/0040] 4680/4800, lr:1.0e-04 ∣ avg_100 : 31970.106823 ∣ critic_nllloss : 27101.331641 ∣ critic_ganloss : -1149.326837 ∣ generator_nllloss : 5346.297266 ∣ generator_ganloss : 649.849292 ∣     [  std_z : 0.97  real_sub_fake : 4712.94 ]
[  epoch 0002/0040] 4690/4800, lr:1.0e-04 ∣ avg_100 : 31970.004349 ∣ critic_nllloss : 26979.535742 ∣ critic_ganloss : -1101.474060 ∣ generator_nllloss : 5326.245117 ∣ generator_ganloss : 776.281006 ∣     [  std_z : 0.98  real_sub_fake : 3333.26 ]
[  epoch 0002/0040] 4700/4800, lr:1.0e-04 ∣ avg_100 : 31969.183120 ∣ critic_nllloss : 26961.726758 ∣ critic_ganloss : -1150.886523 ∣ generator_nllloss : 5387.378125 ∣ generator_ganloss : 730.934668 ∣     [  std_z : 0.97  real_sub_fake : 4822.84 ]
[  epoch 0002/0040] 4710/4800, lr:1.0e-04 ∣ avg_100 : 31966.136778 ∣ critic_nllloss : 26880.756641 ∣ critic_ganloss : -1077.921600 ∣ generator_nllloss : 5419.508594 ∣ generator_ganloss : 553.066309 ∣     [  std_z : 0.96  real_sub_fake : 4307.14 ]
[  epoch 0002/0040] 4720/4800, lr:1.0e-04 ∣ avg_100 : 31964.847501 ∣ critic_nllloss : 27077.216602 ∣ critic_ganloss : -979.945734 ∣ generator_nllloss : 5387.487500 ∣ generator_ganloss : 395.388940 ∣  [  std_z : 0.97  real_sub_fake : 3495.72 ]
[  epoch 0002/0040] 4730/4800, lr:1.0e-04 ∣ avg_100 : 31962.617072 ∣ critic_nllloss : 26869.347656 ∣ critic_ganloss : -1172.948901 ∣ generator_nllloss : 5403.342578 ∣ generator_ganloss : 491.046997 ∣     [  std_z : 0.96  real_sub_fake : 4429.61 ]
[  epoch 0002/0040] 4740/4800, lr:1.0e-04 ∣ avg_100 : 31959.093971 ∣ critic_nllloss : 26999.862695 ∣ critic_ganloss : -1183.621350 ∣ generator_nllloss : 5412.502344 ∣ generator_ganloss : 352.091772 ∣     [  std_z : 0.97  real_sub_fake : 4752.79 ]
[  epoch 0002/0040] 4750/4800, lr:1.0e-04 ∣ avg_100 : 31952.632346 ∣ critic_nllloss : 26815.884961 ∣ critic_ganloss : -1164.517651 ∣ generator_nllloss : 5356.005273 ∣ generator_ganloss : 259.421289 ∣     [  std_z : 0.96  real_sub_fake : 4859.44 ]
[  epoch 0002/0040] 4760/4800, lr:1.0e-04 ∣ avg_100 : 31955.078815 ∣ critic_nllloss : 27100.033789 ∣ critic_ganloss : -1246.909412 ∣ generator_nllloss : 5408.561328 ∣ generator_ganloss : 402.967480 ∣     [  std_z : 0.98  real_sub_fake : 4867.71 ]
[  epoch 0002/0040] 4770/4800, lr:1.0e-04 ∣ avg_100 : 31951.800370 ∣ critic_nllloss : 26741.135742 ∣ critic_ganloss : -1079.565137 ∣ generator_nllloss : 5378.745508 ∣ generator_ganloss : 429.239453 ∣     [  std_z : 0.96  real_sub_fake : 3784.97 ]
[  epoch 0002/0040] 4780/4800, lr:1.0e-04 ∣ avg_100 : 31949.497474 ∣ critic_nllloss : 26976.841406 ∣ critic_ganloss : -1084.449329 ∣ generator_nllloss : 5355.650000 ∣ generator_ganloss : 644.280273 ∣     [  std_z : 0.97  real_sub_fake : 4176.98 ]
[  epoch 0002/0040] 4790/4800, lr:1.0e-04 ∣ avg_100 : 31949.715830 ∣ critic_nllloss : 27059.828125 ∣ critic_ganloss : -1117.046338 ∣ generator_nllloss : 5477.138281 ∣ generator_ganloss : 624.453125 ∣     [  std_z : 0.97  real_sub_fake : 3956.34 ]
[  epoch 0002/0040] 4800/4800, lr:1.0e-04 ∣ avg_100 : 31946.323544 ∣ critic_nllloss : 27007.231641 ∣ critic_ganloss : -1364.615442 ∣ generator_nllloss : 5434.125781 ∣ generator_ganloss : 798.872290 ∣     [  std_z : 0.97  real_sub_fake : 5702.01 ]
[    val 002    ] Done! KLD: 0.052992: 0.139429, 4:55:10, total: 1 day, 6:26:29                     
[  epoch 0003/0040] 0010/4800, lr:1.0e-04 ∣ avg_100 : 31943.082043 ∣ critic_nllloss : 26872.784766 ∣ critic_ganloss : -841.341083 ∣ generator_nllloss : 5349.454297 ∣ generator_ganloss : 719.134180 ∣  [  std_z : 0.97  real_sub_fake : 3334.57 ]
[  epoch 0003/0040] 0020/4800, lr:1.0e-04 ∣ avg_100 : 31938.881325 ∣ critic_nllloss : 26896.569922 ∣ critic_ganloss : -1003.088641 ∣ generator_nllloss : 5369.350781 ∣ generator_ganloss : 750.458057 ∣     [  std_z : 0.97  real_sub_fake : 3715.47 ]
[  epoch 0003/0040] 0030/4800, lr:1.0e-04 ∣ avg_100 : 31937.742745 ∣ critic_nllloss : 27070.285938 ∣ critic_ganloss : -1281.298218 ∣ generator_nllloss : 5478.678906 ∣ generator_ganloss : 685.751221 ∣     [  std_z : 0.98  real_sub_fake : 4605.87 ]
[  epoch 0003/0040] 0040/4800, lr:1.0e-04 ∣ avg_100 : 31940.408240 ∣ critic_nllloss : 27150.033984 ∣ critic_ganloss : -1316.140186 ∣ generator_nllloss : 5523.950781 ∣ generator_ganloss : 811.805664 ∣     [  std_z : 0.98  real_sub_fake : 5214.02 ]
[  epoch 0003/0040] 0050/4800, lr:1.0e-04 ∣ avg_100 : 31937.127150 ∣ critic_nllloss : 27013.995703 ∣ critic_ganloss : -1218.308044 ∣ generator_nllloss : 5440.901758 ∣ generator_ganloss : 745.371631 ∣     [  std_z : 0.97  real_sub_fake : 4603.23 ]
[  epoch 0003/0040] 0060/4800, lr:1.0e-04 ∣ avg_100 : 31937.609518 ∣ critic_nllloss : 27080.224219 ∣ critic_ganloss : -1023.890491 ∣ generator_nllloss : 5467.206445 ∣ generator_ganloss : 655.311572 ∣     [  std_z : 0.98  real_sub_fake : 4091.28 ]
[  epoch 0003/0040] 0070/4800, lr:1.0e-04 ∣ avg_100 : 31937.048364 ∣ critic_nllloss : 27064.217383 ∣ critic_ganloss : -1050.490076 ∣ generator_nllloss : 5413.745898 ∣ generator_ganloss : 553.929199 ∣     [  std_z : 0.97  real_sub_fake : 4316.57 ]
[  epoch 0003/0040] 0080/4800, lr:1.0e-04 ∣ avg_100 : 31936.356753 ∣ critic_nllloss : 27098.719141 ∣ critic_ganloss : -1039.173938 ∣ generator_nllloss : 5385.588867 ∣ generator_ganloss : 421.871289 ∣     [  std_z : 0.97  real_sub_fake : 3966.14 ]
[  epoch 0003/0040] 0090/4800, lr:1.0e-04 ∣ avg_100 : 31933.504000 ∣ critic_nllloss : 26978.995312 ∣ critic_ganloss : -968.264502 ∣ generator_nllloss : 5363.348828 ∣ generator_ganloss : 400.180762 ∣  [  std_z : 0.97  real_sub_fake : 3579.21 ]
[  epoch 0003/0040] 0100/4800, lr:1.0e-04 ∣ avg_100 : 31929.997582 ∣ critic_nllloss : 26944.681055 ∣ critic_ganloss : -1086.460846 ∣ generator_nllloss : 5311.921680 ∣ generator_ganloss : 569.429297 ∣     [  std_z : 0.97  real_sub_fake : 3893.65 ]
[  epoch 0003/0040] 0110/4800, lr:1.0e-04 ∣ avg_100 : 31924.754969 ∣ critic_nllloss : 26966.688867 ∣ critic_ganloss : -1187.717725 ∣ generator_nllloss : 5404.037109 ∣ generator_ganloss : 752.790039 ∣     [  std_z : 0.97  real_sub_fake : 4768.89 ]
[  epoch 0003/0040] 0120/4800, lr:1.0e-04 ∣ avg_100 : 31920.314203 ∣ critic_nllloss : 27077.203320 ∣ critic_ganloss : -1188.587219 ∣ generator_nllloss : 5448.691016 ∣ generator_ganloss : 673.468188 ∣     [  std_z : 0.97  real_sub_fake : 4463.83 ]
[  epoch 0003/0040] 0130/4800, lr:1.0e-04 ∣ avg_100 : 31918.913352 ∣ critic_nllloss : 26973.717383 ∣ critic_ganloss : -1045.321997 ∣ generator_nllloss : 5335.066016 ∣ generator_ganloss : 572.072461 ∣     [  std_z : 0.96  real_sub_fake : 4144.83 ]
[  epoch 0003/0040] 0140/4800, lr:1.0e-04 ∣ avg_100 : 31918.546641 ∣ critic_nllloss : 26793.047852 ∣ critic_ganloss : -905.789282 ∣ generator_nllloss : 5372.167773 ∣ generator_ganloss : 440.092700 ∣  [  std_z : 0.95  real_sub_fake : 3726.36 ]
[  epoch 0003/0040] 0150/4800, lr:1.0e-04 ∣ avg_100 : 31913.354207 ∣ critic_nllloss : 26693.595117 ∣ critic_ganloss : -948.924017 ∣ generator_nllloss : 5261.271094 ∣ generator_ganloss : 480.922583 ∣  [  std_z : 0.96  real_sub_fake : 3323.08 ]
[  epoch 0003/0040] 0160/4800, lr:1.0e-04 ∣ avg_100 : 31909.965231 ∣ critic_nllloss : 26899.703320 ∣ critic_ganloss : -1107.099207 ∣ generator_nllloss : 5405.845703 ∣ generator_ganloss : 736.727100 ∣     [  std_z : 0.96  real_sub_fake : 4255.84 ]
[  epoch 0003/0040] 0170/4800, lr:1.0e-04 ∣ avg_100 : 31909.437083 ∣ critic_nllloss : 26855.166016 ∣ critic_ganloss : -1046.625494 ∣ generator_nllloss : 5378.177734 ∣ generator_ganloss : 891.454883 ∣     [  std_z : 0.96  real_sub_fake : 3910.22 ]
[  epoch 0003/0040] 0180/4800, lr:1.0e-04 ∣ avg_100 : 31912.840993 ∣ critic_nllloss : 27062.213672 ∣ critic_ganloss : -1065.297144 ∣ generator_nllloss : 5417.707422 ∣ generator_ganloss : 710.408228 ∣     [  std_z : 0.97  real_sub_fake : 4111.87 ]
[  epoch 0003/0040] 0190/4800, lr:1.0e-04 ∣ avg_100 : 31917.250451 ∣ critic_nllloss : 27145.994922 ∣ critic_ganloss : -962.865259 ∣ generator_nllloss : 5361.397266 ∣ generator_ganloss : 682.528442 ∣  [  std_z : 0.98  real_sub_fake : 3848.78 ]
[  epoch 0003/0040] 0200/4800, lr:1.0e-04 ∣ avg_100 : 31922.029858 ∣ critic_nllloss : 26926.400391 ∣ critic_ganloss : -855.315295 ∣ generator_nllloss : 5453.757227 ∣ generator_ganloss : 769.965234 ∣  [  std_z : 0.97  real_sub_fake : 3467.93 ]
[  epoch 0003/0040] 0210/4800, lr:1.0e-04 ∣ avg_100 : 31920.679307 ∣ critic_nllloss : 26804.220313 ∣ critic_ganloss : -995.463489 ∣ generator_nllloss : 5356.030078 ∣ generator_ganloss : 802.316675 ∣  [  std_z : 0.96  real_sub_fake : 3637.52 ]
[  epoch 0003/0040] 0220/4800, lr:1.0e-04 ∣ avg_100 : 31922.514386 ∣ critic_nllloss : 26831.664844 ∣ critic_ganloss : -885.137665 ∣ generator_nllloss : 5393.945312 ∣ generator_ganloss : 760.640430 ∣  [  std_z : 0.96  real_sub_fake : 3054.97 ]
[  epoch 0003/0040] 0230/4800, lr:1.0e-04 ∣ avg_100 : 31922.335893 ∣ critic_nllloss : 27104.539648 ∣ critic_ganloss : -1040.013208 ∣ generator_nllloss : 5409.349219 ∣ generator_ganloss : 592.529248 ∣     [  std_z : 0.97  real_sub_fake : 4458.03 ]
[  epoch 0003/0040] 0240/4800, lr:1.0e-04 ∣ avg_100 : 31919.893507 ∣ critic_nllloss : 26917.943555 ∣ critic_ganloss : -1092.954626 ∣ generator_nllloss : 5425.022461 ∣ generator_ganloss : 555.309082 ∣     [  std_z : 0.97  real_sub_fake : 3870.78 ]
[  epoch 0003/0040] 0250/4800, lr:1.0e-04 ∣ avg_100 : 31921.963656 ∣ critic_nllloss : 27064.991016 ∣ critic_ganloss : -903.666260 ∣ generator_nllloss : 5442.014258 ∣ generator_ganloss : 652.147266 ∣  [  std_z : 0.98  real_sub_fake : 3878.74 ]
[  epoch 0003/0040] 0260/4800, lr:1.0e-04 ∣ avg_100 : 31924.623316 ∣ critic_nllloss : 26928.574023 ∣ critic_ganloss : -991.412885 ∣ generator_nllloss : 5292.751953 ∣ generator_ganloss : 678.567041 ∣  [  std_z : 0.97  real_sub_fake : 3576.96 ]
[  epoch 0003/0040] 0270/4800, lr:1.0e-04 ∣ avg_100 : 31926.410646 ∣ critic_nllloss : 27081.943945 ∣ critic_ganloss : -1255.102808 ∣ generator_nllloss : 5460.778711 ∣ generator_ganloss : 859.458789 ∣     [  std_z : 0.98  real_sub_fake : 4280.20 ]
[  epoch 0003/0040] 0280/4800, lr:1.0e-04 ∣ avg_100 : 31932.184011 ∣ critic_nllloss : 26979.299023 ∣ critic_ganloss : -1071.873376 ∣ generator_nllloss : 5322.433008 ∣ generator_ganloss : 839.738770 ∣     [  std_z : 0.97  real_sub_fake : 4244.69 ]
[  epoch 0003/0040] 0290/4800, lr:1.0e-04 ∣ avg_100 : 31929.294977 ∣ critic_nllloss : 26692.817969 ∣ critic_ganloss : -982.139185 ∣ generator_nllloss : 5317.567773 ∣ generator_ganloss : 565.500586 ∣  [  std_z : 0.96  real_sub_fake : 4222.32 ]
[  epoch 0003/0040] 0300/4800, lr:1.0e-04 ∣ avg_100 : 31928.508839 ∣ critic_nllloss : 27137.613672 ∣ critic_ganloss : -690.171771 ∣ generator_nllloss : 5487.811719 ∣ generator_ganloss : 350.203503 ∣  [  std_z : 0.98  real_sub_fake : 2924.93 ]
[  epoch 0003/0040] 0310/4800, lr:1.0e-04 ∣ avg_100 : 31923.216458 ∣ critic_nllloss : 26923.863086 ∣ critic_ganloss : -1078.273083 ∣ generator_nllloss : 5394.482227 ∣ generator_ganloss : 146.201752 ∣     [  std_z : 0.97  real_sub_fake : 3659.17 ]
[  epoch 0003/0040] 0320/4800, lr:1.0e-04 ∣ avg_100 : 31917.984961 ∣ critic_nllloss : 26875.078125 ∣ critic_ganloss : -1217.298718 ∣ generator_nllloss : 5383.011133 ∣ generator_ganloss : 384.204370 ∣     [  std_z : 0.97  real_sub_fake : 5162.25 ]
[  epoch 0003/0040] 0330/4800, lr:1.0e-04 ∣ avg_100 : 31914.915670 ∣ critic_nllloss : 26871.018750 ∣ critic_ganloss : -1114.235712 ∣ generator_nllloss : 5402.208398 ∣ generator_ganloss : 529.761841 ∣     [  std_z : 0.96  real_sub_fake : 4014.67 ]
[  epoch 0003/0040] 0340/4800, lr:1.0e-04 ∣ avg_100 : 31909.834795 ∣ critic_nllloss : 26458.266016 ∣ critic_ganloss : -1075.164722 ∣ generator_nllloss : 5299.847461 ∣ generator_ganloss : 676.154541 ∣     [  std_z : 0.95  real_sub_fake : 3859.31 ]
[  epoch 0003/0040] 0350/4800, lr:1.0e-04 ∣ avg_100 : 31909.252970 ∣ critic_nllloss : 26978.152734 ∣ critic_ganloss : -1050.597729 ∣ generator_nllloss : 5343.640625 ∣ generator_ganloss : 709.343530 ∣     [  std_z : 0.97  real_sub_fake : 3983.13 ]
[  epoch 0003/0040] 0360/4800, lr:1.0e-04 ∣ avg_100 : 31913.446106 ∣ critic_nllloss : 27106.530469 ∣ critic_ganloss : -1227.670178 ∣ generator_nllloss : 5439.933203 ∣ generator_ganloss : 734.634644 ∣     [  std_z : 0.98  real_sub_fake : 5126.89 ]
[  epoch 0003/0040] 0370/4800, lr:1.0e-04 ∣ avg_100 : 31915.658087 ∣ critic_nllloss : 26952.468359 ∣ critic_ganloss : -1492.351147 ∣ generator_nllloss : 5447.211328 ∣ generator_ganloss : 872.120947 ∣     [  std_z : 0.97  real_sub_fake : 5380.08 ]
[  epoch 0003/0040] 0380/4800, lr:1.0e-04 ∣ avg_100 : 31915.395549 ∣ critic_nllloss : 26852.063672 ∣ critic_ganloss : -1130.427612 ∣ generator_nllloss : 5313.534766 ∣ generator_ganloss : 902.944678 ∣     [  std_z : 0.97  real_sub_fake : 4718.37 ]
[  epoch 0003/0040] 0390/4800, lr:1.0e-04 ∣ avg_100 : 31910.653625 ∣ critic_nllloss : 26999.675586 ∣ critic_ganloss : -1329.214764 ∣ generator_nllloss : 5333.611719 ∣ generator_ganloss : 753.660669 ∣     [  std_z : 0.98  real_sub_fake : 4656.87 ]
[  epoch 0003/0040] 0400/4800, lr:1.0e-04 ∣ avg_100 : 31903.049195 ∣ critic_nllloss : 26782.544531 ∣ critic_ganloss : -1318.057471 ∣ generator_nllloss : 5308.900391 ∣ generator_ganloss : 588.885791 ∣     [  std_z : 0.96  real_sub_fake : 5036.47 ]
[  epoch 0003/0040] 0410/4800, lr:1.0e-04 ∣ avg_100 : 31898.640008 ∣ critic_nllloss : 26786.510547 ∣ critic_ganloss : -1295.564954 ∣ generator_nllloss : 5285.115625 ∣ generator_ganloss : 567.840479 ∣     [  std_z : 0.97  real_sub_fake : 5579.19 ]
[  epoch 0003/0040] 0420/4800, lr:1.0e-04 ∣ avg_100 : 31895.177671 ∣ critic_nllloss : 26802.178125 ∣ critic_ganloss : -1259.440369 ∣ generator_nllloss : 5366.241016 ∣ generator_ganloss : 475.144202 ∣     [  std_z : 0.97  real_sub_fake : 4202.37 ]
[  epoch 0003/0040] 0430/4800, lr:1.0e-04 ∣ avg_100 : 31891.708384 ∣ critic_nllloss : 26783.246680 ∣ critic_ganloss : -1177.173010 ∣ generator_nllloss : 5370.505859 ∣ generator_ganloss : 679.467529 ∣     [  std_z : 0.97  real_sub_fake : 4877.08 ]
[  epoch 0003/0040] 0440/4800, lr:1.0e-04 ∣ avg_100 : 31884.822967 ∣ critic_nllloss : 26832.524805 ∣ critic_ganloss : -1105.571283 ∣ generator_nllloss : 5373.612500 ∣ generator_ganloss : 583.316333 ∣     [  std_z : 0.98  real_sub_fake : 4074.60 ]
[  epoch 0003/0040] 0450/4800, lr:1.0e-04 ∣ avg_100 : 31878.952575 ∣ critic_nllloss : 27008.070117 ∣ critic_ganloss : -1557.140979 ∣ generator_nllloss : 5402.575391 ∣ generator_ganloss : 734.390552 ∣     [  std_z : 0.97  real_sub_fake : 5880.43 ]
[  epoch 0003/0040] 0460/4800, lr:1.0e-04 ∣ avg_100 : 31872.596245 ∣ critic_nllloss : 26921.575586 ∣ critic_ganloss : -1591.739502 ∣ generator_nllloss : 5394.399023 ∣ generator_ganloss : 772.289600 ∣     [  std_z : 0.97  real_sub_fake : 5659.36 ]
[  epoch 0003/0040] 0470/4800, lr:1.0e-04 ∣ avg_100 : 31867.163389 ∣ critic_nllloss : 26895.105469 ∣ critic_ganloss : -1459.954663 ∣ generator_nllloss : 5380.922070 ∣ generator_ganloss : 703.592871 ∣     [  std_z : 0.96  real_sub_fake : 5911.20 ]
[  epoch 0003/0040] 0480/4800, lr:1.0e-04 ∣ avg_100 : 31861.505873 ∣ critic_nllloss : 26741.853516 ∣ critic_ganloss : -1079.857886 ∣ generator_nllloss : 5337.701758 ∣ generator_ganloss : 550.251172 ∣     [  std_z : 0.96  real_sub_fake : 4521.27 ]
[  epoch 0003/0040] 0490/4800, lr:1.0e-04 ∣ avg_100 : 31855.976282 ∣ critic_nllloss : 26801.413086 ∣ critic_ganloss : -1158.301514 ∣ generator_nllloss : 5356.018555 ∣ generator_ganloss : 502.052490 ∣     [  std_z : 0.96  real_sub_fake : 5047.65 ]
[  epoch 0003/0040] 0500/4800, lr:1.0e-04 ∣ avg_100 : 31849.481701 ∣ critic_nllloss : 26949.204688 ∣ critic_ganloss : -830.073718 ∣ generator_nllloss : 5311.893164 ∣ generator_ganloss : 346.915234 ∣  [  std_z : 0.97  real_sub_fake : 2624.95 ]
[  epoch 0003/0040] 0510/4800, lr:1.0e-04 ∣ avg_100 : 31844.979327 ∣ critic_nllloss : 26873.955273 ∣ critic_ganloss : -1256.709412 ∣ generator_nllloss : 5427.391602 ∣ generator_ganloss : 493.243811 ∣     [  std_z : 0.98  real_sub_fake : 4530.58 ]
[  epoch 0003/0040] 0520/4800, lr:1.0e-04 ∣ avg_100 : 31844.107089 ∣ critic_nllloss : 26958.370898 ∣ critic_ganloss : -1326.042371 ∣ generator_nllloss : 5450.793750 ∣ generator_ganloss : 813.155273 ∣     [  std_z : 0.98  real_sub_fake : 4740.06 ]
[  epoch 0003/0040] 0530/4800, lr:1.0e-04 ∣ avg_100 : 31842.427973 ∣ critic_nllloss : 26714.558984 ∣ critic_ganloss : -1312.466772 ∣ generator_nllloss : 5424.585547 ∣ generator_ganloss : 823.434717 ∣     [  std_z : 0.96  real_sub_fake : 5728.04 ]
[  epoch 0003/0040] 0540/4800, lr:1.0e-04 ∣ avg_100 : 31836.165060 ∣ critic_nllloss : 26875.327344 ∣ critic_ganloss : -1233.010254 ∣ generator_nllloss : 5357.315039 ∣ generator_ganloss : 473.263184 ∣     [  std_z : 0.98  real_sub_fake : 4162.81 ]
[  epoch 0003/0040] 0550/4800, lr:1.0e-04 ∣ avg_100 : 31832.513413 ∣ critic_nllloss : 26756.859375 ∣ critic_ganloss : -1014.470233 ∣ generator_nllloss : 5414.523633 ∣ generator_ganloss : 544.750977 ∣     [  std_z : 0.96  real_sub_fake : 4248.34 ]
[  epoch 0003/0040] 0560/4800, lr:1.0e-04 ∣ avg_100 : 31829.767165 ∣ critic_nllloss : 26933.762305 ∣ critic_ganloss : -1178.139331 ∣ generator_nllloss : 5326.588086 ∣ generator_ganloss : 511.699805 ∣     [  std_z : 0.98  real_sub_fake : 4216.20 ]
[  epoch 0003/0040] 0570/4800, lr:1.0e-04 ∣ avg_100 : 31823.258127 ∣ critic_nllloss : 26854.658203 ∣ critic_ganloss : -1132.273071 ∣ generator_nllloss : 5399.339063 ∣ generator_ganloss : 495.047583 ∣     [  std_z : 0.96  real_sub_fake : 4822.50 ]
[  epoch 0003/0040] 0580/4800, lr:1.0e-04 ∣ avg_100 : 31823.526870 ∣ critic_nllloss : 27069.386328 ∣ critic_ganloss : -1243.877393 ∣ generator_nllloss : 5387.369531 ∣ generator_ganloss : 525.437793 ∣     [  std_z : 0.98  real_sub_fake : 4292.81 ]
[  epoch 0003/0040] 0590/4800, lr:1.0e-04 ∣ avg_100 : 31821.715566 ∣ critic_nllloss : 26869.590430 ∣ critic_ganloss : -1200.002515 ∣ generator_nllloss : 5428.766797 ∣ generator_ganloss : 677.756396 ∣     [  std_z : 0.97  real_sub_fake : 4569.38 ]
[  epoch 0003/0040] 0600/4800, lr:1.0e-04 ∣ avg_100 : 31818.343061 ∣ critic_nllloss : 26839.716016 ∣ critic_ganloss : -1415.566321 ∣ generator_nllloss : 5342.409375 ∣ generator_ganloss : 662.597314 ∣     [  std_z : 0.96  real_sub_fake : 5716.54 ]
[  epoch 0003/0040] 0610/4800, lr:1.0e-04 ∣ avg_100 : 31812.187082 ∣ critic_nllloss : 26956.174609 ∣ critic_ganloss : -1228.085010 ∣ generator_nllloss : 5281.094922 ∣ generator_ganloss : 511.808179 ∣     [  std_z : 0.97  real_sub_fake : 4568.59 ]
[  epoch 0003/0040] 0620/4800, lr:1.0e-04 ∣ avg_100 : 31809.597009 ∣ critic_nllloss : 26966.651172 ∣ critic_ganloss : -1254.306042 ∣ generator_nllloss : 5412.961914 ∣ generator_ganloss : 616.071362 ∣     [  std_z : 0.98  real_sub_fake : 4890.97 ]
[  epoch 0003/0040] 0630/4800, lr:1.0e-04 ∣ avg_100 : 31804.143966 ∣ critic_nllloss : 26756.605664 ∣ critic_ganloss : -1264.315637 ∣ generator_nllloss : 5362.817969 ∣ generator_ganloss : 498.782373 ∣     [  std_z : 0.96  real_sub_fake : 4986.36 ]
[  epoch 0003/0040] 0640/4800, lr:1.0e-04 ∣ avg_100 : 31798.342675 ∣ critic_nllloss : 26747.708789 ∣ critic_ganloss : -1306.984070 ∣ generator_nllloss : 5339.796484 ∣ generator_ganloss : 435.783972 ∣     [  std_z : 0.97  real_sub_fake : 5156.34 ]
[  epoch 0003/0040] 0650/4800, lr:1.0e-04 ∣ avg_100 : 31793.771590 ∣ critic_nllloss : 26670.258789 ∣ critic_ganloss : -1230.476874 ∣ generator_nllloss : 5421.696094 ∣ generator_ganloss : 390.065051 ∣     [  std_z : 0.96  real_sub_fake : 4302.63 ]
[  epoch 0003/0040] 0660/4800, lr:1.0e-04 ∣ avg_100 : 31785.586292 ∣ critic_nllloss : 27005.270898 ∣ critic_ganloss : -1463.906299 ∣ generator_nllloss : 5382.306055 ∣ generator_ganloss : 520.831274 ∣     [  std_z : 0.98  real_sub_fake : 5908.37 ]
[  epoch 0003/0040] 0670/4800, lr:1.0e-04 ∣ avg_100 : 31785.130826 ∣ critic_nllloss : 27057.801563 ∣ critic_ganloss : -1381.256226 ∣ generator_nllloss : 5417.268945 ∣ generator_ganloss : 602.287402 ∣     [  std_z : 0.99  real_sub_fake : 5180.96 ]
[  epoch 0003/0040] 0680/4800, lr:1.0e-04 ∣ avg_100 : 31782.343440 ∣ critic_nllloss : 26896.594727 ∣ critic_ganloss : -1483.382971 ∣ generator_nllloss : 5434.742383 ∣ generator_ganloss : 821.660718 ∣     [  std_z : 0.97  real_sub_fake : 5356.73 ]
[  epoch 0003/0040] 0690/4800, lr:1.0e-04 ∣ avg_100 : 31784.297469 ∣ critic_nllloss : 26832.816797 ∣ critic_ganloss : -1129.971558 ∣ generator_nllloss : 5383.229297 ∣ generator_ganloss : 738.774219 ∣     [  std_z : 0.96  real_sub_fake : 5084.37 ]
[  epoch 0003/0040] 0700/4800, lr:1.0e-04 ∣ avg_100 : 31780.989675 ∣ critic_nllloss : 26864.975781 ∣ critic_ganloss : -1124.261700 ∣ generator_nllloss : 5347.739062 ∣ generator_ganloss : 382.550891 ∣     [  std_z : 0.97  real_sub_fake : 3487.61 ]
[  epoch 0003/0040] 0710/4800, lr:1.0e-04 ∣ avg_100 : 31778.926280 ∣ critic_nllloss : 26957.867188 ∣ critic_ganloss : -1130.305554 ∣ generator_nllloss : 5367.442578 ∣ generator_ganloss : 477.507178 ∣     [  std_z : 0.97  real_sub_fake : 5110.82 ]
[  epoch 0003/0040] 0720/4800, lr:1.0e-04 ∣ avg_100 : 31777.450140 ∣ critic_nllloss : 26989.097266 ∣ critic_ganloss : -1102.610364 ∣ generator_nllloss : 5381.857813 ∣ generator_ganloss : 514.713916 ∣     [  std_z : 0.98  real_sub_fake : 3563.55 ]
[  epoch 0003/0040] 0730/4800, lr:1.0e-04 ∣ avg_100 : 31778.715903 ∣ critic_nllloss : 26907.562305 ∣ critic_ganloss : -922.428369 ∣ generator_nllloss : 5343.904492 ∣ generator_ganloss : 620.929932 ∣  [  std_z : 0.98  real_sub_fake : 4462.96 ]
[  epoch 0003/0040] 0740/4800, lr:1.0e-04 ∣ avg_100 : 31770.535691 ∣ critic_nllloss : 26801.500586 ∣ critic_ganloss : -1042.396271 ∣ generator_nllloss : 5324.819922 ∣ generator_ganloss : 487.795654 ∣     [  std_z : 0.97  real_sub_fake : 3299.76 ]
[  epoch 0003/0040] 0750/4800, lr:1.0e-04 ∣ avg_100 : 31763.385536 ∣ critic_nllloss : 26802.263672 ∣ critic_ganloss : -1324.633203 ∣ generator_nllloss : 5271.283008 ∣ generator_ganloss : 488.352563 ∣     [  std_z : 0.97  real_sub_fake : 5074.47 ]
[  epoch 0003/0040] 0760/4800, lr:1.0e-04 ∣ avg_100 : 31760.854723 ∣ critic_nllloss : 26974.495508 ∣ critic_ganloss : -810.193823 ∣ generator_nllloss : 5382.251172 ∣ generator_ganloss : 414.157312 ∣  [  std_z : 0.98  real_sub_fake : 3100.86 ]
[  epoch 0003/0040] 0770/4800, lr:1.0e-04 ∣ avg_100 : 31758.072442 ∣ critic_nllloss : 26732.760156 ∣ critic_ganloss : -904.789429 ∣ generator_nllloss : 5321.403906 ∣ generator_ganloss : 418.994849 ∣  [  std_z : 0.97  real_sub_fake : 3766.30 ]
[  epoch 0003/0040] 0780/4800, lr:1.0e-04 ∣ avg_100 : 31756.593198 ∣ critic_nllloss : 26853.274023 ∣ critic_ganloss : -1158.326196 ∣ generator_nllloss : 5386.062891 ∣ generator_ganloss : 515.106372 ∣     [  std_z : 0.97  real_sub_fake : 4046.44 ]
[  epoch 0003/0040] 0790/4800, lr:1.0e-04 ∣ avg_100 : 31755.535785 ∣ critic_nllloss : 26933.836133 ∣ critic_ganloss : -1478.501599 ∣ generator_nllloss : 5391.665039 ∣ generator_ganloss : 648.127661 ∣     [  std_z : 0.98  real_sub_fake : 5603.78 ]
[  epoch 0003/0040] 0800/4800, lr:1.0e-04 ∣ avg_100 : 31754.418967 ∣ critic_nllloss : 26942.203125 ∣ critic_ganloss : -1417.673547 ∣ generator_nllloss : 5335.680859 ∣ generator_ganloss : 771.024634 ∣     [  std_z : 0.98  real_sub_fake : 5617.52 ]
[  epoch 0003/0040] 0810/4800, lr:1.0e-04 ∣ avg_100 : 31750.762467 ∣ critic_nllloss : 26763.839062 ∣ critic_ganloss : -1532.234106 ∣ generator_nllloss : 5307.090039 ∣ generator_ganloss : 756.258179 ∣     [  std_z : 0.96  real_sub_fake : 5663.69 ]
[  epoch 0003/0040] 0820/4800, lr:1.0e-04 ∣ avg_100 : 31747.510039 ∣ critic_nllloss : 26875.264648 ∣ critic_ganloss : -1403.134497 ∣ generator_nllloss : 5350.648828 ∣ generator_ganloss : 501.363770 ∣     [  std_z : 0.97  real_sub_fake : 5926.78 ]
[  epoch 0003/0040] 0830/4800, lr:1.0e-04 ∣ avg_100 : 31744.724831 ∣ critic_nllloss : 26913.213672 ∣ critic_ganloss : -1679.601819 ∣ generator_nllloss : 5346.180469 ∣ generator_ganloss : 513.899121 ∣     [  std_z : 0.98  real_sub_fake : 6141.36 ]
[  epoch 0003/0040] 0840/4800, lr:1.0e-04 ∣ avg_100 : 31734.668410 ∣ critic_nllloss : 26642.709375 ∣ critic_ganloss : -1522.352002 ∣ generator_nllloss : 5314.658984 ∣ generator_ganloss : 571.557446 ∣     [  std_z : 0.97  real_sub_fake : 6193.26 ]
[  epoch 0003/0040] 0850/4800, lr:1.0e-04 ∣ avg_100 : 31725.961272 ∣ critic_nllloss : 26975.376563 ∣ critic_ganloss : -1704.945325 ∣ generator_nllloss : 5428.705859 ∣ generator_ganloss : 612.943066 ∣     [  std_z : 0.98  real_sub_fake : 5978.45 ]
[  epoch 0003/0040] 0860/4800, lr:1.0e-04 ∣ avg_100 : 31722.247684 ∣ critic_nllloss : 26926.501563 ∣ critic_ganloss : -1603.580725 ∣ generator_nllloss : 5470.472852 ∣ generator_ganloss : 838.974390 ∣     [  std_z : 0.98  real_sub_fake : 6399.31 ]
[  epoch 0003/0040] 0870/4800, lr:1.0e-04 ∣ avg_100 : 31718.812967 ∣ critic_nllloss : 26863.331836 ∣ critic_ganloss : -1590.538245 ∣ generator_nllloss : 5387.650977 ∣ generator_ganloss : 769.554077 ∣     [  std_z : 0.97  real_sub_fake : 6462.51 ]
[  epoch 0003/0040] 0880/4800, lr:1.0e-04 ∣ avg_100 : 31713.421181 ∣ critic_nllloss : 26830.520117 ∣ critic_ganloss : -1371.760791 ∣ generator_nllloss : 5339.488086 ∣ generator_ganloss : 610.725342 ∣     [  std_z : 0.97  real_sub_fake : 4849.20 ]
[  epoch 0003/0040] 0890/4800, lr:1.0e-04 ∣ avg_100 : 31711.041200 ∣ critic_nllloss : 27028.610742 ∣ critic_ganloss : -1255.936719 ∣ generator_nllloss : 5441.732422 ∣ generator_ganloss : 528.183203 ∣     [  std_z : 0.98  real_sub_fake : 4802.53 ]
[  epoch 0003/0040] 0900/4800, lr:1.0e-04 ∣ avg_100 : 31707.190750 ∣ critic_nllloss : 26868.705273 ∣ critic_ganloss : -1179.727429 ∣ generator_nllloss : 5374.356250 ∣ generator_ganloss : 480.773901 ∣     [  std_z : 0.97  real_sub_fake : 4682.76 ]
[  epoch 0003/0040] 0910/4800, lr:1.0e-04 ∣ avg_100 : 31704.763095 ∣ critic_nllloss : 26963.741797 ∣ critic_ganloss : -1414.353882 ∣ generator_nllloss : 5394.167969 ∣ generator_ganloss : 589.088574 ∣     [  std_z : 0.98  real_sub_fake : 5496.88 ]
[  epoch 0003/0040] 0920/4800, lr:1.0e-04 ∣ avg_100 : 31700.386654 ∣ critic_nllloss : 26714.521875 ∣ critic_ganloss : -1224.433057 ∣ generator_nllloss : 5270.844922 ∣ generator_ganloss : 681.569531 ∣     [  std_z : 0.96  real_sub_fake : 4536.30 ]
[  epoch 0003/0040] 0930/4800, lr:1.0e-04 ∣ avg_100 : 31700.776019 ∣ critic_nllloss : 26877.883398 ∣ critic_ganloss : -1335.159424 ∣ generator_nllloss : 5395.949805 ∣ generator_ganloss : 691.051050 ∣     [  std_z : 0.97  real_sub_fake : 5018.58 ]
[  epoch 0003/0040] 0940/4800, lr:1.0e-04 ∣ avg_100 : 31698.019031 ∣ critic_nllloss : 26783.640625 ∣ critic_ganloss : -1584.088452 ∣ generator_nllloss : 5326.843359 ∣ generator_ganloss : 778.741138 ∣     [  std_z : 0.97  real_sub_fake : 5804.73 ]
[  epoch 0003/0040] 0950/4800, lr:1.0e-04 ∣ avg_100 : 31703.092366 ∣ critic_nllloss : 26732.131250 ∣ critic_ganloss : -1044.665894 ∣ generator_nllloss : 5342.521484 ∣ generator_ganloss : 744.140479 ∣     [  std_z : 0.96  real_sub_fake : 4503.15 ]
[  epoch 0003/0040] 0960/4800, lr:1.0e-04 ∣ avg_100 : 31702.167805 ∣ critic_nllloss : 26784.971875 ∣ critic_ganloss : -1109.387109 ∣ generator_nllloss : 5343.174609 ∣ generator_ganloss : 553.437720 ∣     [  std_z : 0.97  real_sub_fake : 3953.10 ]
[  epoch 0003/0040] 0970/4800, lr:1.0e-04 ∣ avg_100 : 31699.219832 ∣ critic_nllloss : 26688.854883 ∣ critic_ganloss : -1401.900439 ∣ generator_nllloss : 5342.037109 ∣ generator_ganloss : 545.766724 ∣     [  std_z : 0.96  real_sub_fake : 5407.70 ]
[  epoch 0003/0040] 0980/4800, lr:1.0e-04 ∣ avg_100 : 31693.784504 ∣ critic_nllloss : 26861.551172 ∣ critic_ganloss : -1496.676038 ∣ generator_nllloss : 5364.996680 ∣ generator_ganloss : 618.917773 ∣     [  std_z : 0.98  real_sub_fake : 5931.30 ]
[  epoch 0003/0040] 0990/4800, lr:1.0e-04 ∣ avg_100 : 31687.443835 ∣ critic_nllloss : 26945.156445 ∣ critic_ganloss : -1558.717737 ∣ generator_nllloss : 5365.584375 ∣ generator_ganloss : 658.283203 ∣     [  std_z : 0.98  real_sub_fake : 5648.26 ]
[  epoch 0003/0040] 1000/4800, lr:1.0e-04 ∣ avg_100 : 31681.086517 ∣ critic_nllloss : 26654.151367 ∣ critic_ganloss : -1474.274939 ∣ generator_nllloss : 5274.830078 ∣ generator_ganloss : 785.175977 ∣     [  std_z : 0.96  real_sub_fake : 5890.70 ]
[  epoch 0003/0040] 1010/4800, lr:1.0e-04 ∣ avg_100 : 31675.215238 ∣ critic_nllloss : 26736.540820 ∣ critic_ganloss : -1371.527234 ∣ generator_nllloss : 5313.859961 ∣ generator_ganloss : 834.030664 ∣     [  std_z : 0.97  real_sub_fake : 5463.47 ]
[  epoch 0003/0040] 1020/4800, lr:1.0e-04 ∣ avg_100 : 31673.022531 ∣ critic_nllloss : 26980.958203 ∣ critic_ganloss : -1421.186548 ∣ generator_nllloss : 5382.571680 ∣ generator_ganloss : 851.676074 ∣     [  std_z : 0.97  real_sub_fake : 5072.14 ]
[  epoch 0003/0040] 1030/4800, lr:1.0e-04 ∣ avg_100 : 31669.130539 ∣ critic_nllloss : 26874.259180 ∣ critic_ganloss : -1509.878369 ∣ generator_nllloss : 5374.800391 ∣ generator_ganloss : 825.037451 ∣     [  std_z : 0.97  real_sub_fake : 6165.61 ]
[  epoch 0003/0040] 1040/4800, lr:1.0e-04 ∣ avg_100 : 31663.253526 ∣ critic_nllloss : 26816.738672 ∣ critic_ganloss : -1543.419727 ∣ generator_nllloss : 5399.976367 ∣ generator_ganloss : 908.653613 ∣     [  std_z : 0.97  real_sub_fake : 6034.49 ]
[  epoch 0003/0040] 1050/4800, lr:1.0e-04 ∣ avg_100 : 31658.390635 ∣ critic_nllloss : 26860.571094 ∣ critic_ganloss : -1442.935913 ∣ generator_nllloss : 5307.201172 ∣ generator_ganloss : 770.835596 ∣     [  std_z : 0.96  real_sub_fake : 5787.21 ]
[  epoch 0003/0040] 1060/4800, lr:1.0e-04 ∣ avg_100 : 31653.589005 ∣ critic_nllloss : 26731.183594 ∣ critic_ganloss : -905.983093 ∣ generator_nllloss : 5231.049219 ∣ generator_ganloss : 642.439062 ∣  [  std_z : 0.96  real_sub_fake : 3252.12 ]
[  epoch 0003/0040] 1070/4800, lr:1.0e-04 ∣ avg_100 : 31649.968654 ∣ critic_nllloss : 26939.549219 ∣ critic_ganloss : -1405.099402 ∣ generator_nllloss : 5422.098828 ∣ generator_ganloss : 662.818652 ∣     [  std_z : 0.98  real_sub_fake : 5185.61 ]
[  epoch 0003/0040] 1080/4800, lr:1.0e-04 ∣ avg_100 : 31647.145876 ∣ critic_nllloss : 26863.642969 ∣ critic_ganloss : -1326.246497 ∣ generator_nllloss : 5397.923828 ∣ generator_ganloss : 649.407251 ∣     [  std_z : 0.98  real_sub_fake : 4870.37 ]
[  epoch 0003/0040] 1090/4800, lr:1.0e-04 ∣ avg_100 : 31644.863806 ∣ critic_nllloss : 27015.039844 ∣ critic_ganloss : -1486.345483 ∣ generator_nllloss : 5420.614844 ∣ generator_ganloss : 596.744214 ∣     [  std_z : 0.98  real_sub_fake : 6148.66 ]
[  epoch 0003/0040] 1100/4800, lr:1.0e-04 ∣ avg_100 : 31641.366055 ∣ critic_nllloss : 26929.754492 ∣ critic_ganloss : -1431.402039 ∣ generator_nllloss : 5378.512305 ∣ generator_ganloss : 512.931348 ∣     [  std_z : 0.98  real_sub_fake : 5074.14 ]
[  epoch 0003/0040] 1110/4800, lr:1.0e-04 ∣ avg_100 : 31638.736019 ∣ critic_nllloss : 26974.100391 ∣ critic_ganloss : -1469.351819 ∣ generator_nllloss : 5417.336523 ∣ generator_ganloss : 750.709546 ∣     [  std_z : 0.98  real_sub_fake : 5933.49 ]
[  epoch 0003/0040] 1120/4800, lr:1.0e-04 ∣ avg_100 : 31633.554875 ∣ critic_nllloss : 26720.188086 ∣ critic_ganloss : -1414.341541 ∣ generator_nllloss : 5343.872070 ∣ generator_ganloss : 842.942334 ∣     [  std_z : 0.96  real_sub_fake : 4877.39 ]
[  epoch 0003/0040] 1130/4800, lr:1.0e-04 ∣ avg_100 : 31630.671565 ∣ critic_nllloss : 26840.322656 ∣ critic_ganloss : -1403.785925 ∣ generator_nllloss : 5355.201563 ∣ generator_ganloss : 755.464526 ∣     [  std_z : 0.98  real_sub_fake : 5984.85 ]
[  epoch 0003/0040] 1140/4800, lr:1.0e-04 ∣ avg_100 : 31626.300977 ∣ critic_nllloss : 26813.428125 ∣ critic_ganloss : -1580.365051 ∣ generator_nllloss : 5299.598437 ∣ generator_ganloss : 729.798779 ∣     [  std_z : 0.97  real_sub_fake : 5694.91 ]
[  epoch 0003/0040] 1150/4800, lr:1.0e-04 ∣ avg_100 : 31625.908540 ∣ critic_nllloss : 26878.665234 ∣ critic_ganloss : -1583.237354 ∣ generator_nllloss : 5397.614648 ∣ generator_ganloss : 754.578516 ∣     [  std_z : 0.98  real_sub_fake : 6729.21 ]
[  epoch 0003/0040] 1160/4800, lr:1.0e-04 ∣ avg_100 : 31621.497328 ∣ critic_nllloss : 26834.201562 ∣ critic_ganloss : -1311.220337 ∣ generator_nllloss : 5406.298047 ∣ generator_ganloss : 564.776440 ∣     [  std_z : 0.98  real_sub_fake : 4552.84 ]
[  epoch 0003/0040] 1170/4800, lr:1.0e-04 ∣ avg_100 : 31617.073709 ∣ critic_nllloss : 26676.281836 ∣ critic_ganloss : -1121.353992 ∣ generator_nllloss : 5425.378125 ∣ generator_ganloss : 655.505225 ∣     [  std_z : 0.96  real_sub_fake : 4602.40 ]
[  epoch 0003/0040] 1180/4800, lr:1.0e-04 ∣ avg_100 : 31612.211839 ∣ critic_nllloss : 26942.876367 ∣ critic_ganloss : -1397.045850 ∣ generator_nllloss : 5366.528320 ∣ generator_ganloss : 726.486401 ∣     [  std_z : 0.98  real_sub_fake : 5019.11 ]
[  epoch 0003/0040] 1190/4800, lr:1.0e-04 ∣ avg_100 : 31604.442772 ∣ critic_nllloss : 26765.665234 ∣ critic_ganloss : -1678.796033 ∣ generator_nllloss : 5369.513281 ∣ generator_ganloss : 993.766162 ∣     [  std_z : 0.97  real_sub_fake : 6564.82 ]
[  epoch 0003/0040] 1200/4800, lr:1.0e-04 ∣ avg_100 : 31597.549593 ∣ critic_nllloss : 26939.837500 ∣ critic_ganloss : -1362.161450 ∣ generator_nllloss : 5404.431250 ∣ generator_ganloss : 623.382324 ∣     [  std_z : 0.97  real_sub_fake : 5333.40 ]
[  epoch 0003/0040] 1210/4800, lr:1.0e-04 ∣ avg_100 : 31589.949346 ∣ critic_nllloss : 26714.562695 ∣ critic_ganloss : -1422.468396 ∣ generator_nllloss : 5343.270508 ∣ generator_ganloss : 571.714111 ∣     [  std_z : 0.97  real_sub_fake : 5034.69 ]
[  epoch 0003/0040] 1220/4800, lr:1.0e-04 ∣ avg_100 : 31589.137526 ∣ critic_nllloss : 27097.543750 ∣ critic_ganloss : -1323.769617 ∣ generator_nllloss : 5481.879883 ∣ generator_ganloss : 764.276953 ∣     [  std_z : 0.98  real_sub_fake : 5499.71 ]
[  epoch 0003/0040] 1230/4800, lr:1.0e-04 ∣ avg_100 : 31583.327946 ∣ critic_nllloss : 26725.431250 ∣ critic_ganloss : -1427.641650 ∣ generator_nllloss : 5359.238867 ∣ generator_ganloss : 828.418359 ∣     [  std_z : 0.96  real_sub_fake : 5332.56 ]
[  epoch 0003/0040] 1240/4800, lr:1.0e-04 ∣ avg_100 : 31582.152244 ∣ critic_nllloss : 27105.128320 ∣ critic_ganloss : -1560.680042 ∣ generator_nllloss : 5390.423047 ∣ generator_ganloss : 752.879004 ∣     [  std_z : 0.97  real_sub_fake : 6289.63 ]
[  epoch 0003/0040] 1250/4800, lr:1.0e-04 ∣ avg_100 : 31573.743169 ∣ critic_nllloss : 26914.694922 ∣ critic_ganloss : -1430.718994 ∣ generator_nllloss : 5332.685938 ∣ generator_ganloss : 597.916846 ∣     [  std_z : 0.97  real_sub_fake : 4926.67 ]
[  epoch 0003/0040] 1260/4800, lr:1.0e-04 ∣ avg_100 : 31568.610584 ∣ critic_nllloss : 26789.861914 ∣ critic_ganloss : -1647.639355 ∣ generator_nllloss : 5358.277539 ∣ generator_ganloss : 894.721533 ∣     [  std_z : 0.97  real_sub_fake : 6734.61 ]
[  epoch 0003/0040] 1270/4800, lr:1.0e-04 ∣ avg_100 : 31561.818771 ∣ critic_nllloss : 26780.259961 ∣ critic_ganloss : -1546.283215 ∣ generator_nllloss : 5265.316406 ∣ generator_ganloss : 968.604199 ∣     [  std_z : 0.97  real_sub_fake : 5685.74 ]
[  epoch 0003/0040] 1280/4800, lr:1.0e-04 ∣ avg_100 : 31554.171956 ∣ critic_nllloss : 26815.215820 ∣ critic_ganloss : -1501.802966 ∣ generator_nllloss : 5290.101367 ∣ generator_ganloss : 701.401685 ∣     [  std_z : 0.97  real_sub_fake : 6162.75 ]
[  epoch 0003/0040] 1290/4800, lr:1.0e-04 ∣ avg_100 : 31552.248004 ∣ critic_nllloss : 27023.760156 ∣ critic_ganloss : -1487.161035 ∣ generator_nllloss : 5379.301758 ∣ generator_ganloss : 485.451123 ∣     [  std_z : 0.99  real_sub_fake : 5573.87 ]
[  epoch 0003/0040] 1300/4800, lr:1.0e-04 ∣ avg_100 : 31542.990877 ∣ critic_nllloss : 26819.879492 ∣ critic_ganloss : -1332.156897 ∣ generator_nllloss : 5386.626562 ∣ generator_ganloss : 485.395288 ∣     [  std_z : 0.97  real_sub_fake : 4895.79 ]
[  epoch 0003/0040] 1310/4800, lr:1.0e-04 ∣ avg_100 : 31544.472431 ∣ critic_nllloss : 26881.190430 ∣ critic_ganloss : -1397.700647 ∣ generator_nllloss : 5343.767773 ∣ generator_ganloss : 707.171802 ∣     [  std_z : 0.98  real_sub_fake : 5956.70 ]
[  epoch 0003/0040] 1320/4800, lr:1.0e-04 ∣ avg_100 : 31545.101376 ∣ critic_nllloss : 26764.569727 ∣ critic_ganloss : -1413.477478 ∣ generator_nllloss : 5370.359766 ∣ generator_ganloss : 766.437354 ∣     [  std_z : 0.97  real_sub_fake : 4580.02 ]
[  epoch 0003/0040] 1330/4800, lr:1.0e-04 ∣ avg_100 : 31546.068331 ∣ critic_nllloss : 26776.908008 ∣ critic_ganloss : -1244.219055 ∣ generator_nllloss : 5407.232227 ∣ generator_ganloss : 845.527637 ∣     [  std_z : 0.97  real_sub_fake : 5347.58 ]
[  epoch 0003/0040] 1340/4800, lr:1.0e-04 ∣ avg_100 : 31545.709187 ∣ critic_nllloss : 26662.825586 ∣ critic_ganloss : -1357.327563 ∣ generator_nllloss : 5290.118945 ∣ generator_ganloss : 727.571948 ∣     [  std_z : 0.97  real_sub_fake : 5016.98 ]
[  epoch 0003/0040] 1350/4800, lr:1.0e-04 ∣ avg_100 : 31537.329395 ∣ critic_nllloss : 26756.255859 ∣ critic_ganloss : -1737.808337 ∣ generator_nllloss : 5381.117188 ∣ generator_ganloss : 742.995215 ∣     [  std_z : 0.97  real_sub_fake : 6402.59 ]
[  epoch 0003/0040] 1360/4800, lr:1.0e-04 ∣ avg_100 : 31531.987015 ∣ critic_nllloss : 26795.371484 ∣ critic_ganloss : -1499.085046 ∣ generator_nllloss : 5331.547852 ∣ generator_ganloss : 891.355811 ∣     [  std_z : 0.98  real_sub_fake : 5892.60 ]
[  epoch 0003/0040] 1370/4800, lr:1.0e-04 ∣ avg_100 : 31531.627670 ∣ critic_nllloss : 26835.108203 ∣ critic_ganloss : -1366.575232 ∣ generator_nllloss : 5397.056055 ∣ generator_ganloss : 877.925977 ∣     [  std_z : 0.97  real_sub_fake : 5516.22 ]
[  epoch 0003/0040] 1380/4800, lr:1.0e-04 ∣ avg_100 : 31528.495423 ∣ critic_nllloss : 26934.880859 ∣ critic_ganloss : -1481.490405 ∣ generator_nllloss : 5365.439062 ∣ generator_ganloss : 806.061328 ∣     [  std_z : 0.97  real_sub_fake : 5692.16 ]
[  epoch 0003/0040] 1390/4800, lr:1.0e-04 ∣ avg_100 : 31527.665167 ∣ critic_nllloss : 26997.195117 ∣ critic_ganloss : -1482.492664 ∣ generator_nllloss : 5403.445312 ∣ generator_ganloss : 756.559863 ∣     [  std_z : 0.97  real_sub_fake : 5540.29 ]
[  epoch 0003/0040] 1400/4800, lr:1.0e-04 ∣ avg_100 : 31527.182690 ∣ critic_nllloss : 26745.667187 ∣ critic_ganloss : -1425.224109 ∣ generator_nllloss : 5388.419336 ∣ generator_ganloss : 605.163135 ∣     [  std_z : 0.96  real_sub_fake : 5784.78 ]
[  epoch 0003/0040] 1410/4800, lr:1.0e-04 ∣ avg_100 : 31527.502603 ∣ critic_nllloss : 26798.062109 ∣ critic_ganloss : -1515.005188 ∣ generator_nllloss : 5476.168555 ∣ generator_ganloss : 616.667505 ∣     [  std_z : 0.97  real_sub_fake : 5418.46 ]
[  epoch 0003/0040] 1420/4800, lr:1.0e-04 ∣ avg_100 : 31528.177235 ∣ critic_nllloss : 26802.464844 ∣ critic_ganloss : -1456.753906 ∣ generator_nllloss : 5322.363477 ∣ generator_ganloss : 783.511719 ∣     [  std_z : 0.98  real_sub_fake : 5930.86 ]
[  epoch 0003/0040] 1430/4800, lr:1.0e-04 ∣ avg_100 : 31528.355875 ∣ critic_nllloss : 26743.022461 ∣ critic_ganloss : -1277.652209 ∣ generator_nllloss : 5386.695312 ∣ generator_ganloss : 821.845508 ∣     [  std_z : 0.98  real_sub_fake : 4996.47 ]
[  epoch 0003/0040] 1440/4800, lr:1.0e-04 ∣ avg_100 : 31529.273278 ∣ critic_nllloss : 26792.537109 ∣ critic_ganloss : -1328.509961 ∣ generator_nllloss : 5405.178906 ∣ generator_ganloss : 906.416650 ∣     [  std_z : 0.97  real_sub_fake : 4400.80 ]
[  epoch 0003/0040] 1450/4800, lr:1.0e-04 ∣ avg_100 : 31531.887727 ∣ critic_nllloss : 27162.662109 ∣ critic_ganloss : -1623.555090 ∣ generator_nllloss : 5430.669141 ∣ generator_ganloss : 879.563818 ∣     [  std_z : 0.98  real_sub_fake : 6540.97 ]
[  epoch 0003/0040] 1460/4800, lr:1.0e-04 ∣ avg_100 : 31533.062894 ∣ critic_nllloss : 26826.629688 ∣ critic_ganloss : -1397.173206 ∣ generator_nllloss : 5328.875000 ∣ generator_ganloss : 855.709863 ∣     [  std_z : 0.97  real_sub_fake : 5379.44 ]
[  epoch 0003/0040] 1470/4800, lr:1.0e-04 ∣ avg_100 : 31532.718865 ∣ critic_nllloss : 26750.297266 ∣ critic_ganloss : -1427.193286 ∣ generator_nllloss : 5277.398633 ∣ generator_ganloss : 884.760254 ∣     [  std_z : 0.97  real_sub_fake : 5631.84 ]
[  epoch 0003/0040] 1480/4800, lr:1.0e-04 ∣ avg_100 : 31534.525709 ∣ critic_nllloss : 26755.516992 ∣ critic_ganloss : -1340.319983 ∣ generator_nllloss : 5337.181250 ∣ generator_ganloss : 978.254688 ∣     [  std_z : 0.98  real_sub_fake : 5409.94 ]
[  epoch 0003/0040] 1490/4800, lr:1.0e-04 ∣ avg_100 : 31533.830450 ∣ critic_nllloss : 27095.660547 ∣ critic_ganloss : -1625.678857 ∣ generator_nllloss : 5380.232031 ∣ generator_ganloss : 581.442969 ∣     [  std_z : 0.98  real_sub_fake : 5857.87 ]
[  epoch 0003/0040] 1500/4800, lr:1.0e-04 ∣ avg_100 : 31528.339985 ∣ critic_nllloss : 26877.646875 ∣ critic_ganloss : -1445.110327 ∣ generator_nllloss : 5315.886914 ∣ generator_ganloss : 480.469458 ∣     [  std_z : 0.97  real_sub_fake : 5633.42 ]
[  epoch 0003/0040] 1510/4800, lr:1.0e-04 ∣ avg_100 : 31527.617433 ∣ critic_nllloss : 26975.683203 ∣ critic_ganloss : -1514.950232 ∣ generator_nllloss : 5394.657031 ∣ generator_ganloss : 610.236084 ∣     [  std_z : 0.97  real_sub_fake : 5810.47 ]
[  epoch 0003/0040] 1520/4800, lr:1.0e-04 ∣ avg_100 : 31520.985450 ∣ critic_nllloss : 26740.040039 ∣ critic_ganloss : -1838.539832 ∣ generator_nllloss : 5317.433984 ∣ generator_ganloss : 1014.145020 ∣    [  std_z : 0.97  real_sub_fake : 6608.15 ]
[  epoch 0003/0040] 1530/4800, lr:1.0e-04 ∣ avg_100 : 31521.846771 ∣ critic_nllloss : 27079.608789 ∣ critic_ganloss : -1453.163452 ∣ generator_nllloss : 5369.744531 ∣ generator_ganloss : 740.054736 ∣     [  std_z : 0.98  real_sub_fake : 5759.34 ]
[  epoch 0003/0040] 1540/4800, lr:1.0e-04 ∣ avg_100 : 31522.333922 ∣ critic_nllloss : 26950.000000 ∣ critic_ganloss : -1387.446851 ∣ generator_nllloss : 5471.417578 ∣ generator_ganloss : 487.639624 ∣     [  std_z : 0.98  real_sub_fake : 5241.78 ]
[  epoch 0003/0040] 1550/4800, lr:1.0e-04 ∣ avg_100 : 31518.793013 ∣ critic_nllloss : 26826.825977 ∣ critic_ganloss : -1460.296887 ∣ generator_nllloss : 5391.407617 ∣ generator_ganloss : 589.636157 ∣     [  std_z : 0.98  real_sub_fake : 5598.64 ]
[  epoch 0003/0040] 1560/4800, lr:1.0e-04 ∣ avg_100 : 31519.228314 ∣ critic_nllloss : 27066.641797 ∣ critic_ganloss : -1731.610083 ∣ generator_nllloss : 5460.656641 ∣ generator_ganloss : 841.752686 ∣     [  std_z : 0.97  real_sub_fake : 6470.91 ]
[  epoch 0003/0040] 1570/4800, lr:1.0e-04 ∣ avg_100 : 31520.803631 ∣ critic_nllloss : 26853.123633 ∣ critic_ganloss : -1120.128821 ∣ generator_nllloss : 5391.269141 ∣ generator_ganloss : 650.039453 ∣     [  std_z : 0.97  real_sub_fake : 4614.43 ]
[  epoch 0003/0040] 1580/4800, lr:1.0e-04 ∣ avg_100 : 31517.844584 ∣ critic_nllloss : 26714.793750 ∣ critic_ganloss : -1306.235809 ∣ generator_nllloss : 5352.844727 ∣ generator_ganloss : 681.008936 ∣     [  std_z : 0.96  real_sub_fake : 4648.18 ]
[  epoch 0003/0040] 1590/4800, lr:1.0e-04 ∣ avg_100 : 31517.864710 ∣ critic_nllloss : 26795.830273 ∣ critic_ganloss : -1041.896918 ∣ generator_nllloss : 5392.740039 ∣ generator_ganloss : 631.450342 ∣     [  std_z : 0.96  real_sub_fake : 4443.55 ]
[  epoch 0003/0040] 1600/4800, lr:1.0e-04 ∣ avg_100 : 31521.216566 ∣ critic_nllloss : 27017.728125 ∣ critic_ganloss : -1244.592798 ∣ generator_nllloss : 5431.525391 ∣ generator_ganloss : 559.681226 ∣     [  std_z : 0.98  real_sub_fake : 4586.06 ]
[  epoch 0003/0040] 1610/4800, lr:1.0e-04 ∣ avg_100 : 31519.252404 ∣ critic_nllloss : 26749.330469 ∣ critic_ganloss : -1299.709680 ∣ generator_nllloss : 5272.198047 ∣ generator_ganloss : 602.757666 ∣     [  std_z : 0.97  real_sub_fake : 5495.93 ]
[  epoch 0003/0040] 1620/4800, lr:1.0e-04 ∣ avg_100 : 31517.574265 ∣ critic_nllloss : 26749.112891 ∣ critic_ganloss : -1194.471320 ∣ generator_nllloss : 5358.512891 ∣ generator_ganloss : 660.410059 ∣     [  std_z : 0.98  real_sub_fake : 3956.46 ]
[  epoch 0003/0040] 1630/4800, lr:1.0e-04 ∣ avg_100 : 31519.053627 ∣ critic_nllloss : 26801.032813 ∣ critic_ganloss : -1479.996362 ∣ generator_nllloss : 5340.899219 ∣ generator_ganloss : 839.890845 ∣     [  std_z : 0.98  real_sub_fake : 6010.73 ]
[  epoch 0003/0040] 1640/4800, lr:1.0e-04 ∣ avg_100 : 31522.943343 ∣ critic_nllloss : 26761.150586 ∣ critic_ganloss : -1300.893518 ∣ generator_nllloss : 5302.569922 ∣ generator_ganloss : 842.449805 ∣     [  std_z : 0.96  real_sub_fake : 4695.66 ]
[  epoch 0003/0040] 1650/4800, lr:1.0e-04 ∣ avg_100 : 31530.042056 ∣ critic_nllloss : 26941.868164 ∣ critic_ganloss : -1350.542651 ∣ generator_nllloss : 5472.449219 ∣ generator_ganloss : 897.639648 ∣     [  std_z : 0.97  real_sub_fake : 5631.58 ]
[  epoch 0003/0040] 1660/4800, lr:1.0e-04 ∣ avg_100 : 31531.998092 ∣ critic_nllloss : 26810.085352 ∣ critic_ganloss : -1275.781348 ∣ generator_nllloss : 5381.025781 ∣ generator_ganloss : 724.775781 ∣     [  std_z : 0.98  real_sub_fake : 4862.81 ]
[  epoch 0003/0040] 1670/4800, lr:1.0e-04 ∣ avg_100 : 31530.268845 ∣ critic_nllloss : 26960.955273 ∣ critic_ganloss : -1510.893829 ∣ generator_nllloss : 5381.230469 ∣ generator_ganloss : 691.885059 ∣     [  std_z : 0.98  real_sub_fake : 5621.18 ]
[  epoch 0003/0040] 1680/4800, lr:1.0e-04 ∣ avg_100 : 31530.739662 ∣ critic_nllloss : 26926.603516 ∣ critic_ganloss : -1415.896204 ∣ generator_nllloss : 5407.519922 ∣ generator_ganloss : 798.469312 ∣     [  std_z : 0.98  real_sub_fake : 5829.75 ]
[  epoch 0003/0040] 1690/4800, lr:1.0e-04 ∣ avg_100 : 31534.906591 ∣ critic_nllloss : 26942.974609 ∣ critic_ganloss : -1079.338013 ∣ generator_nllloss : 5406.955664 ∣ generator_ganloss : 970.949414 ∣     [  std_z : 0.98  real_sub_fake : 4251.87 ]
[  epoch 0003/0040] 1700/4800, lr:1.0e-04 ∣ avg_100 : 31539.193649 ∣ critic_nllloss : 26967.374414 ∣ critic_ganloss : -1359.772693 ∣ generator_nllloss : 5342.404688 ∣ generator_ganloss : 949.703418 ∣     [  std_z : 0.97  real_sub_fake : 4504.13 ]
[  epoch 0003/0040] 1710/4800, lr:1.0e-04 ∣ avg_100 : 31543.139636 ∣ critic_nllloss : 26848.782617 ∣ critic_ganloss : -1172.371912 ∣ generator_nllloss : 5440.773047 ∣ generator_ganloss : 949.926318 ∣     [  std_z : 0.97  real_sub_fake : 5027.77 ]
[  epoch 0003/0040] 1720/4800, lr:1.0e-04 ∣ avg_100 : 31542.162896 ∣ critic_nllloss : 26769.343359 ∣ critic_ganloss : -1256.340399 ∣ generator_nllloss : 5248.390430 ∣ generator_ganloss : 923.991260 ∣     [  std_z : 0.97  real_sub_fake : 4723.42 ]
[  epoch 0003/0040] 1730/4800, lr:1.0e-04 ∣ avg_100 : 31540.443069 ∣ critic_nllloss : 26770.650391 ∣ critic_ganloss : -1062.862732 ∣ generator_nllloss : 5353.425781 ∣ generator_ganloss : 716.772192 ∣     [  std_z : 0.97  real_sub_fake : 4568.45 ]
[  epoch 0003/0040] 1740/4800, lr:1.0e-04 ∣ avg_100 : 31541.269608 ∣ critic_nllloss : 26819.142578 ∣ critic_ganloss : -1161.275195 ∣ generator_nllloss : 5369.601562 ∣ generator_ganloss : 626.904883 ∣     [  std_z : 0.98  real_sub_fake : 4169.72 ]
[  epoch 0003/0040] 1750/4800, lr:1.0e-04 ∣ avg_100 : 31547.970220 ∣ critic_nllloss : 26825.644336 ∣ critic_ganloss : -935.504126 ∣ generator_nllloss : 5387.533594 ∣ generator_ganloss : 629.653394 ∣  [  std_z : 0.97  real_sub_fake : 3919.09 ]
[  epoch 0003/0040] 1760/4800, lr:1.0e-04 ∣ avg_100 : 31543.427640 ∣ critic_nllloss : 26687.293164 ∣ critic_ganloss : -1364.931262 ∣ generator_nllloss : 5331.707227 ∣ generator_ganloss : 852.383057 ∣     [  std_z : 0.97  real_sub_fake : 4555.68 ]
[  epoch 0003/0040] 1770/4800, lr:1.0e-04 ∣ avg_100 : 31551.418767 ∣ critic_nllloss : 27058.756055 ∣ critic_ganloss : -947.095441 ∣ generator_nllloss : 5440.010547 ∣ generator_ganloss : 815.810986 ∣  [  std_z : 0.98  real_sub_fake : 4346.42 ]
[  epoch 0003/0040] 1780/4800, lr:1.0e-04 ∣ avg_100 : 31554.966048 ∣ critic_nllloss : 26769.988672 ∣ critic_ganloss : -1037.555597 ∣ generator_nllloss : 5371.724414 ∣ generator_ganloss : 846.687744 ∣     [  std_z : 0.96  real_sub_fake : 3484.81 ]
[  epoch 0003/0040] 1790/4800, lr:1.0e-04 ∣ avg_100 : 31555.186321 ∣ critic_nllloss : 26912.472070 ∣ critic_ganloss : -1838.614050 ∣ generator_nllloss : 5405.293945 ∣ generator_ganloss : 1038.002588 ∣    [  std_z : 0.97  real_sub_fake : 7267.73 ]
[  epoch 0003/0040] 1800/4800, lr:1.0e-04 ∣ avg_100 : 31551.249114 ∣ critic_nllloss : 26831.019922 ∣ critic_ganloss : -1394.955463 ∣ generator_nllloss : 5311.286914 ∣ generator_ganloss : 490.163000 ∣     [  std_z : 0.97  real_sub_fake : 6407.74 ]
[  epoch 0003/0040] 1810/4800, lr:1.0e-04 ∣ avg_100 : 31558.037171 ∣ critic_nllloss : 26917.230273 ∣ critic_ganloss : -399.203455 ∣ generator_nllloss : 5356.175586 ∣ generator_ganloss : 99.556412 ∣   [  std_z : 0.98  real_sub_fake : 1176.52 ]
[  epoch 0003/0040] 1820/4800, lr:1.0e-04 ∣ avg_100 : 31565.019432 ∣ critic_nllloss : 27077.869336 ∣ critic_ganloss : -600.894629 ∣ generator_nllloss : 5447.651758 ∣ generator_ganloss : 97.742444 ∣   [  std_z : 0.98  real_sub_fake : 1586.24 ]
[  epoch 0003/0040] 1830/4800, lr:1.0e-04 ∣ avg_100 : 31572.389470 ∣ critic_nllloss : 26875.624219 ∣ critic_ganloss : -977.116583 ∣ generator_nllloss : 5420.606836 ∣ generator_ganloss : 511.580713 ∣  [  std_z : 0.97  real_sub_fake : 3375.39 ]
[  epoch 0003/0040] 1840/4800, lr:1.0e-04 ∣ avg_100 : 31581.456567 ∣ critic_nllloss : 26857.521484 ∣ critic_ganloss : -1175.400488 ∣ generator_nllloss : 5305.150977 ∣ generator_ganloss : 926.011523 ∣     [  std_z : 0.97  real_sub_fake : 4825.43 ]
[  epoch 0003/0040] 1850/4800, lr:1.0e-04 ∣ avg_100 : 31582.991373 ∣ critic_nllloss : 26574.129297 ∣ critic_ganloss : -1437.100159 ∣ generator_nllloss : 5318.616406 ∣ generator_ganloss : 1009.915234 ∣    [  std_z : 0.96  real_sub_fake : 5074.15 ]
[  epoch 0003/0040] 1860/4800, lr:1.0e-04 ∣ avg_100 : 31582.952125 ∣ critic_nllloss : 26785.519727 ∣ critic_ganloss : -1438.746448 ∣ generator_nllloss : 5316.882422 ∣ generator_ganloss : 964.787598 ∣     [  std_z : 0.97  real_sub_fake : 5755.18 ]
[  epoch 0003/0040] 1870/4800, lr:1.0e-04 ∣ avg_100 : 31585.711322 ∣ critic_nllloss : 26775.618164 ∣ critic_ganloss : -1534.093152 ∣ generator_nllloss : 5475.428906 ∣ generator_ganloss : 988.964404 ∣     [  std_z : 0.98  real_sub_fake : 6130.56 ]
[  epoch 0003/0040] 1880/4800, lr:1.0e-04 ∣ avg_100 : 31588.762127 ∣ critic_nllloss : 26828.129492 ∣ critic_ganloss : -1390.802075 ∣ generator_nllloss : 5367.156445 ∣ generator_ganloss : 909.569434 ∣     [  std_z : 0.98  real_sub_fake : 5184.28 ]
[  epoch 0003/0040] 1890/4800, lr:1.0e-04 ∣ avg_100 : 31585.339973 ∣ critic_nllloss : 26805.630469 ∣ critic_ganloss : -1292.381909 ∣ generator_nllloss : 5326.620898 ∣ generator_ganloss : 560.504736 ∣     [  std_z : 0.97  real_sub_fake : 4976.26 ]
[  epoch 0003/0040] 1900/4800, lr:1.0e-04 ∣ avg_100 : 31583.342620 ∣ critic_nllloss : 26866.072266 ∣ critic_ganloss : -1296.785486 ∣ generator_nllloss : 5386.776953 ∣ generator_ganloss : 388.309009 ∣     [  std_z : 0.97  real_sub_fake : 4830.40 ]
[  epoch 0003/0040] 1910/4800, lr:1.0e-04 ∣ avg_100 : 31580.263586 ∣ critic_nllloss : 26791.324023 ∣ critic_ganloss : -1456.057776 ∣ generator_nllloss : 5372.861523 ∣ generator_ganloss : 516.613281 ∣     [  std_z : 0.96  real_sub_fake : 5265.40 ]
[  epoch 0003/0040] 1920/4800, lr:1.0e-04 ∣ avg_100 : 31578.341775 ∣ critic_nllloss : 26676.861523 ∣ critic_ganloss : -1436.051416 ∣ generator_nllloss : 5307.402539 ∣ generator_ganloss : 702.109473 ∣     [  std_z : 0.96  real_sub_fake : 6175.36 ]
[  epoch 0003/0040] 1930/4800, lr:1.0e-04 ∣ avg_100 : 31579.393498 ∣ critic_nllloss : 27013.390625 ∣ critic_ganloss : -1407.443396 ∣ generator_nllloss : 5373.017969 ∣ generator_ganloss : 755.932007 ∣     [  std_z : 0.98  real_sub_fake : 4920.14 ]
[  epoch 0003/0040] 1940/4800, lr:1.0e-04 ∣ avg_100 : 31578.028857 ∣ critic_nllloss : 26754.926172 ∣ critic_ganloss : -1772.376575 ∣ generator_nllloss : 5318.344531 ∣ generator_ganloss : 867.778418 ∣     [  std_z : 0.97  real_sub_fake : 6526.30 ]
[  epoch 0003/0040] 1950/4800, lr:1.0e-04 ∣ avg_100 : 31582.783120 ∣ critic_nllloss : 26831.816992 ∣ critic_ganloss : -981.563123 ∣ generator_nllloss : 5305.334375 ∣ generator_ganloss : 1093.965332 ∣     [  std_z : 0.97  real_sub_fake : 3980.56 ]
[  epoch 0003/0040] 1960/4800, lr:1.0e-04 ∣ avg_100 : 31588.597291 ∣ critic_nllloss : 26903.730859 ∣ critic_ganloss : -988.662653 ∣ generator_nllloss : 5420.610156 ∣ generator_ganloss : 817.935840 ∣  [  std_z : 0.97  real_sub_fake : 4272.06 ]
[  epoch 0003/0040] 1970/4800, lr:1.0e-04 ∣ avg_100 : 31595.137685 ∣ critic_nllloss : 26634.261133 ∣ critic_ganloss : -1042.147009 ∣ generator_nllloss : 5371.054883 ∣ generator_ganloss : 865.628711 ∣     [  std_z : 0.97  real_sub_fake : 3670.19 ]
[  epoch 0003/0040] 1980/4800, lr:1.0e-04 ∣ avg_100 : 31595.974985 ∣ critic_nllloss : 26569.409766 ∣ critic_ganloss : -1212.239832 ∣ generator_nllloss : 5322.543750 ∣ generator_ganloss : 752.805835 ∣     [  std_z : 0.96  real_sub_fake : 4609.26 ]
[  epoch 0003/0040] 1990/4800, lr:1.0e-04 ∣ avg_100 : 31598.685831 ∣ critic_nllloss : 26949.909961 ∣ critic_ganloss : -1458.763843 ∣ generator_nllloss : 5441.469141 ∣ generator_ganloss : 748.775708 ∣     [  std_z : 0.97  real_sub_fake : 5757.59 ]
[  epoch 0003/0040] 2000/4800, lr:1.0e-04 ∣ avg_100 : 31602.118858 ∣ critic_nllloss : 26863.470508 ∣ critic_ganloss : -1338.790564 ∣ generator_nllloss : 5422.594336 ∣ generator_ganloss : 635.910889 ∣     [  std_z : 0.97  real_sub_fake : 5309.62 ]
[  epoch 0003/0040] 2010/4800, lr:1.0e-04 ∣ avg_100 : 31599.783272 ∣ critic_nllloss : 26778.806641 ∣ critic_ganloss : -1523.027209 ∣ generator_nllloss : 5381.688672 ∣ generator_ganloss : 641.877539 ∣     [  std_z : 0.98  real_sub_fake : 5332.15 ]
[  epoch 0003/0040] 2020/4800, lr:1.0e-04 ∣ avg_100 : 31596.883364 ∣ critic_nllloss : 26981.017578 ∣ critic_ganloss : -1553.179089 ∣ generator_nllloss : 5336.887109 ∣ generator_ganloss : 739.302930 ∣     [  std_z : 0.99  real_sub_fake : 6439.65 ]
[  epoch 0003/0040] 2030/4800, lr:1.0e-04 ∣ avg_100 : 31598.335744 ∣ critic_nllloss : 26815.930859 ∣ critic_ganloss : -1124.215985 ∣ generator_nllloss : 5337.180078 ∣ generator_ganloss : 680.561768 ∣     [  std_z : 0.97  real_sub_fake : 4328.68 ]
[  epoch 0003/0040] 2040/4800, lr:1.0e-04 ∣ avg_100 : 31597.693488 ∣ critic_nllloss : 26957.519141 ∣ critic_ganloss : -1526.979089 ∣ generator_nllloss : 5375.442187 ∣ generator_ganloss : 711.741016 ∣     [  std_z : 0.98  real_sub_fake : 5365.74 ]
[  epoch 0003/0040] 2050/4800, lr:1.0e-04 ∣ avg_100 : 31595.968881 ∣ critic_nllloss : 26838.906250 ∣ critic_ganloss : -1506.706970 ∣ generator_nllloss : 5342.100781 ∣ generator_ganloss : 648.911230 ∣     [  std_z : 0.97  real_sub_fake : 6280.25 ]
[  epoch 0003/0040] 2060/4800, lr:1.0e-04 ∣ avg_100 : 31591.671535 ∣ critic_nllloss : 26692.006055 ∣ critic_ganloss : -1088.190826 ∣ generator_nllloss : 5254.637500 ∣ generator_ganloss : 410.501453 ∣     [  std_z : 0.97  real_sub_fake : 4510.99 ]
[  epoch 0003/0040] 2070/4800, lr:1.0e-04 ∣ avg_100 : 31588.660048 ∣ critic_nllloss : 26757.989648 ∣ critic_ganloss : -1217.023975 ∣ generator_nllloss : 5348.403320 ∣ generator_ganloss : 428.849573 ∣     [  std_z : 0.97  real_sub_fake : 3911.79 ]
[  epoch 0003/0040] 2080/4800, lr:1.0e-04 ∣ avg_100 : 31591.095042 ∣ critic_nllloss : 26914.279297 ∣ critic_ganloss : -1087.090118 ∣ generator_nllloss : 5411.368945 ∣ generator_ganloss : 589.668823 ∣     [  std_z : 0.98  real_sub_fake : 4758.03 ]
[  epoch 0003/0040] 2090/4800, lr:1.0e-04 ∣ avg_100 : 31593.867518 ∣ critic_nllloss : 26936.242578 ∣ critic_ganloss : -1240.466333 ∣ generator_nllloss : 5439.193164 ∣ generator_ganloss : 688.331592 ∣     [  std_z : 0.98  real_sub_fake : 4548.38 ]
[  epoch 0003/0040] 2100/4800, lr:1.0e-04 ∣ avg_100 : 31594.041342 ∣ critic_nllloss : 26819.871094 ∣ critic_ganloss : -1481.808020 ∣ generator_nllloss : 5342.390820 ∣ generator_ganloss : 726.724634 ∣     [  std_z : 0.97  real_sub_fake : 5545.45 ]
[  epoch 0003/0040] 2110/4800, lr:1.0e-04 ∣ avg_100 : 31589.877301 ∣ critic_nllloss : 26651.519531 ∣ critic_ganloss : -1469.056299 ∣ generator_nllloss : 5293.025781 ∣ generator_ganloss : 780.901538 ∣     [  std_z : 0.96  real_sub_fake : 6047.06 ]
[  epoch 0003/0040] 2120/4800, lr:1.0e-04 ∣ avg_100 : 31592.452993 ∣ critic_nllloss : 26866.428320 ∣ critic_ganloss : -1149.574622 ∣ generator_nllloss : 5340.374414 ∣ generator_ganloss : 693.002051 ∣     [  std_z : 0.98  real_sub_fake : 4785.30 ]
[  epoch 0003/0040] 2130/4800, lr:1.0e-04 ∣ avg_100 : 31597.877409 ∣ critic_nllloss : 26875.060742 ∣ critic_ganloss : -781.388776 ∣ generator_nllloss : 5369.477148 ∣ generator_ganloss : 626.495264 ∣  [  std_z : 0.98  real_sub_fake : 2714.59 ]
[  epoch 0003/0040] 2140/4800, lr:1.0e-04 ∣ avg_100 : 31604.019620 ∣ critic_nllloss : 26961.968750 ∣ critic_ganloss : -1230.755029 ∣ generator_nllloss : 5376.910547 ∣ generator_ganloss : 768.557129 ∣     [  std_z : 0.98  real_sub_fake : 4146.99 ]
[  epoch 0003/0040] 2150/4800, lr:1.0e-04 ∣ avg_100 : 31606.004522 ∣ critic_nllloss : 26632.123633 ∣ critic_ganloss : -1145.890100 ∣ generator_nllloss : 5334.943555 ∣ generator_ganloss : 824.934180 ∣     [  std_z : 0.97  real_sub_fake : 4881.33 ]
[  epoch 0003/0040] 2160/4800, lr:1.0e-04 ∣ avg_100 : 31616.903036 ∣ critic_nllloss : 26885.323633 ∣ critic_ganloss : -681.006842 ∣ generator_nllloss : 5442.638672 ∣ generator_ganloss : 936.951709 ∣  [  std_z : 0.97  real_sub_fake : 2864.83 ]
[  epoch 0003/0040] 2170/4800, lr:1.0e-04 ∣ avg_100 : 31620.208055 ∣ critic_nllloss : 26731.992969 ∣ critic_ganloss : -1278.044202 ∣ generator_nllloss : 5363.486719 ∣ generator_ganloss : 1148.877539 ∣    [  std_z : 0.96  real_sub_fake : 4578.03 ]
[  epoch 0003/0040] 2180/4800, lr:1.0e-04 ∣ avg_100 : 31623.895472 ∣ critic_nllloss : 26928.566211 ∣ critic_ganloss : -1391.577539 ∣ generator_nllloss : 5364.929883 ∣ generator_ganloss : 1105.668359 ∣    [  std_z : 0.97  real_sub_fake : 5303.32 ]
[  epoch 0003/0040] 2190/4800, lr:1.0e-04 ∣ avg_100 : 31627.017708 ∣ critic_nllloss : 26702.512891 ∣ critic_ganloss : -1379.538635 ∣ generator_nllloss : 5378.009375 ∣ generator_ganloss : 1061.388623 ∣    [  std_z : 0.96  real_sub_fake : 5454.07 ]
[  epoch 0003/0040] 2200/4800, lr:1.0e-04 ∣ avg_100 : 31625.248111 ∣ critic_nllloss : 26699.394727 ∣ critic_ganloss : -1627.956384 ∣ generator_nllloss : 5305.490234 ∣ generator_ganloss : 1051.601367 ∣    [  std_z : 0.96  real_sub_fake : 5861.15 ]
[  epoch 0003/0040] 2210/4800, lr:1.0e-04 ∣ avg_100 : 31628.795475 ∣ critic_nllloss : 26690.465039 ∣ critic_ganloss : -1211.612122 ∣ generator_nllloss : 5350.222070 ∣ generator_ganloss : 732.740332 ∣     [  std_z : 0.98  real_sub_fake : 5074.57 ]
[  epoch 0003/0040] 2220/4800, lr:1.0e-04 ∣ avg_100 : 31620.900714 ∣ critic_nllloss : 26788.594922 ∣ critic_ganloss : -1483.654797 ∣ generator_nllloss : 5356.782227 ∣ generator_ganloss : 568.732568 ∣     [  std_z : 0.98  real_sub_fake : 5503.21 ]
[  epoch 0003/0040] 2230/4800, lr:1.0e-04 ∣ avg_100 : 31618.403851 ∣ critic_nllloss : 26730.756250 ∣ critic_ganloss : -1454.678210 ∣ generator_nllloss : 5363.876367 ∣ generator_ganloss : 595.806055 ∣     [  std_z : 0.97  real_sub_fake : 5344.71 ]
[  epoch 0003/0040] 2240/4800, lr:1.0e-04 ∣ avg_100 : 31613.071059 ∣ critic_nllloss : 26691.238086 ∣ critic_ganloss : -1473.019324 ∣ generator_nllloss : 5368.564453 ∣ generator_ganloss : 567.687988 ∣     [  std_z : 0.97  real_sub_fake : 6093.23 ]
[  epoch 0003/0040] 2250/4800, lr:1.0e-04 ∣ avg_100 : 31610.460783 ∣ critic_nllloss : 26697.323437 ∣ critic_ganloss : -1391.476318 ∣ generator_nllloss : 5302.990039 ∣ generator_ganloss : 544.713940 ∣     [  std_z : 0.97  real_sub_fake : 5225.16 ]
[  epoch 0003/0040] 2260/4800, lr:1.0e-04 ∣ avg_100 : 31610.868088 ∣ critic_nllloss : 27017.476953 ∣ critic_ganloss : -1558.807275 ∣ generator_nllloss : 5406.205664 ∣ generator_ganloss : 571.076782 ∣     [  std_z : 0.99  real_sub_fake : 6524.85 ]
[  epoch 0003/0040] 2270/4800, lr:1.0e-04 ∣ avg_100 : 31610.616891 ∣ critic_nllloss : 27108.635547 ∣ critic_ganloss : -1605.945520 ∣ generator_nllloss : 5338.488672 ∣ generator_ganloss : 601.598975 ∣     [  std_z : 0.99  real_sub_fake : 5578.45 ]
[  epoch 0003/0040] 2280/4800, lr:1.0e-04 ∣ avg_100 : 31609.950135 ∣ critic_nllloss : 26830.708008 ∣ critic_ganloss : -1597.596606 ∣ generator_nllloss : 5389.198828 ∣ generator_ganloss : 615.930005 ∣     [  std_z : 0.98  real_sub_fake : 6059.36 ]
[  epoch 0003/0040] 2290/4800, lr:1.0e-04 ∣ avg_100 : 31610.652707 ∣ critic_nllloss : 26774.970703 ∣ critic_ganloss : -1614.341565 ∣ generator_nllloss : 5391.993555 ∣ generator_ganloss : 918.986523 ∣     [  std_z : 0.98  real_sub_fake : 7031.54 ]
[  epoch 0003/0040] 2300/4800, lr:1.0e-04 ∣ avg_100 : 31617.416888 ∣ critic_nllloss : 26762.838281 ∣ critic_ganloss : -1059.960785 ∣ generator_nllloss : 5309.913672 ∣ generator_ganloss : 1023.371387 ∣    [  std_z : 0.98  real_sub_fake : 3557.44 ]
[  epoch 0003/0040] 2310/4800, lr:1.0e-04 ∣ avg_100 : 31621.091119 ∣ critic_nllloss : 26899.788867 ∣ critic_ganloss : -1243.203973 ∣ generator_nllloss : 5336.279688 ∣ generator_ganloss : 908.987842 ∣     [  std_z : 0.99  real_sub_fake : 4177.01 ]
[  epoch 0003/0040] 2320/4800, lr:1.0e-04 ∣ avg_100 : 31622.308651 ∣ critic_nllloss : 27029.077539 ∣ critic_ganloss : -1642.249463 ∣ generator_nllloss : 5364.898828 ∣ generator_ganloss : 857.915723 ∣     [  std_z : 0.98  real_sub_fake : 6296.11 ]
[  epoch 0003/0040] 2330/4800, lr:1.0e-04 ∣ avg_100 : 31620.449332 ∣ critic_nllloss : 26877.673633 ∣ critic_ganloss : -1462.015332 ∣ generator_nllloss : 5411.252734 ∣ generator_ganloss : 772.605908 ∣     [  std_z : 0.98  real_sub_fake : 5847.62 ]
[  epoch 0003/0040] 2340/4800, lr:1.0e-04 ∣ avg_100 : 31619.716930 ∣ critic_nllloss : 26801.632812 ∣ critic_ganloss : -1721.280420 ∣ generator_nllloss : 5435.622266 ∣ generator_ganloss : 733.974048 ∣     [  std_z : 0.98  real_sub_fake : 6429.20 ]
[  epoch 0003/0040] 2350/4800, lr:1.0e-04 ∣ avg_100 : 31624.435165 ∣ critic_nllloss : 26863.444336 ∣ critic_ganloss : -1506.816626 ∣ generator_nllloss : 5361.465234 ∣ generator_ganloss : 896.290430 ∣     [  std_z : 0.98  real_sub_fake : 5980.70 ]
[  epoch 0003/0040] 2360/4800, lr:1.0e-04 ∣ avg_100 : 31624.803115 ∣ critic_nllloss : 26807.597266 ∣ critic_ganloss : -1546.086816 ∣ generator_nllloss : 5372.578125 ∣ generator_ganloss : 921.896533 ∣     [  std_z : 0.96  real_sub_fake : 5902.83 ]
[  epoch 0003/0040] 2370/4800, lr:1.0e-04 ∣ avg_100 : 31622.354890 ∣ critic_nllloss : 26887.819531 ∣ critic_ganloss : -1542.588257 ∣ generator_nllloss : 5335.583984 ∣ generator_ganloss : 817.877271 ∣     [  std_z : 0.97  real_sub_fake : 6387.82 ]
[  epoch 0003/0040] 2380/4800, lr:1.0e-04 ∣ avg_100 : 31628.055195 ∣ critic_nllloss : 27125.879492 ∣ critic_ganloss : -1299.611658 ∣ generator_nllloss : 5498.418945 ∣ generator_ganloss : 870.234570 ∣     [  std_z : 0.99  real_sub_fake : 4907.32 ]
[  epoch 0003/0040] 2390/4800, lr:1.0e-04 ∣ avg_100 : 31629.048441 ∣ critic_nllloss : 26725.042383 ∣ critic_ganloss : -1211.857227 ∣ generator_nllloss : 5405.441797 ∣ generator_ganloss : 855.405273 ∣     [  std_z : 0.97  real_sub_fake : 4952.64 ]
[  epoch 0003/0040] 2400/4800, lr:1.0e-04 ∣ avg_100 : 31633.279641 ∣ critic_nllloss : 26748.201367 ∣ critic_ganloss : -1252.330554 ∣ generator_nllloss : 5349.771680 ∣ generator_ganloss : 891.503027 ∣     [  std_z : 0.97  real_sub_fake : 4672.78 ]
[  epoch 0003/0040] 2410/4800, lr:1.0e-04 ∣ avg_100 : 31640.263822 ∣ critic_nllloss : 26871.358398 ∣ critic_ganloss : -1095.718640 ∣ generator_nllloss : 5431.856055 ∣ generator_ganloss : 866.815283 ∣     [  std_z : 0.98  real_sub_fake : 4514.94 ]
[  epoch 0003/0040] 2420/4800, lr:1.0e-04 ∣ avg_100 : 31641.177145 ∣ critic_nllloss : 26703.306836 ∣ critic_ganloss : -1331.521570 ∣ generator_nllloss : 5371.457031 ∣ generator_ganloss : 799.676123 ∣     [  std_z : 0.97  real_sub_fake : 4640.23 ]
[  epoch 0003/0040] 2430/4800, lr:1.0e-04 ∣ avg_100 : 31641.331906 ∣ critic_nllloss : 26957.630664 ∣ critic_ganloss : -1493.481726 ∣ generator_nllloss : 5332.025391 ∣ generator_ganloss : 893.212891 ∣     [  std_z : 0.98  real_sub_fake : 5976.39 ]
[  epoch 0003/0040] 2440/4800, lr:1.0e-04 ∣ avg_100 : 31644.711082 ∣ critic_nllloss : 26725.628906 ∣ critic_ganloss : -1037.405383 ∣ generator_nllloss : 5396.848242 ∣ generator_ganloss : 1028.468457 ∣    [  std_z : 0.97  real_sub_fake : 3870.28 ]
[  epoch 0003/0040] 2450/4800, lr:1.0e-04 ∣ avg_100 : 31643.761834 ∣ critic_nllloss : 26764.404492 ∣ critic_ganloss : -1389.120789 ∣ generator_nllloss : 5417.926758 ∣ generator_ganloss : 961.204736 ∣     [  std_z : 0.97  real_sub_fake : 5733.61 ]
[  epoch 0003/0040] 2460/4800, lr:1.0e-04 ∣ avg_100 : 31640.985116 ∣ critic_nllloss : 26600.445312 ∣ critic_ganloss : -1429.740027 ∣ generator_nllloss : 5263.318359 ∣ generator_ganloss : 902.345947 ∣     [  std_z : 0.97  real_sub_fake : 5426.61 ]
[  epoch 0003/0040] 2470/4800, lr:1.0e-04 ∣ avg_100 : 31642.935010 ∣ critic_nllloss : 26863.198828 ∣ critic_ganloss : -1443.057959 ∣ generator_nllloss : 5432.860156 ∣ generator_ganloss : 827.251172 ∣     [  std_z : 0.98  real_sub_fake : 5419.87 ]
[  epoch 0003/0040] 2480/4800, lr:1.0e-04 ∣ avg_100 : 31639.797849 ∣ critic_nllloss : 26785.087695 ∣ critic_ganloss : -1563.587634 ∣ generator_nllloss : 5359.766992 ∣ generator_ganloss : 835.649805 ∣     [  std_z : 0.98  real_sub_fake : 5562.60 ]
[  epoch 0003/0040] 2490/4800, lr:1.0e-04 ∣ avg_100 : 31640.704486 ∣ critic_nllloss : 26855.317188 ∣ critic_ganloss : -1466.287964 ∣ generator_nllloss : 5352.313086 ∣ generator_ganloss : 780.978101 ∣     [  std_z : 0.98  real_sub_fake : 5754.49 ]
[  epoch 0003/0040] 2500/4800, lr:1.0e-04 ∣ avg_100 : 31639.829982 ∣ critic_nllloss : 26654.881250 ∣ critic_ganloss : -1541.385461 ∣ generator_nllloss : 5240.506445 ∣ generator_ganloss : 787.440283 ∣     [  std_z : 0.97  real_sub_fake : 6541.90 ]
[  epoch 0003/0040] 2510/4800, lr:1.0e-04 ∣ avg_100 : 31638.089193 ∣ critic_nllloss : 26876.694727 ∣ critic_ganloss : -1632.420776 ∣ generator_nllloss : 5326.665234 ∣ generator_ganloss : 720.608057 ∣     [  std_z : 0.97  real_sub_fake : 5386.31 ]
[  epoch 0003/0040] 2520/4800, lr:1.0e-04 ∣ avg_100 : 31639.160203 ∣ critic_nllloss : 26901.344336 ∣ critic_ganloss : -1803.438757 ∣ generator_nllloss : 5442.358594 ∣ generator_ganloss : 799.916040 ∣     [  std_z : 0.97  real_sub_fake : 7544.97 ]
[  epoch 0003/0040] 2530/4800, lr:1.0e-04 ∣ avg_100 : 31635.277733 ∣ critic_nllloss : 26809.318555 ∣ critic_ganloss : -1651.650317 ∣ generator_nllloss : 5378.768750 ∣ generator_ganloss : 811.560596 ∣     [  std_z : 0.97  real_sub_fake : 6047.95 ]
[  epoch 0003/0040] 2540/4800, lr:1.0e-04 ∣ avg_100 : 31632.198004 ∣ critic_nllloss : 26903.066406 ∣ critic_ganloss : -1918.471582 ∣ generator_nllloss : 5321.070117 ∣ generator_ganloss : 907.972461 ∣     [  std_z : 0.97  real_sub_fake : 7705.54 ]
[  epoch 0003/0040] 2550/4800, lr:1.0e-04 ∣ avg_100 : 31633.736397 ∣ critic_nllloss : 26906.742773 ∣ critic_ganloss : -1776.929541 ∣ generator_nllloss : 5419.171680 ∣ generator_ganloss : 952.427246 ∣     [  std_z : 0.97  real_sub_fake : 6443.40 ]
[  epoch 0003/0040] 2560/4800, lr:1.0e-04 ∣ avg_100 : 31631.619816 ∣ critic_nllloss : 26922.178711 ∣ critic_ganloss : -1742.767847 ∣ generator_nllloss : 5356.734961 ∣ generator_ganloss : 889.637109 ∣     [  std_z : 0.97  real_sub_fake : 7360.58 ]
[  epoch 0003/0040] 2570/4800, lr:1.0e-04 ∣ avg_100 : 31626.419417 ∣ critic_nllloss : 27001.815234 ∣ critic_ganloss : -1953.833716 ∣ generator_nllloss : 5467.343945 ∣ generator_ganloss : 738.938037 ∣     [  std_z : 0.98  real_sub_fake : 6500.26 ]
[  epoch 0003/0040] 2580/4800, lr:1.0e-04 ∣ avg_100 : 31619.665017 ∣ critic_nllloss : 26740.769141 ∣ critic_ganloss : -2210.718787 ∣ generator_nllloss : 5436.073047 ∣ generator_ganloss : 800.848242 ∣     [  std_z : 0.97  real_sub_fake : 8702.11 ]
[  epoch 0003/0040] 2590/4800, lr:1.0e-04 ∣ avg_100 : 31617.414428 ∣ critic_nllloss : 26679.793164 ∣ critic_ganloss : -1277.573462 ∣ generator_nllloss : 5366.741992 ∣ generator_ganloss : 784.103125 ∣     [  std_z : 0.97  real_sub_fake : 5709.29 ]
[  epoch 0003/0040] 2600/4800, lr:1.0e-04 ∣ avg_100 : 31614.388887 ∣ critic_nllloss : 26740.756055 ∣ critic_ganloss : -1342.000623 ∣ generator_nllloss : 5352.681055 ∣ generator_ganloss : 710.351416 ∣     [  std_z : 0.96  real_sub_fake : 4907.56 ]
[  epoch 0003/0040] 2610/4800, lr:1.0e-04 ∣ avg_100 : 31614.236236 ∣ critic_nllloss : 26789.490820 ∣ critic_ganloss : -1803.030640 ∣ generator_nllloss : 5415.058984 ∣ generator_ganloss : 907.792187 ∣     [  std_z : 0.97  real_sub_fake : 6660.65 ]
[  epoch 0003/0040] 2620/4800, lr:1.0e-04 ∣ avg_100 : 31611.930680 ∣ critic_nllloss : 26829.978516 ∣ critic_ganloss : -1706.204871 ∣ generator_nllloss : 5369.949414 ∣ generator_ganloss : 849.285840 ∣     [  std_z : 0.97  real_sub_fake : 6766.63 ]
[  epoch 0003/0040] 2630/4800, lr:1.0e-04 ∣ avg_100 : 31607.904815 ∣ critic_nllloss : 27004.057617 ∣ critic_ganloss : -1933.169409 ∣ generator_nllloss : 5306.404883 ∣ generator_ganloss : 721.946997 ∣     [  std_z : 0.98  real_sub_fake : 7106.18 ]
[  epoch 0003/0040] 2640/4800, lr:1.0e-04 ∣ avg_100 : 31607.037363 ∣ critic_nllloss : 26978.591016 ∣ critic_ganloss : -1839.487732 ∣ generator_nllloss : 5439.180273 ∣ generator_ganloss : 940.247998 ∣     [  std_z : 0.98  real_sub_fake : 7031.46 ]
[  epoch 0003/0040] 2650/4800, lr:1.0e-04 ∣ avg_100 : 31605.466623 ∣ critic_nllloss : 26873.108984 ∣ critic_ganloss : -1551.724512 ∣ generator_nllloss : 5394.200586 ∣ generator_ganloss : 1088.755322 ∣    [  std_z : 0.97  real_sub_fake : 6171.51 ]
[  epoch 0003/0040] 2660/4800, lr:1.0e-04 ∣ avg_100 : 31603.247523 ∣ critic_nllloss : 26699.113477 ∣ critic_ganloss : -1525.300317 ∣ generator_nllloss : 5302.451758 ∣ generator_ganloss : 941.930664 ∣     [  std_z : 0.97  real_sub_fake : 6092.55 ]
[  epoch 0003/0040] 2670/4800, lr:1.0e-04 ∣ avg_100 : 31599.803717 ∣ critic_nllloss : 26706.423047 ∣ critic_ganloss : -1730.050073 ∣ generator_nllloss : 5437.843555 ∣ generator_ganloss : 764.579785 ∣     [  std_z : 0.96  real_sub_fake : 6438.67 ]
[  epoch 0003/0040] 2680/4800, lr:1.0e-04 ∣ avg_100 : 31593.426904 ∣ critic_nllloss : 26711.342969 ∣ critic_ganloss : -1725.159729 ∣ generator_nllloss : 5409.342188 ∣ generator_ganloss : 683.489893 ∣     [  std_z : 0.96  real_sub_fake : 6446.90 ]
[  epoch 0003/0040] 2690/4800, lr:1.0e-04 ∣ avg_100 : 31583.835721 ∣ critic_nllloss : 26971.775195 ∣ critic_ganloss : -1788.307300 ∣ generator_nllloss : 5403.476562 ∣ generator_ganloss : 695.478833 ∣     [  std_z : 0.97  real_sub_fake : 7402.18 ]
[  epoch 0003/0040] 2700/4800, lr:1.0e-04 ∣ avg_100 : 31576.561268 ∣ critic_nllloss : 26811.582227 ∣ critic_ganloss : -1811.384937 ∣ generator_nllloss : 5421.800000 ∣ generator_ganloss : 750.267236 ∣     [  std_z : 0.97  real_sub_fake : 6356.12 ]
[  epoch 0003/0040] 2710/4800, lr:1.0e-04 ∣ avg_100 : 31573.107465 ∣ critic_nllloss : 26828.335156 ∣ critic_ganloss : -1462.404724 ∣ generator_nllloss : 5407.393945 ∣ generator_ganloss : 948.405420 ∣     [  std_z : 0.97  real_sub_fake : 5984.40 ]
[  epoch 0003/0040] 2720/4800, lr:1.0e-04 ∣ avg_100 : 31570.564100 ∣ critic_nllloss : 26695.992188 ∣ critic_ganloss : -1653.043457 ∣ generator_nllloss : 5321.814844 ∣ generator_ganloss : 1066.284619 ∣    [  std_z : 0.97  real_sub_fake : 6588.13 ]
[  epoch 0003/0040] 2730/4800, lr:1.0e-04 ∣ avg_100 : 31569.262719 ∣ critic_nllloss : 26874.988672 ∣ critic_ganloss : -1623.084094 ∣ generator_nllloss : 5383.830078 ∣ generator_ganloss : 1012.112842 ∣    [  std_z : 0.98  real_sub_fake : 5718.06 ]
[  epoch 0003/0040] 2740/4800, lr:1.0e-04 ∣ avg_100 : 31566.145092 ∣ critic_nllloss : 26757.292578 ∣ critic_ganloss : -1674.735010 ∣ generator_nllloss : 5353.865625 ∣ generator_ganloss : 906.187939 ∣     [  std_z : 0.96  real_sub_fake : 7041.52 ]
[  epoch 0003/0040] 2750/4800, lr:1.0e-04 ∣ avg_100 : 31568.533617 ∣ critic_nllloss : 26697.946094 ∣ critic_ganloss : -880.303894 ∣ generator_nllloss : 5371.021875 ∣ generator_ganloss : 957.515674 ∣  [  std_z : 0.97  real_sub_fake : 3546.39 ]
[  epoch 0003/0040] 2760/4800, lr:1.0e-04 ∣ avg_100 : 31574.088233 ∣ critic_nllloss : 26882.260156 ∣ critic_ganloss : -1079.410272 ∣ generator_nllloss : 5361.517969 ∣ generator_ganloss : 897.545898 ∣     [  std_z : 0.98  real_sub_fake : 3875.91 ]
[  epoch 0003/0040] 2770/4800, lr:1.0e-04 ∣ avg_100 : 31566.751680 ∣ critic_nllloss : 26696.185547 ∣ critic_ganloss : -1272.931677 ∣ generator_nllloss : 5323.307227 ∣ generator_ganloss : 887.265723 ∣     [  std_z : 0.97  real_sub_fake : 4977.02 ]
[  epoch 0003/0040] 2780/4800, lr:1.0e-04 ∣ avg_100 : 31564.706374 ∣ critic_nllloss : 27013.280859 ∣ critic_ganloss : -1648.227576 ∣ generator_nllloss : 5422.149219 ∣ generator_ganloss : 959.112109 ∣     [  std_z : 0.98  real_sub_fake : 6118.92 ]
[  epoch 0003/0040] 2790/4800, lr:1.0e-04 ∣ avg_100 : 31565.526229 ∣ critic_nllloss : 26881.751367 ∣ critic_ganloss : -1552.341980 ∣ generator_nllloss : 5327.835938 ∣ generator_ganloss : 941.894775 ∣     [  std_z : 0.97  real_sub_fake : 6319.59 ]
[  epoch 0003/0040] 2800/4800, lr:1.0e-04 ∣ avg_100 : 31569.899322 ∣ critic_nllloss : 26722.407031 ∣ critic_ganloss : -1238.632184 ∣ generator_nllloss : 5338.448828 ∣ generator_ganloss : 852.599951 ∣     [  std_z : 0.97  real_sub_fake : 4423.82 ]
[  epoch 0003/0040] 2810/4800, lr:1.0e-04 ∣ avg_100 : 31568.530674 ∣ critic_nllloss : 26840.528711 ∣ critic_ganloss : -1121.211194 ∣ generator_nllloss : 5324.133203 ∣ generator_ganloss : 793.443359 ∣     [  std_z : 0.97  real_sub_fake : 4341.41 ]
[  epoch 0003/0040] 2820/4800, lr:1.0e-04 ∣ avg_100 : 31567.228313 ∣ critic_nllloss : 26853.103516 ∣ critic_ganloss : -1250.739783 ∣ generator_nllloss : 5338.691797 ∣ generator_ganloss : 951.077246 ∣     [  std_z : 0.98  real_sub_fake : 4496.84 ]
[  epoch 0003/0040] 2830/4800, lr:1.0e-04 ∣ avg_100 : 31571.677045 ∣ critic_nllloss : 26853.984766 ∣ critic_ganloss : -1016.372223 ∣ generator_nllloss : 5317.567773 ∣ generator_ganloss : 1120.388086 ∣    [  std_z : 0.98  real_sub_fake : 4984.68 ]
[  epoch 0003/0040] 2840/4800, lr:1.0e-04 ∣ avg_100 : 31573.899226 ∣ critic_nllloss : 26943.830078 ∣ critic_ganloss : -1198.811292 ∣ generator_nllloss : 5431.812891 ∣ generator_ganloss : 958.669873 ∣     [  std_z : 0.98  real_sub_fake : 3489.64 ]
[  epoch 0003/0040] 2850/4800, lr:1.0e-04 ∣ avg_100 : 31575.787060 ∣ critic_nllloss : 26740.248828 ∣ critic_ganloss : -1211.970551 ∣ generator_nllloss : 5291.146094 ∣ generator_ganloss : 834.919873 ∣     [  std_z : 0.97  real_sub_fake : 5486.12 ]
[  epoch 0003/0040] 2860/4800, lr:1.0e-04 ∣ avg_100 : 31580.312530 ∣ critic_nllloss : 26899.020117 ∣ critic_ganloss : -1005.439374 ∣ generator_nllloss : 5452.569336 ∣ generator_ganloss : 734.840210 ∣     [  std_z : 0.98  real_sub_fake : 2918.66 ]
[  epoch 0003/0040] 2870/4800, lr:1.0e-04 ∣ avg_100 : 31580.121807 ∣ critic_nllloss : 26814.547656 ∣ critic_ganloss : -1191.453943 ∣ generator_nllloss : 5326.800977 ∣ generator_ganloss : 736.951318 ∣     [  std_z : 0.97  real_sub_fake : 4893.07 ]
[  epoch 0003/0040] 2880/4800, lr:1.0e-04 ∣ avg_100 : 31580.651011 ∣ critic_nllloss : 26841.635352 ∣ critic_ganloss : -1205.623730 ∣ generator_nllloss : 5327.665430 ∣ generator_ganloss : 803.296680 ∣     [  std_z : 0.97  real_sub_fake : 5292.09 ]
[  epoch 0003/0040] 2890/4800, lr:1.0e-04 ∣ avg_100 : 31586.480174 ∣ critic_nllloss : 27047.876367 ∣ critic_ganloss : -1270.254565 ∣ generator_nllloss : 5460.602930 ∣ generator_ganloss : 745.065698 ∣     [  std_z : 0.99  real_sub_fake : 4486.53 ]
[  epoch 0003/0040] 2900/4800, lr:1.0e-04 ∣ avg_100 : 31585.431465 ∣ critic_nllloss : 26835.886133 ∣ critic_ganloss : -1743.171313 ∣ generator_nllloss : 5401.531641 ∣ generator_ganloss : 745.255371 ∣     [  std_z : 0.97  real_sub_fake : 6520.62 ]
[  epoch 0003/0040] 2910/4800, lr:1.0e-04 ∣ avg_100 : 31600.038338 ∣ critic_nllloss : 26991.469922 ∣ critic_ganloss : -814.072650 ∣ generator_nllloss : 5391.895508 ∣ generator_ganloss : 1116.135645 ∣     [  std_z : 0.98  real_sub_fake : 3277.64 ]
[  epoch 0003/0040] 2920/4800, lr:1.0e-04 ∣ avg_100 : 31609.890700 ∣ critic_nllloss : 26719.693359 ∣ critic_ganloss : -916.856000 ∣ generator_nllloss : 5362.286523 ∣ generator_ganloss : 1070.434424 ∣     [  std_z : 0.97  real_sub_fake : 3264.69 ]
[  epoch 0003/0040] 2930/4800, lr:1.0e-04 ∣ avg_100 : 31610.773587 ∣ critic_nllloss : 26720.476562 ∣ critic_ganloss : -1238.782080 ∣ generator_nllloss : 5332.167383 ∣ generator_ganloss : 1009.323975 ∣    [  std_z : 0.97  real_sub_fake : 4816.22 ]
[  epoch 0003/0040] 2940/4800, lr:1.0e-04 ∣ avg_100 : 31617.227959 ∣ critic_nllloss : 26853.073437 ∣ critic_ganloss : -1483.860840 ∣ generator_nllloss : 5362.632812 ∣ generator_ganloss : 1082.264355 ∣    [  std_z : 0.97  real_sub_fake : 5541.79 ]
[  epoch 0003/0040] 2950/4800, lr:1.0e-04 ∣ avg_100 : 31611.708505 ∣ critic_nllloss : 26560.010547 ∣ critic_ganloss : -1194.813782 ∣ generator_nllloss : 5222.011719 ∣ generator_ganloss : 1110.399707 ∣    [  std_z : 0.96  real_sub_fake : 4688.45 ]
[  epoch 0003/0040] 2960/4800, lr:1.0e-04 ∣ avg_100 : 31612.551546 ∣ critic_nllloss : 26984.773438 ∣ critic_ganloss : -1300.825671 ∣ generator_nllloss : 5434.032031 ∣ generator_ganloss : 1119.938525 ∣    [  std_z : 0.97  real_sub_fake : 4783.22 ]
[  epoch 0003/0040] 2970/4800, lr:1.0e-04 ∣ avg_100 : 31616.544555 ∣ critic_nllloss : 26837.258789 ∣ critic_ganloss : -1007.648920 ∣ generator_nllloss : 5397.481445 ∣ generator_ganloss : 1001.007275 ∣    [  std_z : 0.97  real_sub_fake : 4098.42 ]
[  epoch 0003/0040] 2980/4800, lr:1.0e-04 ∣ avg_100 : 31622.984956 ∣ critic_nllloss : 26820.606055 ∣ critic_ganloss : -1055.026752 ∣ generator_nllloss : 5366.921680 ∣ generator_ganloss : 944.058691 ∣     [  std_z : 0.97  real_sub_fake : 4071.37 ]
[  epoch 0003/0040] 2990/4800, lr:1.0e-04 ∣ avg_100 : 31624.483504 ∣ critic_nllloss : 27046.629102 ∣ critic_ganloss : -1625.035010 ∣ generator_nllloss : 5300.741797 ∣ generator_ganloss : 1108.909863 ∣    [  std_z : 0.98  real_sub_fake : 6669.59 ]
[  epoch 0003/0040] 3000/4800, lr:1.0e-04 ∣ avg_100 : 31631.468333 ∣ critic_nllloss : 27013.257227 ∣ critic_ganloss : -1210.239954 ∣ generator_nllloss : 5319.781250 ∣ generator_ganloss : 1158.869531 ∣    [  std_z : 0.98  real_sub_fake : 4370.13 ]
[  epoch 0003/0040] 3010/4800, lr:1.0e-04 ∣ avg_100 : 31634.791467 ∣ critic_nllloss : 26909.043750 ∣ critic_ganloss : -1531.736206 ∣ generator_nllloss : 5370.915039 ∣ generator_ganloss : 863.436475 ∣     [  std_z : 0.98  real_sub_fake : 5020.10 ]
[  epoch 0003/0040] 3020/4800, lr:1.0e-04 ∣ avg_100 : 31633.195779 ∣ critic_nllloss : 26767.668359 ∣ critic_ganloss : -1100.287756 ∣ generator_nllloss : 5322.924023 ∣ generator_ganloss : 354.155115 ∣     [  std_z : 0.98  real_sub_fake : 5587.21 ]
[  epoch 0003/0040] 3030/4800, lr:1.0e-04 ∣ avg_100 : 31625.413310 ∣ critic_nllloss : 26844.423047 ∣ critic_ganloss : -1410.994141 ∣ generator_nllloss : 5325.324219 ∣ generator_ganloss : 172.456641 ∣     [  std_z : 0.98  real_sub_fake : 4341.31 ]
[  epoch 0003/0040] 3040/4800, lr:1.0e-04 ∣ avg_100 : 31618.896163 ∣ critic_nllloss : 26637.309375 ∣ critic_ganloss : -1507.254980 ∣ generator_nllloss : 5339.544141 ∣ generator_ganloss : 396.410071 ∣     [  std_z : 0.97  real_sub_fake : 6410.30 ]
[  epoch 0003/0040] 3050/4800, lr:1.0e-04 ∣ avg_100 : 31615.536180 ∣ critic_nllloss : 26675.183398 ∣ critic_ganloss : -1499.645630 ∣ generator_nllloss : 5292.942969 ∣ generator_ganloss : 518.732202 ∣     [  std_z : 0.97  real_sub_fake : 5204.00 ]
[  epoch 0003/0040] 3060/4800, lr:1.0e-04 ∣ avg_100 : 31615.810699 ∣ critic_nllloss : 26876.999805 ∣ critic_ganloss : -1655.743115 ∣ generator_nllloss : 5370.003711 ∣ generator_ganloss : 705.145703 ∣     [  std_z : 0.98  real_sub_fake : 6896.04 ]
[  epoch 0003/0040] 3070/4800, lr:1.0e-04 ∣ avg_100 : 31616.991653 ∣ critic_nllloss : 26922.900391 ∣ critic_ganloss : -1583.604321 ∣ generator_nllloss : 5434.904883 ∣ generator_ganloss : 662.113037 ∣     [  std_z : 0.98  real_sub_fake : 5831.34 ]
[  epoch 0003/0040] 3080/4800, lr:1.0e-04 ∣ avg_100 : 31618.252076 ∣ critic_nllloss : 26964.461523 ∣ critic_ganloss : -1121.843115 ∣ generator_nllloss : 5391.283008 ∣ generator_ganloss : 720.367773 ∣     [  std_z : 0.97  real_sub_fake : 4464.33 ]
[  epoch 0003/0040] 3090/4800, lr:1.0e-04 ∣ avg_100 : 31613.511737 ∣ critic_nllloss : 26710.432422 ∣ critic_ganloss : -1368.054431 ∣ generator_nllloss : 5286.611133 ∣ generator_ganloss : 720.278003 ∣     [  std_z : 0.97  real_sub_fake : 4666.54 ]
[  epoch 0003/0040] 3100/4800, lr:1.0e-04 ∣ avg_100 : 31618.173033 ∣ critic_nllloss : 26716.481641 ∣ critic_ganloss : -1238.690588 ∣ generator_nllloss : 5412.560742 ∣ generator_ganloss : 982.956348 ∣     [  std_z : 0.97  real_sub_fake : 5282.37 ]
[  epoch 0003/0040] 3110/4800, lr:1.0e-04 ∣ avg_100 : 31620.919686 ∣ critic_nllloss : 26581.339258 ∣ critic_ganloss : -1451.301868 ∣ generator_nllloss : 5353.163867 ∣ generator_ganloss : 1047.854541 ∣    [  std_z : 0.96  real_sub_fake : 5127.30 ]
[  epoch 0003/0040] 3120/4800, lr:1.0e-04 ∣ avg_100 : 31619.083302 ∣ critic_nllloss : 26594.738086 ∣ critic_ganloss : -1452.817590 ∣ generator_nllloss : 5328.599609 ∣ generator_ganloss : 1096.071680 ∣    [  std_z : 0.97  real_sub_fake : 6096.54 ]
[  epoch 0003/0040] 3130/4800, lr:1.0e-04 ∣ avg_100 : 31613.505110 ∣ critic_nllloss : 26713.270703 ∣ critic_ganloss : -1428.367834 ∣ generator_nllloss : 5310.701172 ∣ generator_ganloss : 936.221191 ∣     [  std_z : 0.97  real_sub_fake : 4981.46 ]
[  epoch 0003/0040] 3140/4800, lr:1.0e-04 ∣ avg_100 : 31610.622580 ∣ critic_nllloss : 26715.589648 ∣ critic_ganloss : -1422.467590 ∣ generator_nllloss : 5291.713672 ∣ generator_ganloss : 1003.592627 ∣    [  std_z : 0.97  real_sub_fake : 5892.71 ]
[  epoch 0003/0040] 3150/4800, lr:1.0e-04 ∣ avg_100 : 31610.584183 ∣ critic_nllloss : 26738.591211 ∣ critic_ganloss : -1461.289819 ∣ generator_nllloss : 5366.976953 ∣ generator_ganloss : 997.993213 ∣     [  std_z : 0.97  real_sub_fake : 4874.81 ]
[  epoch 0003/0040] 3160/4800, lr:1.0e-04 ∣ avg_100 : 31603.127736 ∣ critic_nllloss : 26705.772656 ∣ critic_ganloss : -1290.374670 ∣ generator_nllloss : 5386.166211 ∣ generator_ganloss : 1036.698242 ∣    [  std_z : 0.97  real_sub_fake : 5535.62 ]
[  epoch 0003/0040] 3170/4800, lr:1.0e-04 ∣ avg_100 : 31598.609468 ∣ critic_nllloss : 26681.429102 ∣ critic_ganloss : -1400.886780 ∣ generator_nllloss : 5317.950781 ∣ generator_ganloss : 915.993213 ∣     [  std_z : 0.97  real_sub_fake : 5539.10 ]
[  epoch 0003/0040] 3180/4800, lr:1.0e-04 ∣ avg_100 : 31594.703767 ∣ critic_nllloss : 26717.674023 ∣ critic_ganloss : -1425.430164 ∣ generator_nllloss : 5309.571289 ∣ generator_ganloss : 1015.201611 ∣    [  std_z : 0.96  real_sub_fake : 5267.30 ]
[  epoch 0003/0040] 3190/4800, lr:1.0e-04 ∣ avg_100 : 31596.042027 ∣ critic_nllloss : 26805.859961 ∣ critic_ganloss : -1231.152087 ∣ generator_nllloss : 5358.372461 ∣ generator_ganloss : 963.117920 ∣     [  std_z : 0.97  real_sub_fake : 5041.36 ]
[  epoch 0003/0040] 3200/4800, lr:1.0e-04 ∣ avg_100 : 31601.250274 ∣ critic_nllloss : 26858.745312 ∣ critic_ganloss : -1013.122485 ∣ generator_nllloss : 5308.560352 ∣ generator_ganloss : 795.171436 ∣     [  std_z : 0.97  real_sub_fake : 3690.48 ]
[  epoch 0003/0040] 3210/4800, lr:1.0e-04 ∣ avg_100 : 31605.164250 ∣ critic_nllloss : 26860.288281 ∣ critic_ganloss : -1055.018097 ∣ generator_nllloss : 5364.738086 ∣ generator_ganloss : 783.204663 ∣     [  std_z : 0.98  real_sub_fake : 4150.18 ]
[  epoch 0003/0040] 3220/4800, lr:1.0e-04 ∣ avg_100 : 31610.869355 ∣ critic_nllloss : 26783.659180 ∣ critic_ganloss : -1165.467407 ∣ generator_nllloss : 5382.575000 ∣ generator_ganloss : 800.198682 ∣     [  std_z : 0.98  real_sub_fake : 4395.34 ]
[  epoch 0003/0040] 3230/4800, lr:1.0e-04 ∣ avg_100 : 31615.605102 ∣ critic_nllloss : 26733.071875 ∣ critic_ganloss : -1187.948108 ∣ generator_nllloss : 5338.681641 ∣ generator_ganloss : 825.529736 ∣     [  std_z : 0.97  real_sub_fake : 4954.72 ]
[  epoch 0003/0040] 3240/4800, lr:1.0e-04 ∣ avg_100 : 31621.814992 ∣ critic_nllloss : 26859.927344 ∣ critic_ganloss : -1275.151086 ∣ generator_nllloss : 5369.893750 ∣ generator_ganloss : 820.790186 ∣     [  std_z : 0.97  real_sub_fake : 4439.00 ]
[  epoch 0003/0040] 3250/4800, lr:1.0e-04 ∣ avg_100 : 31629.536639 ∣ critic_nllloss : 26875.164453 ∣ critic_ganloss : -1235.428894 ∣ generator_nllloss : 5372.457422 ∣ generator_ganloss : 913.522803 ∣     [  std_z : 0.98  real_sub_fake : 5295.78 ]
[  epoch 0003/0040] 3260/4800, lr:1.0e-04 ∣ avg_100 : 31632.955729 ∣ critic_nllloss : 26724.604883 ∣ critic_ganloss : -1202.677136 ∣ generator_nllloss : 5368.790625 ∣ generator_ganloss : 887.142773 ∣     [  std_z : 0.97  real_sub_fake : 4125.40 ]
[  epoch 0003/0040] 3270/4800, lr:1.0e-04 ∣ avg_100 : 31635.860553 ∣ critic_nllloss : 26704.447656 ∣ critic_ganloss : -1198.576099 ∣ generator_nllloss : 5332.489453 ∣ generator_ganloss : 894.899121 ∣     [  std_z : 0.97  real_sub_fake : 4762.04 ]
[  epoch 0003/0040] 3280/4800, lr:1.0e-04 ∣ avg_100 : 31641.256965 ∣ critic_nllloss : 26934.237500 ∣ critic_ganloss : -1376.929712 ∣ generator_nllloss : 5360.880469 ∣ generator_ganloss : 859.693115 ∣     [  std_z : 0.98  real_sub_fake : 5256.09 ]
[  epoch 0003/0040] 3290/4800, lr:1.0e-04 ∣ avg_100 : 31645.770178 ∣ critic_nllloss : 26792.708008 ∣ critic_ganloss : -1203.329968 ∣ generator_nllloss : 5428.282031 ∣ generator_ganloss : 905.270508 ∣     [  std_z : 0.97  real_sub_fake : 4843.70 ]
[  epoch 0003/0040] 3300/4800, lr:1.0e-04 ∣ avg_100 : 31641.367400 ∣ critic_nllloss : 26556.385352 ∣ critic_ganloss : -1181.304077 ∣ generator_nllloss : 5340.380469 ∣ generator_ganloss : 880.422998 ∣     [  std_z : 0.97  real_sub_fake : 4565.43 ]
[  epoch 0003/0040] 3310/4800, lr:1.0e-04 ∣ avg_100 : 31639.405079 ∣ critic_nllloss : 26747.986523 ∣ critic_ganloss : -1358.069556 ∣ generator_nllloss : 5333.888867 ∣ generator_ganloss : 981.814502 ∣     [  std_z : 0.97  real_sub_fake : 4940.75 ]
[  epoch 0003/0040] 3320/4800, lr:1.0e-04 ∣ avg_100 : 31641.507849 ∣ critic_nllloss : 26556.033008 ∣ critic_ganloss : -1172.354712 ∣ generator_nllloss : 5384.260742 ∣ generator_ganloss : 1051.980566 ∣    [  std_z : 0.96  real_sub_fake : 4725.54 ]
[  epoch 0003/0040] 3330/4800, lr:1.0e-04 ∣ avg_100 : 31647.459008 ∣ critic_nllloss : 26765.786328 ∣ critic_ganloss : -1053.179504 ∣ generator_nllloss : 5362.465430 ∣ generator_ganloss : 1119.560547 ∣    [  std_z : 0.97  real_sub_fake : 3942.45 ]
[  epoch 0003/0040] 3340/4800, lr:1.0e-04 ∣ avg_100 : 31657.718817 ∣ critic_nllloss : 26847.331445 ∣ critic_ganloss : -1119.865820 ∣ generator_nllloss : 5437.006836 ∣ generator_ganloss : 1111.457129 ∣    [  std_z : 0.96  real_sub_fake : 4463.11 ]
[  epoch 0003/0040] 3350/4800, lr:1.0e-04 ∣ avg_100 : 31664.005017 ∣ critic_nllloss : 26960.126172 ∣ critic_ganloss : -1093.566309 ∣ generator_nllloss : 5367.440234 ∣ generator_ganloss : 1009.003271 ∣    [  std_z : 0.96  real_sub_fake : 4115.36 ]
[  epoch 0003/0040] 3360/4800, lr:1.0e-04 ∣ avg_100 : 31667.397666 ∣ critic_nllloss : 26820.895313 ∣ critic_ganloss : -1237.817664 ∣ generator_nllloss : 5367.670117 ∣ generator_ganloss : 944.502246 ∣     [  std_z : 0.97  real_sub_fake : 5066.00 ]
[  epoch 0003/0040] 3370/4800, lr:1.0e-04 ∣ avg_100 : 31674.017726 ∣ critic_nllloss : 26973.570703 ∣ critic_ganloss : -1154.998718 ∣ generator_nllloss : 5406.144531 ∣ generator_ganloss : 935.982031 ∣     [  std_z : 0.97  real_sub_fake : 4489.96 ]
[  epoch 0003/0040] 3380/4800, lr:1.0e-04 ∣ avg_100 : 31671.061468 ∣ critic_nllloss : 26906.778906 ∣ critic_ganloss : -1202.619531 ∣ generator_nllloss : 5332.334961 ∣ generator_ganloss : 862.801270 ∣     [  std_z : 0.97  real_sub_fake : 4455.86 ]
[  epoch 0003/0040] 3390/4800, lr:1.0e-04 ∣ avg_100 : 31670.680222 ∣ critic_nllloss : 26859.425586 ∣ critic_ganloss : -1200.266174 ∣ generator_nllloss : 5310.252930 ∣ generator_ganloss : 766.495264 ∣     [  std_z : 0.97  real_sub_fake : 4785.49 ]
[  epoch 0003/0040] 3400/4800, lr:1.0e-04 ∣ avg_100 : 31667.831756 ∣ critic_nllloss : 26584.095703 ∣ critic_ganloss : -1190.887286 ∣ generator_nllloss : 5302.113281 ∣ generator_ganloss : 756.977197 ∣     [  std_z : 0.96  real_sub_fake : 4534.90 ]
[  epoch 0003/0040] 3410/4800, lr:1.0e-04 ∣ avg_100 : 31663.128356 ∣ critic_nllloss : 26789.097461 ∣ critic_ganloss : -1411.675842 ∣ generator_nllloss : 5359.991992 ∣ generator_ganloss : 866.557520 ∣     [  std_z : 0.97  real_sub_fake : 5041.49 ]
[  epoch 0003/0040] 3420/4800, lr:1.0e-04 ∣ avg_100 : 31665.528530 ∣ critic_nllloss : 26722.058984 ∣ critic_ganloss : -1201.958521 ∣ generator_nllloss : 5388.890234 ∣ generator_ganloss : 873.945068 ∣     [  std_z : 0.97  real_sub_fake : 4935.19 ]
[  epoch 0003/0040] 3430/4800, lr:1.0e-04 ∣ avg_100 : 31665.137467 ∣ critic_nllloss : 26683.586719 ∣ critic_ganloss : -1264.370996 ∣ generator_nllloss : 5315.849609 ∣ generator_ganloss : 915.215576 ∣     [  std_z : 0.96  real_sub_fake : 4850.24 ]
[  epoch 0003/0040] 3440/4800, lr:1.0e-04 ∣ avg_100 : 31662.124660 ∣ critic_nllloss : 26667.641016 ∣ critic_ganloss : -1123.679517 ∣ generator_nllloss : 5360.347266 ∣ generator_ganloss : 907.950781 ∣     [  std_z : 0.96  real_sub_fake : 3970.38 ]
[  epoch 0003/0040] 3450/4800, lr:1.0e-04 ∣ avg_100 : 31664.221567 ∣ critic_nllloss : 26730.626953 ∣ critic_ganloss : -1103.137268 ∣ generator_nllloss : 5377.963281 ∣ generator_ganloss : 958.652930 ∣     [  std_z : 0.97  real_sub_fake : 4826.53 ]
[  epoch 0003/0040] 3460/4800, lr:1.0e-04 ∣ avg_100 : 31670.603329 ∣ critic_nllloss : 26782.932812 ∣ critic_ganloss : -1072.454285 ∣ generator_nllloss : 5346.118750 ∣ generator_ganloss : 917.948486 ∣     [  std_z : 0.98  real_sub_fake : 3797.48 ]
[  epoch 0003/0040] 3470/4800, lr:1.0e-04 ∣ avg_100 : 31673.540189 ∣ critic_nllloss : 26875.893164 ∣ critic_ganloss : -1218.486206 ∣ generator_nllloss : 5422.184375 ∣ generator_ganloss : 894.346875 ∣     [  std_z : 0.97  real_sub_fake : 4705.51 ]
[  epoch 0003/0040] 3480/4800, lr:1.0e-04 ∣ avg_100 : 31675.617218 ∣ critic_nllloss : 26762.390234 ∣ critic_ganloss : -1290.104089 ∣ generator_nllloss : 5282.482617 ∣ generator_ganloss : 869.851074 ∣     [  std_z : 0.97  real_sub_fake : 4626.40 ]
[  epoch 0003/0040] 3490/4800, lr:1.0e-04 ∣ avg_100 : 31675.144787 ∣ critic_nllloss : 26506.308984 ∣ critic_ganloss : -1138.090808 ∣ generator_nllloss : 5276.212891 ∣ generator_ganloss : 830.646167 ∣     [  std_z : 0.95  real_sub_fake : 5195.76 ]
[  epoch 0003/0040] 3500/4800, lr:1.0e-04 ∣ avg_100 : 31679.304350 ∣ critic_nllloss : 26717.716797 ∣ critic_ganloss : -1224.102966 ∣ generator_nllloss : 5306.339648 ∣ generator_ganloss : 757.445361 ∣     [  std_z : 0.96  real_sub_fake : 3946.64 ]
[  epoch 0003/0040] 3510/4800, lr:1.0e-04 ∣ avg_100 : 31688.962812 ∣ critic_nllloss : 26786.409180 ∣ critic_ganloss : -821.228137 ∣ generator_nllloss : 5439.762695 ∣ generator_ganloss : 852.449756 ∣  [  std_z : 0.95  real_sub_fake : 3856.52 ]
[  epoch 0003/0040] 3520/4800, lr:1.0e-04 ∣ avg_100 : 31696.194438 ∣ critic_nllloss : 26938.600781 ∣ critic_ganloss : -1153.319049 ∣ generator_nllloss : 5452.706641 ∣ generator_ganloss : 825.354346 ∣     [  std_z : 0.97  real_sub_fake : 3715.66 ]
[  epoch 0003/0040] 3530/4800, lr:1.0e-04 ∣ avg_100 : 31704.017542 ∣ critic_nllloss : 26830.902930 ∣ critic_ganloss : -983.103174 ∣ generator_nllloss : 5370.283203 ∣ generator_ganloss : 912.225098 ∣  [  std_z : 0.96  real_sub_fake : 4886.64 ]
[  epoch 0003/0040] 3540/4800, lr:1.0e-04 ∣ avg_100 : 31711.628748 ∣ critic_nllloss : 26764.302539 ∣ critic_ganloss : -910.491357 ∣ generator_nllloss : 5326.248242 ∣ generator_ganloss : 794.698511 ∣  [  std_z : 0.96  real_sub_fake : 3033.13 ]
[  epoch 0003/0040] 3550/4800, lr:1.0e-04 ∣ avg_100 : 31715.010828 ∣ critic_nllloss : 26823.594727 ∣ critic_ganloss : -1199.749066 ∣ generator_nllloss : 5370.183594 ∣ generator_ganloss : 845.590991 ∣     [  std_z : 0.97  real_sub_fake : 4441.18 ]
[  epoch 0003/0040] 3560/4800, lr:1.0e-04 ∣ avg_100 : 31720.560529 ∣ critic_nllloss : 26760.554688 ∣ critic_ganloss : -1044.663635 ∣ generator_nllloss : 5335.472852 ∣ generator_ganloss : 929.389111 ∣     [  std_z : 0.97  real_sub_fake : 4642.77 ]
[  epoch 0003/0040] 3570/4800, lr:1.0e-04 ∣ avg_100 : 31732.816621 ∣ critic_nllloss : 26922.199414 ∣ critic_ganloss : -704.158679 ∣ generator_nllloss : 5377.776563 ∣ generator_ganloss : 884.055371 ∣  [  std_z : 0.97  real_sub_fake : 2313.17 ]
[  epoch 0003/0040] 3580/4800, lr:1.0e-04 ∣ avg_100 : 31743.159666 ∣ critic_nllloss : 26650.126172 ∣ critic_ganloss : -1067.251379 ∣ generator_nllloss : 5393.236914 ∣ generator_ganloss : 825.164404 ∣     [  std_z : 0.96  real_sub_fake : 3463.28 ]
[  epoch 0003/0040] 3590/4800, lr:1.0e-04 ∣ avg_100 : 31745.594050 ∣ critic_nllloss : 26468.921094 ∣ critic_ganloss : -823.131128 ∣ generator_nllloss : 5275.769531 ∣ generator_ganloss : 874.943750 ∣  [  std_z : 0.96  real_sub_fake : 4404.53 ]
[  epoch 0003/0040] 3600/4800, lr:1.0e-04 ∣ avg_100 : 31749.270266 ∣ critic_nllloss : 26541.426563 ∣ critic_ganloss : -784.223938 ∣ generator_nllloss : 5257.871094 ∣ generator_ganloss : 814.335840 ∣  [  std_z : 0.95  real_sub_fake : 2121.64 ]
[  epoch 0003/0040] 3610/4800, lr:1.0e-04 ∣ avg_100 : 31751.994986 ∣ critic_nllloss : 26665.489258 ∣ critic_ganloss : -1187.625952 ∣ generator_nllloss : 5337.170703 ∣ generator_ganloss : 766.749268 ∣     [  std_z : 0.96  real_sub_fake : 4420.83 ]
[  epoch 0003/0040] 3620/4800, lr:1.0e-04 ∣ avg_100 : 31757.979045 ∣ critic_nllloss : 26814.608789 ∣ critic_ganloss : -973.007349 ∣ generator_nllloss : 5372.719141 ∣ generator_ganloss : 727.094214 ∣  [  std_z : 0.98  real_sub_fake : 4406.57 ]
[  epoch 0003/0040] 3630/4800, lr:1.0e-04 ∣ avg_100 : 31761.840042 ∣ critic_nllloss : 26490.980469 ∣ critic_ganloss : -945.252466 ∣ generator_nllloss : 5266.348828 ∣ generator_ganloss : 673.262988 ∣  [  std_z : 0.96  real_sub_fake : 2870.94 ]
[  epoch 0003/0040] 3640/4800, lr:1.0e-04 ∣ avg_100 : 31763.118259 ∣ critic_nllloss : 26634.108789 ∣ critic_ganloss : -1043.562207 ∣ generator_nllloss : 5299.757422 ∣ generator_ganloss : 756.049219 ∣     [  std_z : 0.96  real_sub_fake : 4381.70 ]
[  epoch 0003/0040] 3650/4800, lr:1.0e-04 ∣ avg_100 : 31764.262136 ∣ critic_nllloss : 26618.894727 ∣ critic_ganloss : -903.908612 ∣ generator_nllloss : 5403.277148 ∣ generator_ganloss : 800.464819 ∣  [  std_z : 0.96  real_sub_fake : 3613.60 ]
[  epoch 0003/0040] 3660/4800, lr:1.0e-04 ∣ avg_100 : 31768.663591 ∣ critic_nllloss : 26706.483789 ∣ critic_ganloss : -1095.955115 ∣ generator_nllloss : 5390.872656 ∣ generator_ganloss : 856.939795 ∣     [  std_z : 0.96  real_sub_fake : 3892.93 ]
[  epoch 0003/0040] 3670/4800, lr:1.0e-04 ∣ avg_100 : 31774.175284 ∣ critic_nllloss : 26655.378516 ∣ critic_ganloss : -1179.806421 ∣ generator_nllloss : 5350.867578 ∣ generator_ganloss : 903.525977 ∣     [  std_z : 0.96  real_sub_fake : 4546.15 ]
[  epoch 0003/0040] 3680/4800, lr:1.0e-04 ∣ avg_100 : 31784.665411 ∣ critic_nllloss : 26745.879297 ∣ critic_ganloss : -924.222009 ∣ generator_nllloss : 5377.032031 ∣ generator_ganloss : 929.338623 ∣  [  std_z : 0.96  real_sub_fake : 4075.89 ]
[  epoch 0003/0040] 3690/4800, lr:1.0e-04 ∣ avg_100 : 31789.550532 ∣ critic_nllloss : 26710.137500 ∣ critic_ganloss : -1049.791321 ∣ generator_nllloss : 5283.502930 ∣ generator_ganloss : 827.086304 ∣     [  std_z : 0.97  real_sub_fake : 3632.49 ]
[  epoch 0003/0040] 3700/4800, lr:1.0e-04 ∣ avg_100 : 31797.632801 ∣ critic_nllloss : 26941.410938 ∣ critic_ganloss : -1221.773779 ∣ generator_nllloss : 5435.046680 ∣ generator_ganloss : 825.807568 ∣     [  std_z : 0.98  real_sub_fake : 4987.22 ]
[  epoch 0003/0040] 3710/4800, lr:1.0e-04 ∣ avg_100 : 31800.113505 ∣ critic_nllloss : 26820.257227 ∣ critic_ganloss : -1054.197333 ∣ generator_nllloss : 5412.943359 ∣ generator_ganloss : 790.796973 ∣     [  std_z : 0.98  real_sub_fake : 3807.32 ]
[  epoch 0003/0040] 3720/4800, lr:1.0e-04 ∣ avg_100 : 31804.137750 ∣ critic_nllloss : 26868.582031 ∣ critic_ganloss : -1140.895251 ∣ generator_nllloss : 5330.201758 ∣ generator_ganloss : 775.584155 ∣     [  std_z : 0.98  real_sub_fake : 4449.96 ]
[  epoch 0003/0040] 3730/4800, lr:1.0e-04 ∣ avg_100 : 31807.525009 ∣ critic_nllloss : 27014.499805 ∣ critic_ganloss : -1314.751599 ∣ generator_nllloss : 5415.826172 ∣ generator_ganloss : 870.999072 ∣     [  std_z : 0.98  real_sub_fake : 4923.35 ]
[  epoch 0003/0040] 3740/4800, lr:1.0e-04 ∣ avg_100 : 31811.476862 ∣ critic_nllloss : 26852.535938 ∣ critic_ganloss : -1432.907153 ∣ generator_nllloss : 5318.869531 ∣ generator_ganloss : 999.298096 ∣     [  std_z : 0.97  real_sub_fake : 5403.79 ]
[  epoch 0003/0040] 3750/4800, lr:1.0e-04 ∣ avg_100 : 31812.431665 ∣ critic_nllloss : 26681.754492 ∣ critic_ganloss : -1004.521075 ∣ generator_nllloss : 5399.968750 ∣ generator_ganloss : 1164.457813 ∣    [  std_z : 0.96  real_sub_fake : 4288.82 ]
[  epoch 0003/0040] 3760/4800, lr:1.0e-04 ∣ avg_100 : 31811.317138 ∣ critic_nllloss : 26778.995312 ∣ critic_ganloss : -1185.170703 ∣ generator_nllloss : 5338.207617 ∣ generator_ganloss : 1018.428906 ∣    [  std_z : 0.96  real_sub_fake : 3979.90 ]
[  epoch 0003/0040] 3770/4800, lr:1.0e-04 ∣ avg_100 : 31811.621341 ∣ critic_nllloss : 26652.878320 ∣ critic_ganloss : -1251.702271 ∣ generator_nllloss : 5310.878516 ∣ generator_ganloss : 952.192529 ∣     [  std_z : 0.96  real_sub_fake : 5512.93 ]
[  epoch 0003/0040] 3780/4800, lr:1.0e-04 ∣ avg_100 : 31814.419478 ∣ critic_nllloss : 26731.188086 ∣ critic_ganloss : -885.404535 ∣ generator_nllloss : 5298.393555 ∣ generator_ganloss : 881.951221 ∣  [  std_z : 0.96  real_sub_fake : 3192.11 ]
[  epoch 0003/0040] 3790/4800, lr:1.0e-04 ∣ avg_100 : 31814.402125 ∣ critic_nllloss : 26538.063867 ∣ critic_ganloss : -1042.999127 ∣ generator_nllloss : 5323.039844 ∣ generator_ganloss : 779.300195 ∣     [  std_z : 0.95  real_sub_fake : 4080.68 ]
[  epoch 0003/0040] 3800/4800, lr:1.0e-04 ∣ avg_100 : 31811.981324 ∣ critic_nllloss : 26518.312695 ∣ critic_ganloss : -1152.389868 ∣ generator_nllloss : 5327.193750 ∣ generator_ganloss : 739.626953 ∣     [  std_z : 0.96  real_sub_fake : 4425.56 ]
[  epoch 0003/0040] 3810/4800, lr:1.0e-04 ∣ avg_100 : 31810.979329 ∣ critic_nllloss : 26659.965820 ∣ critic_ganloss : -1068.998706 ∣ generator_nllloss : 5404.198633 ∣ generator_ganloss : 741.528809 ∣     [  std_z : 0.97  real_sub_fake : 4438.60 ]
[  epoch 0003/0040] 3820/4800, lr:1.0e-04 ∣ avg_100 : 31808.980887 ∣ critic_nllloss : 26680.069727 ∣ critic_ganloss : -1026.017993 ∣ generator_nllloss : 5333.577734 ∣ generator_ganloss : 704.659131 ∣     [  std_z : 0.96  real_sub_fake : 3765.15 ]
[  epoch 0003/0040] 3830/4800, lr:1.0e-04 ∣ avg_100 : 31802.328098 ∣ critic_nllloss : 26712.932812 ∣ critic_ganloss : -1115.725964 ∣ generator_nllloss : 5256.266797 ∣ generator_ganloss : 756.815869 ∣     [  std_z : 0.95  real_sub_fake : 4137.54 ]
[  epoch 0003/0040] 3840/4800, lr:1.0e-04 ∣ avg_100 : 31798.487817 ∣ critic_nllloss : 26730.988672 ∣ critic_ganloss : -1153.441803 ∣ generator_nllloss : 5375.222461 ∣ generator_ganloss : 798.704102 ∣     [  std_z : 0.97  real_sub_fake : 4434.48 ]
[  epoch 0003/0040] 3850/4800, lr:1.0e-04 ∣ avg_100 : 31800.101149 ∣ critic_nllloss : 26830.203516 ∣ critic_ganloss : -1213.896985 ∣ generator_nllloss : 5347.748242 ∣ generator_ganloss : 851.622705 ∣     [  std_z : 0.98  real_sub_fake : 4593.76 ]
[  epoch 0003/0040] 3860/4800, lr:1.0e-04 ∣ avg_100 : 31796.138926 ∣ critic_nllloss : 26557.782031 ∣ critic_ganloss : -948.359778 ∣ generator_nllloss : 5241.084180 ∣ generator_ganloss : 834.261475 ∣  [  std_z : 0.97  real_sub_fake : 3937.86 ]
[  epoch 0003/0040] 3870/4800, lr:1.0e-04 ∣ avg_100 : 31797.778489 ∣ critic_nllloss : 26557.679297 ∣ critic_ganloss : -924.434918 ∣ generator_nllloss : 5422.370703 ∣ generator_ganloss : 795.187280 ∣  [  std_z : 0.97  real_sub_fake : 3289.72 ]
[  epoch 0003/0040] 3880/4800, lr:1.0e-04 ∣ avg_100 : 31797.977559 ∣ critic_nllloss : 26580.580078 ∣ critic_ganloss : -1011.716235 ∣ generator_nllloss : 5340.392969 ∣ generator_ganloss : 877.623926 ∣     [  std_z : 0.97  real_sub_fake : 3946.70 ]
[  epoch 0003/0040] 3890/4800, lr:1.0e-04 ∣ avg_100 : 31798.435427 ∣ critic_nllloss : 26795.059570 ∣ critic_ganloss : -1109.307996 ∣ generator_nllloss : 5435.244727 ∣ generator_ganloss : 908.080957 ∣     [  std_z : 0.98  real_sub_fake : 4178.15 ]
[  epoch 0003/0040] 3900/4800, lr:1.0e-04 ∣ avg_100 : 31804.821310 ∣ critic_nllloss : 26722.616797 ∣ critic_ganloss : -1060.865625 ∣ generator_nllloss : 5300.503711 ∣ generator_ganloss : 915.835254 ∣     [  std_z : 0.97  real_sub_fake : 4314.49 ]
[  epoch 0003/0040] 3910/4800, lr:1.0e-04 ∣ avg_100 : 31796.975820 ∣ critic_nllloss : 26738.261719 ∣ critic_ganloss : -1058.239465 ∣ generator_nllloss : 5342.507812 ∣ generator_ganloss : 878.349268 ∣     [  std_z : 0.97  real_sub_fake : 4379.67 ]
[  epoch 0003/0040] 3920/4800, lr:1.0e-04 ∣ avg_100 : 31791.661364 ∣ critic_nllloss : 26704.214062 ∣ critic_ganloss : -1011.770929 ∣ generator_nllloss : 5269.729297 ∣ generator_ganloss : 741.940283 ∣     [  std_z : 0.97  real_sub_fake : 3638.68 ]
[  epoch 0003/0040] 3930/4800, lr:1.0e-04 ∣ avg_100 : 31788.000016 ∣ critic_nllloss : 26507.580273 ∣ critic_ganloss : -1057.582617 ∣ generator_nllloss : 5324.661523 ∣ generator_ganloss : 682.391895 ∣     [  std_z : 0.97  real_sub_fake : 3787.55 ]
[  epoch 0003/0040] 3940/4800, lr:1.0e-04 ∣ avg_100 : 31785.458349 ∣ critic_nllloss : 26643.853906 ∣ critic_ganloss : -1093.518262 ∣ generator_nllloss : 5222.259766 ∣ generator_ganloss : 787.347656 ∣     [  std_z : 0.97  real_sub_fake : 4373.26 ]
[  epoch 0003/0040] 3950/4800, lr:1.0e-04 ∣ avg_100 : 31789.966706 ∣ critic_nllloss : 26818.720703 ∣ critic_ganloss : -929.397009 ∣ generator_nllloss : 5342.557031 ∣ generator_ganloss : 916.563135 ∣  [  std_z : 0.98  real_sub_fake : 4035.42 ]
[  epoch 0003/0040] 3960/4800, lr:1.0e-04 ∣ avg_100 : 31784.844109 ∣ critic_nllloss : 26716.772656 ∣ critic_ganloss : -1200.439240 ∣ generator_nllloss : 5337.484375 ∣ generator_ganloss : 871.840820 ∣     [  std_z : 0.97  real_sub_fake : 4010.52 ]
[  epoch 0003/0040] 3970/4800, lr:1.0e-04 ∣ avg_100 : 31780.350722 ∣ critic_nllloss : 26679.814258 ∣ critic_ganloss : -1091.064886 ∣ generator_nllloss : 5349.998633 ∣ generator_ganloss : 840.011914 ∣     [  std_z : 0.97  real_sub_fake : 4656.04 ]
[  epoch 0003/0040] 3980/4800, lr:1.0e-04 ∣ avg_100 : 31778.301050 ∣ critic_nllloss : 26793.960352 ∣ critic_ganloss : -1118.402863 ∣ generator_nllloss : 5315.409375 ∣ generator_ganloss : 880.625586 ∣     [  std_z : 0.98  real_sub_fake : 4170.67 ]
[  epoch 0003/0040] 3990/4800, lr:1.0e-04 ∣ avg_100 : 31777.486734 ∣ critic_nllloss : 26655.578125 ∣ critic_ganloss : -1121.162469 ∣ generator_nllloss : 5275.172266 ∣ generator_ganloss : 940.226318 ∣     [  std_z : 0.97  real_sub_fake : 4068.86 ]
[  epoch 0003/0040] 4000/4800, lr:1.0e-04 ∣ avg_100 : 31771.742547 ∣ critic_nllloss : 26605.512305 ∣ critic_ganloss : -1093.665320 ∣ generator_nllloss : 5374.389063 ∣ generator_ganloss : 821.013257 ∣     [  std_z : 0.97  real_sub_fake : 4344.04 ]
[  epoch 0003/0040] 4010/4800, lr:1.0e-04 ∣ avg_100 : 31773.386135 ∣ critic_nllloss : 26861.392188 ∣ critic_ganloss : -1145.662024 ∣ generator_nllloss : 5397.434570 ∣ generator_ganloss : 662.853174 ∣     [  std_z : 0.97  real_sub_fake : 4494.34 ]
[  epoch 0003/0040] 4020/4800, lr:1.0e-04 ∣ avg_100 : 31777.675474 ∣ critic_nllloss : 26752.496680 ∣ critic_ganloss : -1000.750330 ∣ generator_nllloss : 5312.561719 ∣ generator_ganloss : 709.085522 ∣     [  std_z : 0.98  real_sub_fake : 3946.84 ]
[  epoch 0003/0040] 4030/4800, lr:1.0e-04 ∣ avg_100 : 31788.564561 ∣ critic_nllloss : 26865.804297 ∣ critic_ganloss : -923.345905 ∣ generator_nllloss : 5316.319141 ∣ generator_ganloss : 761.340967 ∣  [  std_z : 0.98  real_sub_fake : 3658.16 ]
[  epoch 0003/0040] 4040/4800, lr:1.0e-04 ∣ avg_100 : 31794.613248 ∣ critic_nllloss : 26548.640039 ∣ critic_ganloss : -1025.080005 ∣ generator_nllloss : 5317.731250 ∣ generator_ganloss : 629.585986 ∣     [  std_z : 0.97  real_sub_fake : 3607.82 ]
[  epoch 0003/0040] 4050/4800, lr:1.0e-04 ∣ avg_100 : 31804.852149 ∣ critic_nllloss : 26875.763672 ∣ critic_ganloss : -1038.646466 ∣ generator_nllloss : 5356.339648 ∣ generator_ganloss : 817.646167 ∣     [  std_z : 0.97  real_sub_fake : 4122.74 ]
[  epoch 0003/0040] 4060/4800, lr:1.0e-04 ∣ avg_100 : 31809.803729 ∣ critic_nllloss : 26816.513867 ∣ critic_ganloss : -1358.490662 ∣ generator_nllloss : 5404.121484 ∣ generator_ganloss : 929.419434 ∣     [  std_z : 0.97  real_sub_fake : 4673.75 ]
[  epoch 0003/0040] 4070/4800, lr:1.0e-04 ∣ avg_100 : 31818.942168 ∣ critic_nllloss : 26782.575195 ∣ critic_ganloss : -823.539154 ∣ generator_nllloss : 5345.256641 ∣ generator_ganloss : 1045.865234 ∣     [  std_z : 0.96  real_sub_fake : 4251.26 ]
[  epoch 0003/0040] 4080/4800, lr:1.0e-04 ∣ avg_100 : 31820.184872 ∣ critic_nllloss : 26591.179883 ∣ critic_ganloss : -679.095410 ∣ generator_nllloss : 5227.892969 ∣ generator_ganloss : 938.562109 ∣  [  std_z : 0.96  real_sub_fake : 1879.45 ]
[  epoch 0003/0040] 4090/4800, lr:1.0e-04 ∣ avg_100 : 31823.714972 ∣ critic_nllloss : 26630.575781 ∣ critic_ganloss : -1089.281128 ∣ generator_nllloss : 5352.850000 ∣ generator_ganloss : 808.132471 ∣     [  std_z : 0.96  real_sub_fake : 4093.00 ]
[  epoch 0003/0040] 4100/4800, lr:1.0e-04 ∣ avg_100 : 31824.006420 ∣ critic_nllloss : 26628.519727 ∣ critic_ganloss : -946.476617 ∣ generator_nllloss : 5299.673828 ∣ generator_ganloss : 920.735986 ∣  [  std_z : 0.97  real_sub_fake : 3992.32 ]
[  epoch 0003/0040] 4110/4800, lr:1.0e-04 ∣ avg_100 : 31827.801163 ∣ critic_nllloss : 26762.571680 ∣ critic_ganloss : -1133.654834 ∣ generator_nllloss : 5345.918945 ∣ generator_ganloss : 935.694385 ∣     [  std_z : 0.98  real_sub_fake : 3785.66 ]
[  epoch 0003/0040] 4120/4800, lr:1.0e-04 ∣ avg_100 : 31830.054114 ∣ critic_nllloss : 26673.965820 ∣ critic_ganloss : -1288.472668 ∣ generator_nllloss : 5357.133594 ∣ generator_ganloss : 1049.260059 ∣    [  std_z : 0.99  real_sub_fake : 5067.14 ]
[  epoch 0003/0040] 4130/4800, lr:1.0e-04 ∣ avg_100 : 31842.860074 ∣ critic_nllloss : 26651.420508 ∣ critic_ganloss : -441.353403 ∣ generator_nllloss : 5360.460547 ∣ generator_ganloss : 1241.893604 ∣     [  std_z : 0.97  real_sub_fake : 2659.62 ]
[  epoch 0003/0040] 4140/4800, lr:1.0e-04 ∣ avg_100 : 31854.924997 ∣ critic_nllloss : 26707.481055 ∣ critic_ganloss : -408.879288 ∣ generator_nllloss : 5367.987109 ∣ generator_ganloss : 1128.331836 ∣     [  std_z : 0.97  real_sub_fake : 994.71 ]
[  epoch 0003/0040] 4150/4800, lr:1.0e-04 ∣ avg_100 : 31861.454616 ∣ critic_nllloss : 26764.687500 ∣ critic_ganloss : -670.374066 ∣ generator_nllloss : 5326.618555 ∣ generator_ganloss : 874.301465 ∣  [  std_z : 0.97  real_sub_fake : 1989.65 ]
[  epoch 0003/0040] 4160/4800, lr:1.0e-04 ∣ avg_100 : 31861.151153 ∣ critic_nllloss : 26553.085156 ∣ critic_ganloss : -983.827087 ∣ generator_nllloss : 5285.005078 ∣ generator_ganloss : 953.652979 ∣  [  std_z : 0.96  real_sub_fake : 3935.28 ]
[  epoch 0003/0040] 4170/4800, lr:1.0e-04 ∣ avg_100 : 31867.649889 ∣ critic_nllloss : 26767.073828 ∣ critic_ganloss : -1029.091028 ∣ generator_nllloss : 5425.291211 ∣ generator_ganloss : 1001.085889 ∣    [  std_z : 0.97  real_sub_fake : 4083.58 ]
[  epoch 0003/0040] 4180/4800, lr:1.0e-04 ∣ avg_100 : 31871.497565 ∣ critic_nllloss : 26450.476953 ∣ critic_ganloss : -795.958765 ∣ generator_nllloss : 5314.027734 ∣ generator_ganloss : 1033.238379 ∣     [  std_z : 0.97  real_sub_fake : 3149.61 ]
[  epoch 0003/0040] 4190/4800, lr:1.0e-04 ∣ avg_100 : 31871.821664 ∣ critic_nllloss : 26601.625000 ∣ critic_ganloss : -1048.592969 ∣ generator_nllloss : 5412.337109 ∣ generator_ganloss : 963.239111 ∣     [  std_z : 0.96  real_sub_fake : 4401.83 ]
[  epoch 0003/0040] 4200/4800, lr:1.0e-04 ∣ avg_100 : 31870.424549 ∣ critic_nllloss : 26722.774609 ∣ critic_ganloss : -1029.131598 ∣ generator_nllloss : 5234.403516 ∣ generator_ganloss : 881.596533 ∣     [  std_z : 0.96  real_sub_fake : 4200.56 ]
[  epoch 0003/0040] 4210/4800, lr:1.0e-04 ∣ avg_100 : 31868.002003 ∣ critic_nllloss : 26491.418945 ∣ critic_ganloss : -956.621777 ∣ generator_nllloss : 5348.971484 ∣ generator_ganloss : 827.189697 ∣  [  std_z : 0.97  real_sub_fake : 2877.82 ]
[  epoch 0003/0040] 4220/4800, lr:1.0e-04 ∣ avg_100 : 31867.424578 ∣ critic_nllloss : 26753.414258 ∣ critic_ganloss : -1283.611108 ∣ generator_nllloss : 5378.790234 ∣ generator_ganloss : 894.629590 ∣     [  std_z : 0.98  real_sub_fake : 4899.05 ]
[  epoch 0003/0040] 4230/4800, lr:1.0e-04 ∣ avg_100 : 31872.410465 ∣ critic_nllloss : 26598.290430 ∣ critic_ganloss : -696.676282 ∣ generator_nllloss : 5291.613281 ∣ generator_ganloss : 1014.696387 ∣     [  std_z : 0.97  real_sub_fake : 3080.08 ]
[  epoch 0003/0040] 4240/4800, lr:1.0e-04 ∣ avg_100 : 31879.027539 ∣ critic_nllloss : 26762.375195 ∣ critic_ganloss : -909.835956 ∣ generator_nllloss : 5503.699219 ∣ generator_ganloss : 1080.929102 ∣     [  std_z : 0.97  real_sub_fake : 3390.05 ]
[  epoch 0003/0040] 4250/4800, lr:1.0e-04 ∣ avg_100 : 31880.272120 ∣ critic_nllloss : 26719.344727 ∣ critic_ganloss : -1077.813599 ∣ generator_nllloss : 5298.471680 ∣ generator_ganloss : 1110.171094 ∣    [  std_z : 0.96  real_sub_fake : 4253.42 ]
[  epoch 0003/0040] 4260/4800, lr:1.0e-04 ∣ avg_100 : 31884.409221 ∣ critic_nllloss : 26617.270508 ∣ critic_ganloss : -918.975146 ∣ generator_nllloss : 5327.871094 ∣ generator_ganloss : 1165.404785 ∣     [  std_z : 0.97  real_sub_fake : 3569.55 ]
[  epoch 0003/0040] 4270/4800, lr:1.0e-04 ∣ avg_100 : 31887.418394 ∣ critic_nllloss : 26604.748047 ∣ critic_ganloss : -1015.329675 ∣ generator_nllloss : 5298.180078 ∣ generator_ganloss : 1146.579004 ∣    [  std_z : 0.96  real_sub_fake : 3983.49 ]
[  epoch 0003/0040] 4280/4800, lr:1.0e-04 ∣ avg_100 : 31889.280834 ∣ critic_nllloss : 26637.530859 ∣ critic_ganloss : -1105.183899 ∣ generator_nllloss : 5338.829297 ∣ generator_ganloss : 1092.949072 ∣    [  std_z : 0.98  real_sub_fake : 4027.75 ]
[  epoch 0003/0040] 4290/4800, lr:1.0e-04 ∣ avg_100 : 31891.411664 ∣ critic_nllloss : 26646.754297 ∣ critic_ganloss : -1057.750934 ∣ generator_nllloss : 5458.490039 ∣ generator_ganloss : 1088.520264 ∣    [  std_z : 0.96  real_sub_fake : 3716.50 ]
[  epoch 0003/0040] 4300/4800, lr:1.0e-04 ∣ avg_100 : 31896.609324 ∣ critic_nllloss : 26776.808984 ∣ critic_ganloss : -1121.732214 ∣ generator_nllloss : 5421.803516 ∣ generator_ganloss : 1038.770410 ∣    [  std_z : 0.97  real_sub_fake : 4926.48 ]
[  epoch 0003/0040] 4310/4800, lr:1.0e-04 ∣ avg_100 : 31896.663624 ∣ critic_nllloss : 26553.804102 ∣ critic_ganloss : -1191.472711 ∣ generator_nllloss : 5307.843945 ∣ generator_ganloss : 1040.874951 ∣    [  std_z : 0.95  real_sub_fake : 3744.38 ]
[  epoch 0003/0040] 4320/4800, lr:1.0e-04 ∣ avg_100 : 31894.402420 ∣ critic_nllloss : 26493.988281 ∣ critic_ganloss : -1197.432446 ∣ generator_nllloss : 5397.255273 ∣ generator_ganloss : 899.988184 ∣     [  std_z : 0.96  real_sub_fake : 4714.20 ]
[  epoch 0003/0040] 4330/4800, lr:1.0e-04 ∣ avg_100 : 31886.561808 ∣ critic_nllloss : 26680.101953 ∣ critic_ganloss : -1482.401526 ∣ generator_nllloss : 5314.737109 ∣ generator_ganloss : 898.134033 ∣     [  std_z : 0.96  real_sub_fake : 6324.47 ]
[  epoch 0003/0040] 4340/4800, lr:1.0e-04 ∣ avg_100 : 31882.622754 ∣ critic_nllloss : 26692.857812 ∣ critic_ganloss : -955.461700 ∣ generator_nllloss : 5247.842578 ∣ generator_ganloss : 896.785449 ∣  [  std_z : 0.97  real_sub_fake : 3297.45 ]
[  epoch 0003/0040] 4350/4800, lr:1.0e-04 ∣ avg_100 : 31874.289194 ∣ critic_nllloss : 26558.028516 ∣ critic_ganloss : -1158.201221 ∣ generator_nllloss : 5283.931641 ∣ generator_ganloss : 725.888477 ∣     [  std_z : 0.97  real_sub_fake : 4628.27 ]
[  epoch 0003/0040] 4360/4800, lr:1.0e-04 ∣ avg_100 : 31874.620481 ∣ critic_nllloss : 26921.683008 ∣ critic_ganloss : -1082.619403 ∣ generator_nllloss : 5430.894336 ∣ generator_ganloss : 658.420776 ∣     [  std_z : 0.97  real_sub_fake : 4351.68 ]
[  epoch 0003/0040] 4370/4800, lr:1.0e-04 ∣ avg_100 : 31866.710243 ∣ critic_nllloss : 26439.530469 ∣ critic_ganloss : -1027.965802 ∣ generator_nllloss : 5253.947070 ∣ generator_ganloss : 704.162988 ∣     [  std_z : 0.96  real_sub_fake : 3777.52 ]
[  epoch 0003/0040] 4380/4800, lr:1.0e-04 ∣ avg_100 : 31863.661238 ∣ critic_nllloss : 26539.742969 ∣ critic_ganloss : -1122.405579 ∣ generator_nllloss : 5339.196289 ∣ generator_ganloss : 837.861426 ∣     [  std_z : 0.96  real_sub_fake : 4796.98 ]
[  epoch 0003/0040] 4390/4800, lr:1.0e-04 ∣ avg_100 : 31865.616517 ∣ critic_nllloss : 26433.976953 ∣ critic_ganloss : -415.559659 ∣ generator_nllloss : 5260.868555 ∣ generator_ganloss : 652.149634 ∣  [  std_z : 0.97  real_sub_fake : 2068.16 ]
[  epoch 0003/0040] 4400/4800, lr:1.0e-04 ∣ avg_100 : 31872.607558 ∣ critic_nllloss : 26706.783008 ∣ critic_ganloss : -463.454187 ∣ generator_nllloss : 5343.801562 ∣ generator_ganloss : 564.272656 ∣  [  std_z : 0.98  real_sub_fake : 1252.44 ]
[  epoch 0003/0040] 4410/4800, lr:1.0e-04 ∣ avg_100 : 31874.881052 ∣ critic_nllloss : 26628.270703 ∣ critic_ganloss : -698.849530 ∣ generator_nllloss : 5340.731445 ∣ generator_ganloss : 561.167920 ∣  [  std_z : 0.98  real_sub_fake : 2132.17 ]
[  epoch 0003/0040] 4420/4800, lr:1.0e-04 ∣ avg_100 : 31877.451143 ∣ critic_nllloss : 26748.950195 ∣ critic_ganloss : -794.769867 ∣ generator_nllloss : 5339.442187 ∣ generator_ganloss : 746.322339 ∣  [  std_z : 0.99  real_sub_fake : 3346.09 ]
[  epoch 0003/0040] 4430/4800, lr:1.0e-04 ∣ avg_100 : 31878.913778 ∣ critic_nllloss : 26583.185742 ∣ critic_ganloss : -921.575787 ∣ generator_nllloss : 5295.382422 ∣ generator_ganloss : 839.552002 ∣  [  std_z : 0.97  real_sub_fake : 3434.05 ]
[  epoch 0003/0040] 4440/4800, lr:1.0e-04 ∣ avg_100 : 31880.332133 ∣ critic_nllloss : 26765.995508 ∣ critic_ganloss : -1010.194940 ∣ generator_nllloss : 5343.872461 ∣ generator_ganloss : 854.422021 ∣     [  std_z : 0.98  real_sub_fake : 3792.92 ]
[  epoch 0003/0040] 4450/4800, lr:1.0e-04 ∣ avg_100 : 31879.244484 ∣ critic_nllloss : 26787.019727 ∣ critic_ganloss : -1055.968585 ∣ generator_nllloss : 5370.518359 ∣ generator_ganloss : 753.771533 ∣     [  std_z : 0.98  real_sub_fake : 4119.91 ]
[  epoch 0003/0040] 4460/4800, lr:1.0e-04 ∣ avg_100 : 31876.685195 ∣ critic_nllloss : 26627.897461 ∣ critic_ganloss : -1041.941882 ∣ generator_nllloss : 5339.994922 ∣ generator_ganloss : 792.666333 ∣     [  std_z : 0.97  real_sub_fake : 3771.25 ]
[  epoch 0003/0040] 4470/4800, lr:1.0e-04 ∣ avg_100 : 31874.757157 ∣ critic_nllloss : 26713.062500 ∣ critic_ganloss : -1031.705542 ∣ generator_nllloss : 5335.442187 ∣ generator_ganloss : 764.335254 ∣     [  std_z : 0.96  real_sub_fake : 4209.00 ]
[  epoch 0003/0040] 4480/4800, lr:1.0e-04 ∣ avg_100 : 31880.166232 ∣ critic_nllloss : 26900.954883 ∣ critic_ganloss : -1013.705322 ∣ generator_nllloss : 5386.198438 ∣ generator_ganloss : 892.079395 ∣     [  std_z : 0.97  real_sub_fake : 3703.35 ]
[  epoch 0003/0040] 4490/4800, lr:1.0e-04 ∣ avg_100 : 31885.798426 ∣ critic_nllloss : 26627.598047 ∣ critic_ganloss : -964.078076 ∣ generator_nllloss : 5406.342969 ∣ generator_ganloss : 968.433691 ∣  [  std_z : 0.97  real_sub_fake : 4210.38 ]
[  epoch 0003/0040] 4500/4800, lr:1.0e-04 ∣ avg_100 : 31886.778073 ∣ critic_nllloss : 26466.513281 ∣ critic_ganloss : -973.839948 ∣ generator_nllloss : 5286.207617 ∣ generator_ganloss : 876.482520 ∣  [  std_z : 0.96  real_sub_fake : 3174.67 ]
[  epoch 0003/0040] 4510/4800, lr:1.0e-04 ∣ avg_100 : 31880.295151 ∣ critic_nllloss : 26578.175781 ∣ critic_ganloss : -931.565295 ∣ generator_nllloss : 5255.523047 ∣ generator_ganloss : 706.967798 ∣  [  std_z : 0.97  real_sub_fake : 4126.91 ]
[  epoch 0003/0040] 4520/4800, lr:1.0e-04 ∣ avg_100 : 31877.456772 ∣ critic_nllloss : 26787.181055 ∣ critic_ganloss : -929.043793 ∣ generator_nllloss : 5313.546484 ∣ generator_ganloss : 607.821094 ∣  [  std_z : 0.98  real_sub_fake : 3416.25 ]
[  epoch 0003/0040] 4530/4800, lr:1.0e-04 ∣ avg_100 : 31870.816791 ∣ critic_nllloss : 26556.751758 ∣ critic_ganloss : -854.433722 ∣ generator_nllloss : 5251.781641 ∣ generator_ganloss : 512.210229 ∣  [  std_z : 0.98  real_sub_fake : 3239.67 ]
[  epoch 0003/0040] 4540/4800, lr:1.0e-04 ∣ avg_100 : 31863.205384 ∣ critic_nllloss : 26420.064063 ∣ critic_ganloss : -962.974969 ∣ generator_nllloss : 5247.704687 ∣ generator_ganloss : 508.823486 ∣  [  std_z : 0.97  real_sub_fake : 3666.23 ]
[  epoch 0003/0040] 4550/4800, lr:1.0e-04 ∣ avg_100 : 31861.182617 ∣ critic_nllloss : 26677.671289 ∣ critic_ganloss : -915.314899 ∣ generator_nllloss : 5269.851562 ∣ generator_ganloss : 605.135620 ∣  [  std_z : 0.97  real_sub_fake : 3346.36 ]
[  epoch 0003/0040] 4560/4800, lr:1.0e-04 ∣ avg_100 : 31857.749647 ∣ critic_nllloss : 26746.285156 ∣ critic_ganloss : -1173.654407 ∣ generator_nllloss : 5353.830859 ∣ generator_ganloss : 710.994385 ∣     [  std_z : 0.98  real_sub_fake : 4100.02 ]
[  epoch 0003/0040] 4570/4800, lr:1.0e-04 ∣ avg_100 : 31851.147823 ∣ critic_nllloss : 26714.986914 ∣ critic_ganloss : -1051.022742 ∣ generator_nllloss : 5319.204492 ∣ generator_ganloss : 836.521582 ∣     [  std_z : 0.98  real_sub_fake : 4686.36 ]
[  epoch 0003/0040] 4580/4800, lr:1.0e-04 ∣ avg_100 : 31850.208135 ∣ critic_nllloss : 26620.251953 ∣ critic_ganloss : -1100.410748 ∣ generator_nllloss : 5347.354492 ∣ generator_ganloss : 840.111621 ∣     [  std_z : 0.96  real_sub_fake : 4028.87 ]
[  epoch 0003/0040] 4590/4800, lr:1.0e-04 ∣ avg_100 : 31848.898983 ∣ critic_nllloss : 26695.427734 ∣ critic_ganloss : -1101.574005 ∣ generator_nllloss : 5288.024805 ∣ generator_ganloss : 783.709570 ∣     [  std_z : 0.97  real_sub_fake : 4213.25 ]
[  epoch 0003/0040] 4600/4800, lr:1.0e-04 ∣ avg_100 : 31850.216515 ∣ critic_nllloss : 26521.318164 ∣ critic_ganloss : -753.431683 ∣ generator_nllloss : 5368.548242 ∣ generator_ganloss : 824.727979 ∣  [  std_z : 0.97  real_sub_fake : 2769.34 ]
[  epoch 0003/0040] 4610/4800, lr:1.0e-04 ∣ avg_100 : 31855.372435 ∣ critic_nllloss : 26760.632617 ∣ critic_ganloss : -924.468488 ∣ generator_nllloss : 5332.471875 ∣ generator_ganloss : 928.739258 ∣  [  std_z : 0.98  real_sub_fake : 3733.26 ]
[  epoch 0003/0040] 4620/4800, lr:1.0e-04 ∣ avg_100 : 31856.628895 ∣ critic_nllloss : 26677.900391 ∣ critic_ganloss : -1014.017682 ∣ generator_nllloss : 5368.860547 ∣ generator_ganloss : 1034.317578 ∣    [  std_z : 0.99  real_sub_fake : 3866.90 ]
[  epoch 0003/0040] 4630/4800, lr:1.0e-04 ∣ avg_100 : 31862.553751 ∣ critic_nllloss : 26682.575195 ∣ critic_ganloss : -971.814148 ∣ generator_nllloss : 5346.994922 ∣ generator_ganloss : 1020.069434 ∣     [  std_z : 0.98  real_sub_fake : 3742.75 ]
[  epoch 0003/0040] 4640/4800, lr:1.0e-04 ∣ avg_100 : 31864.344745 ∣ critic_nllloss : 26631.007227 ∣ critic_ganloss : -1126.680920 ∣ generator_nllloss : 5383.059375 ∣ generator_ganloss : 938.066943 ∣     [  std_z : 0.97  real_sub_fake : 4174.86 ]
[  epoch 0003/0040] 4650/4800, lr:1.0e-04 ∣ avg_100 : 31865.466371 ∣ critic_nllloss : 26735.883008 ∣ critic_ganloss : -873.665179 ∣ generator_nllloss : 5307.944141 ∣ generator_ganloss : 860.728711 ∣  [  std_z : 0.97  real_sub_fake : 3717.63 ]
[  epoch 0003/0040] 4660/4800, lr:1.0e-04 ∣ avg_100 : 31867.856691 ∣ critic_nllloss : 26729.553711 ∣ critic_ganloss : -842.347217 ∣ generator_nllloss : 5333.114453 ∣ generator_ganloss : 877.052197 ∣  [  std_z : 0.97  real_sub_fake : 2991.90 ]
[  epoch 0003/0040] 4670/4800, lr:1.0e-04 ∣ avg_100 : 31869.436992 ∣ critic_nllloss : 26719.876953 ∣ critic_ganloss : -992.438696 ∣ generator_nllloss : 5323.202734 ∣ generator_ganloss : 837.354785 ∣  [  std_z : 0.98  real_sub_fake : 3856.05 ]
[  epoch 0003/0040] 4680/4800, lr:1.0e-04 ∣ avg_100 : 31868.740441 ∣ critic_nllloss : 26858.914062 ∣ critic_ganloss : -1080.542126 ∣ generator_nllloss : 5359.336914 ∣ generator_ganloss : 920.663916 ∣     [  std_z : 0.98  real_sub_fake : 4594.51 ]
[  epoch 0003/0040] 4690/4800, lr:1.0e-04 ∣ avg_100 : 31869.648718 ∣ critic_nllloss : 26774.967773 ∣ critic_ganloss : -1132.726099 ∣ generator_nllloss : 5304.564648 ∣ generator_ganloss : 914.956836 ∣     [  std_z : 0.97  real_sub_fake : 3527.76 ]
[  epoch 0003/0040] 4700/4800, lr:1.0e-04 ∣ avg_100 : 31864.977527 ∣ critic_nllloss : 26384.879492 ∣ critic_ganloss : -1071.939539 ∣ generator_nllloss : 5357.277148 ∣ generator_ganloss : 843.155176 ∣     [  std_z : 0.97  real_sub_fake : 4538.51 ]
[  epoch 0003/0040] 4710/4800, lr:1.0e-04 ∣ avg_100 : 31863.492291 ∣ critic_nllloss : 26683.224023 ∣ critic_ganloss : -983.150476 ∣ generator_nllloss : 5295.894922 ∣ generator_ganloss : 825.308179 ∣  [  std_z : 0.97  real_sub_fake : 3787.43 ]
[  epoch 0003/0040] 4720/4800, lr:1.0e-04 ∣ avg_100 : 31865.081198 ∣ critic_nllloss : 26704.722070 ∣ critic_ganloss : -873.594891 ∣ generator_nllloss : 5299.590820 ∣ generator_ganloss : 861.645410 ∣  [  std_z : 0.97  real_sub_fake : 3414.04 ]
[  epoch 0003/0040] 4730/4800, lr:1.0e-04 ∣ avg_100 : 31864.871565 ∣ critic_nllloss : 26660.557227 ∣ critic_ganloss : -944.882098 ∣ generator_nllloss : 5352.619727 ∣ generator_ganloss : 897.315283 ∣  [  std_z : 0.97  real_sub_fake : 3307.76 ]
[  epoch 0003/0040] 4740/4800, lr:1.0e-04 ∣ avg_100 : 31866.271529 ∣ critic_nllloss : 26683.181445 ∣ critic_ganloss : -1195.001025 ∣ generator_nllloss : 5408.449414 ∣ generator_ganloss : 981.162988 ∣     [  std_z : 0.98  real_sub_fake : 5137.53 ]
[  epoch 0003/0040] 4750/4800, lr:1.0e-04 ∣ avg_100 : 31861.807231 ∣ critic_nllloss : 26644.926758 ∣ critic_ganloss : -1095.845624 ∣ generator_nllloss : 5265.800781 ∣ generator_ganloss : 980.348242 ∣     [  std_z : 0.98  real_sub_fake : 3922.97 ]
[  epoch 0003/0040] 4760/4800, lr:1.0e-04 ∣ avg_100 : 31861.085190 ∣ critic_nllloss : 26703.072461 ∣ critic_ganloss : -943.377625 ∣ generator_nllloss : 5320.948828 ∣ generator_ganloss : 797.613403 ∣  [  std_z : 0.99  real_sub_fake : 4002.81 ]
[  epoch 0003/0040] 4770/4800, lr:1.0e-04 ∣ avg_100 : 31865.260157 ∣ critic_nllloss : 26794.933008 ∣ critic_ganloss : -926.037970 ∣ generator_nllloss : 5439.757031 ∣ generator_ganloss : 773.091724 ∣  [  std_z : 0.98  real_sub_fake : 3483.08 ]
[  epoch 0003/0040] 4780/4800, lr:1.0e-04 ∣ avg_100 : 31860.569039 ∣ critic_nllloss : 26529.987305 ∣ critic_ganloss : -969.010333 ∣ generator_nllloss : 5257.159961 ∣ generator_ganloss : 738.879565 ∣  [  std_z : 0.97  real_sub_fake : 3632.08 ]
[  epoch 0003/0040] 4790/4800, lr:1.0e-04 ∣ avg_100 : 31861.710947 ∣ critic_nllloss : 26666.342187 ∣ critic_ganloss : -1148.341992 ∣ generator_nllloss : 5345.009961 ∣ generator_ganloss : 848.585449 ∣     [  std_z : 0.97  real_sub_fake : 4328.69 ]
[  epoch 0003/0040] 4800/4800, lr:1.0e-04 ∣ avg_100 : 31866.704795 ∣ critic_nllloss : 26797.245508 ∣ critic_ganloss : -1180.949036 ∣ generator_nllloss : 5361.808789 ∣ generator_ganloss : 954.023047 ∣     [  std_z : 0.97  real_sub_fake : 4096.11 ]
[    val 003    ] Done! KLD: 0.042175: 0.082688, 4:06:08, total: 1 day, 6:22:50                     
[  epoch 0004/0040] 0010/4800, lr:1.0e-04 ∣ avg_100 : 31868.865004 ∣ critic_nllloss : 26978.147070 ∣ critic_ganloss : -1130.132983 ∣ generator_nllloss : 5338.626953 ∣ generator_ganloss : 766.074414 ∣     [  std_z : 0.99  real_sub_fake : 4730.11 ]
[  epoch 0004/0040] 0020/4800, lr:1.0e-04 ∣ avg_100 : 31867.883489 ∣ critic_nllloss : 26803.463867 ∣ critic_ganloss : -1271.939832 ∣ generator_nllloss : 5363.618164 ∣ generator_ganloss : 698.994922 ∣     [  std_z : 0.96  real_sub_fake : 5046.02 ]
[  epoch 0004/0040] 0030/4800, lr:1.0e-04 ∣ avg_100 : 31866.720945 ∣ critic_nllloss : 26798.135937 ∣ critic_ganloss : -1299.956873 ∣ generator_nllloss : 5332.924219 ∣ generator_ganloss : 662.931787 ∣     [  std_z : 0.97  real_sub_fake : 4424.66 ]
[  epoch 0004/0040] 0040/4800, lr:1.0e-04 ∣ avg_100 : 31863.333192 ∣ critic_nllloss : 26518.419922 ∣ critic_ganloss : -1228.136987 ∣ generator_nllloss : 5256.211719 ∣ generator_ganloss : 866.203516 ∣     [  std_z : 0.96  real_sub_fake : 5196.31 ]
[  epoch 0004/0040] 0050/4800, lr:1.0e-04 ∣ avg_100 : 31864.862082 ∣ critic_nllloss : 26622.676172 ∣ critic_ganloss : -972.991461 ∣ generator_nllloss : 5432.853320 ∣ generator_ganloss : 886.028418 ∣  [  std_z : 0.97  real_sub_fake : 3755.01 ]
[  epoch 0004/0040] 0060/4800, lr:1.0e-04 ∣ avg_100 : 31865.318962 ∣ critic_nllloss : 26749.956836 ∣ critic_ganloss : -1285.556238 ∣ generator_nllloss : 5427.387891 ∣ generator_ganloss : 838.667383 ∣     [  std_z : 0.97  real_sub_fake : 4257.89 ]
[  epoch 0004/0040] 0070/4800, lr:1.0e-04 ∣ avg_100 : 31863.214210 ∣ critic_nllloss : 26493.636914 ∣ critic_ganloss : -1043.905750 ∣ generator_nllloss : 5306.065625 ∣ generator_ganloss : 884.530371 ∣     [  std_z : 0.97  real_sub_fake : 5057.76 ]
[  epoch 0004/0040] 0080/4800, lr:1.0e-04 ∣ avg_100 : 31863.578956 ∣ critic_nllloss : 26582.385547 ∣ critic_ganloss : -969.111865 ∣ generator_nllloss : 5392.891797 ∣ generator_ganloss : 817.189917 ∣  [  std_z : 0.97  real_sub_fake : 2869.27 ]
[  epoch 0004/0040] 0090/4800, lr:1.0e-04 ∣ avg_100 : 31860.652532 ∣ critic_nllloss : 26781.931055 ∣ critic_ganloss : -1118.580725 ∣ generator_nllloss : 5315.980469 ∣ generator_ganloss : 757.104077 ∣     [  std_z : 0.97  real_sub_fake : 5013.23 ]
[  epoch 0004/0040] 0100/4800, lr:1.0e-04 ∣ avg_100 : 31857.501210 ∣ critic_nllloss : 26514.799609 ∣ critic_ganloss : -947.328882 ∣ generator_nllloss : 5308.960547 ∣ generator_ganloss : 686.526660 ∣  [  std_z : 0.97  real_sub_fake : 3320.32 ]
[  epoch 0004/0040] 0110/4800, lr:1.0e-04 ∣ avg_100 : 31848.146082 ∣ critic_nllloss : 26308.041406 ∣ critic_ganloss : -1266.876471 ∣ generator_nllloss : 5216.476562 ∣ generator_ganloss : 707.724951 ∣     [  std_z : 0.97  real_sub_fake : 4523.55 ]
[  epoch 0004/0040] 0120/4800, lr:1.0e-04 ∣ avg_100 : 31845.454324 ∣ critic_nllloss : 26569.107031 ∣ critic_ganloss : -1101.980811 ∣ generator_nllloss : 5275.806055 ∣ generator_ganloss : 692.004736 ∣     [  std_z : 0.98  real_sub_fake : 4578.82 ]
[  epoch 0004/0040] 0130/4800, lr:1.0e-04 ∣ avg_100 : 31845.294107 ∣ critic_nllloss : 26494.992773 ∣ critic_ganloss : -1157.686658 ∣ generator_nllloss : 5364.196484 ∣ generator_ganloss : 739.526709 ∣     [  std_z : 0.97  real_sub_fake : 4508.44 ]
[  epoch 0004/0040] 0140/4800, lr:1.0e-04 ∣ avg_100 : 31843.418479 ∣ critic_nllloss : 26590.535742 ∣ critic_ganloss : -1338.429883 ∣ generator_nllloss : 5304.309570 ∣ generator_ganloss : 815.964844 ∣     [  std_z : 0.97  real_sub_fake : 4962.14 ]
[  epoch 0004/0040] 0150/4800, lr:1.0e-04 ∣ avg_100 : 31840.069632 ∣ critic_nllloss : 26670.217578 ∣ critic_ganloss : -1052.455426 ∣ generator_nllloss : 5357.079492 ∣ generator_ganloss : 838.717480 ∣     [  std_z : 0.97  real_sub_fake : 4362.23 ]
[  epoch 0004/0040] 0160/4800, lr:1.0e-04 ∣ avg_100 : 31842.039618 ∣ critic_nllloss : 26568.062500 ∣ critic_ganloss : -887.677832 ∣ generator_nllloss : 5390.966797 ∣ generator_ganloss : 851.305811 ∣  [  std_z : 0.97  real_sub_fake : 3578.99 ]
[  epoch 0004/0040] 0170/4800, lr:1.0e-04 ∣ avg_100 : 31841.855605 ∣ critic_nllloss : 26582.630078 ∣ critic_ganloss : -780.533344 ∣ generator_nllloss : 5251.411523 ∣ generator_ganloss : 706.850342 ∣  [  std_z : 0.97  real_sub_fake : 2959.73 ]
[  epoch 0004/0040] 0180/4800, lr:1.0e-04 ∣ avg_100 : 31839.781159 ∣ critic_nllloss : 26526.550977 ∣ critic_ganloss : -967.530444 ∣ generator_nllloss : 5297.762891 ∣ generator_ganloss : 807.364380 ∣  [  std_z : 0.97  real_sub_fake : 3265.82 ]
[  epoch 0004/0040] 0190/4800, lr:1.0e-04 ∣ avg_100 : 31838.663863 ∣ critic_nllloss : 26484.981055 ∣ critic_ganloss : -997.517291 ∣ generator_nllloss : 5270.224219 ∣ generator_ganloss : 880.396680 ∣  [  std_z : 0.97  real_sub_fake : 4211.97 ]
[  epoch 0004/0040] 0200/4800, lr:1.0e-04 ∣ avg_100 : 31841.793326 ∣ critic_nllloss : 26580.582227 ∣ critic_ganloss : -791.211206 ∣ generator_nllloss : 5365.207227 ∣ generator_ganloss : 865.617334 ∣  [  std_z : 0.98  real_sub_fake : 2971.07 ]
[  epoch 0004/0040] 0210/4800, lr:1.0e-04 ∣ avg_100 : 31844.298544 ∣ critic_nllloss : 26622.013867 ∣ critic_ganloss : -836.446497 ∣ generator_nllloss : 5358.547461 ∣ generator_ganloss : 882.424902 ∣  [  std_z : 0.98  real_sub_fake : 3082.80 ]
[  epoch 0004/0040] 0220/4800, lr:1.0e-04 ∣ avg_100 : 31842.191405 ∣ critic_nllloss : 26722.097852 ∣ critic_ganloss : -1296.010559 ∣ generator_nllloss : 5246.941016 ∣ generator_ganloss : 889.651367 ∣     [  std_z : 0.98  real_sub_fake : 4617.24 ]
[  epoch 0004/0040] 0230/4800, lr:1.0e-04 ∣ avg_100 : 31843.557876 ∣ critic_nllloss : 26852.025781 ∣ critic_ganloss : -984.892139 ∣ generator_nllloss : 5405.380469 ∣ generator_ganloss : 884.251562 ∣  [  std_z : 0.98  real_sub_fake : 4357.83 ]
[  epoch 0004/0040] 0240/4800, lr:1.0e-04 ∣ avg_100 : 31844.501403 ∣ critic_nllloss : 26421.300391 ∣ critic_ganloss : -987.246777 ∣ generator_nllloss : 5335.130273 ∣ generator_ganloss : 796.046094 ∣  [  std_z : 0.97  real_sub_fake : 3656.05 ]
[  epoch 0004/0040] 0250/4800, lr:1.0e-04 ∣ avg_100 : 31843.866391 ∣ critic_nllloss : 26675.907813 ∣ critic_ganloss : -991.802209 ∣ generator_nllloss : 5398.655469 ∣ generator_ganloss : 864.840723 ∣  [  std_z : 0.98  real_sub_fake : 3983.95 ]
[  epoch 0004/0040] 0260/4800, lr:1.0e-04 ∣ avg_100 : 31844.152851 ∣ critic_nllloss : 26598.876172 ∣ critic_ganloss : -1081.170465 ∣ generator_nllloss : 5383.449414 ∣ generator_ganloss : 919.054980 ∣     [  std_z : 0.97  real_sub_fake : 3786.26 ]
[  epoch 0004/0040] 0270/4800, lr:1.0e-04 ∣ avg_100 : 31837.369867 ∣ critic_nllloss : 26559.845117 ∣ critic_ganloss : -1141.901306 ∣ generator_nllloss : 5324.384375 ∣ generator_ganloss : 929.531299 ∣     [  std_z : 0.97  real_sub_fake : 4154.26 ]
[  epoch 0004/0040] 0280/4800, lr:1.0e-04 ∣ avg_100 : 31835.310749 ∣ critic_nllloss : 26561.998437 ∣ critic_ganloss : -992.442737 ∣ generator_nllloss : 5254.966211 ∣ generator_ganloss : 1048.105859 ∣     [  std_z : 0.96  real_sub_fake : 4472.57 ]
[  epoch 0004/0040] 0290/4800, lr:1.0e-04 ∣ avg_100 : 31839.411482 ∣ critic_nllloss : 26804.416016 ∣ critic_ganloss : -994.142505 ∣ generator_nllloss : 5325.493164 ∣ generator_ganloss : 976.583740 ∣  [  std_z : 0.98  real_sub_fake : 3185.81 ]
[  epoch 0004/0040] 0300/4800, lr:1.0e-04 ∣ avg_100 : 31840.014617 ∣ critic_nllloss : 26678.723242 ∣ critic_ganloss : -941.697144 ∣ generator_nllloss : 5363.420898 ∣ generator_ganloss : 862.319434 ∣  [  std_z : 0.97  real_sub_fake : 4207.91 ]
[  epoch 0004/0040] 0310/4800, lr:1.0e-04 ∣ avg_100 : 31839.300493 ∣ critic_nllloss : 26751.411719 ∣ critic_ganloss : -1061.160400 ∣ generator_nllloss : 5321.322656 ∣ generator_ganloss : 827.543823 ∣     [  std_z : 0.97  real_sub_fake : 3997.07 ]
[  epoch 0004/0040] 0320/4800, lr:1.0e-04 ∣ avg_100 : 31837.787857 ∣ critic_nllloss : 26540.782227 ∣ critic_ganloss : -919.779498 ∣ generator_nllloss : 5304.100586 ∣ generator_ganloss : 715.519873 ∣  [  std_z : 0.97  real_sub_fake : 3610.18 ]
[  epoch 0004/0040] 0330/4800, lr:1.0e-04 ∣ avg_100 : 31830.450590 ∣ critic_nllloss : 26764.067578 ∣ critic_ganloss : -865.053735 ∣ generator_nllloss : 5375.252930 ∣ generator_ganloss : 804.427783 ∣  [  std_z : 0.97  real_sub_fake : 3358.89 ]
[  epoch 0004/0040] 0340/4800, lr:1.0e-04 ∣ avg_100 : 31820.267075 ∣ critic_nllloss : 26619.670312 ∣ critic_ganloss : -901.852936 ∣ generator_nllloss : 5290.430469 ∣ generator_ganloss : 768.321362 ∣  [  std_z : 0.98  real_sub_fake : 3372.85 ]
[  epoch 0004/0040] 0350/4800, lr:1.0e-04 ∣ avg_100 : 31814.303437 ∣ critic_nllloss : 26648.416016 ∣ critic_ganloss : -1160.746967 ∣ generator_nllloss : 5361.542188 ∣ generator_ganloss : 849.658447 ∣     [  std_z : 0.97  real_sub_fake : 4097.51 ]
[  epoch 0004/0040] 0360/4800, lr:1.0e-04 ∣ avg_100 : 31816.796037 ∣ critic_nllloss : 26766.727930 ∣ critic_ganloss : -1043.610315 ∣ generator_nllloss : 5314.720312 ∣ generator_ganloss : 1019.338184 ∣    [  std_z : 0.98  real_sub_fake : 4175.22 ]
[  epoch 0004/0040] 0370/4800, lr:1.0e-04 ∣ avg_100 : 31815.113829 ∣ critic_nllloss : 26467.941406 ∣ critic_ganloss : -888.525232 ∣ generator_nllloss : 5299.789062 ∣ generator_ganloss : 1116.933887 ∣     [  std_z : 0.98  real_sub_fake : 3521.85 ]
[  epoch 0004/0040] 0380/4800, lr:1.0e-04 ∣ avg_100 : 31818.327878 ∣ critic_nllloss : 26841.942188 ∣ critic_ganloss : -958.594751 ∣ generator_nllloss : 5391.346094 ∣ generator_ganloss : 1048.495654 ∣     [  std_z : 0.99  real_sub_fake : 3553.96 ]
[  epoch 0004/0040] 0390/4800, lr:1.0e-04 ∣ avg_100 : 31818.354437 ∣ critic_nllloss : 26669.342578 ∣ critic_ganloss : -1056.364758 ∣ generator_nllloss : 5332.182813 ∣ generator_ganloss : 986.103516 ∣     [  std_z : 0.98  real_sub_fake : 3899.63 ]
[  epoch 0004/0040] 0400/4800, lr:1.0e-04 ∣ avg_100 : 31822.699982 ∣ critic_nllloss : 26932.347070 ∣ critic_ganloss : -999.134094 ∣ generator_nllloss : 5375.314648 ∣ generator_ganloss : 935.669971 ∣  [  std_z : 0.98  real_sub_fake : 4163.40 ]
[  epoch 0004/0040] 0410/4800, lr:1.0e-04 ∣ avg_100 : 31823.659679 ∣ critic_nllloss : 26591.329297 ∣ critic_ganloss : -1088.234888 ∣ generator_nllloss : 5309.312891 ∣ generator_ganloss : 994.520752 ∣     [  std_z : 0.97  real_sub_fake : 3716.26 ]
[  epoch 0004/0040] 0420/4800, lr:1.0e-04 ∣ avg_100 : 31826.111858 ∣ critic_nllloss : 26392.615039 ∣ critic_ganloss : -763.305408 ∣ generator_nllloss : 5321.477539 ∣ generator_ganloss : 1037.653711 ∣     [  std_z : 0.97  real_sub_fake : 3992.27 ]
[  epoch 0004/0040] 0430/4800, lr:1.0e-04 ∣ avg_100 : 31825.985512 ∣ critic_nllloss : 26704.778906 ∣ critic_ganloss : -726.692004 ∣ generator_nllloss : 5260.509766 ∣ generator_ganloss : 956.692529 ∣  [  std_z : 0.98  real_sub_fake : 2359.99 ]
[  epoch 0004/0040] 0440/4800, lr:1.0e-04 ∣ avg_100 : 31819.573769 ∣ critic_nllloss : 26676.908984 ∣ critic_ganloss : -981.088477 ∣ generator_nllloss : 5268.841016 ∣ generator_ganloss : 831.331738 ∣  [  std_z : 0.98  real_sub_fake : 3625.05 ]
[  epoch 0004/0040] 0450/4800, lr:1.0e-04 ∣ avg_100 : 31819.118768 ∣ critic_nllloss : 26699.891602 ∣ critic_ganloss : -1064.956848 ∣ generator_nllloss : 5364.358594 ∣ generator_ganloss : 1005.380420 ∣    [  std_z : 0.97  real_sub_fake : 4295.13 ]
[  epoch 0004/0040] 0460/4800, lr:1.0e-04 ∣ avg_100 : 31819.794598 ∣ critic_nllloss : 26770.507617 ∣ critic_ganloss : -878.564386 ∣ generator_nllloss : 5332.970312 ∣ generator_ganloss : 1034.240723 ∣     [  std_z : 0.97  real_sub_fake : 3528.25 ]
[  epoch 0004/0040] 0470/4800, lr:1.0e-04 ∣ avg_100 : 31819.616713 ∣ critic_nllloss : 26610.890039 ∣ critic_ganloss : -979.001178 ∣ generator_nllloss : 5330.612891 ∣ generator_ganloss : 1053.887158 ∣     [  std_z : 0.97  real_sub_fake : 3228.99 ]
[  epoch 0004/0040] 0480/4800, lr:1.0e-04 ∣ avg_100 : 31820.146837 ∣ critic_nllloss : 26731.143945 ∣ critic_ganloss : -1117.505566 ∣ generator_nllloss : 5355.976172 ∣ generator_ganloss : 1047.523193 ∣    [  std_z : 0.97  real_sub_fake : 4676.05 ]
[  epoch 0004/0040] 0490/4800, lr:1.0e-04 ∣ avg_100 : 31821.488638 ∣ critic_nllloss : 26767.010156 ∣ critic_ganloss : -940.770398 ∣ generator_nllloss : 5400.063281 ∣ generator_ganloss : 1043.890723 ∣     [  std_z : 0.98  real_sub_fake : 3361.60 ]
[  epoch 0004/0040] 0500/4800, lr:1.0e-04 ∣ avg_100 : 31821.162806 ∣ critic_nllloss : 26511.392188 ∣ critic_ganloss : -743.369086 ∣ generator_nllloss : 5341.107813 ∣ generator_ganloss : 973.936572 ∣  [  std_z : 0.97  real_sub_fake : 3059.93 ]
[  epoch 0004/0040] 0510/4800, lr:1.0e-04 ∣ avg_100 : 31824.513955 ∣ critic_nllloss : 26683.110352 ∣ critic_ganloss : -929.089294 ∣ generator_nllloss : 5347.856250 ∣ generator_ganloss : 944.287891 ∣  [  std_z : 0.97  real_sub_fake : 3235.47 ]
[  epoch 0004/0040] 0520/4800, lr:1.0e-04 ∣ avg_100 : 31826.536450 ∣ critic_nllloss : 26695.713086 ∣ critic_ganloss : -1179.943250 ∣ generator_nllloss : 5299.378125 ∣ generator_ganloss : 980.900879 ∣     [  std_z : 0.97  real_sub_fake : 4262.05 ]
[  epoch 0004/0040] 0530/4800, lr:1.0e-04 ∣ avg_100 : 31835.943332 ∣ critic_nllloss : 26641.006641 ∣ critic_ganloss : -785.748163 ∣ generator_nllloss : 5305.495703 ∣ generator_ganloss : 1190.505518 ∣     [  std_z : 0.98  real_sub_fake : 3100.93 ]
[  epoch 0004/0040] 0540/4800, lr:1.0e-04 ∣ avg_100 : 31840.197039 ∣ critic_nllloss : 26721.913672 ∣ critic_ganloss : -1028.761420 ∣ generator_nllloss : 5392.790820 ∣ generator_ganloss : 1221.451758 ∣    [  std_z : 0.99  real_sub_fake : 3935.74 ]
[  epoch 0004/0040] 0550/4800, lr:1.0e-04 ∣ avg_100 : 31840.531259 ∣ critic_nllloss : 26386.759961 ∣ critic_ganloss : -1022.633496 ∣ generator_nllloss : 5265.982422 ∣ generator_ganloss : 812.960571 ∣     [  std_z : 0.97  real_sub_fake : 4357.69 ]
[  epoch 0004/0040] 0560/4800, lr:1.0e-04 ∣ avg_100 : 31837.832430 ∣ critic_nllloss : 26531.673242 ∣ critic_ganloss : -776.284674 ∣ generator_nllloss : 5284.366211 ∣ generator_ganloss : 618.741064 ∣  [  std_z : 0.97  real_sub_fake : 3333.33 ]
[  epoch 0004/0040] 0570/4800, lr:1.0e-04 ∣ avg_100 : 31840.435096 ∣ critic_nllloss : 26656.465625 ∣ critic_ganloss : -815.876434 ∣ generator_nllloss : 5337.601367 ∣ generator_ganloss : 451.750781 ∣  [  std_z : 0.98  real_sub_fake : 2961.18 ]
[  epoch 0004/0040] 0580/4800, lr:1.0e-04 ∣ avg_100 : 31838.818671 ∣ critic_nllloss : 26588.346289 ∣ critic_ganloss : -1065.851831 ∣ generator_nllloss : 5366.768164 ∣ generator_ganloss : 543.489941 ∣     [  std_z : 0.97  real_sub_fake : 3758.14 ]
[  epoch 0004/0040] 0590/4800, lr:1.0e-04 ∣ avg_100 : 31833.464709 ∣ critic_nllloss : 26558.140625 ∣ critic_ganloss : -927.866272 ∣ generator_nllloss : 5270.319336 ∣ generator_ganloss : 495.445605 ∣  [  std_z : 0.96  real_sub_fake : 4156.06 ]
[  epoch 0004/0040] 0600/4800, lr:1.0e-04 ∣ avg_100 : 31825.816757 ∣ critic_nllloss : 26586.405664 ∣ critic_ganloss : -947.041852 ∣ generator_nllloss : 5334.827148 ∣ generator_ganloss : 412.416895 ∣  [  std_z : 0.97  real_sub_fake : 3321.04 ]
[  epoch 0004/0040] 0610/4800, lr:1.0e-04 ∣ avg_100 : 31820.988862 ∣ critic_nllloss : 26547.851172 ∣ critic_ganloss : -926.661414 ∣ generator_nllloss : 5301.432813 ∣ generator_ganloss : 425.908447 ∣  [  std_z : 0.98  real_sub_fake : 3566.95 ]
[  epoch 0004/0040] 0620/4800, lr:1.0e-04 ∣ avg_100 : 31814.750121 ∣ critic_nllloss : 26505.665430 ∣ critic_ganloss : -946.398761 ∣ generator_nllloss : 5356.782227 ∣ generator_ganloss : 500.021826 ∣  [  std_z : 0.99  real_sub_fake : 3696.41 ]
[  epoch 0004/0040] 0630/4800, lr:1.0e-04 ∣ avg_100 : 31810.994638 ∣ critic_nllloss : 26609.997266 ∣ critic_ganloss : -1147.120032 ∣ generator_nllloss : 5351.907031 ∣ generator_ganloss : 606.211841 ∣     [  std_z : 0.98  real_sub_fake : 3986.37 ]
[  epoch 0004/0040] 0640/4800, lr:1.0e-04 ∣ avg_100 : 31813.314952 ∣ critic_nllloss : 27025.205078 ∣ critic_ganloss : -1049.909949 ∣ generator_nllloss : 5355.987500 ∣ generator_ganloss : 854.843848 ∣     [  std_z : 0.98  real_sub_fake : 4695.08 ]
[  epoch 0004/0040] 0650/4800, lr:1.0e-04 ∣ avg_100 : 31816.539376 ∣ critic_nllloss : 26620.960742 ∣ critic_ganloss : -633.526642 ∣ generator_nllloss : 5370.414062 ∣ generator_ganloss : 819.935254 ∣  [  std_z : 0.97  real_sub_fake : 2390.13 ]
[  epoch 0004/0040] 0660/4800, lr:1.0e-04 ∣ avg_100 : 31818.339176 ∣ critic_nllloss : 26701.258203 ∣ critic_ganloss : -910.618442 ∣ generator_nllloss : 5354.304297 ∣ generator_ganloss : 753.652808 ∣  [  std_z : 0.96  real_sub_fake : 2814.51 ]
[  epoch 0004/0040] 0670/4800, lr:1.0e-04 ∣ avg_100 : 31819.424970 ∣ critic_nllloss : 26659.609375 ∣ critic_ganloss : -739.270569 ∣ generator_nllloss : 5290.049219 ∣ generator_ganloss : 679.325684 ∣  [  std_z : 0.97  real_sub_fake : 3863.74 ]
[  epoch 0004/0040] 0680/4800, lr:1.0e-04 ∣ avg_100 : 31818.394332 ∣ critic_nllloss : 26778.889453 ∣ critic_ganloss : -828.424261 ∣ generator_nllloss : 5434.496875 ∣ generator_ganloss : 677.501611 ∣  [  std_z : 0.97  real_sub_fake : 2541.12 ]
[  epoch 0004/0040] 0690/4800, lr:1.0e-04 ∣ avg_100 : 31816.582498 ∣ critic_nllloss : 26718.156055 ∣ critic_ganloss : -826.892920 ∣ generator_nllloss : 5333.225781 ∣ generator_ganloss : 632.624316 ∣  [  std_z : 0.96  real_sub_fake : 3804.35 ]
[  epoch 0004/0040] 0700/4800, lr:1.0e-04 ∣ avg_100 : 31817.825319 ∣ critic_nllloss : 26526.871680 ∣ critic_ganloss : -636.529849 ∣ generator_nllloss : 5337.004883 ∣ generator_ganloss : 552.298828 ∣  [  std_z : 0.97  real_sub_fake : 2169.83 ]
[  epoch 0004/0040] 0710/4800, lr:1.0e-04 ∣ avg_100 : 31818.412705 ∣ critic_nllloss : 26583.463086 ∣ critic_ganloss : -701.632843 ∣ generator_nllloss : 5299.724219 ∣ generator_ganloss : 486.285474 ∣  [  std_z : 0.97  real_sub_fake : 2272.67 ]
[  epoch 0004/0040] 0720/4800, lr:1.0e-04 ∣ avg_100 : 31820.142717 ∣ critic_nllloss : 26958.305469 ∣ critic_ganloss : -1028.222510 ∣ generator_nllloss : 5378.707227 ∣ generator_ganloss : 643.715820 ∣     [  std_z : 0.99  real_sub_fake : 3734.79 ]
[  epoch 0004/0040] 0730/4800, lr:1.0e-04 ∣ avg_100 : 31823.284705 ∣ critic_nllloss : 26613.592773 ∣ critic_ganloss : -772.849646 ∣ generator_nllloss : 5243.814062 ∣ generator_ganloss : 695.951514 ∣  [  std_z : 0.98  real_sub_fake : 3607.73 ]
[  epoch 0004/0040] 0740/4800, lr:1.0e-04 ∣ avg_100 : 31830.697206 ∣ critic_nllloss : 26669.019922 ∣ critic_ganloss : -772.969751 ∣ generator_nllloss : 5353.294141 ∣ generator_ganloss : 705.523096 ∣  [  std_z : 0.98  real_sub_fake : 2442.75 ]
[  epoch 0004/0040] 0750/4800, lr:1.0e-04 ∣ avg_100 : 31829.098658 ∣ critic_nllloss : 26548.682617 ∣ critic_ganloss : -976.329651 ∣ generator_nllloss : 5285.816406 ∣ generator_ganloss : 619.319336 ∣  [  std_z : 0.97  real_sub_fake : 3848.62 ]
[  epoch 0004/0040] 0760/4800, lr:1.0e-04 ∣ avg_100 : 31829.479671 ∣ critic_nllloss : 26747.463867 ∣ critic_ganloss : -1004.886536 ∣ generator_nllloss : 5260.158008 ∣ generator_ganloss : 672.821973 ∣     [  std_z : 0.97  real_sub_fake : 4028.05 ]
[  epoch 0004/0040] 0770/4800, lr:1.0e-04 ∣ avg_100 : 31828.034828 ∣ critic_nllloss : 26528.963477 ∣ critic_ganloss : -1006.855090 ∣ generator_nllloss : 5384.734375 ∣ generator_ganloss : 768.363208 ∣     [  std_z : 0.96  real_sub_fake : 3687.15 ]
[  epoch 0004/0040] 0780/4800, lr:1.0e-04 ∣ avg_100 : 31828.600242 ∣ critic_nllloss : 26643.962891 ∣ critic_ganloss : -920.045020 ∣ generator_nllloss : 5338.069141 ∣ generator_ganloss : 701.861743 ∣  [  std_z : 0.98  real_sub_fake : 3918.71 ]
[  epoch 0004/0040] 0790/4800, lr:1.0e-04 ∣ avg_100 : 31832.673107 ∣ critic_nllloss : 26684.182031 ∣ critic_ganloss : -744.089771 ∣ generator_nllloss : 5317.492969 ∣ generator_ganloss : 815.289355 ∣  [  std_z : 0.98  real_sub_fake : 2651.58 ]
[  epoch 0004/0040] 0800/4800, lr:1.0e-04 ∣ avg_100 : 31829.473510 ∣ critic_nllloss : 26506.499414 ∣ critic_ganloss : -899.251746 ∣ generator_nllloss : 5327.455859 ∣ generator_ganloss : 706.499463 ∣  [  std_z : 0.97  real_sub_fake : 3323.81 ]
[  epoch 0004/0040] 0810/4800, lr:1.0e-04 ∣ avg_100 : 31829.843573 ∣ critic_nllloss : 26864.080078 ∣ critic_ganloss : -819.711060 ∣ generator_nllloss : 5323.956641 ∣ generator_ganloss : 766.055908 ∣  [  std_z : 0.98  real_sub_fake : 3536.19 ]
[  epoch 0004/0040] 0820/4800, lr:1.0e-04 ∣ avg_100 : 31827.859094 ∣ critic_nllloss : 26528.088867 ∣ critic_ganloss : -864.028802 ∣ generator_nllloss : 5418.410547 ∣ generator_ganloss : 786.142334 ∣  [  std_z : 0.96  real_sub_fake : 2852.76 ]
[  epoch 0004/0040] 0830/4800, lr:1.0e-04 ∣ avg_100 : 31823.972418 ∣ critic_nllloss : 26610.649609 ∣ critic_ganloss : -917.597357 ∣ generator_nllloss : 5266.967969 ∣ generator_ganloss : 729.137598 ∣  [  std_z : 0.96  real_sub_fake : 3634.00 ]
[  epoch 0004/0040] 0840/4800, lr:1.0e-04 ∣ avg_100 : 31823.332245 ∣ critic_nllloss : 26766.516211 ∣ critic_ganloss : -1031.526978 ∣ generator_nllloss : 5292.684961 ∣ generator_ganloss : 733.761084 ∣     [  std_z : 0.97  real_sub_fake : 3683.05 ]
[  epoch 0004/0040] 0850/4800, lr:1.0e-04 ∣ avg_100 : 31817.104088 ∣ critic_nllloss : 26450.911719 ∣ critic_ganloss : -1077.925745 ∣ generator_nllloss : 5281.678516 ∣ generator_ganloss : 753.410522 ∣     [  std_z : 0.97  real_sub_fake : 4348.00 ]
[  epoch 0004/0040] 0860/4800, lr:1.0e-04 ∣ avg_100 : 31815.770318 ∣ critic_nllloss : 26737.232227 ∣ critic_ganloss : -742.290765 ∣ generator_nllloss : 5222.082617 ∣ generator_ganloss : 746.972021 ∣  [  std_z : 0.98  real_sub_fake : 3410.06 ]
[  epoch 0004/0040] 0870/4800, lr:1.0e-04 ∣ avg_100 : 31813.094342 ∣ critic_nllloss : 26468.481055 ∣ critic_ganloss : -873.947025 ∣ generator_nllloss : 5336.677148 ∣ generator_ganloss : 689.186987 ∣  [  std_z : 0.98  real_sub_fake : 2757.00 ]
[  epoch 0004/0040] 0880/4800, lr:1.0e-04 ∣ avg_100 : 31809.412771 ∣ critic_nllloss : 26693.453516 ∣ critic_ganloss : -909.921442 ∣ generator_nllloss : 5266.030078 ∣ generator_ganloss : 640.653564 ∣  [  std_z : 0.98  real_sub_fake : 4232.33 ]
[  epoch 0004/0040] 0890/4800, lr:1.0e-04 ∣ avg_100 : 31807.774094 ∣ critic_nllloss : 26519.209766 ∣ critic_ganloss : -786.596753 ∣ generator_nllloss : 5349.839844 ∣ generator_ganloss : 615.442554 ∣  [  std_z : 0.98  real_sub_fake : 2415.06 ]
[  epoch 0004/0040] 0900/4800, lr:1.0e-04 ∣ avg_100 : 31811.684637 ∣ critic_nllloss : 26818.380859 ∣ critic_ganloss : -904.127521 ∣ generator_nllloss : 5335.544531 ∣ generator_ganloss : 654.628687 ∣  [  std_z : 0.99  real_sub_fake : 3745.48 ]
[  epoch 0004/0040] 0910/4800, lr:1.0e-04 ∣ avg_100 : 31810.969021 ∣ critic_nllloss : 26714.905859 ∣ critic_ganloss : -997.449951 ∣ generator_nllloss : 5335.008594 ∣ generator_ganloss : 697.250635 ∣  [  std_z : 0.98  real_sub_fake : 3286.50 ]
[  epoch 0004/0040] 0920/4800, lr:1.0e-04 ∣ avg_100 : 31811.136922 ∣ critic_nllloss : 26725.059961 ∣ critic_ganloss : -858.710931 ∣ generator_nllloss : 5301.314844 ∣ generator_ganloss : 841.489575 ∣  [  std_z : 0.97  real_sub_fake : 3967.32 ]
[  epoch 0004/0040] 0930/4800, lr:1.0e-04 ∣ avg_100 : 31811.149503 ∣ critic_nllloss : 26432.134375 ∣ critic_ganloss : -667.552679 ∣ generator_nllloss : 5374.204102 ∣ generator_ganloss : 828.082422 ∣  [  std_z : 0.96  real_sub_fake : 2280.78 ]
[  epoch 0004/0040] 0940/4800, lr:1.0e-04 ∣ avg_100 : 31809.550410 ∣ critic_nllloss : 26581.391602 ∣ critic_ganloss : -905.160718 ∣ generator_nllloss : 5283.997461 ∣ generator_ganloss : 757.655200 ∣  [  std_z : 0.96  real_sub_fake : 3233.47 ]
[  epoch 0004/0040] 0950/4800, lr:1.0e-04 ∣ avg_100 : 31809.485988 ∣ critic_nllloss : 26648.965625 ∣ critic_ganloss : -1064.466541 ∣ generator_nllloss : 5347.621289 ∣ generator_ganloss : 856.667627 ∣     [  std_z : 0.97  real_sub_fake : 4392.27 ]
[  epoch 0004/0040] 0960/4800, lr:1.0e-04 ∣ avg_100 : 31811.488420 ∣ critic_nllloss : 26634.814258 ∣ critic_ganloss : -883.349066 ∣ generator_nllloss : 5349.162305 ∣ generator_ganloss : 977.872754 ∣  [  std_z : 0.97  real_sub_fake : 3022.17 ]
[  epoch 0004/0040] 0970/4800, lr:1.0e-04 ∣ avg_100 : 31811.900416 ∣ critic_nllloss : 26596.728906 ∣ critic_ganloss : -825.456909 ∣ generator_nllloss : 5395.705859 ∣ generator_ganloss : 955.965527 ∣  [  std_z : 0.98  real_sub_fake : 3153.59 ]
[  epoch 0004/0040] 0980/4800, lr:1.0e-04 ∣ avg_100 : 31817.601385 ∣ critic_nllloss : 26781.909766 ∣ critic_ganloss : -853.369922 ∣ generator_nllloss : 5304.835938 ∣ generator_ganloss : 893.737598 ∣  [  std_z : 0.98  real_sub_fake : 3492.95 ]
[  epoch 0004/0040] 0990/4800, lr:1.0e-04 ∣ avg_100 : 31819.774290 ∣ critic_nllloss : 26591.403906 ∣ critic_ganloss : -814.117670 ∣ generator_nllloss : 5332.020312 ∣ generator_ganloss : 819.579590 ∣  [  std_z : 0.97  real_sub_fake : 3100.01 ]
[  epoch 0004/0040] 1000/4800, lr:1.0e-04 ∣ avg_100 : 31817.901704 ∣ critic_nllloss : 26601.215820 ∣ critic_ganloss : -1024.137061 ∣ generator_nllloss : 5318.326953 ∣ generator_ganloss : 849.463965 ∣     [  std_z : 0.97  real_sub_fake : 3560.60 ]
[  epoch 0004/0040] 1010/4800, lr:1.0e-04 ∣ avg_100 : 31818.298141 ∣ critic_nllloss : 26638.610938 ∣ critic_ganloss : -804.529492 ∣ generator_nllloss : 5292.138086 ∣ generator_ganloss : 866.139600 ∣  [  std_z : 0.96  real_sub_fake : 3678.65 ]
[  epoch 0004/0040] 1020/4800, lr:1.0e-04 ∣ avg_100 : 31820.984962 ∣ critic_nllloss : 26777.064453 ∣ critic_ganloss : -1064.210419 ∣ generator_nllloss : 5341.603711 ∣ generator_ganloss : 808.361475 ∣     [  std_z : 0.98  real_sub_fake : 3464.05 ]
[  epoch 0004/0040] 1030/4800, lr:1.0e-04 ∣ avg_100 : 31824.428594 ∣ critic_nllloss : 26549.369336 ∣ critic_ganloss : -980.450098 ∣ generator_nllloss : 5378.989258 ∣ generator_ganloss : 890.489844 ∣  [  std_z : 0.97  real_sub_fake : 4436.69 ]
[  epoch 0004/0040] 1040/4800, lr:1.0e-04 ∣ avg_100 : 31829.719495 ∣ critic_nllloss : 26845.327734 ∣ critic_ganloss : -1109.161639 ∣ generator_nllloss : 5304.284961 ∣ generator_ganloss : 901.337158 ∣     [  std_z : 0.98  real_sub_fake : 4078.83 ]
[  epoch 0004/0040] 1050/4800, lr:1.0e-04 ∣ avg_100 : 31828.706195 ∣ critic_nllloss : 26790.849805 ∣ critic_ganloss : -1047.263629 ∣ generator_nllloss : 5272.494531 ∣ generator_ganloss : 851.155762 ∣     [  std_z : 0.98  real_sub_fake : 4161.59 ]
[  epoch 0004/0040] 1060/4800, lr:1.0e-04 ∣ avg_100 : 31829.823653 ∣ critic_nllloss : 26734.600977 ∣ critic_ganloss : -1147.704504 ∣ generator_nllloss : 5365.632031 ∣ generator_ganloss : 889.673193 ∣     [  std_z : 0.98  real_sub_fake : 4135.35 ]
[  epoch 0004/0040] 1070/4800, lr:1.0e-04 ∣ avg_100 : 31832.369938 ∣ critic_nllloss : 26761.886523 ∣ critic_ganloss : -1025.942273 ∣ generator_nllloss : 5349.983594 ∣ generator_ganloss : 809.027808 ∣     [  std_z : 0.99  real_sub_fake : 4106.54 ]
[  epoch 0004/0040] 1080/4800, lr:1.0e-04 ∣ avg_100 : 31834.202913 ∣ critic_nllloss : 26835.426953 ∣ critic_ganloss : -993.774982 ∣ generator_nllloss : 5378.026758 ∣ generator_ganloss : 786.974194 ∣  [  std_z : 0.97  real_sub_fake : 3632.50 ]
[  epoch 0004/0040] 1090/4800, lr:1.0e-04 ∣ avg_100 : 31835.670109 ∣ critic_nllloss : 26578.015820 ∣ critic_ganloss : -836.595465 ∣ generator_nllloss : 5323.025781 ∣ generator_ganloss : 818.708350 ∣  [  std_z : 0.97  real_sub_fake : 3717.45 ]
[  epoch 0004/0040] 1100/4800, lr:1.0e-04 ∣ avg_100 : 31837.672158 ∣ critic_nllloss : 26631.785352 ∣ critic_ganloss : -959.848145 ∣ generator_nllloss : 5353.167188 ∣ generator_ganloss : 738.058398 ∣  [  std_z : 0.99  real_sub_fake : 3043.88 ]
[  epoch 0004/0040] 1110/4800, lr:1.0e-04 ∣ avg_100 : 31846.763558 ∣ critic_nllloss : 26740.095508 ∣ critic_ganloss : -1051.615405 ∣ generator_nllloss : 5415.323633 ∣ generator_ganloss : 770.702710 ∣     [  std_z : 0.99  real_sub_fake : 4579.90 ]
[  epoch 0004/0040] 1120/4800, lr:1.0e-04 ∣ avg_100 : 31849.633558 ∣ critic_nllloss : 26633.302148 ∣ critic_ganloss : -956.200647 ∣ generator_nllloss : 5271.813281 ∣ generator_ganloss : 773.022217 ∣  [  std_z : 0.98  real_sub_fake : 3341.27 ]
[  epoch 0004/0040] 1130/4800, lr:1.0e-04 ∣ avg_100 : 31855.537920 ∣ critic_nllloss : 26738.346680 ∣ critic_ganloss : -861.692975 ∣ generator_nllloss : 5344.965234 ∣ generator_ganloss : 809.846582 ∣  [  std_z : 0.98  real_sub_fake : 4248.80 ]
[  epoch 0004/0040] 1140/4800, lr:1.0e-04 ∣ avg_100 : 31863.915233 ∣ critic_nllloss : 26767.381445 ∣ critic_ganloss : -584.134888 ∣ generator_nllloss : 5304.525195 ∣ generator_ganloss : 722.339844 ∣  [  std_z : 0.98  real_sub_fake : 1983.40 ]
[  epoch 0004/0040] 1150/4800, lr:1.0e-04 ∣ avg_100 : 31863.537686 ∣ critic_nllloss : 26548.034961 ∣ critic_ganloss : -680.247949 ∣ generator_nllloss : 5279.941211 ∣ generator_ganloss : 628.076221 ∣  [  std_z : 0.96  real_sub_fake : 1948.15 ]
[  epoch 0004/0040] 1160/4800, lr:1.0e-04 ∣ avg_100 : 31861.888251 ∣ critic_nllloss : 26661.611523 ∣ critic_ganloss : -969.733594 ∣ generator_nllloss : 5380.999023 ∣ generator_ganloss : 684.836768 ∣  [  std_z : 0.97  real_sub_fake : 3997.49 ]
[  epoch 0004/0040] 1170/4800, lr:1.0e-04 ∣ avg_100 : 31859.612786 ∣ critic_nllloss : 26548.711719 ∣ critic_ganloss : -1169.744684 ∣ generator_nllloss : 5345.025000 ∣ generator_ganloss : 808.820093 ∣     [  std_z : 0.97  real_sub_fake : 4064.93 ]
[  epoch 0004/0040] 1180/4800, lr:1.0e-04 ∣ avg_100 : 31856.846484 ∣ critic_nllloss : 26439.966211 ∣ critic_ganloss : -1240.104626 ∣ generator_nllloss : 5302.007031 ∣ generator_ganloss : 885.648975 ∣     [  std_z : 0.98  real_sub_fake : 4859.21 ]
[  epoch 0004/0040] 1190/4800, lr:1.0e-04 ∣ avg_100 : 31858.003604 ∣ critic_nllloss : 26640.797070 ∣ critic_ganloss : -901.487292 ∣ generator_nllloss : 5297.188477 ∣ generator_ganloss : 717.298389 ∣  [  std_z : 0.97  real_sub_fake : 3884.05 ]
[  epoch 0004/0040] 1200/4800, lr:1.0e-04 ∣ avg_100 : 31854.500303 ∣ critic_nllloss : 26712.382617 ∣ critic_ganloss : -1088.361115 ∣ generator_nllloss : 5343.592969 ∣ generator_ganloss : 702.251025 ∣     [  std_z : 0.98  real_sub_fake : 4015.41 ]
[  epoch 0004/0040] 1210/4800, lr:1.0e-04 ∣ avg_100 : 31850.762157 ∣ critic_nllloss : 26556.101367 ∣ critic_ganloss : -780.213129 ∣ generator_nllloss : 5303.420117 ∣ generator_ganloss : 573.416821 ∣  [  std_z : 0.97  real_sub_fake : 3396.46 ]
[  epoch 0004/0040] 1220/4800, lr:1.0e-04 ∣ avg_100 : 31849.976141 ∣ critic_nllloss : 26501.607031 ∣ critic_ganloss : -967.674866 ∣ generator_nllloss : 5307.535352 ∣ generator_ganloss : 642.610547 ∣  [  std_z : 0.97  real_sub_fake : 3116.18 ]
[  epoch 0004/0040] 1230/4800, lr:1.0e-04 ∣ avg_100 : 31845.100860 ∣ critic_nllloss : 26654.373828 ∣ critic_ganloss : -964.378967 ∣ generator_nllloss : 5344.148242 ∣ generator_ganloss : 635.094434 ∣  [  std_z : 0.98  real_sub_fake : 4374.96 ]
[  epoch 0004/0040] 1240/4800, lr:1.0e-04 ∣ avg_100 : 31846.067367 ∣ critic_nllloss : 26694.880469 ∣ critic_ganloss : -957.172363 ∣ generator_nllloss : 5307.934375 ∣ generator_ganloss : 616.238184 ∣  [  std_z : 0.98  real_sub_fake : 3379.76 ]
[  epoch 0004/0040] 1250/4800, lr:1.0e-04 ∣ avg_100 : 31843.242367 ∣ critic_nllloss : 26574.855859 ∣ critic_ganloss : -906.058929 ∣ generator_nllloss : 5312.398438 ∣ generator_ganloss : 683.906445 ∣  [  std_z : 0.97  real_sub_fake : 3265.64 ]
[  epoch 0004/0040] 1260/4800, lr:1.0e-04 ∣ avg_100 : 31841.461348 ∣ critic_nllloss : 26603.338281 ∣ critic_ganloss : -959.220532 ∣ generator_nllloss : 5307.004883 ∣ generator_ganloss : 690.985522 ∣  [  std_z : 0.99  real_sub_fake : 4047.70 ]
[  epoch 0004/0040] 1270/4800, lr:1.0e-04 ∣ avg_100 : 31843.815916 ∣ critic_nllloss : 26508.226172 ∣ critic_ganloss : -762.694080 ∣ generator_nllloss : 5365.273828 ∣ generator_ganloss : 796.510449 ∣  [  std_z : 0.98  real_sub_fake : 2732.71 ]
[  epoch 0004/0040] 1280/4800, lr:1.0e-04 ∣ avg_100 : 31844.248645 ∣ critic_nllloss : 26638.997266 ∣ critic_ganloss : -876.875659 ∣ generator_nllloss : 5351.722656 ∣ generator_ganloss : 802.056348 ∣  [  std_z : 0.99  real_sub_fake : 3075.85 ]
[  epoch 0004/0040] 1290/4800, lr:1.0e-04 ∣ avg_100 : 31841.633914 ∣ critic_nllloss : 26598.886523 ∣ critic_ganloss : -835.634985 ∣ generator_nllloss : 5228.369141 ∣ generator_ganloss : 859.256689 ∣  [  std_z : 0.98  real_sub_fake : 3376.34 ]
[  epoch 0004/0040] 1300/4800, lr:1.0e-04 ∣ avg_100 : 31843.486487 ∣ critic_nllloss : 26816.333203 ∣ critic_ganloss : -899.635132 ∣ generator_nllloss : 5342.240625 ∣ generator_ganloss : 889.084961 ∣  [  std_z : 0.98  real_sub_fake : 3642.95 ]
[  epoch 0004/0040] 1310/4800, lr:1.0e-04 ∣ avg_100 : 31846.002670 ∣ critic_nllloss : 26784.108008 ∣ critic_ganloss : -889.757471 ∣ generator_nllloss : 5361.334766 ∣ generator_ganloss : 835.050879 ∣  [  std_z : 0.98  real_sub_fake : 3073.28 ]
[  epoch 0004/0040] 1320/4800, lr:1.0e-04 ∣ avg_100 : 31850.271422 ∣ critic_nllloss : 26876.388672 ∣ critic_ganloss : -1009.143658 ∣ generator_nllloss : 5348.685938 ∣ generator_ganloss : 851.567432 ∣     [  std_z : 0.99  real_sub_fake : 3862.61 ]
[  epoch 0004/0040] 1330/4800, lr:1.0e-04 ∣ avg_100 : 31848.871155 ∣ critic_nllloss : 26677.373437 ∣ critic_ganloss : -915.321484 ∣ generator_nllloss : 5361.066797 ∣ generator_ganloss : 815.549097 ∣  [  std_z : 0.97  real_sub_fake : 3577.73 ]
[  epoch 0004/0040] 1340/4800, lr:1.0e-04 ∣ avg_100 : 31848.454601 ∣ critic_nllloss : 26609.144727 ∣ critic_ganloss : -1086.080737 ∣ generator_nllloss : 5324.356445 ∣ generator_ganloss : 887.493359 ∣     [  std_z : 0.97  real_sub_fake : 4141.86 ]
[  epoch 0004/0040] 1350/4800, lr:1.0e-04 ∣ avg_100 : 31851.972788 ∣ critic_nllloss : 26515.316797 ∣ critic_ganloss : -837.958112 ∣ generator_nllloss : 5371.487305 ∣ generator_ganloss : 1001.842383 ∣     [  std_z : 0.98  real_sub_fake : 3423.32 ]
[  epoch 0004/0040] 1360/4800, lr:1.0e-04 ∣ avg_100 : 31855.933009 ∣ critic_nllloss : 26702.060742 ∣ critic_ganloss : -687.622815 ∣ generator_nllloss : 5404.886328 ∣ generator_ganloss : 1033.873975 ∣     [  std_z : 0.99  real_sub_fake : 2607.49 ]
[  epoch 0004/0040] 1370/4800, lr:1.0e-04 ∣ avg_100 : 31857.158110 ∣ critic_nllloss : 26616.911914 ∣ critic_ganloss : -814.392590 ∣ generator_nllloss : 5356.341406 ∣ generator_ganloss : 959.788477 ∣  [  std_z : 0.98  real_sub_fake : 3128.56 ]
[  epoch 0004/0040] 1380/4800, lr:1.0e-04 ∣ avg_100 : 31853.195714 ∣ critic_nllloss : 26573.193359 ∣ critic_ganloss : -876.596844 ∣ generator_nllloss : 5221.236914 ∣ generator_ganloss : 1009.116162 ∣     [  std_z : 0.97  real_sub_fake : 3427.09 ]
[  epoch 0004/0040] 1390/4800, lr:1.0e-04 ∣ avg_100 : 31853.213045 ∣ critic_nllloss : 26590.082227 ∣ critic_ganloss : -959.203424 ∣ generator_nllloss : 5301.195703 ∣ generator_ganloss : 1000.922705 ∣     [  std_z : 0.97  real_sub_fake : 3441.63 ]
[  epoch 0004/0040] 1400/4800, lr:1.0e-04 ∣ avg_100 : 31851.400737 ∣ critic_nllloss : 26597.657813 ∣ critic_ganloss : -869.053516 ∣ generator_nllloss : 5352.170117 ∣ generator_ganloss : 982.192383 ∣  [  std_z : 0.97  real_sub_fake : 3603.66 ]
[  epoch 0004/0040] 1410/4800, lr:1.0e-04 ∣ avg_100 : 31853.164599 ∣ critic_nllloss : 26710.266602 ∣ critic_ganloss : -1019.538245 ∣ generator_nllloss : 5274.237891 ∣ generator_ganloss : 1018.348047 ∣    [  std_z : 0.98  real_sub_fake : 3572.22 ]
[  epoch 0004/0040] 1420/4800, lr:1.0e-04 ∣ avg_100 : 31854.375870 ∣ critic_nllloss : 26597.457813 ∣ critic_ganloss : -842.879968 ∣ generator_nllloss : 5386.166797 ∣ generator_ganloss : 968.823291 ∣  [  std_z : 0.97  real_sub_fake : 3493.64 ]
[  epoch 0004/0040] 1430/4800, lr:1.0e-04 ∣ avg_100 : 31853.104848 ∣ critic_nllloss : 26752.709180 ∣ critic_ganloss : -941.481714 ∣ generator_nllloss : 5349.711523 ∣ generator_ganloss : 907.248047 ∣  [  std_z : 0.97  real_sub_fake : 3605.20 ]
[  epoch 0004/0040] 1440/4800, lr:1.0e-04 ∣ avg_100 : 31854.765183 ∣ critic_nllloss : 26470.366211 ∣ critic_ganloss : -935.758972 ∣ generator_nllloss : 5356.989844 ∣ generator_ganloss : 1070.429688 ∣     [  std_z : 0.96  real_sub_fake : 3689.06 ]
[  epoch 0004/0040] 1450/4800, lr:1.0e-04 ∣ avg_100 : 31856.584787 ∣ critic_nllloss : 26700.775391 ∣ critic_ganloss : -960.851904 ∣ generator_nllloss : 5383.613672 ∣ generator_ganloss : 1063.096973 ∣     [  std_z : 0.97  real_sub_fake : 3179.65 ]
[  epoch 0004/0040] 1460/4800, lr:1.0e-04 ∣ avg_100 : 31855.648956 ∣ critic_nllloss : 26606.718359 ∣ critic_ganloss : -957.355609 ∣ generator_nllloss : 5362.177539 ∣ generator_ganloss : 1154.030859 ∣     [  std_z : 0.97  real_sub_fake : 4072.84 ]
[  epoch 0004/0040] 1470/4800, lr:1.0e-04 ∣ avg_100 : 31856.692972 ∣ critic_nllloss : 26496.684180 ∣ critic_ganloss : -796.929749 ∣ generator_nllloss : 5289.936719 ∣ generator_ganloss : 1131.099414 ∣     [  std_z : 0.96  real_sub_fake : 2784.17 ]
[  epoch 0004/0040] 1480/4800, lr:1.0e-04 ∣ avg_100 : 31858.740756 ∣ critic_nllloss : 26784.398242 ∣ critic_ganloss : -916.232727 ∣ generator_nllloss : 5353.763867 ∣ generator_ganloss : 999.986719 ∣  [  std_z : 0.97  real_sub_fake : 3801.63 ]
[  epoch 0004/0040] 1490/4800, lr:1.0e-04 ∣ avg_100 : 31852.651326 ∣ critic_nllloss : 26446.947656 ∣ critic_ganloss : -1042.622546 ∣ generator_nllloss : 5290.250586 ∣ generator_ganloss : 966.675098 ∣     [  std_z : 0.97  real_sub_fake : 3810.06 ]
[  epoch 0004/0040] 1500/4800, lr:1.0e-04 ∣ avg_100 : 31852.248735 ∣ critic_nllloss : 26601.627734 ∣ critic_ganloss : -802.914838 ∣ generator_nllloss : 5295.029297 ∣ generator_ganloss : 949.066211 ∣  [  std_z : 0.97  real_sub_fake : 3650.51 ]
[  epoch 0004/0040] 1510/4800, lr:1.0e-04 ∣ avg_100 : 31853.422209 ∣ critic_nllloss : 26709.013867 ∣ critic_ganloss : -848.139044 ∣ generator_nllloss : 5418.647852 ∣ generator_ganloss : 883.989941 ∣  [  std_z : 0.97  real_sub_fake : 2669.00 ]
[  epoch 0004/0040] 1520/4800, lr:1.0e-04 ∣ avg_100 : 31855.725297 ∣ critic_nllloss : 26735.467383 ∣ critic_ganloss : -945.439075 ∣ generator_nllloss : 5398.416016 ∣ generator_ganloss : 837.913232 ∣  [  std_z : 0.98  real_sub_fake : 3840.79 ]
[  epoch 0004/0040] 1530/4800, lr:1.0e-04 ∣ avg_100 : 31852.705815 ∣ critic_nllloss : 26687.731836 ∣ critic_ganloss : -808.931848 ∣ generator_nllloss : 5316.758984 ∣ generator_ganloss : 853.752539 ∣  [  std_z : 0.96  real_sub_fake : 2962.17 ]
[  epoch 0004/0040] 1540/4800, lr:1.0e-04 ∣ avg_100 : 31849.846398 ∣ critic_nllloss : 26461.337500 ∣ critic_ganloss : -818.520593 ∣ generator_nllloss : 5330.639844 ∣ generator_ganloss : 1047.996387 ∣     [  std_z : 0.96  real_sub_fake : 3295.89 ]
[  epoch 0004/0040] 1550/4800, lr:1.0e-04 ∣ avg_100 : 31857.797195 ∣ critic_nllloss : 26486.838477 ∣ critic_ganloss : -682.917700 ∣ generator_nllloss : 5355.172656 ∣ generator_ganloss : 1079.055713 ∣     [  std_z : 0.97  real_sub_fake : 2551.19 ]
[  epoch 0004/0040] 1560/4800, lr:1.0e-04 ∣ avg_100 : 31860.617100 ∣ critic_nllloss : 26563.299609 ∣ critic_ganloss : -931.893890 ∣ generator_nllloss : 5278.180469 ∣ generator_ganloss : 1030.900146 ∣     [  std_z : 0.98  real_sub_fake : 3468.39 ]
[  epoch 0004/0040] 1570/4800, lr:1.0e-04 ∣ avg_100 : 31863.742483 ∣ critic_nllloss : 26691.205664 ∣ critic_ganloss : -1016.495447 ∣ generator_nllloss : 5286.310742 ∣ generator_ganloss : 981.458740 ∣     [  std_z : 0.98  real_sub_fake : 4151.11 ]
[  epoch 0004/0040] 1580/4800, lr:1.0e-04 ∣ avg_100 : 31869.658759 ∣ critic_nllloss : 26533.329883 ∣ critic_ganloss : -918.245947 ∣ generator_nllloss : 5346.898242 ∣ generator_ganloss : 1062.397949 ∣     [  std_z : 0.99  real_sub_fake : 3522.72 ]
[  epoch 0004/0040] 1590/4800, lr:1.0e-04 ∣ avg_100 : 31876.428528 ∣ critic_nllloss : 26638.983984 ∣ critic_ganloss : -954.092029 ∣ generator_nllloss : 5398.024609 ∣ generator_ganloss : 990.099609 ∣  [  std_z : 0.98  real_sub_fake : 3617.60 ]
[  epoch 0004/0040] 1600/4800, lr:1.0e-04 ∣ avg_100 : 31884.763409 ∣ critic_nllloss : 26715.267188 ∣ critic_ganloss : -830.777185 ∣ generator_nllloss : 5260.313086 ∣ generator_ganloss : 1075.292871 ∣     [  std_z : 0.98  real_sub_fake : 3490.05 ]
[  epoch 0004/0040] 1610/4800, lr:1.0e-04 ∣ avg_100 : 31893.230238 ∣ critic_nllloss : 26763.087891 ∣ critic_ganloss : -1002.852271 ∣ generator_nllloss : 5355.834570 ∣ generator_ganloss : 1079.143750 ∣    [  std_z : 0.98  real_sub_fake : 3224.19 ]
[  epoch 0004/0040] 1620/4800, lr:1.0e-04 ∣ avg_100 : 31902.435311 ∣ critic_nllloss : 26589.378125 ∣ critic_ganloss : -815.889978 ∣ generator_nllloss : 5333.769531 ∣ generator_ganloss : 1229.320361 ∣     [  std_z : 0.97  real_sub_fake : 3516.80 ]
[  epoch 0004/0040] 1630/4800, lr:1.0e-04 ∣ avg_100 : 31909.675547 ∣ critic_nllloss : 26463.535547 ∣ critic_ganloss : -745.369507 ∣ generator_nllloss : 5270.725195 ∣ generator_ganloss : 1156.128516 ∣     [  std_z : 0.98  real_sub_fake : 2781.15 ]
[  epoch 0004/0040] 1640/4800, lr:1.0e-04 ∣ avg_100 : 31906.792152 ∣ critic_nllloss : 26364.408789 ∣ critic_ganloss : -880.917609 ∣ generator_nllloss : 5282.895117 ∣ generator_ganloss : 1131.400635 ∣     [  std_z : 0.97  real_sub_fake : 3346.46 ]
[  epoch 0004/0040] 1650/4800, lr:1.0e-04 ∣ avg_100 : 31907.111939 ∣ critic_nllloss : 26667.133008 ∣ critic_ganloss : -803.739227 ∣ generator_nllloss : 5360.710547 ∣ generator_ganloss : 985.657812 ∣  [  std_z : 0.98  real_sub_fake : 3255.85 ]
[  epoch 0004/0040] 1660/4800, lr:1.0e-04 ∣ avg_100 : 31907.166032 ∣ critic_nllloss : 26404.983203 ∣ critic_ganloss : -783.378705 ∣ generator_nllloss : 5296.684570 ∣ generator_ganloss : 985.717041 ∣  [  std_z : 0.97  real_sub_fake : 3048.78 ]
[  epoch 0004/0040] 1670/4800, lr:1.0e-04 ∣ avg_100 : 31909.252227 ∣ critic_nllloss : 26844.357227 ∣ critic_ganloss : -964.149463 ∣ generator_nllloss : 5367.046680 ∣ generator_ganloss : 851.078809 ∣  [  std_z : 0.98  real_sub_fake : 3769.57 ]
[  epoch 0004/0040] 1680/4800, lr:1.0e-04 ∣ avg_100 : 31908.291713 ∣ critic_nllloss : 26430.146289 ∣ critic_ganloss : -712.967218 ∣ generator_nllloss : 5323.832031 ∣ generator_ganloss : 925.401123 ∣  [  std_z : 0.96  real_sub_fake : 2831.65 ]
[  epoch 0004/0040] 1690/4800, lr:1.0e-04 ∣ avg_100 : 31906.950581 ∣ critic_nllloss : 26510.183984 ∣ critic_ganloss : -966.879126 ∣ generator_nllloss : 5289.986914 ∣ generator_ganloss : 889.708350 ∣  [  std_z : 0.96  real_sub_fake : 3301.50 ]
[  epoch 0004/0040] 1700/4800, lr:1.0e-04 ∣ avg_100 : 31907.316021 ∣ critic_nllloss : 26532.425781 ∣ critic_ganloss : -954.456458 ∣ generator_nllloss : 5293.249219 ∣ generator_ganloss : 944.970996 ∣  [  std_z : 0.96  real_sub_fake : 3872.72 ]
[  epoch 0004/0040] 1710/4800, lr:1.0e-04 ∣ avg_100 : 31908.403334 ∣ critic_nllloss : 26621.632227 ∣ critic_ganloss : -1145.889978 ∣ generator_nllloss : 5334.869531 ∣ generator_ganloss : 965.959424 ∣     [  std_z : 0.97  real_sub_fake : 4441.61 ]
[  epoch 0004/0040] 1720/4800, lr:1.0e-04 ∣ avg_100 : 31908.706010 ∣ critic_nllloss : 26755.416016 ∣ critic_ganloss : -1067.386902 ∣ generator_nllloss : 5352.034180 ∣ generator_ganloss : 942.710303 ∣     [  std_z : 0.97  real_sub_fake : 3979.25 ]
[  epoch 0004/0040] 1730/4800, lr:1.0e-04 ∣ avg_100 : 31911.133214 ∣ critic_nllloss : 26624.358203 ∣ critic_ganloss : -793.260974 ∣ generator_nllloss : 5278.316016 ∣ generator_ganloss : 913.815820 ∣  [  std_z : 0.98  real_sub_fake : 3460.01 ]
[  epoch 0004/0040] 1740/4800, lr:1.0e-04 ∣ avg_100 : 31908.832227 ∣ critic_nllloss : 26422.614844 ∣ critic_ganloss : -729.251398 ∣ generator_nllloss : 5206.382422 ∣ generator_ganloss : 825.022900 ∣  [  std_z : 0.97  real_sub_fake : 2429.54 ]
[  epoch 0004/0040] 1750/4800, lr:1.0e-04 ∣ avg_100 : 31913.430147 ∣ critic_nllloss : 26673.263086 ∣ critic_ganloss : -835.717407 ∣ generator_nllloss : 5293.348437 ∣ generator_ganloss : 806.386597 ∣  [  std_z : 0.99  real_sub_fake : 3576.16 ]
[  epoch 0004/0040] 1760/4800, lr:1.0e-04 ∣ avg_100 : 31913.096407 ∣ critic_nllloss : 26462.067773 ∣ critic_ganloss : -978.819324 ∣ generator_nllloss : 5386.148047 ∣ generator_ganloss : 772.786816 ∣  [  std_z : 0.98  real_sub_fake : 3451.07 ]
[  epoch 0004/0040] 1770/4800, lr:1.0e-04 ∣ avg_100 : 31913.379057 ∣ critic_nllloss : 26569.290625 ∣ critic_ganloss : -945.233875 ∣ generator_nllloss : 5233.585156 ∣ generator_ganloss : 845.829053 ∣  [  std_z : 0.97  real_sub_fake : 3937.58 ]
[  epoch 0004/0040] 1780/4800, lr:1.0e-04 ∣ avg_100 : 31919.884158 ∣ critic_nllloss : 26689.875000 ∣ critic_ganloss : -633.407016 ∣ generator_nllloss : 5368.453125 ∣ generator_ganloss : 989.437744 ∣  [  std_z : 0.98  real_sub_fake : 2249.17 ]
[  epoch 0004/0040] 1790/4800, lr:1.0e-04 ∣ avg_100 : 31917.587583 ∣ critic_nllloss : 26495.991406 ∣ critic_ganloss : -908.391467 ∣ generator_nllloss : 5306.426562 ∣ generator_ganloss : 949.190527 ∣  [  std_z : 0.97  real_sub_fake : 3114.35 ]
[  epoch 0004/0040] 1800/4800, lr:1.0e-04 ∣ avg_100 : 31921.355763 ∣ critic_nllloss : 26532.032422 ∣ critic_ganloss : -859.966345 ∣ generator_nllloss : 5310.448047 ∣ generator_ganloss : 1035.506885 ∣     [  std_z : 0.98  real_sub_fake : 3834.90 ]
[  epoch 0004/0040] 1810/4800, lr:1.0e-04 ∣ avg_100 : 31922.528820 ∣ critic_nllloss : 26686.194336 ∣ critic_ganloss : -791.910236 ∣ generator_nllloss : 5348.093750 ∣ generator_ganloss : 1009.309473 ∣     [  std_z : 0.99  real_sub_fake : 2553.04 ]
[  epoch 0004/0040] 1820/4800, lr:1.0e-04 ∣ avg_100 : 31924.868520 ∣ critic_nllloss : 26623.479492 ∣ critic_ganloss : -861.456964 ∣ generator_nllloss : 5455.596875 ∣ generator_ganloss : 884.963525 ∣  [  std_z : 0.98  real_sub_fake : 3787.74 ]
[  epoch 0004/0040] 1830/4800, lr:1.0e-04 ∣ avg_100 : 31929.102915 ∣ critic_nllloss : 26787.735742 ∣ critic_ganloss : -776.814819 ∣ generator_nllloss : 5329.668164 ∣ generator_ganloss : 772.008252 ∣  [  std_z : 0.99  real_sub_fake : 2612.40 ]
[  epoch 0004/0040] 1840/4800, lr:1.0e-04 ∣ avg_100 : 31929.322971 ∣ critic_nllloss : 26518.479687 ∣ critic_ganloss : -864.520654 ∣ generator_nllloss : 5291.412891 ∣ generator_ganloss : 838.068872 ∣  [  std_z : 0.96  real_sub_fake : 3533.29 ]
[  epoch 0004/0040] 1850/4800, lr:1.0e-04 ∣ avg_100 : 31932.370144 ∣ critic_nllloss : 26721.341992 ∣ critic_ganloss : -1200.928699 ∣ generator_nllloss : 5369.491797 ∣ generator_ganloss : 822.887256 ∣     [  std_z : 0.96  real_sub_fake : 4383.76 ]
[  epoch 0004/0040] 1860/4800, lr:1.0e-04 ∣ avg_100 : 31932.525861 ∣ critic_nllloss : 26734.145117 ∣ critic_ganloss : -843.366479 ∣ generator_nllloss : 5269.101562 ∣ generator_ganloss : 819.687646 ∣  [  std_z : 0.97  real_sub_fake : 3786.30 ]
[  epoch 0004/0040] 1870/4800, lr:1.0e-04 ∣ avg_100 : 31931.733105 ∣ critic_nllloss : 26560.663086 ∣ critic_ganloss : -950.971686 ∣ generator_nllloss : 5320.589844 ∣ generator_ganloss : 610.841309 ∣  [  std_z : 0.98  real_sub_fake : 3221.39 ]
[  epoch 0004/0040] 1880/4800, lr:1.0e-04 ∣ avg_100 : 31932.207681 ∣ critic_nllloss : 26507.538477 ∣ critic_ganloss : -965.733173 ∣ generator_nllloss : 5291.987695 ∣ generator_ganloss : 903.880273 ∣  [  std_z : 0.99  real_sub_fake : 3772.33 ]
[  epoch 0004/0040] 1890/4800, lr:1.0e-04 ∣ avg_100 : 31932.025402 ∣ critic_nllloss : 26406.577539 ∣ critic_ganloss : -950.000439 ∣ generator_nllloss : 5207.132812 ∣ generator_ganloss : 1015.957666 ∣     [  std_z : 0.98  real_sub_fake : 3805.40 ]
[  epoch 0004/0040] 1900/4800, lr:1.0e-04 ∣ avg_100 : 31936.717074 ∣ critic_nllloss : 26655.625781 ∣ critic_ganloss : -870.352234 ∣ generator_nllloss : 5446.145117 ∣ generator_ganloss : 1142.175000 ∣     [  std_z : 0.97  real_sub_fake : 2951.24 ]
[  epoch 0004/0040] 1910/4800, lr:1.0e-04 ∣ avg_100 : 31936.818553 ∣ critic_nllloss : 26528.653516 ∣ critic_ganloss : -1101.400006 ∣ generator_nllloss : 5341.320508 ∣ generator_ganloss : 991.289062 ∣     [  std_z : 0.97  real_sub_fake : 4227.91 ]
[  epoch 0004/0040] 1920/4800, lr:1.0e-04 ∣ avg_100 : 31938.179361 ∣ critic_nllloss : 26640.005469 ∣ critic_ganloss : -937.413708 ∣ generator_nllloss : 5411.712500 ∣ generator_ganloss : 1030.929980 ∣     [  std_z : 0.97  real_sub_fake : 3873.88 ]
[  epoch 0004/0040] 1930/4800, lr:1.0e-04 ∣ avg_100 : 31938.694459 ∣ critic_nllloss : 26633.098828 ∣ critic_ganloss : -827.824487 ∣ generator_nllloss : 5363.952344 ∣ generator_ganloss : 849.151318 ∣  [  std_z : 0.97  real_sub_fake : 3398.56 ]
[  epoch 0004/0040] 1940/4800, lr:1.0e-04 ∣ avg_100 : 31940.357366 ∣ critic_nllloss : 26450.636328 ∣ critic_ganloss : -782.131348 ∣ generator_nllloss : 5378.089844 ∣ generator_ganloss : 837.579395 ∣  [  std_z : 0.97  real_sub_fake : 2717.94 ]
[  epoch 0004/0040] 1950/4800, lr:1.0e-04 ∣ avg_100 : 31940.966049 ∣ critic_nllloss : 26604.476758 ∣ critic_ganloss : -880.256213 ∣ generator_nllloss : 5330.585742 ∣ generator_ganloss : 794.850049 ∣  [  std_z : 0.97  real_sub_fake : 3725.96 ]
[  epoch 0004/0040] 1960/4800, lr:1.0e-04 ∣ avg_100 : 31936.701254 ∣ critic_nllloss : 26607.169727 ∣ critic_ganloss : -951.818005 ∣ generator_nllloss : 5327.060547 ∣ generator_ganloss : 669.608521 ∣  [  std_z : 0.97  real_sub_fake : 3435.84 ]
[  epoch 0004/0040] 1970/4800, lr:1.0e-04 ∣ avg_100 : 31931.399414 ∣ critic_nllloss : 26469.898047 ∣ critic_ganloss : -835.014453 ∣ generator_nllloss : 5266.400000 ∣ generator_ganloss : 691.475806 ∣  [  std_z : 0.96  real_sub_fake : 3463.03 ]
[  epoch 0004/0040] 1980/4800, lr:1.0e-04 ∣ avg_100 : 31924.178506 ∣ critic_nllloss : 26447.426563 ∣ critic_ganloss : -968.679718 ∣ generator_nllloss : 5204.612109 ∣ generator_ganloss : 721.663623 ∣  [  std_z : 0.95  real_sub_fake : 3336.28 ]
[  epoch 0004/0040] 1990/4800, lr:1.0e-04 ∣ avg_100 : 31923.585465 ∣ critic_nllloss : 26643.912695 ∣ critic_ganloss : -901.544788 ∣ generator_nllloss : 5388.106250 ∣ generator_ganloss : 739.107813 ∣  [  std_z : 0.97  real_sub_fake : 3534.21 ]
[  epoch 0004/0040] 2000/4800, lr:1.0e-04 ∣ avg_100 : 31922.928210 ∣ critic_nllloss : 26645.500586 ∣ critic_ganloss : -1025.272534 ∣ generator_nllloss : 5343.289453 ∣ generator_ganloss : 715.626709 ∣     [  std_z : 0.98  real_sub_fake : 3857.87 ]
[  epoch 0004/0040] 2010/4800, lr:1.0e-04 ∣ avg_100 : 31920.478545 ∣ critic_nllloss : 26645.806055 ∣ critic_ganloss : -938.127173 ∣ generator_nllloss : 5309.918750 ∣ generator_ganloss : 729.794946 ∣  [  std_z : 0.98  real_sub_fake : 3871.01 ]
[  epoch 0004/0040] 2020/4800, lr:1.0e-04 ∣ avg_100 : 31919.529024 ∣ critic_nllloss : 26548.968750 ∣ critic_ganloss : -800.520599 ∣ generator_nllloss : 5304.237891 ∣ generator_ganloss : 715.181079 ∣  [  std_z : 0.98  real_sub_fake : 2897.30 ]
[  epoch 0004/0040] 2030/4800, lr:1.0e-04 ∣ avg_100 : 31915.544194 ∣ critic_nllloss : 26450.635937 ∣ critic_ganloss : -1083.906091 ∣ generator_nllloss : 5285.081055 ∣ generator_ganloss : 788.104492 ∣     [  std_z : 0.97  real_sub_fake : 4216.23 ]
[  epoch 0004/0040] 2040/4800, lr:1.0e-04 ∣ avg_100 : 31912.623083 ∣ critic_nllloss : 26524.012109 ∣ critic_ganloss : -1075.038074 ∣ generator_nllloss : 5335.604688 ∣ generator_ganloss : 865.098340 ∣     [  std_z : 0.97  real_sub_fake : 4027.62 ]
[  epoch 0004/0040] 2050/4800, lr:1.0e-04 ∣ avg_100 : 31909.458790 ∣ critic_nllloss : 26393.588281 ∣ critic_ganloss : -924.101398 ∣ generator_nllloss : 5282.187891 ∣ generator_ganloss : 799.132446 ∣  [  std_z : 0.96  real_sub_fake : 4350.67 ]
[  epoch 0004/0040] 2060/4800, lr:1.0e-04 ∣ avg_100 : 31903.331043 ∣ critic_nllloss : 26294.725586 ∣ critic_ganloss : -950.048956 ∣ generator_nllloss : 5257.432422 ∣ generator_ganloss : 627.317896 ∣  [  std_z : 0.98  real_sub_fake : 3098.53 ]
[  epoch 0004/0040] 2070/4800, lr:1.0e-04 ∣ avg_100 : 31898.305463 ∣ critic_nllloss : 26643.298047 ∣ critic_ganloss : -1250.821912 ∣ generator_nllloss : 5330.129687 ∣ generator_ganloss : 669.791919 ∣     [  std_z : 0.99  real_sub_fake : 4435.57 ]
[  epoch 0004/0040] 2080/4800, lr:1.0e-04 ∣ avg_100 : 31892.777049 ∣ critic_nllloss : 26443.262500 ∣ critic_ganloss : -991.493152 ∣ generator_nllloss : 5270.562891 ∣ generator_ganloss : 731.479272 ∣  [  std_z : 0.98  real_sub_fake : 4519.04 ]
[  epoch 0004/0040] 2090/4800, lr:1.0e-04 ∣ avg_100 : 31891.755512 ∣ critic_nllloss : 26814.370898 ∣ critic_ganloss : -988.621997 ∣ generator_nllloss : 5361.375977 ∣ generator_ganloss : 593.875879 ∣  [  std_z : 0.98  real_sub_fake : 3307.25 ]
[  epoch 0004/0040] 2100/4800, lr:1.0e-04 ∣ avg_100 : 31886.318886 ∣ critic_nllloss : 26380.385937 ∣ critic_ganloss : -1100.371375 ∣ generator_nllloss : 5288.896680 ∣ generator_ganloss : 650.588916 ∣     [  std_z : 0.98  real_sub_fake : 4344.85 ]
[  epoch 0004/0040] 2110/4800, lr:1.0e-04 ∣ avg_100 : 31879.874658 ∣ critic_nllloss : 26264.240039 ∣ critic_ganloss : -1150.697125 ∣ generator_nllloss : 5332.763867 ∣ generator_ganloss : 783.776904 ∣     [  std_z : 0.96  real_sub_fake : 4058.47 ]
[  epoch 0004/0040] 2120/4800, lr:1.0e-04 ∣ avg_100 : 31881.599943 ∣ critic_nllloss : 26682.506445 ∣ critic_ganloss : -930.485675 ∣ generator_nllloss : 5320.931641 ∣ generator_ganloss : 821.513086 ∣  [  std_z : 0.97  real_sub_fake : 4449.85 ]
[  epoch 0004/0040] 2130/4800, lr:1.0e-04 ∣ avg_100 : 31881.757782 ∣ critic_nllloss : 26493.109766 ∣ critic_ganloss : -684.571826 ∣ generator_nllloss : 5396.085547 ∣ generator_ganloss : 842.625928 ∣  [  std_z : 0.97  real_sub_fake : 2004.34 ]
[  epoch 0004/0040] 2140/4800, lr:1.0e-04 ∣ avg_100 : 31878.327281 ∣ critic_nllloss : 26561.705273 ∣ critic_ganloss : -837.223218 ∣ generator_nllloss : 5302.517969 ∣ generator_ganloss : 840.061475 ∣  [  std_z : 0.97  real_sub_fake : 3211.94 ]
[  epoch 0004/0040] 2150/4800, lr:1.0e-04 ∣ avg_100 : 31877.654853 ∣ critic_nllloss : 26549.974805 ∣ critic_ganloss : -1019.222028 ∣ generator_nllloss : 5296.118164 ∣ generator_ganloss : 881.690723 ∣     [  std_z : 0.97  real_sub_fake : 4196.17 ]
[  epoch 0004/0040] 2160/4800, lr:1.0e-04 ∣ avg_100 : 31877.910890 ∣ critic_nllloss : 26548.347656 ∣ critic_ganloss : -926.096619 ∣ generator_nllloss : 5305.601562 ∣ generator_ganloss : 855.464844 ∣  [  std_z : 0.97  real_sub_fake : 3345.04 ]
[  epoch 0004/0040] 2170/4800, lr:1.0e-04 ∣ avg_100 : 31880.865162 ∣ critic_nllloss : 26600.249414 ∣ critic_ganloss : -888.304126 ∣ generator_nllloss : 5299.096484 ∣ generator_ganloss : 817.197485 ∣  [  std_z : 0.98  real_sub_fake : 3723.75 ]
[  epoch 0004/0040] 2180/4800, lr:1.0e-04 ∣ avg_100 : 31887.205427 ∣ critic_nllloss : 26842.488867 ∣ critic_ganloss : -924.024683 ∣ generator_nllloss : 5402.721094 ∣ generator_ganloss : 700.358838 ∣  [  std_z : 0.98  real_sub_fake : 3612.59 ]
[  epoch 0004/0040] 2190/4800, lr:1.0e-04 ∣ avg_100 : 31884.342783 ∣ critic_nllloss : 26494.062891 ∣ critic_ganloss : -998.193732 ∣ generator_nllloss : 5323.832812 ∣ generator_ganloss : 647.830298 ∣  [  std_z : 0.97  real_sub_fake : 3363.49 ]
[  epoch 0004/0040] 2200/4800, lr:1.0e-04 ∣ avg_100 : 31886.013160 ∣ critic_nllloss : 26711.092969 ∣ critic_ganloss : -955.717737 ∣ generator_nllloss : 5391.084375 ∣ generator_ganloss : 690.443579 ∣  [  std_z : 0.97  real_sub_fake : 4218.26 ]
[  epoch 0004/0040] 2210/4800, lr:1.0e-04 ∣ avg_100 : 31883.939212 ∣ critic_nllloss : 26445.541016 ∣ critic_ganloss : -945.128955 ∣ generator_nllloss : 5276.886328 ∣ generator_ganloss : 668.031958 ∣  [  std_z : 0.97  real_sub_fake : 3136.01 ]
[  epoch 0004/0040] 2220/4800, lr:1.0e-04 ∣ avg_100 : 31884.906096 ∣ critic_nllloss : 26566.892578 ∣ critic_ganloss : -955.083746 ∣ generator_nllloss : 5218.573438 ∣ generator_ganloss : 750.384180 ∣  [  std_z : 0.96  real_sub_fake : 3994.96 ]
[  epoch 0004/0040] 2230/4800, lr:1.0e-04 ∣ avg_100 : 31884.713609 ∣ critic_nllloss : 26410.349023 ∣ critic_ganloss : -847.415698 ∣ generator_nllloss : 5353.666406 ∣ generator_ganloss : 733.389160 ∣  [  std_z : 0.97  real_sub_fake : 3404.87 ]
[  epoch 0004/0040] 2240/4800, lr:1.0e-04 ∣ avg_100 : 31888.800761 ∣ critic_nllloss : 26725.253125 ∣ critic_ganloss : -754.270984 ∣ generator_nllloss : 5271.307617 ∣ generator_ganloss : 828.306104 ∣  [  std_z : 1.00  real_sub_fake : 2740.49 ]
[  epoch 0004/0040] 2250/4800, lr:1.0e-04 ∣ avg_100 : 31889.502937 ∣ critic_nllloss : 26673.891211 ∣ critic_ganloss : -1041.996051 ∣ generator_nllloss : 5295.600195 ∣ generator_ganloss : 807.824023 ∣     [  std_z : 0.98  real_sub_fake : 3772.26 ]
[  epoch 0004/0040] 2260/4800, lr:1.0e-04 ∣ avg_100 : 31889.633155 ∣ critic_nllloss : 26692.584766 ∣ critic_ganloss : -1211.163525 ∣ generator_nllloss : 5331.984961 ∣ generator_ganloss : 841.723730 ∣     [  std_z : 0.99  real_sub_fake : 4196.70 ]
[  epoch 0004/0040] 2270/4800, lr:1.0e-04 ∣ avg_100 : 31891.072387 ∣ critic_nllloss : 26604.945117 ∣ critic_ganloss : -922.596899 ∣ generator_nllloss : 5399.538867 ∣ generator_ganloss : 969.352539 ∣  [  std_z : 0.98  real_sub_fake : 4725.29 ]
[  epoch 0004/0040] 2280/4800, lr:1.0e-04 ∣ avg_100 : 31891.473993 ∣ critic_nllloss : 26702.594922 ∣ critic_ganloss : -922.488855 ∣ generator_nllloss : 5252.399609 ∣ generator_ganloss : 923.555469 ∣  [  std_z : 0.97  real_sub_fake : 2872.39 ]
[  epoch 0004/0040] 2290/4800, lr:1.0e-04 ∣ avg_100 : 31890.686262 ∣ critic_nllloss : 26606.379492 ∣ critic_ganloss : -926.771216 ∣ generator_nllloss : 5318.787891 ∣ generator_ganloss : 773.708179 ∣  [  std_z : 0.98  real_sub_fake : 3516.52 ]
[  epoch 0004/0040] 2300/4800, lr:1.0e-04 ∣ avg_100 : 31887.067658 ∣ critic_nllloss : 26576.684570 ∣ critic_ganloss : -980.136133 ∣ generator_nllloss : 5343.581055 ∣ generator_ganloss : 846.033691 ∣  [  std_z : 0.98  real_sub_fake : 3753.43 ]
[  epoch 0004/0040] 2310/4800, lr:1.0e-04 ∣ avg_100 : 31887.776173 ∣ critic_nllloss : 26708.640820 ∣ critic_ganloss : -779.602148 ∣ generator_nllloss : 5280.475781 ∣ generator_ganloss : 952.073242 ∣  [  std_z : 0.98  real_sub_fake : 3356.81 ]
[  epoch 0004/0040] 2320/4800, lr:1.0e-04 ∣ avg_100 : 31886.871673 ∣ critic_nllloss : 26497.003125 ∣ critic_ganloss : -714.009430 ∣ generator_nllloss : 5345.352344 ∣ generator_ganloss : 848.702344 ∣  [  std_z : 0.98  real_sub_fake : 2571.13 ]
[  epoch 0004/0040] 2330/4800, lr:1.0e-04 ∣ avg_100 : 31883.997050 ∣ critic_nllloss : 26412.046289 ∣ critic_ganloss : -851.557397 ∣ generator_nllloss : 5292.965430 ∣ generator_ganloss : 797.751294 ∣  [  std_z : 0.98  real_sub_fake : 3337.16 ]
[  epoch 0004/0040] 2340/4800, lr:1.0e-04 ∣ avg_100 : 31885.571132 ∣ critic_nllloss : 26559.978711 ∣ critic_ganloss : -910.623059 ∣ generator_nllloss : 5378.874414 ∣ generator_ganloss : 864.091895 ∣  [  std_z : 0.97  real_sub_fake : 3158.50 ]
[  epoch 0004/0040] 2350/4800, lr:1.0e-04 ∣ avg_100 : 31884.174624 ∣ critic_nllloss : 26529.671875 ∣ critic_ganloss : -819.930310 ∣ generator_nllloss : 5325.348828 ∣ generator_ganloss : 875.947119 ∣  [  std_z : 0.97  real_sub_fake : 3958.26 ]
[  epoch 0004/0040] 2360/4800, lr:1.0e-04 ∣ avg_100 : 31878.414570 ∣ critic_nllloss : 26517.180273 ∣ critic_ganloss : -800.702466 ∣ generator_nllloss : 5315.750391 ∣ generator_ganloss : 844.964697 ∣  [  std_z : 0.97  real_sub_fake : 2459.45 ]
[  epoch 0004/0040] 2370/4800, lr:1.0e-04 ∣ avg_100 : 31874.172690 ∣ critic_nllloss : 26557.346875 ∣ critic_ganloss : -935.159009 ∣ generator_nllloss : 5269.875391 ∣ generator_ganloss : 802.397949 ∣  [  std_z : 0.97  real_sub_fake : 3558.66 ]
[  epoch 0004/0040] 2380/4800, lr:1.0e-04 ∣ avg_100 : 31870.178704 ∣ critic_nllloss : 26535.150391 ∣ critic_ganloss : -950.389484 ∣ generator_nllloss : 5251.760938 ∣ generator_ganloss : 691.029102 ∣  [  std_z : 0.97  real_sub_fake : 3981.13 ]
[  epoch 0004/0040] 2390/4800, lr:1.0e-04 ∣ avg_100 : 31869.253609 ∣ critic_nllloss : 26683.641797 ∣ critic_ganloss : -799.076105 ∣ generator_nllloss : 5312.450781 ∣ generator_ganloss : 643.471240 ∣  [  std_z : 0.97  real_sub_fake : 3106.51 ]
[  epoch 0004/0040] 2400/4800, lr:1.0e-04 ∣ avg_100 : 31862.732810 ∣ critic_nllloss : 26494.334570 ∣ critic_ganloss : -1055.484253 ∣ generator_nllloss : 5302.003125 ∣ generator_ganloss : 670.033447 ∣     [  std_z : 0.96  real_sub_fake : 3495.95 ]
[  epoch 0004/0040] 2410/4800, lr:1.0e-04 ∣ avg_100 : 31862.288023 ∣ critic_nllloss : 26744.716797 ∣ critic_ganloss : -928.898389 ∣ generator_nllloss : 5337.442383 ∣ generator_ganloss : 785.574878 ∣  [  std_z : 0.98  real_sub_fake : 4183.01 ]
[  epoch 0004/0040] 2420/4800, lr:1.0e-04 ∣ avg_100 : 31857.654742 ∣ critic_nllloss : 26491.621484 ∣ critic_ganloss : -976.755963 ∣ generator_nllloss : 5303.685156 ∣ generator_ganloss : 827.689160 ∣  [  std_z : 0.97  real_sub_fake : 3163.81 ]
[  epoch 0004/0040] 2430/4800, lr:1.0e-04 ∣ avg_100 : 31853.403057 ∣ critic_nllloss : 26443.529492 ∣ critic_ganloss : -938.045233 ∣ generator_nllloss : 5249.485937 ∣ generator_ganloss : 888.048291 ∣  [  std_z : 0.98  real_sub_fake : 4130.26 ]
[  epoch 0004/0040] 2440/4800, lr:1.0e-04 ∣ avg_100 : 31854.281015 ∣ critic_nllloss : 26749.771875 ∣ critic_ganloss : -983.940942 ∣ generator_nllloss : 5408.346875 ∣ generator_ganloss : 875.644727 ∣  [  std_z : 0.99  real_sub_fake : 3662.71 ]
[  epoch 0004/0040] 2450/4800, lr:1.0e-04 ∣ avg_100 : 31847.388884 ∣ critic_nllloss : 26419.149609 ∣ critic_ganloss : -988.511011 ∣ generator_nllloss : 5177.447852 ∣ generator_ganloss : 889.334668 ∣  [  std_z : 0.98  real_sub_fake : 3640.24 ]
[  epoch 0004/0040] 2460/4800, lr:1.0e-04 ∣ avg_100 : 31845.069504 ∣ critic_nllloss : 26770.723047 ∣ critic_ganloss : -1141.533533 ∣ generator_nllloss : 5350.474219 ∣ generator_ganloss : 953.969385 ∣     [  std_z : 1.00  real_sub_fake : 4326.17 ]
[  epoch 0004/0040] 2470/4800, lr:1.0e-04 ∣ avg_100 : 31844.407638 ∣ critic_nllloss : 26546.496289 ∣ critic_ganloss : -893.647638 ∣ generator_nllloss : 5311.614062 ∣ generator_ganloss : 1090.141260 ∣     [  std_z : 0.99  real_sub_fake : 3678.42 ]
[  epoch 0004/0040] 2480/4800, lr:1.0e-04 ∣ avg_100 : 31843.241560 ∣ critic_nllloss : 26638.892383 ∣ critic_ganloss : -871.174316 ∣ generator_nllloss : 5321.415625 ∣ generator_ganloss : 1016.174609 ∣     [  std_z : 0.99  real_sub_fake : 2755.81 ]
[  epoch 0004/0040] 2490/4800, lr:1.0e-04 ∣ avg_100 : 31848.382422 ∣ critic_nllloss : 26621.975195 ∣ critic_ganloss : -802.968848 ∣ generator_nllloss : 5323.628320 ∣ generator_ganloss : 1032.702295 ∣     [  std_z : 0.97  real_sub_fake : 3808.15 ]
[  epoch 0004/0040] 2500/4800, lr:1.0e-04 ∣ avg_100 : 31848.046561 ∣ critic_nllloss : 26659.610547 ∣ critic_ganloss : -945.854822 ∣ generator_nllloss : 5308.356055 ∣ generator_ganloss : 987.110547 ∣  [  std_z : 0.97  real_sub_fake : 2969.14 ]
[  epoch 0004/0040] 2510/4800, lr:1.0e-04 ∣ avg_100 : 31847.095632 ∣ critic_nllloss : 26655.529883 ∣ critic_ganloss : -921.164972 ∣ generator_nllloss : 5309.165820 ∣ generator_ganloss : 1024.888916 ∣     [  std_z : 0.98  real_sub_fake : 4295.82 ]
[  epoch 0004/0040] 2520/4800, lr:1.0e-04 ∣ avg_100 : 31852.273640 ∣ critic_nllloss : 26663.885742 ∣ critic_ganloss : -662.121667 ∣ generator_nllloss : 5448.772852 ∣ generator_ganloss : 1093.621484 ∣     [  std_z : 0.98  real_sub_fake : 1941.49 ]
[  epoch 0004/0040] 2530/4800, lr:1.0e-04 ∣ avg_100 : 31852.911770 ∣ critic_nllloss : 26638.133789 ∣ critic_ganloss : -784.645276 ∣ generator_nllloss : 5315.533594 ∣ generator_ganloss : 944.102393 ∣  [  std_z : 0.97  real_sub_fake : 3127.02 ]
[  epoch 0004/0040] 2540/4800, lr:1.0e-04 ∣ avg_100 : 31851.760667 ∣ critic_nllloss : 26609.050000 ∣ critic_ganloss : -1006.158948 ∣ generator_nllloss : 5347.361914 ∣ generator_ganloss : 956.089893 ∣     [  std_z : 0.98  real_sub_fake : 3978.95 ]
[  epoch 0004/0040] 2550/4800, lr:1.0e-04 ∣ avg_100 : 31848.068801 ∣ critic_nllloss : 26560.022656 ∣ critic_ganloss : -1049.993732 ∣ generator_nllloss : 5339.256836 ∣ generator_ganloss : 1019.676807 ∣    [  std_z : 0.97  real_sub_fake : 3851.12 ]
[  epoch 0004/0040] 2560/4800, lr:1.0e-04 ∣ avg_100 : 31850.513646 ∣ critic_nllloss : 26775.238672 ∣ critic_ganloss : -938.920422 ∣ generator_nllloss : 5342.085352 ∣ generator_ganloss : 1006.567188 ∣     [  std_z : 0.97  real_sub_fake : 3879.76 ]
[  epoch 0004/0040] 2570/4800, lr:1.0e-04 ∣ avg_100 : 31848.260526 ∣ critic_nllloss : 26571.630469 ∣ critic_ganloss : -1083.507007 ∣ generator_nllloss : 5259.521484 ∣ generator_ganloss : 969.522803 ∣     [  std_z : 0.97  real_sub_fake : 3815.98 ]
[  epoch 0004/0040] 2580/4800, lr:1.0e-04 ∣ avg_100 : 31846.273898 ∣ critic_nllloss : 26434.934766 ∣ critic_ganloss : -801.853558 ∣ generator_nllloss : 5314.696680 ∣ generator_ganloss : 877.939355 ∣  [  std_z : 0.97  real_sub_fake : 3655.41 ]
[  epoch 0004/0040] 2590/4800, lr:1.0e-04 ∣ avg_100 : 31843.323421 ∣ critic_nllloss : 26565.507422 ∣ critic_ganloss : -896.667798 ∣ generator_nllloss : 5269.270508 ∣ generator_ganloss : 839.858350 ∣  [  std_z : 0.99  real_sub_fake : 2968.91 ]
[  epoch 0004/0040] 2600/4800, lr:1.0e-04 ∣ avg_100 : 31838.473989 ∣ critic_nllloss : 26541.008398 ∣ critic_ganloss : -941.733252 ∣ generator_nllloss : 5301.404297 ∣ generator_ganloss : 834.473389 ∣  [  std_z : 0.99  real_sub_fake : 3805.25 ]
[  epoch 0004/0040] 2610/4800, lr:1.0e-04 ∣ avg_100 : 31832.981158 ∣ critic_nllloss : 26524.758008 ∣ critic_ganloss : -1030.613977 ∣ generator_nllloss : 5332.395703 ∣ generator_ganloss : 819.391064 ∣     [  std_z : 0.99  real_sub_fake : 4102.22 ]
[  epoch 0004/0040] 2620/4800, lr:1.0e-04 ∣ avg_100 : 31825.752538 ∣ critic_nllloss : 26474.943750 ∣ critic_ganloss : -945.607117 ∣ generator_nllloss : 5276.760938 ∣ generator_ganloss : 807.618457 ∣  [  std_z : 0.98  real_sub_fake : 3562.90 ]
[  epoch 0004/0040] 2630/4800, lr:1.0e-04 ∣ avg_100 : 31822.390055 ∣ critic_nllloss : 26536.383594 ∣ critic_ganloss : -804.230963 ∣ generator_nllloss : 5280.641016 ∣ generator_ganloss : 795.977832 ∣  [  std_z : 0.98  real_sub_fake : 3494.68 ]
[  epoch 0004/0040] 2640/4800, lr:1.0e-04 ∣ avg_100 : 31821.895180 ∣ critic_nllloss : 26734.518164 ∣ critic_ganloss : -1033.652875 ∣ generator_nllloss : 5373.887695 ∣ generator_ganloss : 773.546484 ∣     [  std_z : 0.98  real_sub_fake : 3490.44 ]
[  epoch 0004/0040] 2650/4800, lr:1.0e-04 ∣ avg_100 : 31815.999985 ∣ critic_nllloss : 26473.529492 ∣ critic_ganloss : -976.056427 ∣ generator_nllloss : 5331.091797 ∣ generator_ganloss : 791.677686 ∣  [  std_z : 0.97  real_sub_fake : 3842.37 ]
[  epoch 0004/0040] 2660/4800, lr:1.0e-04 ∣ avg_100 : 31812.527040 ∣ critic_nllloss : 26566.017578 ∣ critic_ganloss : -1019.226257 ∣ generator_nllloss : 5253.117773 ∣ generator_ganloss : 756.802612 ∣     [  std_z : 0.98  real_sub_fake : 4223.55 ]
[  epoch 0004/0040] 2670/4800, lr:1.0e-04 ∣ avg_100 : 31810.425060 ∣ critic_nllloss : 26712.658594 ∣ critic_ganloss : -957.172113 ∣ generator_nllloss : 5339.897656 ∣ generator_ganloss : 792.751099 ∣  [  std_z : 0.99  real_sub_fake : 3517.67 ]
[  epoch 0004/0040] 2680/4800, lr:1.0e-04 ∣ avg_100 : 31808.187355 ∣ critic_nllloss : 26572.725195 ∣ critic_ganloss : -978.146503 ∣ generator_nllloss : 5305.566602 ∣ generator_ganloss : 842.496436 ∣  [  std_z : 0.97  real_sub_fake : 4049.70 ]
[  epoch 0004/0040] 2690/4800, lr:1.0e-04 ∣ avg_100 : 31813.593046 ∣ critic_nllloss : 26667.546875 ∣ critic_ganloss : -651.134302 ∣ generator_nllloss : 5307.549023 ∣ generator_ganloss : 939.607568 ∣  [  std_z : 0.97  real_sub_fake : 2368.16 ]
[  epoch 0004/0040] 2700/4800, lr:1.0e-04 ∣ avg_100 : 31812.835232 ∣ critic_nllloss : 26496.241406 ∣ critic_ganloss : -860.264136 ∣ generator_nllloss : 5273.832812 ∣ generator_ganloss : 830.598071 ∣  [  std_z : 0.97  real_sub_fake : 2727.44 ]
[  epoch 0004/0040] 2710/4800, lr:1.0e-04 ∣ avg_100 : 31810.404459 ∣ critic_nllloss : 26445.917187 ∣ critic_ganloss : -974.873834 ∣ generator_nllloss : 5232.223047 ∣ generator_ganloss : 830.227539 ∣  [  std_z : 0.98  real_sub_fake : 3971.38 ]
[  epoch 0004/0040] 2720/4800, lr:1.0e-04 ∣ avg_100 : 31808.359050 ∣ critic_nllloss : 26575.549805 ∣ critic_ganloss : -839.987164 ∣ generator_nllloss : 5262.142773 ∣ generator_ganloss : 780.527271 ∣  [  std_z : 0.99  real_sub_fake : 3474.90 ]
[  epoch 0004/0040] 2730/4800, lr:1.0e-04 ∣ avg_100 : 31804.811556 ∣ critic_nllloss : 26442.648047 ∣ critic_ganloss : -871.055804 ∣ generator_nllloss : 5256.859570 ∣ generator_ganloss : 840.027881 ∣  [  std_z : 0.98  real_sub_fake : 2961.01 ]
[  epoch 0004/0040] 2740/4800, lr:1.0e-04 ∣ avg_100 : 31803.708543 ∣ critic_nllloss : 26362.988281 ∣ critic_ganloss : -822.017468 ∣ generator_nllloss : 5248.960547 ∣ generator_ganloss : 824.536084 ∣  [  std_z : 0.98  real_sub_fake : 3486.76 ]
[  epoch 0004/0040] 2750/4800, lr:1.0e-04 ∣ avg_100 : 31801.457611 ∣ critic_nllloss : 26526.818750 ∣ critic_ganloss : -930.308136 ∣ generator_nllloss : 5311.206055 ∣ generator_ganloss : 804.470801 ∣  [  std_z : 0.99  real_sub_fake : 3321.88 ]
[  epoch 0004/0040] 2760/4800, lr:1.0e-04 ∣ avg_100 : 31801.530071 ∣ critic_nllloss : 26591.258398 ∣ critic_ganloss : -1085.138159 ∣ generator_nllloss : 5287.082227 ∣ generator_ganloss : 856.226880 ∣     [  std_z : 0.99  real_sub_fake : 4150.23 ]
[  epoch 0004/0040] 2770/4800, lr:1.0e-04 ∣ avg_100 : 31802.197159 ∣ critic_nllloss : 26434.101367 ∣ critic_ganloss : -916.037878 ∣ generator_nllloss : 5352.909375 ∣ generator_ganloss : 899.206836 ∣  [  std_z : 0.98  real_sub_fake : 3547.10 ]
[  epoch 0004/0040] 2780/4800, lr:1.0e-04 ∣ avg_100 : 31797.684884 ∣ critic_nllloss : 26617.224023 ∣ critic_ganloss : -925.465125 ∣ generator_nllloss : 5336.703711 ∣ generator_ganloss : 934.668750 ∣  [  std_z : 0.99  real_sub_fake : 3716.81 ]
[  epoch 0004/0040] 2790/4800, lr:1.0e-04 ∣ avg_100 : 31798.615309 ∣ critic_nllloss : 26505.264648 ∣ critic_ganloss : -755.717230 ∣ generator_nllloss : 5354.326563 ∣ generator_ganloss : 832.385571 ∣  [  std_z : 0.98  real_sub_fake : 2998.70 ]
[  epoch 0004/0040] 2800/4800, lr:1.0e-04 ∣ avg_100 : 31795.931989 ∣ critic_nllloss : 26537.761914 ∣ critic_ganloss : -955.898065 ∣ generator_nllloss : 5310.851562 ∣ generator_ganloss : 856.973584 ∣  [  std_z : 0.97  real_sub_fake : 3454.54 ]
[  epoch 0004/0040] 2810/4800, lr:1.0e-04 ∣ avg_100 : 31790.873166 ∣ critic_nllloss : 26572.017188 ∣ critic_ganloss : -988.425446 ∣ generator_nllloss : 5281.677539 ∣ generator_ganloss : 880.535742 ∣  [  std_z : 0.96  real_sub_fake : 3978.49 ]
[  epoch 0004/0040] 2820/4800, lr:1.0e-04 ∣ avg_100 : 31787.083855 ∣ critic_nllloss : 26548.602539 ∣ critic_ganloss : -1012.643817 ∣ generator_nllloss : 5282.910742 ∣ generator_ganloss : 904.782422 ∣     [  std_z : 0.97  real_sub_fake : 3623.96 ]
[  epoch 0004/0040] 2830/4800, lr:1.0e-04 ∣ avg_100 : 31784.137067 ∣ critic_nllloss : 26578.765625 ∣ critic_ganloss : -905.870477 ∣ generator_nllloss : 5304.612695 ∣ generator_ganloss : 840.410620 ∣  [  std_z : 0.98  real_sub_fake : 3465.93 ]
[  epoch 0004/0040] 2840/4800, lr:1.0e-04 ∣ avg_100 : 31784.813275 ∣ critic_nllloss : 26629.474023 ∣ critic_ganloss : -978.584698 ∣ generator_nllloss : 5364.650195 ∣ generator_ganloss : 835.522168 ∣  [  std_z : 0.99  real_sub_fake : 4011.82 ]
[  epoch 0004/0040] 2850/4800, lr:1.0e-04 ∣ avg_100 : 31785.495232 ∣ critic_nllloss : 26667.629883 ∣ critic_ganloss : -1014.204004 ∣ generator_nllloss : 5323.143359 ∣ generator_ganloss : 804.418774 ∣     [  std_z : 0.98  real_sub_fake : 3573.00 ]
[  epoch 0004/0040] 2860/4800, lr:1.0e-04 ∣ avg_100 : 31784.200685 ∣ critic_nllloss : 26636.677344 ∣ critic_ganloss : -1067.328467 ∣ generator_nllloss : 5355.105859 ∣ generator_ganloss : 925.658447 ∣     [  std_z : 0.98  real_sub_fake : 4301.85 ]
[  epoch 0004/0040] 2870/4800, lr:1.0e-04 ∣ avg_100 : 31783.829807 ∣ critic_nllloss : 26382.865820 ∣ critic_ganloss : -979.259900 ∣ generator_nllloss : 5215.736133 ∣ generator_ganloss : 884.692627 ∣  [  std_z : 0.97  real_sub_fake : 3682.63 ]
[  epoch 0004/0040] 2880/4800, lr:1.0e-04 ∣ avg_100 : 31781.415800 ∣ critic_nllloss : 26379.941211 ∣ critic_ganloss : -1038.980591 ∣ generator_nllloss : 5209.013281 ∣ generator_ganloss : 946.298730 ∣     [  std_z : 0.98  real_sub_fake : 3962.05 ]
[  epoch 0004/0040] 2890/4800, lr:1.0e-04 ∣ avg_100 : 31786.130798 ∣ critic_nllloss : 26677.629492 ∣ critic_ganloss : -855.637195 ∣ generator_nllloss : 5398.964453 ∣ generator_ganloss : 930.210547 ∣  [  std_z : 0.99  real_sub_fake : 4728.63 ]
[  epoch 0004/0040] 2900/4800, lr:1.0e-04 ∣ avg_100 : 31788.329572 ∣ critic_nllloss : 26595.391211 ∣ critic_ganloss : -229.707204 ∣ generator_nllloss : 5433.107031 ∣ generator_ganloss : 794.680078 ∣  [  std_z : 0.99  real_sub_fake : 835.05 ]
[  epoch 0004/0040] 2910/4800, lr:1.0e-04 ∣ avg_100 : 31797.578522 ∣ critic_nllloss : 26729.217578 ∣ critic_ganloss : -200.229762 ∣ generator_nllloss : 5392.116797 ∣ generator_ganloss : 763.653467 ∣  [  std_z : 0.98  real_sub_fake : 464.17 ]
[  epoch 0004/0040] 2920/4800, lr:1.0e-04 ∣ avg_100 : 31797.577173 ∣ critic_nllloss : 26507.875586 ∣ critic_ganloss : -349.619124 ∣ generator_nllloss : 5322.270508 ∣ generator_ganloss : 664.572314 ∣  [  std_z : 0.98  real_sub_fake : 899.15 ]
[  epoch 0004/0040] 2930/4800, lr:1.0e-04 ∣ avg_100 : 31795.011635 ∣ critic_nllloss : 26406.478906 ∣ critic_ganloss : -597.073798 ∣ generator_nllloss : 5282.665625 ∣ generator_ganloss : 669.753540 ∣  [  std_z : 0.97  real_sub_fake : 1749.72 ]
[  epoch 0004/0040] 2940/4800, lr:1.0e-04 ∣ avg_100 : 31793.656540 ∣ critic_nllloss : 26516.085547 ∣ critic_ganloss : -841.271588 ∣ generator_nllloss : 5234.076758 ∣ generator_ganloss : 839.773950 ∣  [  std_z : 0.98  real_sub_fake : 2994.12 ]
[  epoch 0004/0040] 2950/4800, lr:1.0e-04 ∣ avg_100 : 31795.464319 ∣ critic_nllloss : 26578.565430 ∣ critic_ganloss : -834.230774 ∣ generator_nllloss : 5376.807617 ∣ generator_ganloss : 909.291992 ∣  [  std_z : 0.99  real_sub_fake : 3390.13 ]
[  epoch 0004/0040] 2960/4800, lr:1.0e-04 ∣ avg_100 : 31797.036551 ∣ critic_nllloss : 26435.173047 ∣ critic_ganloss : -823.799347 ∣ generator_nllloss : 5277.454102 ∣ generator_ganloss : 920.416162 ∣  [  std_z : 0.99  real_sub_fake : 3006.07 ]
[  epoch 0004/0040] 2970/4800, lr:1.0e-04 ∣ avg_100 : 31799.476720 ∣ critic_nllloss : 26477.016602 ∣ critic_ganloss : -870.098273 ∣ generator_nllloss : 5289.908203 ∣ generator_ganloss : 939.949805 ∣  [  std_z : 0.97  real_sub_fake : 3703.71 ]
[  epoch 0004/0040] 2980/4800, lr:1.0e-04 ∣ avg_100 : 31802.887859 ∣ critic_nllloss : 26437.704297 ∣ critic_ganloss : -868.664838 ∣ generator_nllloss : 5300.271875 ∣ generator_ganloss : 876.825146 ∣  [  std_z : 0.96  real_sub_fake : 3184.56 ]
[  epoch 0004/0040] 2990/4800, lr:1.0e-04 ∣ avg_100 : 31804.285685 ∣ critic_nllloss : 26678.368945 ∣ critic_ganloss : -869.785803 ∣ generator_nllloss : 5335.203516 ∣ generator_ganloss : 865.577881 ∣  [  std_z : 0.98  real_sub_fake : 3404.91 ]
[  epoch 0004/0040] 3000/4800, lr:1.0e-04 ∣ avg_100 : 31807.621174 ∣ critic_nllloss : 26683.542383 ∣ critic_ganloss : -909.700458 ∣ generator_nllloss : 5443.483203 ∣ generator_ganloss : 795.368018 ∣  [  std_z : 0.99  real_sub_fake : 3396.44 ]
[  epoch 0004/0040] 3010/4800, lr:1.0e-04 ∣ avg_100 : 31808.283221 ∣ critic_nllloss : 26583.860156 ∣ critic_ganloss : -916.303369 ∣ generator_nllloss : 5366.057813 ∣ generator_ganloss : 779.982666 ∣  [  std_z : 0.98  real_sub_fake : 3615.89 ]
[  epoch 0004/0040] 3020/4800, lr:1.0e-04 ∣ avg_100 : 31806.462566 ∣ critic_nllloss : 26501.313281 ∣ critic_ganloss : -986.548840 ∣ generator_nllloss : 5292.963672 ∣ generator_ganloss : 778.073486 ∣  [  std_z : 0.97  real_sub_fake : 3501.55 ]
[  epoch 0004/0040] 3030/4800, lr:1.0e-04 ∣ avg_100 : 31811.114605 ∣ critic_nllloss : 26674.620898 ∣ critic_ganloss : -924.726343 ∣ generator_nllloss : 5319.460156 ∣ generator_ganloss : 835.764648 ∣  [  std_z : 0.97  real_sub_fake : 3834.06 ]
[  epoch 0004/0040] 3040/4800, lr:1.0e-04 ∣ avg_100 : 31811.646350 ∣ critic_nllloss : 26510.228711 ∣ critic_ganloss : -913.854694 ∣ generator_nllloss : 5284.992383 ∣ generator_ganloss : 821.485156 ∣  [  std_z : 0.96  real_sub_fake : 3151.97 ]
[  epoch 0004/0040] 3050/4800, lr:1.0e-04 ∣ avg_100 : 31814.940966 ∣ critic_nllloss : 26614.006836 ∣ critic_ganloss : -861.591547 ∣ generator_nllloss : 5302.541211 ∣ generator_ganloss : 825.312305 ∣  [  std_z : 0.97  real_sub_fake : 3746.73 ]
[  epoch 0004/0040] 3060/4800, lr:1.0e-04 ∣ avg_100 : 31819.849493 ∣ critic_nllloss : 26538.867383 ∣ critic_ganloss : -1000.239038 ∣ generator_nllloss : 5264.554688 ∣ generator_ganloss : 917.096582 ∣     [  std_z : 0.97  real_sub_fake : 3466.30 ]
[  epoch 0004/0040] 3070/4800, lr:1.0e-04 ∣ avg_100 : 31823.969675 ∣ critic_nllloss : 26437.306836 ∣ critic_ganloss : -780.816296 ∣ generator_nllloss : 5248.758984 ∣ generator_ganloss : 899.166406 ∣  [  std_z : 0.98  real_sub_fake : 3320.87 ]
[  epoch 0004/0040] 3080/4800, lr:1.0e-04 ∣ avg_100 : 31824.915030 ∣ critic_nllloss : 26414.473633 ∣ critic_ganloss : -960.447559 ∣ generator_nllloss : 5225.144141 ∣ generator_ganloss : 869.176855 ∣  [  std_z : 0.99  real_sub_fake : 3359.10 ]
[  epoch 0004/0040] 3090/4800, lr:1.0e-04 ∣ avg_100 : 31826.397961 ∣ critic_nllloss : 26463.661133 ∣ critic_ganloss : -758.273291 ∣ generator_nllloss : 5228.917578 ∣ generator_ganloss : 994.988379 ∣  [  std_z : 0.98  real_sub_fake : 3202.51 ]
[  epoch 0004/0040] 3100/4800, lr:1.0e-04 ∣ avg_100 : 31835.934423 ∣ critic_nllloss : 26733.317773 ∣ critic_ganloss : -870.874261 ∣ generator_nllloss : 5377.014453 ∣ generator_ganloss : 933.688379 ∣  [  std_z : 0.98  real_sub_fake : 3274.68 ]
[  epoch 0004/0040] 3110/4800, lr:1.0e-04 ∣ avg_100 : 31845.023016 ∣ critic_nllloss : 26721.592578 ∣ critic_ganloss : -992.988489 ∣ generator_nllloss : 5357.787695 ∣ generator_ganloss : 1052.551270 ∣     [  std_z : 0.97  real_sub_fake : 3686.79 ]
[  epoch 0004/0040] 3120/4800, lr:1.0e-04 ∣ avg_100 : 31847.983061 ∣ critic_nllloss : 26514.841992 ∣ critic_ganloss : -643.456134 ∣ generator_nllloss : 5274.962109 ∣ generator_ganloss : 1044.121973 ∣     [  std_z : 0.97  real_sub_fake : 3033.42 ]
[  epoch 0004/0040] 3130/4800, lr:1.0e-04 ∣ avg_100 : 31850.437730 ∣ critic_nllloss : 26793.888086 ∣ critic_ganloss : -826.131891 ∣ generator_nllloss : 5377.844922 ∣ generator_ganloss : 947.115234 ∣  [  std_z : 0.97  real_sub_fake : 2562.78 ]
[  epoch 0004/0040] 3140/4800, lr:1.0e-04 ∣ avg_100 : 31851.549814 ∣ critic_nllloss : 26641.496875 ∣ critic_ganloss : -871.967596 ∣ generator_nllloss : 5326.584766 ∣ generator_ganloss : 882.155811 ∣  [  std_z : 0.98  real_sub_fake : 3782.92 ]
[  epoch 0004/0040] 3150/4800, lr:1.0e-04 ∣ avg_100 : 31850.918750 ∣ critic_nllloss : 26462.415820 ∣ critic_ganloss : -894.397668 ∣ generator_nllloss : 5260.443164 ∣ generator_ganloss : 816.993994 ∣  [  std_z : 0.98  real_sub_fake : 3258.42 ]
[  epoch 0004/0040] 3160/4800, lr:1.0e-04 ∣ avg_100 : 31847.794438 ∣ critic_nllloss : 26415.642773 ∣ critic_ganloss : -1066.806860 ∣ generator_nllloss : 5217.455859 ∣ generator_ganloss : 904.594482 ∣     [  std_z : 0.97  real_sub_fake : 3962.57 ]
[  epoch 0004/0040] 3170/4800, lr:1.0e-04 ∣ avg_100 : 31846.957883 ∣ critic_nllloss : 26536.594336 ∣ critic_ganloss : -1145.089661 ∣ generator_nllloss : 5391.055859 ∣ generator_ganloss : 962.023242 ∣     [  std_z : 0.98  real_sub_fake : 4336.26 ]
[  epoch 0004/0040] 3180/4800, lr:1.0e-04 ∣ avg_100 : 31846.854392 ∣ critic_nllloss : 26582.010156 ∣ critic_ganloss : -974.027820 ∣ generator_nllloss : 5346.111523 ∣ generator_ganloss : 1057.101123 ∣     [  std_z : 0.98  real_sub_fake : 4046.82 ]
[  epoch 0004/0040] 3190/4800, lr:1.0e-04 ∣ avg_100 : 31848.249731 ∣ critic_nllloss : 26358.509375 ∣ critic_ganloss : -1002.877771 ∣ generator_nllloss : 5205.761328 ∣ generator_ganloss : 1045.673242 ∣    [  std_z : 0.97  real_sub_fake : 3564.82 ]
[  epoch 0004/0040] 3200/4800, lr:1.0e-04 ∣ avg_100 : 31849.010326 ∣ critic_nllloss : 26557.063477 ∣ critic_ganloss : -952.831268 ∣ generator_nllloss : 5268.385156 ∣ generator_ganloss : 1040.345313 ∣     [  std_z : 0.98  real_sub_fake : 4248.64 ]
[  epoch 0004/0040] 3210/4800, lr:1.0e-04 ∣ avg_100 : 31853.184795 ∣ critic_nllloss : 26491.564258 ∣ critic_ganloss : -931.759546 ∣ generator_nllloss : 5247.729883 ∣ generator_ganloss : 1055.242676 ∣     [  std_z : 0.97  real_sub_fake : 2986.24 ]
[  epoch 0004/0040] 3220/4800, lr:1.0e-04 ∣ avg_100 : 31855.791722 ∣ critic_nllloss : 26465.646094 ∣ critic_ganloss : -1007.769153 ∣ generator_nllloss : 5413.675000 ∣ generator_ganloss : 969.907129 ∣     [  std_z : 0.98  real_sub_fake : 3892.94 ]
[  epoch 0004/0040] 3230/4800, lr:1.0e-04 ∣ avg_100 : 31860.954427 ∣ critic_nllloss : 26723.122266 ∣ critic_ganloss : -900.321167 ∣ generator_nllloss : 5369.229492 ∣ generator_ganloss : 974.228809 ∣  [  std_z : 0.98  real_sub_fake : 3597.84 ]
[  epoch 0004/0040] 3240/4800, lr:1.0e-04 ∣ avg_100 : 31861.128768 ∣ critic_nllloss : 26802.513086 ∣ critic_ganloss : -984.880408 ∣ generator_nllloss : 5260.812305 ∣ generator_ganloss : 1009.585010 ∣     [  std_z : 0.98  real_sub_fake : 3685.27 ]
[  epoch 0004/0040] 3250/4800, lr:1.0e-04 ∣ avg_100 : 31862.692639 ∣ critic_nllloss : 26543.350195 ∣ critic_ganloss : -1013.828760 ∣ generator_nllloss : 5347.737109 ∣ generator_ganloss : 1014.447949 ∣    [  std_z : 0.98  real_sub_fake : 4454.01 ]
[  epoch 0004/0040] 3260/4800, lr:1.0e-04 ∣ avg_100 : 31867.662645 ∣ critic_nllloss : 26495.632617 ∣ critic_ganloss : -543.021600 ∣ generator_nllloss : 5336.403125 ∣ generator_ganloss : 863.116406 ∣  [  std_z : 0.97  real_sub_fake : 2189.93 ]
[  epoch 0004/0040] 3270/4800, lr:1.0e-04 ∣ avg_100 : 31863.722295 ∣ critic_nllloss : 26345.905664 ∣ critic_ganloss : -781.169202 ∣ generator_nllloss : 5313.888867 ∣ generator_ganloss : 778.579297 ∣  [  std_z : 0.97  real_sub_fake : 2626.28 ]
[  epoch 0004/0040] 3280/4800, lr:1.0e-04 ∣ avg_100 : 31862.757557 ∣ critic_nllloss : 26659.360938 ∣ critic_ganloss : -902.436328 ∣ generator_nllloss : 5257.531445 ∣ generator_ganloss : 845.131299 ∣  [  std_z : 0.99  real_sub_fake : 3723.25 ]
[  epoch 0004/0040] 3290/4800, lr:1.0e-04 ∣ avg_100 : 31859.163127 ∣ critic_nllloss : 26370.007812 ∣ critic_ganloss : -1059.031525 ∣ generator_nllloss : 5257.921484 ∣ generator_ganloss : 843.763525 ∣     [  std_z : 0.98  real_sub_fake : 3640.85 ]
[  epoch 0004/0040] 3300/4800, lr:1.0e-04 ∣ avg_100 : 31858.962481 ∣ critic_nllloss : 26515.977930 ∣ critic_ganloss : -954.680719 ∣ generator_nllloss : 5250.138867 ∣ generator_ganloss : 954.662500 ∣  [  std_z : 0.98  real_sub_fake : 3952.26 ]
[  epoch 0004/0040] 3310/4800, lr:1.0e-04 ∣ avg_100 : 31854.559172 ∣ critic_nllloss : 26434.500195 ∣ critic_ganloss : -863.754517 ∣ generator_nllloss : 5259.679688 ∣ generator_ganloss : 890.831445 ∣  [  std_z : 0.99  real_sub_fake : 3413.76 ]
[  epoch 0004/0040] 3320/4800, lr:1.0e-04 ∣ avg_100 : 31853.420390 ∣ critic_nllloss : 26502.101953 ∣ critic_ganloss : -820.416595 ∣ generator_nllloss : 5253.186133 ∣ generator_ganloss : 928.298730 ∣  [  std_z : 0.98  real_sub_fake : 2946.14 ]
[  epoch 0004/0040] 3330/4800, lr:1.0e-04 ∣ avg_100 : 31854.510115 ∣ critic_nllloss : 26497.460156 ∣ critic_ganloss : -1010.608826 ∣ generator_nllloss : 5339.076563 ∣ generator_ganloss : 934.250146 ∣     [  std_z : 0.97  real_sub_fake : 4047.98 ]
[  epoch 0004/0040] 3340/4800, lr:1.0e-04 ∣ avg_100 : 31856.489669 ∣ critic_nllloss : 26460.356250 ∣ critic_ganloss : -722.132294 ∣ generator_nllloss : 5344.446484 ∣ generator_ganloss : 1007.606934 ∣     [  std_z : 0.97  real_sub_fake : 3096.36 ]
[  epoch 0004/0040] 3350/4800, lr:1.0e-04 ∣ avg_100 : 31855.557694 ∣ critic_nllloss : 26436.404883 ∣ critic_ganloss : -818.592664 ∣ generator_nllloss : 5312.989258 ∣ generator_ganloss : 887.038574 ∣  [  std_z : 0.97  real_sub_fake : 2626.63 ]
[  epoch 0004/0040] 3360/4800, lr:1.0e-04 ∣ avg_100 : 31853.993124 ∣ critic_nllloss : 26445.340430 ∣ critic_ganloss : -861.131555 ∣ generator_nllloss : 5277.669922 ∣ generator_ganloss : 858.857080 ∣  [  std_z : 0.98  real_sub_fake : 3331.31 ]
[  epoch 0004/0040] 3370/4800, lr:1.0e-04 ∣ avg_100 : 31854.625266 ∣ critic_nllloss : 26447.233203 ∣ critic_ganloss : -929.177417 ∣ generator_nllloss : 5358.487500 ∣ generator_ganloss : 881.132129 ∣  [  std_z : 0.98  real_sub_fake : 3552.98 ]
[  epoch 0004/0040] 3380/4800, lr:1.0e-04 ∣ avg_100 : 31859.049480 ∣ critic_nllloss : 26636.213867 ∣ critic_ganloss : -943.116187 ∣ generator_nllloss : 5382.488477 ∣ generator_ganloss : 894.386230 ∣  [  std_z : 0.98  real_sub_fake : 3892.45 ]
[  epoch 0004/0040] 3390/4800, lr:1.0e-04 ∣ avg_100 : 31861.219749 ∣ critic_nllloss : 26573.171289 ∣ critic_ganloss : -867.934637 ∣ generator_nllloss : 5394.105469 ∣ generator_ganloss : 958.172461 ∣  [  std_z : 0.97  real_sub_fake : 3386.13 ]
[  epoch 0004/0040] 3400/4800, lr:1.0e-04 ∣ avg_100 : 31865.095151 ∣ critic_nllloss : 26697.349023 ∣ critic_ganloss : -1158.366541 ∣ generator_nllloss : 5348.181836 ∣ generator_ganloss : 911.262793 ∣     [  std_z : 0.97  real_sub_fake : 4275.27 ]
[  epoch 0004/0040] 3410/4800, lr:1.0e-04 ∣ avg_100 : 31865.419595 ∣ critic_nllloss : 26692.661328 ∣ critic_ganloss : -1065.226892 ∣ generator_nllloss : 5342.592188 ∣ generator_ganloss : 1001.253418 ∣    [  std_z : 0.98  real_sub_fake : 4212.48 ]
[  epoch 0004/0040] 3420/4800, lr:1.0e-04 ∣ avg_100 : 31870.507799 ∣ critic_nllloss : 26478.274414 ∣ critic_ganloss : -810.275079 ∣ generator_nllloss : 5412.234375 ∣ generator_ganloss : 1074.826514 ∣     [  std_z : 0.98  real_sub_fake : 3135.59 ]
[  epoch 0004/0040] 3430/4800, lr:1.0e-04 ∣ avg_100 : 31874.380800 ∣ critic_nllloss : 26816.907227 ∣ critic_ganloss : -1124.614813 ∣ generator_nllloss : 5347.267578 ∣ generator_ganloss : 990.758643 ∣     [  std_z : 0.98  real_sub_fake : 3991.49 ]
[  epoch 0004/0040] 3440/4800, lr:1.0e-04 ∣ avg_100 : 31872.058568 ∣ critic_nllloss : 26602.202344 ∣ critic_ganloss : -924.684607 ∣ generator_nllloss : 5314.508984 ∣ generator_ganloss : 825.572534 ∣  [  std_z : 0.97  real_sub_fake : 3921.86 ]
[  epoch 0004/0040] 3450/4800, lr:1.0e-04 ∣ avg_100 : 31874.628287 ∣ critic_nllloss : 26463.214453 ∣ critic_ganloss : -895.646613 ∣ generator_nllloss : 5349.613867 ∣ generator_ganloss : 837.211377 ∣  [  std_z : 0.97  real_sub_fake : 3533.04 ]
[  epoch 0004/0040] 3460/4800, lr:1.0e-04 ∣ avg_100 : 31873.655266 ∣ critic_nllloss : 26511.755273 ∣ critic_ganloss : -744.194388 ∣ generator_nllloss : 5221.824414 ∣ generator_ganloss : 846.945654 ∣  [  std_z : 0.98  real_sub_fake : 2872.90 ]
[  epoch 0004/0040] 3470/4800, lr:1.0e-04 ∣ avg_100 : 31869.715425 ∣ critic_nllloss : 26509.611719 ∣ critic_ganloss : -921.136316 ∣ generator_nllloss : 5275.924609 ∣ generator_ganloss : 796.219922 ∣  [  std_z : 0.98  real_sub_fake : 3292.38 ]
[  epoch 0004/0040] 3480/4800, lr:1.0e-04 ∣ avg_100 : 31867.737678 ∣ critic_nllloss : 26593.779102 ∣ critic_ganloss : -941.744385 ∣ generator_nllloss : 5381.379687 ∣ generator_ganloss : 874.119189 ∣  [  std_z : 0.98  real_sub_fake : 4025.96 ]
[  epoch 0004/0040] 3490/4800, lr:1.0e-04 ∣ avg_100 : 31862.649866 ∣ critic_nllloss : 26574.153125 ∣ critic_ganloss : -1003.065887 ∣ generator_nllloss : 5217.472656 ∣ generator_ganloss : 877.995801 ∣     [  std_z : 0.97  real_sub_fake : 3489.31 ]
[  epoch 0004/0040] 3500/4800, lr:1.0e-04 ∣ avg_100 : 31859.816438 ∣ critic_nllloss : 26681.739844 ∣ critic_ganloss : -1079.528967 ∣ generator_nllloss : 5289.201563 ∣ generator_ganloss : 834.467163 ∣     [  std_z : 0.97  real_sub_fake : 4102.17 ]
[  epoch 0004/0040] 3510/4800, lr:1.0e-04 ∣ avg_100 : 31856.767828 ∣ critic_nllloss : 26716.520703 ∣ critic_ganloss : -1151.271033 ∣ generator_nllloss : 5251.167773 ∣ generator_ganloss : 947.141211 ∣     [  std_z : 0.97  real_sub_fake : 4132.27 ]
[  epoch 0004/0040] 3520/4800, lr:1.0e-04 ∣ avg_100 : 31850.364137 ∣ critic_nllloss : 26319.159570 ∣ critic_ganloss : -781.283087 ∣ generator_nllloss : 5335.598437 ∣ generator_ganloss : 1030.314355 ∣     [  std_z : 0.96  real_sub_fake : 3874.90 ]
[  epoch 0004/0040] 3530/4800, lr:1.0e-04 ∣ avg_100 : 31846.760759 ∣ critic_nllloss : 26408.583984 ∣ critic_ganloss : -867.853412 ∣ generator_nllloss : 5265.902539 ∣ generator_ganloss : 946.153564 ∣  [  std_z : 0.96  real_sub_fake : 2900.66 ]
[  epoch 0004/0040] 3540/4800, lr:1.0e-04 ∣ avg_100 : 31844.408211 ∣ critic_nllloss : 26514.850195 ∣ critic_ganloss : -1069.731061 ∣ generator_nllloss : 5306.627148 ∣ generator_ganloss : 919.341846 ∣     [  std_z : 0.97  real_sub_fake : 3746.35 ]
[  epoch 0004/0040] 3550/4800, lr:1.0e-04 ∣ avg_100 : 31844.930910 ∣ critic_nllloss : 26617.256445 ∣ critic_ganloss : -988.076099 ∣ generator_nllloss : 5373.406250 ∣ generator_ganloss : 918.645801 ∣  [  std_z : 0.98  real_sub_fake : 4343.85 ]
[  epoch 0004/0040] 3560/4800, lr:1.0e-04 ∣ avg_100 : 31841.245361 ∣ critic_nllloss : 26352.683984 ∣ critic_ganloss : -696.258606 ∣ generator_nllloss : 5287.225391 ∣ generator_ganloss : 872.765137 ∣  [  std_z : 0.97  real_sub_fake : 2731.65 ]
[  epoch 0004/0040] 3570/4800, lr:1.0e-04 ∣ avg_100 : 31838.191039 ∣ critic_nllloss : 26342.499219 ∣ critic_ganloss : -934.624567 ∣ generator_nllloss : 5244.098828 ∣ generator_ganloss : 759.762109 ∣  [  std_z : 0.97  real_sub_fake : 2888.96 ]
[  epoch 0004/0040] 3580/4800, lr:1.0e-04 ∣ avg_100 : 31839.871828 ∣ critic_nllloss : 26518.123828 ∣ critic_ganloss : -733.320856 ∣ generator_nllloss : 5382.560156 ∣ generator_ganloss : 826.432983 ∣  [  std_z : 0.97  real_sub_fake : 3871.47 ]
[  epoch 0004/0040] 3590/4800, lr:1.0e-04 ∣ avg_100 : 31841.759574 ∣ critic_nllloss : 26548.842578 ∣ critic_ganloss : -726.058179 ∣ generator_nllloss : 5333.198828 ∣ generator_ganloss : 810.759814 ∣  [  std_z : 0.98  real_sub_fake : 2291.79 ]
[  epoch 0004/0040] 3600/4800, lr:1.0e-04 ∣ avg_100 : 31842.106955 ∣ critic_nllloss : 26449.825781 ∣ critic_ganloss : -807.129639 ∣ generator_nllloss : 5294.400195 ∣ generator_ganloss : 832.794678 ∣  [  std_z : 0.96  real_sub_fake : 3158.23 ]
[  epoch 0004/0040] 3610/4800, lr:1.0e-04 ∣ avg_100 : 31842.992726 ∣ critic_nllloss : 26593.872461 ∣ critic_ganloss : -1033.646295 ∣ generator_nllloss : 5324.586523 ∣ generator_ganloss : 849.695190 ∣     [  std_z : 0.98  real_sub_fake : 3555.92 ]
[  epoch 0004/0040] 3620/4800, lr:1.0e-04 ∣ avg_100 : 31849.309782 ∣ critic_nllloss : 26849.570312 ∣ critic_ganloss : -976.211627 ∣ generator_nllloss : 5450.935938 ∣ generator_ganloss : 921.127002 ∣  [  std_z : 0.99  real_sub_fake : 4027.31 ]
[  epoch 0004/0040] 3630/4800, lr:1.0e-04 ∣ avg_100 : 31848.698161 ∣ critic_nllloss : 26531.523828 ∣ critic_ganloss : -959.042517 ∣ generator_nllloss : 5272.529297 ∣ generator_ganloss : 902.598730 ∣  [  std_z : 0.98  real_sub_fake : 3646.28 ]
[  epoch 0004/0040] 3640/4800, lr:1.0e-04 ∣ avg_100 : 31849.238173 ∣ critic_nllloss : 26408.811133 ∣ critic_ganloss : -838.081128 ∣ generator_nllloss : 5278.156641 ∣ generator_ganloss : 1053.414062 ∣     [  std_z : 0.98  real_sub_fake : 3092.80 ]
[  epoch 0004/0040] 3650/4800, lr:1.0e-04 ∣ avg_100 : 31853.793591 ∣ critic_nllloss : 26561.417578 ∣ critic_ganloss : -827.746667 ∣ generator_nllloss : 5312.982227 ∣ generator_ganloss : 1029.131201 ∣     [  std_z : 0.97  real_sub_fake : 3214.58 ]
[  epoch 0004/0040] 3660/4800, lr:1.0e-04 ∣ avg_100 : 31859.838338 ∣ critic_nllloss : 26549.612305 ∣ critic_ganloss : -814.531763 ∣ generator_nllloss : 5347.794336 ∣ generator_ganloss : 1078.311523 ∣     [  std_z : 0.97  real_sub_fake : 2926.68 ]
[  epoch 0004/0040] 3670/4800, lr:1.0e-04 ∣ avg_100 : 31860.459794 ∣ critic_nllloss : 26556.684570 ∣ critic_ganloss : -858.542334 ∣ generator_nllloss : 5300.962500 ∣ generator_ganloss : 951.176123 ∣  [  std_z : 0.98  real_sub_fake : 3353.78 ]
[  epoch 0004/0040] 3680/4800, lr:1.0e-04 ∣ avg_100 : 31862.545781 ∣ critic_nllloss : 26548.415430 ∣ critic_ganloss : -851.927051 ∣ generator_nllloss : 5360.020703 ∣ generator_ganloss : 894.731299 ∣  [  std_z : 0.98  real_sub_fake : 3361.93 ]
[  epoch 0004/0040] 3690/4800, lr:1.0e-04 ∣ avg_100 : 31858.788118 ∣ critic_nllloss : 26535.051172 ∣ critic_ganloss : -906.992981 ∣ generator_nllloss : 5277.648047 ∣ generator_ganloss : 982.096680 ∣  [  std_z : 0.98  real_sub_fake : 3559.55 ]
[  epoch 0004/0040] 3700/4800, lr:1.0e-04 ∣ avg_100 : 31857.695009 ∣ critic_nllloss : 26414.839062 ∣ critic_ganloss : -1102.471118 ∣ generator_nllloss : 5300.525195 ∣ generator_ganloss : 1018.204053 ∣    [  std_z : 0.98  real_sub_fake : 3850.41 ]
[  epoch 0004/0040] 3710/4800, lr:1.0e-04 ∣ avg_100 : 31858.819516 ∣ critic_nllloss : 26449.291016 ∣ critic_ganloss : -1012.601489 ∣ generator_nllloss : 5213.281641 ∣ generator_ganloss : 995.973535 ∣     [  std_z : 0.97  real_sub_fake : 4508.38 ]
[  epoch 0004/0040] 3720/4800, lr:1.0e-04 ∣ avg_100 : 31860.634940 ∣ critic_nllloss : 26630.387891 ∣ critic_ganloss : -933.438580 ∣ generator_nllloss : 5289.881055 ∣ generator_ganloss : 972.944678 ∣  [  std_z : 0.98  real_sub_fake : 3536.32 ]
[  epoch 0004/0040] 3730/4800, lr:1.0e-04 ∣ avg_100 : 31860.669156 ∣ critic_nllloss : 26442.365625 ∣ critic_ganloss : -1012.515399 ∣ generator_nllloss : 5315.899023 ∣ generator_ganloss : 926.152002 ∣     [  std_z : 0.98  real_sub_fake : 3714.01 ]
[  epoch 0004/0040] 3740/4800, lr:1.0e-04 ∣ avg_100 : 31862.883719 ∣ critic_nllloss : 26434.108594 ∣ critic_ganloss : -806.701880 ∣ generator_nllloss : 5316.567578 ∣ generator_ganloss : 891.949463 ∣  [  std_z : 0.97  real_sub_fake : 3165.67 ]
[  epoch 0004/0040] 3750/4800, lr:1.0e-04 ∣ avg_100 : 31862.411392 ∣ critic_nllloss : 26620.333984 ∣ critic_ganloss : -1216.753613 ∣ generator_nllloss : 5321.167578 ∣ generator_ganloss : 940.206885 ∣     [  std_z : 0.98  real_sub_fake : 4005.10 ]
[  epoch 0004/0040] 3760/4800, lr:1.0e-04 ∣ avg_100 : 31864.032039 ∣ critic_nllloss : 26542.025195 ∣ critic_ganloss : -914.466602 ∣ generator_nllloss : 5322.693555 ∣ generator_ganloss : 861.241846 ∣  [  std_z : 0.98  real_sub_fake : 4137.12 ]
[  epoch 0004/0040] 3770/4800, lr:1.0e-04 ∣ avg_100 : 31865.261223 ∣ critic_nllloss : 26600.232227 ∣ critic_ganloss : -923.355707 ∣ generator_nllloss : 5360.304883 ∣ generator_ganloss : 855.916699 ∣  [  std_z : 0.99  real_sub_fake : 3547.07 ]
[  epoch 0004/0040] 3780/4800, lr:1.0e-04 ∣ avg_100 : 31860.584202 ∣ critic_nllloss : 26494.315039 ∣ critic_ganloss : -1086.558740 ∣ generator_nllloss : 5315.705273 ∣ generator_ganloss : 771.967676 ∣     [  std_z : 0.98  real_sub_fake : 4272.58 ]
[  epoch 0004/0040] 3790/4800, lr:1.0e-04 ∣ avg_100 : 31858.725676 ∣ critic_nllloss : 26680.655273 ∣ critic_ganloss : -980.358496 ∣ generator_nllloss : 5290.657812 ∣ generator_ganloss : 759.452441 ∣  [  std_z : 0.98  real_sub_fake : 3624.32 ]
[  epoch 0004/0040] 3800/4800, lr:1.0e-04 ∣ avg_100 : 31855.970064 ∣ critic_nllloss : 26409.978516 ∣ critic_ganloss : -1040.482251 ∣ generator_nllloss : 5294.670313 ∣ generator_ganloss : 809.961182 ∣     [  std_z : 0.97  real_sub_fake : 4058.12 ]
[  epoch 0004/0040] 3810/4800, lr:1.0e-04 ∣ avg_100 : 31857.649133 ∣ critic_nllloss : 26530.035938 ∣ critic_ganloss : -876.915051 ∣ generator_nllloss : 5332.658203 ∣ generator_ganloss : 927.932812 ∣  [  std_z : 0.98  real_sub_fake : 3329.74 ]
[  epoch 0004/0040] 3820/4800, lr:1.0e-04 ∣ avg_100 : 31861.356935 ∣ critic_nllloss : 26639.546094 ∣ critic_ganloss : -773.875977 ∣ generator_nllloss : 5329.987305 ∣ generator_ganloss : 898.774658 ∣  [  std_z : 0.98  real_sub_fake : 3277.57 ]
[  epoch 0004/0040] 3830/4800, lr:1.0e-04 ∣ avg_100 : 31861.951106 ∣ critic_nllloss : 26443.214844 ∣ critic_ganloss : -841.769977 ∣ generator_nllloss : 5226.266992 ∣ generator_ganloss : 1049.623730 ∣     [  std_z : 0.96  real_sub_fake : 2941.24 ]
[  epoch 0004/0040] 3840/4800, lr:1.0e-04 ∣ avg_100 : 31865.422730 ∣ critic_nllloss : 26800.438867 ∣ critic_ganloss : -912.515363 ∣ generator_nllloss : 5355.609180 ∣ generator_ganloss : 954.691406 ∣  [  std_z : 0.97  real_sub_fake : 3460.94 ]
[  epoch 0004/0040] 3850/4800, lr:1.0e-04 ∣ avg_100 : 31867.083849 ∣ critic_nllloss : 26475.807422 ∣ critic_ganloss : -823.403186 ∣ generator_nllloss : 5279.503906 ∣ generator_ganloss : 1015.191797 ∣     [  std_z : 0.98  real_sub_fake : 3455.74 ]
[  epoch 0004/0040] 3860/4800, lr:1.0e-04 ∣ avg_100 : 31868.553433 ∣ critic_nllloss : 26567.135547 ∣ critic_ganloss : -829.328143 ∣ generator_nllloss : 5312.202930 ∣ generator_ganloss : 947.061230 ∣  [  std_z : 0.99  real_sub_fake : 3029.27 ]
[  epoch 0004/0040] 3870/4800, lr:1.0e-04 ∣ avg_100 : 31871.864194 ∣ critic_nllloss : 26550.148633 ∣ critic_ganloss : -857.591998 ∣ generator_nllloss : 5260.454687 ∣ generator_ganloss : 882.099463 ∣  [  std_z : 0.99  real_sub_fake : 3293.62 ]
[  epoch 0004/0040] 3880/4800, lr:1.0e-04 ∣ avg_100 : 31870.376501 ∣ critic_nllloss : 26386.475586 ∣ critic_ganloss : -1129.023169 ∣ generator_nllloss : 5186.562305 ∣ generator_ganloss : 903.488623 ∣     [  std_z : 0.97  real_sub_fake : 4315.17 ]
[  epoch 0004/0040] 3890/4800, lr:1.0e-04 ∣ avg_100 : 31866.433299 ∣ critic_nllloss : 26455.220508 ∣ critic_ganloss : -943.343518 ∣ generator_nllloss : 5347.634766 ∣ generator_ganloss : 897.335352 ∣  [  std_z : 0.97  real_sub_fake : 3755.37 ]
[  epoch 0004/0040] 3900/4800, lr:1.0e-04 ∣ avg_100 : 31857.396153 ∣ critic_nllloss : 26480.208008 ∣ critic_ganloss : -988.517780 ∣ generator_nllloss : 5317.033984 ∣ generator_ganloss : 881.032227 ∣  [  std_z : 0.97  real_sub_fake : 3594.30 ]
[  epoch 0004/0040] 3910/4800, lr:1.0e-04 ∣ avg_100 : 31852.760928 ∣ critic_nllloss : 26619.398242 ∣ critic_ganloss : -775.011591 ∣ generator_nllloss : 5410.396289 ∣ generator_ganloss : 966.452686 ∣  [  std_z : 0.98  real_sub_fake : 3683.93 ]
[  epoch 0004/0040] 3920/4800, lr:1.0e-04 ∣ avg_100 : 31851.864567 ∣ critic_nllloss : 26613.885352 ∣ critic_ganloss : -709.954071 ∣ generator_nllloss : 5288.395117 ∣ generator_ganloss : 863.136768 ∣  [  std_z : 0.98  real_sub_fake : 2335.84 ]
[  epoch 0004/0040] 3930/4800, lr:1.0e-04 ∣ avg_100 : 31853.730892 ∣ critic_nllloss : 26495.808984 ∣ critic_ganloss : -818.582440 ∣ generator_nllloss : 5372.555078 ∣ generator_ganloss : 898.675146 ∣  [  std_z : 0.96  real_sub_fake : 3343.61 ]
[  epoch 0004/0040] 3940/4800, lr:1.0e-04 ∣ avg_100 : 31856.108027 ∣ critic_nllloss : 26631.624805 ∣ critic_ganloss : -920.475720 ∣ generator_nllloss : 5383.496484 ∣ generator_ganloss : 891.732617 ∣  [  std_z : 0.97  real_sub_fake : 3296.30 ]
[  epoch 0004/0040] 3950/4800, lr:1.0e-04 ∣ avg_100 : 31854.051832 ∣ critic_nllloss : 26558.437891 ∣ critic_ganloss : -907.376221 ∣ generator_nllloss : 5242.355078 ∣ generator_ganloss : 931.398047 ∣  [  std_z : 0.98  real_sub_fake : 3802.65 ]
[  epoch 0004/0040] 3960/4800, lr:1.0e-04 ∣ avg_100 : 31857.217184 ∣ critic_nllloss : 26677.565039 ∣ critic_ganloss : -863.636017 ∣ generator_nllloss : 5368.111719 ∣ generator_ganloss : 943.738428 ∣  [  std_z : 0.98  real_sub_fake : 3235.28 ]
[  epoch 0004/0040] 3970/4800, lr:1.0e-04 ∣ avg_100 : 31858.856707 ∣ critic_nllloss : 26551.953906 ∣ critic_ganloss : -801.117334 ∣ generator_nllloss : 5316.775977 ∣ generator_ganloss : 933.116064 ∣  [  std_z : 0.99  real_sub_fake : 2727.72 ]
[  epoch 0004/0040] 3980/4800, lr:1.0e-04 ∣ avg_100 : 31861.186059 ∣ critic_nllloss : 26621.124805 ∣ critic_ganloss : -808.751868 ∣ generator_nllloss : 5330.244922 ∣ generator_ganloss : 836.453809 ∣  [  std_z : 0.98  real_sub_fake : 3485.10 ]
[  epoch 0004/0040] 3990/4800, lr:1.0e-04 ∣ avg_100 : 31861.375291 ∣ critic_nllloss : 26618.500977 ∣ critic_ganloss : -763.918866 ∣ generator_nllloss : 5328.508203 ∣ generator_ganloss : 845.197412 ∣  [  std_z : 0.98  real_sub_fake : 2683.73 ]
[  epoch 0004/0040] 4000/4800, lr:1.0e-04 ∣ avg_100 : 31857.893247 ∣ critic_nllloss : 26551.141797 ∣ critic_ganloss : -952.646136 ∣ generator_nllloss : 5258.500781 ∣ generator_ganloss : 807.492285 ∣  [  std_z : 0.99  real_sub_fake : 3605.24 ]
[  epoch 0004/0040] 4010/4800, lr:1.0e-04 ∣ avg_100 : 31856.472147 ∣ critic_nllloss : 26355.892773 ∣ critic_ganloss : -916.176282 ∣ generator_nllloss : 5287.316797 ∣ generator_ganloss : 944.454004 ∣  [  std_z : 0.98  real_sub_fake : 3741.46 ]
[  epoch 0004/0040] 4020/4800, lr:1.0e-04 ∣ avg_100 : 31858.936019 ∣ critic_nllloss : 26436.329883 ∣ critic_ganloss : -766.089185 ∣ generator_nllloss : 5260.341406 ∣ generator_ganloss : 901.606689 ∣  [  std_z : 0.98  real_sub_fake : 2747.89 ]
[  epoch 0004/0040] 4030/4800, lr:1.0e-04 ∣ avg_100 : 31857.722608 ∣ critic_nllloss : 26691.510937 ∣ critic_ganloss : -877.976013 ∣ generator_nllloss : 5290.242578 ∣ generator_ganloss : 680.000757 ∣  [  std_z : 0.99  real_sub_fake : 3658.90 ]
[  epoch 0004/0040] 4040/4800, lr:1.0e-04 ∣ avg_100 : 31857.451308 ∣ critic_nllloss : 26477.978516 ∣ critic_ganloss : -879.318353 ∣ generator_nllloss : 5347.251172 ∣ generator_ganloss : 729.810181 ∣  [  std_z : 0.98  real_sub_fake : 3331.99 ]
[  epoch 0004/0040] 4050/4800, lr:1.0e-04 ∣ avg_100 : 31857.296968 ∣ critic_nllloss : 26641.496289 ∣ critic_ganloss : -891.778052 ∣ generator_nllloss : 5366.375391 ∣ generator_ganloss : 748.741235 ∣  [  std_z : 0.96  real_sub_fake : 3167.68 ]
[  epoch 0004/0040] 4060/4800, lr:1.0e-04 ∣ avg_100 : 31854.740690 ∣ critic_nllloss : 26274.863086 ∣ critic_ganloss : -836.842249 ∣ generator_nllloss : 5265.651953 ∣ generator_ganloss : 760.979053 ∣  [  std_z : 0.96  real_sub_fake : 3579.12 ]
[  epoch 0004/0040] 4070/4800, lr:1.0e-04 ∣ avg_100 : 31853.650391 ∣ critic_nllloss : 26576.135937 ∣ critic_ganloss : -864.759338 ∣ generator_nllloss : 5304.409766 ∣ generator_ganloss : 679.599658 ∣  [  std_z : 0.98  real_sub_fake : 3257.00 ]
[  epoch 0004/0040] 4080/4800, lr:1.0e-04 ∣ avg_100 : 31851.744274 ∣ critic_nllloss : 26464.492383 ∣ critic_ganloss : -976.853839 ∣ generator_nllloss : 5143.136719 ∣ generator_ganloss : 726.960107 ∣  [  std_z : 0.98  real_sub_fake : 3567.13 ]
[  epoch 0004/0040] 4090/4800, lr:1.0e-04 ∣ avg_100 : 31850.167094 ∣ critic_nllloss : 26700.041992 ∣ critic_ganloss : -905.197986 ∣ generator_nllloss : 5248.852539 ∣ generator_ganloss : 727.879248 ∣  [  std_z : 0.99  real_sub_fake : 3933.31 ]
[  epoch 0004/0040] 4100/4800, lr:1.0e-04 ∣ avg_100 : 31847.930548 ∣ critic_nllloss : 26626.270703 ∣ critic_ganloss : -861.368127 ∣ generator_nllloss : 5395.851953 ∣ generator_ganloss : 788.737231 ∣  [  std_z : 0.98  real_sub_fake : 2957.25 ]
[  epoch 0004/0040] 4110/4800, lr:1.0e-04 ∣ avg_100 : 31846.231419 ∣ critic_nllloss : 26544.745312 ∣ critic_ganloss : -688.772711 ∣ generator_nllloss : 5367.900586 ∣ generator_ganloss : 745.156885 ∣  [  std_z : 0.97  real_sub_fake : 2693.97 ]
[  epoch 0004/0040] 4120/4800, lr:1.0e-04 ∣ avg_100 : 31842.974328 ∣ critic_nllloss : 26672.000000 ∣ critic_ganloss : -991.214026 ∣ generator_nllloss : 5305.838281 ∣ generator_ganloss : 878.136621 ∣  [  std_z : 0.97  real_sub_fake : 3233.33 ]
[  epoch 0004/0040] 4130/4800, lr:1.0e-04 ∣ avg_100 : 31839.596981 ∣ critic_nllloss : 26554.922461 ∣ critic_ganloss : -924.966150 ∣ generator_nllloss : 5411.123828 ∣ generator_ganloss : 913.901514 ∣  [  std_z : 0.98  real_sub_fake : 4263.89 ]
[  epoch 0004/0040] 4140/4800, lr:1.0e-04 ∣ avg_100 : 31843.711642 ∣ critic_nllloss : 26566.411523 ∣ critic_ganloss : -574.681659 ∣ generator_nllloss : 5337.855078 ∣ generator_ganloss : 1060.150977 ∣     [  std_z : 0.98  real_sub_fake : 1935.82 ]
[  epoch 0004/0040] 4150/4800, lr:1.0e-04 ∣ avg_100 : 31848.915992 ∣ critic_nllloss : 26724.570312 ∣ critic_ganloss : -843.590912 ∣ generator_nllloss : 5363.757031 ∣ generator_ganloss : 921.153906 ∣  [  std_z : 0.99  real_sub_fake : 3108.87 ]
[  epoch 0004/0040] 4160/4800, lr:1.0e-04 ∣ avg_100 : 31852.671561 ∣ critic_nllloss : 26481.414453 ∣ critic_ganloss : -771.712628 ∣ generator_nllloss : 5258.475977 ∣ generator_ganloss : 878.265332 ∣  [  std_z : 0.98  real_sub_fake : 3438.07 ]
[  epoch 0004/0040] 4170/4800, lr:1.0e-04 ∣ avg_100 : 31853.976249 ∣ critic_nllloss : 26598.750781 ∣ critic_ganloss : -914.330255 ∣ generator_nllloss : 5326.852930 ∣ generator_ganloss : 863.779102 ∣  [  std_z : 0.96  real_sub_fake : 3034.00 ]
[  epoch 0004/0040] 4180/4800, lr:1.0e-04 ∣ avg_100 : 31851.482440 ∣ critic_nllloss : 26481.676953 ∣ critic_ganloss : -955.037738 ∣ generator_nllloss : 5324.375781 ∣ generator_ganloss : 910.799170 ∣  [  std_z : 0.96  real_sub_fake : 3840.76 ]
[  epoch 0004/0040] 4190/4800, lr:1.0e-04 ∣ avg_100 : 31856.216086 ∣ critic_nllloss : 26604.262695 ∣ critic_ganloss : -901.543579 ∣ generator_nllloss : 5357.047461 ∣ generator_ganloss : 1020.664160 ∣     [  std_z : 0.97  real_sub_fake : 3562.34 ]
[  epoch 0004/0040] 4200/4800, lr:1.0e-04 ∣ avg_100 : 31856.987301 ∣ critic_nllloss : 26471.986719 ∣ critic_ganloss : -831.082611 ∣ generator_nllloss : 5361.206250 ∣ generator_ganloss : 987.973779 ∣  [  std_z : 0.97  real_sub_fake : 2924.77 ]
[  epoch 0004/0040] 4210/4800, lr:1.0e-04 ∣ avg_100 : 31861.231732 ∣ critic_nllloss : 26721.792578 ∣ critic_ganloss : -799.033856 ∣ generator_nllloss : 5320.686719 ∣ generator_ganloss : 1043.775000 ∣     [  std_z : 0.98  real_sub_fake : 3382.83 ]
[  epoch 0004/0040] 4220/4800, lr:1.0e-04 ∣ avg_100 : 31864.379500 ∣ critic_nllloss : 26728.290234 ∣ critic_ganloss : -923.084686 ∣ generator_nllloss : 5383.257031 ∣ generator_ganloss : 967.773242 ∣  [  std_z : 0.98  real_sub_fake : 3372.19 ]
[  epoch 0004/0040] 4230/4800, lr:1.0e-04 ∣ avg_100 : 31862.288665 ∣ critic_nllloss : 26569.159375 ∣ critic_ganloss : -926.607599 ∣ generator_nllloss : 5265.432813 ∣ generator_ganloss : 1049.191309 ∣     [  std_z : 0.98  real_sub_fake : 3708.24 ]
[  epoch 0004/0040] 4240/4800, lr:1.0e-04 ∣ avg_100 : 31861.562975 ∣ critic_nllloss : 26423.688086 ∣ critic_ganloss : -768.950348 ∣ generator_nllloss : 5199.694922 ∣ generator_ganloss : 1161.028369 ∣     [  std_z : 0.98  real_sub_fake : 2671.33 ]
[  epoch 0004/0040] 4250/4800, lr:1.0e-04 ∣ avg_100 : 31864.614015 ∣ critic_nllloss : 26561.271094 ∣ critic_ganloss : -724.099695 ∣ generator_nllloss : 5329.368750 ∣ generator_ganloss : 1030.270361 ∣     [  std_z : 0.99  real_sub_fake : 3057.25 ]
[  epoch 0004/0040] 4260/4800, lr:1.0e-04 ∣ avg_100 : 31861.146172 ∣ critic_nllloss : 26317.124023 ∣ critic_ganloss : -870.565393 ∣ generator_nllloss : 5337.076953 ∣ generator_ganloss : 1021.710645 ∣     [  std_z : 0.97  real_sub_fake : 3064.87 ]
[  epoch 0004/0040] 4270/4800, lr:1.0e-04 ∣ avg_100 : 31864.220000 ∣ critic_nllloss : 26599.459180 ∣ critic_ganloss : -1058.147278 ∣ generator_nllloss : 5321.182813 ∣ generator_ganloss : 1102.092676 ∣    [  std_z : 0.98  real_sub_fake : 3878.79 ]
[  epoch 0004/0040] 4280/4800, lr:1.0e-04 ∣ avg_100 : 31867.636507 ∣ critic_nllloss : 26209.510352 ∣ critic_ganloss : -557.723486 ∣ generator_nllloss : 5289.127344 ∣ generator_ganloss : 1260.323828 ∣     [  std_z : 0.97  real_sub_fake : 3166.31 ]
[  epoch 0004/0040] 4290/4800, lr:1.0e-04 ∣ avg_100 : 31879.359002 ∣ critic_nllloss : 26412.508789 ∣ critic_ganloss : -350.188345 ∣ generator_nllloss : 5307.773438 ∣ generator_ganloss : 1214.816992 ∣     [  std_z : 0.98  real_sub_fake : 912.18 ]
[  epoch 0004/0040] 4300/4800, lr:1.0e-04 ∣ avg_100 : 31885.884685 ∣ critic_nllloss : 26432.858398 ∣ critic_ganloss : -467.027374 ∣ generator_nllloss : 5335.800391 ∣ generator_ganloss : 1117.035400 ∣     [  std_z : 0.98  real_sub_fake : 1261.66 ]
[  epoch 0004/0040] 4310/4800, lr:1.0e-04 ∣ avg_100 : 31892.301384 ∣ critic_nllloss : 26686.945117 ∣ critic_ganloss : -642.810913 ∣ generator_nllloss : 5363.562500 ∣ generator_ganloss : 955.230078 ∣  [  std_z : 0.99  real_sub_fake : 2558.98 ]
[  epoch 0004/0040] 4320/4800, lr:1.0e-04 ∣ avg_100 : 31892.942890 ∣ critic_nllloss : 26506.489648 ∣ critic_ganloss : -828.641382 ∣ generator_nllloss : 5332.991016 ∣ generator_ganloss : 916.481445 ∣  [  std_z : 0.98  real_sub_fake : 2714.25 ]
[  epoch 0004/0040] 4330/4800, lr:1.0e-04 ∣ avg_100 : 31893.188465 ∣ critic_nllloss : 26383.495898 ∣ critic_ganloss : -818.179193 ∣ generator_nllloss : 5273.202344 ∣ generator_ganloss : 946.216553 ∣  [  std_z : 0.98  real_sub_fake : 3442.26 ]
[  epoch 0004/0040] 4340/4800, lr:1.0e-04 ∣ avg_100 : 31892.426075 ∣ critic_nllloss : 26522.265625 ∣ critic_ganloss : -886.004901 ∣ generator_nllloss : 5339.503711 ∣ generator_ganloss : 1038.273926 ∣     [  std_z : 0.98  real_sub_fake : 3471.53 ]
[  epoch 0004/0040] 4350/4800, lr:1.0e-04 ∣ avg_100 : 31894.548861 ∣ critic_nllloss : 26372.922461 ∣ critic_ganloss : -779.754797 ∣ generator_nllloss : 5303.843359 ∣ generator_ganloss : 1133.107666 ∣     [  std_z : 0.97  real_sub_fake : 2939.26 ]
[  epoch 0004/0040] 4360/4800, lr:1.0e-04 ∣ avg_100 : 31898.327320 ∣ critic_nllloss : 26556.423828 ∣ critic_ganloss : -864.338733 ∣ generator_nllloss : 5286.589453 ∣ generator_ganloss : 1119.907227 ∣     [  std_z : 0.97  real_sub_fake : 3480.40 ]
[  epoch 0004/0040] 4370/4800, lr:1.0e-04 ∣ avg_100 : 31903.810636 ∣ critic_nllloss : 26546.203516 ∣ critic_ganloss : -688.151666 ∣ generator_nllloss : 5337.678516 ∣ generator_ganloss : 1110.276660 ∣     [  std_z : 0.98  real_sub_fake : 2723.34 ]
[  epoch 0004/0040] 4380/4800, lr:1.0e-04 ∣ avg_100 : 31906.715670 ∣ critic_nllloss : 26532.978906 ∣ critic_ganloss : -656.011243 ∣ generator_nllloss : 5303.019336 ∣ generator_ganloss : 1080.488770 ∣     [  std_z : 0.99  real_sub_fake : 2362.39 ]
[  epoch 0004/0040] 4390/4800, lr:1.0e-04 ∣ avg_100 : 31906.662768 ∣ critic_nllloss : 26582.733594 ∣ critic_ganloss : -888.163129 ∣ generator_nllloss : 5330.605469 ∣ generator_ganloss : 1027.048438 ∣     [  std_z : 0.99  real_sub_fake : 3357.93 ]
[  epoch 0004/0040] 4400/4800, lr:1.0e-04 ∣ avg_100 : 31907.772467 ∣ critic_nllloss : 26558.774414 ∣ critic_ganloss : -1023.128186 ∣ generator_nllloss : 5286.622266 ∣ generator_ganloss : 1087.128516 ∣    [  std_z : 0.99  real_sub_fake : 3632.68 ]
[  epoch 0004/0040] 4410/4800, lr:1.0e-04 ∣ avg_100 : 31910.317895 ∣ critic_nllloss : 26485.540039 ∣ critic_ganloss : -754.590552 ∣ generator_nllloss : 5307.178516 ∣ generator_ganloss : 1187.694824 ∣     [  std_z : 0.97  real_sub_fake : 3331.73 ]
[  epoch 0004/0040] 4420/4800, lr:1.0e-04 ∣ avg_100 : 31909.732803 ∣ critic_nllloss : 26548.540430 ∣ critic_ganloss : -926.489270 ∣ generator_nllloss : 5314.682617 ∣ generator_ganloss : 1159.817285 ∣     [  std_z : 0.97  real_sub_fake : 3301.69 ]
[  epoch 0004/0040] 4430/4800, lr:1.0e-04 ∣ avg_100 : 31909.572581 ∣ critic_nllloss : 26594.655469 ∣ critic_ganloss : -929.963910 ∣ generator_nllloss : 5341.076563 ∣ generator_ganloss : 1008.528320 ∣     [  std_z : 0.96  real_sub_fake : 3578.05 ]
[  epoch 0004/0040] 4440/4800, lr:1.0e-04 ∣ avg_100 : 31908.973453 ∣ critic_nllloss : 26357.776562 ∣ critic_ganloss : -875.227368 ∣ generator_nllloss : 5224.096094 ∣ generator_ganloss : 1051.041162 ∣     [  std_z : 0.97  real_sub_fake : 3265.70 ]
[  epoch 0004/0040] 4450/4800, lr:1.0e-04 ∣ avg_100 : 31914.807861 ∣ critic_nllloss : 26560.076172 ∣ critic_ganloss : -648.087885 ∣ generator_nllloss : 5315.999219 ∣ generator_ganloss : 1109.846289 ∣     [  std_z : 0.97  real_sub_fake : 2930.61 ]
[  epoch 0004/0040] 4460/4800, lr:1.0e-04 ∣ avg_100 : 31919.864737 ∣ critic_nllloss : 26543.143555 ∣ critic_ganloss : -618.243051 ∣ generator_nllloss : 5330.461328 ∣ generator_ganloss : 1086.656738 ∣     [  std_z : 0.99  real_sub_fake : 2174.64 ]
[  epoch 0004/0040] 4470/4800, lr:1.0e-04 ∣ avg_100 : 31923.827488 ∣ critic_nllloss : 26639.276758 ∣ critic_ganloss : -875.336432 ∣ generator_nllloss : 5285.804492 ∣ generator_ganloss : 1007.150244 ∣     [  std_z : 0.99  real_sub_fake : 3311.78 ]
[  epoch 0004/0040] 4480/4800, lr:1.0e-04 ∣ avg_100 : 31926.226900 ∣ critic_nllloss : 26547.624414 ∣ critic_ganloss : -811.274249 ∣ generator_nllloss : 5334.303125 ∣ generator_ganloss : 1076.821484 ∣     [  std_z : 0.98  real_sub_fake : 3147.38 ]
[  epoch 0004/0040] 4490/4800, lr:1.0e-04 ∣ avg_100 : 31930.191392 ∣ critic_nllloss : 26591.141406 ∣ critic_ganloss : -1015.352747 ∣ generator_nllloss : 5315.525000 ∣ generator_ganloss : 1171.691260 ∣    [  std_z : 0.97  real_sub_fake : 3584.30 ]
[  epoch 0004/0040] 4500/4800, lr:1.0e-04 ∣ avg_100 : 31933.557687 ∣ critic_nllloss : 26539.423438 ∣ critic_ganloss : -1026.115002 ∣ generator_nllloss : 5334.651563 ∣ generator_ganloss : 1214.549121 ∣    [  std_z : 0.97  real_sub_fake : 3978.54 ]
[  epoch 0004/0040] 4510/4800, lr:1.0e-04 ∣ avg_100 : 31937.009934 ∣ critic_nllloss : 26455.501563 ∣ critic_ganloss : -937.514612 ∣ generator_nllloss : 5330.023047 ∣ generator_ganloss : 1260.773340 ∣     [  std_z : 0.96  real_sub_fake : 3802.29 ]
[  epoch 0004/0040] 4520/4800, lr:1.0e-04 ∣ avg_100 : 31938.687235 ∣ critic_nllloss : 26520.837891 ∣ critic_ganloss : -992.765173 ∣ generator_nllloss : 5279.947656 ∣ generator_ganloss : 1263.498975 ∣     [  std_z : 0.98  real_sub_fake : 3697.41 ]
[  epoch 0004/0040] 4530/4800, lr:1.0e-04 ∣ avg_100 : 31940.744296 ∣ critic_nllloss : 26279.747070 ∣ critic_ganloss : -760.645062 ∣ generator_nllloss : 5253.692578 ∣ generator_ganloss : 1185.698242 ∣     [  std_z : 0.99  real_sub_fake : 3160.97 ]
[  epoch 0004/0040] 4540/4800, lr:1.0e-04 ∣ avg_100 : 31942.896523 ∣ critic_nllloss : 26423.503320 ∣ critic_ganloss : -818.429840 ∣ generator_nllloss : 5216.023047 ∣ generator_ganloss : 1065.214258 ∣     [  std_z : 1.00  real_sub_fake : 3045.74 ]
[  epoch 0004/0040] 4550/4800, lr:1.0e-04 ∣ avg_100 : 31944.362138 ∣ critic_nllloss : 26387.871289 ∣ critic_ganloss : -712.004181 ∣ generator_nllloss : 5311.923242 ∣ generator_ganloss : 1080.003613 ∣     [  std_z : 0.98  real_sub_fake : 2933.18 ]
[  epoch 0004/0040] 4560/4800, lr:1.0e-04 ∣ avg_100 : 31950.593814 ∣ critic_nllloss : 26811.897266 ∣ critic_ganloss : -859.275879 ∣ generator_nllloss : 5398.908984 ∣ generator_ganloss : 1088.053125 ∣     [  std_z : 0.98  real_sub_fake : 3172.35 ]
[  epoch 0004/0040] 4570/4800, lr:1.0e-04 ∣ avg_100 : 31958.829535 ∣ critic_nllloss : 26375.378906 ∣ critic_ganloss : -501.322363 ∣ generator_nllloss : 5298.090039 ∣ generator_ganloss : 1063.161084 ∣     [  std_z : 0.97  real_sub_fake : 1856.60 ]
[  epoch 0004/0040] 4580/4800, lr:1.0e-04 ∣ avg_100 : 31959.990422 ∣ critic_nllloss : 26628.508594 ∣ critic_ganloss : -879.966974 ∣ generator_nllloss : 5305.217773 ∣ generator_ganloss : 1056.125391 ∣     [  std_z : 0.97  real_sub_fake : 3412.75 ]
[  epoch 0004/0040] 4590/4800, lr:1.0e-04 ∣ avg_100 : 31962.357372 ∣ critic_nllloss : 26388.746289 ∣ critic_ganloss : -747.053113 ∣ generator_nllloss : 5324.391797 ∣ generator_ganloss : 1237.353076 ∣     [  std_z : 0.96  real_sub_fake : 3028.13 ]
[  epoch 0004/0040] 4600/4800, lr:1.0e-04 ∣ avg_100 : 31967.939085 ∣ critic_nllloss : 26656.853906 ∣ critic_ganloss : -720.479224 ∣ generator_nllloss : 5257.407812 ∣ generator_ganloss : 1134.279785 ∣     [  std_z : 0.98  real_sub_fake : 2558.85 ]
[  epoch 0004/0040] 4610/4800, lr:1.0e-04 ∣ avg_100 : 31971.274438 ∣ critic_nllloss : 26480.465820 ∣ critic_ganloss : -815.215942 ∣ generator_nllloss : 5301.432031 ∣ generator_ganloss : 1101.361328 ∣     [  std_z : 0.98  real_sub_fake : 3157.21 ]
[  epoch 0004/0040] 4620/4800, lr:1.0e-04 ∣ avg_100 : 31970.798521 ∣ critic_nllloss : 26527.166406 ∣ critic_ganloss : -836.642859 ∣ generator_nllloss : 5287.650781 ∣ generator_ganloss : 1219.655566 ∣     [  std_z : 0.98  real_sub_fake : 3213.16 ]
[  epoch 0004/0040] 4630/4800, lr:1.0e-04 ∣ avg_100 : 31979.728395 ∣ critic_nllloss : 26545.094531 ∣ critic_ganloss : -485.004538 ∣ generator_nllloss : 5358.611328 ∣ generator_ganloss : 1221.895410 ∣     [  std_z : 0.98  real_sub_fake : 2473.77 ]
[  epoch 0004/0040] 4640/4800, lr:1.0e-04 ∣ avg_100 : 31988.092401 ∣ critic_nllloss : 26724.195117 ∣ critic_ganloss : -517.235037 ∣ generator_nllloss : 5365.766992 ∣ generator_ganloss : 1165.974268 ∣     [  std_z : 0.98  real_sub_fake : 1514.12 ]
[  epoch 0004/0040] 4650/4800, lr:1.0e-04 ∣ avg_100 : 31988.667555 ∣ critic_nllloss : 26565.499609 ∣ critic_ganloss : -729.065259 ∣ generator_nllloss : 5279.787891 ∣ generator_ganloss : 1017.077490 ∣     [  std_z : 0.98  real_sub_fake : 2639.27 ]
[  epoch 0004/0040] 4660/4800, lr:1.0e-04 ∣ avg_100 : 31984.403073 ∣ critic_nllloss : 26452.950195 ∣ critic_ganloss : -963.179340 ∣ generator_nllloss : 5262.370508 ∣ generator_ganloss : 982.596875 ∣  [  std_z : 0.98  real_sub_fake : 3517.85 ]
[  epoch 0004/0040] 4670/4800, lr:1.0e-04 ∣ avg_100 : 31985.040742 ∣ critic_nllloss : 26752.546094 ∣ critic_ganloss : -1022.728296 ∣ generator_nllloss : 5260.840820 ∣ generator_ganloss : 1023.389111 ∣    [  std_z : 0.98  real_sub_fake : 4078.98 ]
[  epoch 0004/0040] 4680/4800, lr:1.0e-04 ∣ avg_100 : 31986.871378 ∣ critic_nllloss : 26410.420312 ∣ critic_ganloss : -712.865619 ∣ generator_nllloss : 5303.249414 ∣ generator_ganloss : 1133.499854 ∣     [  std_z : 0.97  real_sub_fake : 2715.95 ]
[  epoch 0004/0040] 4690/4800, lr:1.0e-04 ∣ avg_100 : 31991.416079 ∣ critic_nllloss : 26652.011133 ∣ critic_ganloss : -814.894305 ∣ generator_nllloss : 5426.072461 ∣ generator_ganloss : 1079.083691 ∣     [  std_z : 0.98  real_sub_fake : 3306.85 ]
[  epoch 0004/0040] 4700/4800, lr:1.0e-04 ∣ avg_100 : 31993.175978 ∣ critic_nllloss : 26418.807812 ∣ critic_ganloss : -981.802716 ∣ generator_nllloss : 5202.194336 ∣ generator_ganloss : 1167.887695 ∣     [  std_z : 0.97  real_sub_fake : 3262.52 ]
[  epoch 0004/0040] 4710/4800, lr:1.0e-04 ∣ avg_100 : 31995.596108 ∣ critic_nllloss : 26479.150195 ∣ critic_ganloss : -986.217297 ∣ generator_nllloss : 5257.668359 ∣ generator_ganloss : 1137.356445 ∣     [  std_z : 0.99  real_sub_fake : 4268.75 ]
[  epoch 0004/0040] 4720/4800, lr:1.0e-04 ∣ avg_100 : 31993.728843 ∣ critic_nllloss : 26314.314453 ∣ critic_ganloss : -807.139325 ∣ generator_nllloss : 5241.734375 ∣ generator_ganloss : 1024.139062 ∣     [  std_z : 0.99  real_sub_fake : 3252.78 ]
[  epoch 0004/0040] 4730/4800, lr:1.0e-04 ∣ avg_100 : 31994.398390 ∣ critic_nllloss : 26456.108789 ∣ critic_ganloss : -886.928284 ∣ generator_nllloss : 5249.835352 ∣ generator_ganloss : 919.840088 ∣  [  std_z : 1.00  real_sub_fake : 3007.78 ]
[  epoch 0004/0040] 4740/4800, lr:1.0e-04 ∣ avg_100 : 31995.335272 ∣ critic_nllloss : 26453.795508 ∣ critic_ganloss : -902.545483 ∣ generator_nllloss : 5428.607813 ∣ generator_ganloss : 949.754102 ∣  [  std_z : 0.99  real_sub_fake : 3471.21 ]
[  epoch 0004/0040] 4750/4800, lr:1.0e-04 ∣ avg_100 : 31998.016036 ∣ critic_nllloss : 26587.005664 ∣ critic_ganloss : -976.721063 ∣ generator_nllloss : 5293.165820 ∣ generator_ganloss : 1029.580859 ∣     [  std_z : 0.99  real_sub_fake : 3607.14 ]
[  epoch 0004/0040] 4760/4800, lr:1.0e-04 ∣ avg_100 : 32002.264142 ∣ critic_nllloss : 26728.713477 ∣ critic_ganloss : -947.479358 ∣ generator_nllloss : 5349.227539 ∣ generator_ganloss : 1105.842920 ∣     [  std_z : 0.98  real_sub_fake : 3785.62 ]
[  epoch 0004/0040] 4770/4800, lr:1.0e-04 ∣ avg_100 : 32004.443434 ∣ critic_nllloss : 26561.400000 ∣ critic_ganloss : -831.890479 ∣ generator_nllloss : 5282.582031 ∣ generator_ganloss : 1098.935693 ∣     [  std_z : 0.96  real_sub_fake : 3507.20 ]
[  epoch 0004/0040] 4780/4800, lr:1.0e-04 ∣ avg_100 : 32012.083848 ∣ critic_nllloss : 26520.866797 ∣ critic_ganloss : -710.898206 ∣ generator_nllloss : 5325.968164 ∣ generator_ganloss : 1123.533936 ∣     [  std_z : 0.97  real_sub_fake : 2559.36 ]
[  epoch 0004/0040] 4790/4800, lr:1.0e-04 ∣ avg_100 : 32013.312309 ∣ critic_nllloss : 26582.864063 ∣ critic_ganloss : -1035.322266 ∣ generator_nllloss : 5317.158398 ∣ generator_ganloss : 1008.552881 ∣    [  std_z : 0.98  real_sub_fake : 3657.59 ]
[  epoch 0004/0040] 4800/4800, lr:1.0e-04 ∣ avg_100 : 32020.378221 ∣ critic_nllloss : 26486.651562 ∣ critic_ganloss : -794.975519 ∣ generator_nllloss : 5312.838672 ∣ generator_ganloss : 1176.204297 ∣     [  std_z : 0.97  real_sub_fake : 3595.28 ]
[    val 004    ] Done! KLD: 0.038705: 0.038018y, 3:19:38, total: 1 day, 6:21:49                    
[  epoch 0005/0040] 0010/4800, lr:1.0e-04 ∣ avg_100 : 32024.909306 ∣ critic_nllloss : 26563.411719 ∣ critic_ganloss : -719.699036 ∣ generator_nllloss : 5305.954687 ∣ generator_ganloss : 1217.153027 ∣     [  std_z : 0.97  real_sub_fake : 2412.24 ]
[  epoch 0005/0040] 0020/4800, lr:1.0e-04 ∣ avg_100 : 32026.009880 ∣ critic_nllloss : 26454.107227 ∣ critic_ganloss : -643.133472 ∣ generator_nllloss : 5213.199219 ∣ generator_ganloss : 1180.316553 ∣     [  std_z : 0.99  real_sub_fake : 3022.93 ]
[  epoch 0005/0040] 0030/4800, lr:1.0e-04 ∣ avg_100 : 32027.548930 ∣ critic_nllloss : 26394.349023 ∣ critic_ganloss : -810.211566 ∣ generator_nllloss : 5329.664844 ∣ generator_ganloss : 1117.438281 ∣     [  std_z : 0.99  real_sub_fake : 2445.49 ]
[  epoch 0005/0040] 0040/4800, lr:1.0e-04 ∣ avg_100 : 32025.308147 ∣ critic_nllloss : 26392.137305 ∣ critic_ganloss : -761.660217 ∣ generator_nllloss : 5315.973828 ∣ generator_ganloss : 1027.694824 ∣     [  std_z : 0.98  real_sub_fake : 3271.26 ]
[  epoch 0005/0040] 0050/4800, lr:1.0e-04 ∣ avg_100 : 32025.166417 ∣ critic_nllloss : 26548.696484 ∣ critic_ganloss : -826.850348 ∣ generator_nllloss : 5283.435938 ∣ generator_ganloss : 927.644922 ∣  [  std_z : 0.98  real_sub_fake : 3006.95 ]
[  epoch 0005/0040] 0060/4800, lr:1.0e-04 ∣ avg_100 : 32021.502527 ∣ critic_nllloss : 26336.514648 ∣ critic_ganloss : -983.100354 ∣ generator_nllloss : 5330.226562 ∣ generator_ganloss : 947.041699 ∣  [  std_z : 0.97  real_sub_fake : 3563.56 ]
[  epoch 0005/0040] 0070/4800, lr:1.0e-04 ∣ avg_100 : 32021.679424 ∣ critic_nllloss : 26311.966211 ∣ critic_ganloss : -642.269672 ∣ generator_nllloss : 5240.949805 ∣ generator_ganloss : 942.154053 ∣  [  std_z : 0.96  real_sub_fake : 3128.23 ]
[  epoch 0005/0040] 0080/4800, lr:1.0e-04 ∣ avg_100 : 32028.784249 ∣ critic_nllloss : 26571.410156 ∣ critic_ganloss : -778.855945 ∣ generator_nllloss : 5308.633984 ∣ generator_ganloss : 956.797656 ∣  [  std_z : 0.98  real_sub_fake : 2390.25 ]
[  epoch 0005/0040] 0090/4800, lr:1.0e-04 ∣ avg_100 : 32029.292791 ∣ critic_nllloss : 26573.614844 ∣ critic_ganloss : -917.215723 ∣ generator_nllloss : 5307.136523 ∣ generator_ganloss : 844.165723 ∣  [  std_z : 0.98  real_sub_fake : 3975.40 ]
[  epoch 0005/0040] 0100/4800, lr:1.0e-04 ∣ avg_100 : 32030.157957 ∣ critic_nllloss : 26454.193359 ∣ critic_ganloss : -876.962994 ∣ generator_nllloss : 5309.483984 ∣ generator_ganloss : 889.558691 ∣  [  std_z : 0.98  real_sub_fake : 3142.63 ]
[  epoch 0005/0040] 0110/4800, lr:1.0e-04 ∣ avg_100 : 32024.329829 ∣ critic_nllloss : 26563.179883 ∣ critic_ganloss : -1095.083618 ∣ generator_nllloss : 5251.137109 ∣ generator_ganloss : 919.189404 ∣     [  std_z : 0.99  real_sub_fake : 4065.04 ]
[  epoch 0005/0040] 0120/4800, lr:1.0e-04 ∣ avg_100 : 32023.153766 ∣ critic_nllloss : 26504.885937 ∣ critic_ganloss : -774.942523 ∣ generator_nllloss : 5339.265234 ∣ generator_ganloss : 868.648242 ∣  [  std_z : 0.99  real_sub_fake : 3174.46 ]
[  epoch 0005/0040] 0130/4800, lr:1.0e-04 ∣ avg_100 : 32017.375385 ∣ critic_nllloss : 26282.397656 ∣ critic_ganloss : -944.494171 ∣ generator_nllloss : 5230.996680 ∣ generator_ganloss : 801.718555 ∣  [  std_z : 0.98  real_sub_fake : 3490.99 ]
[  epoch 0005/0040] 0140/4800, lr:1.0e-04 ∣ avg_100 : 32013.334390 ∣ critic_nllloss : 26492.662891 ∣ critic_ganloss : -1020.719238 ∣ generator_nllloss : 5297.495313 ∣ generator_ganloss : 812.839648 ∣     [  std_z : 0.98  real_sub_fake : 4207.45 ]
[  epoch 0005/0040] 0150/4800, lr:1.0e-04 ∣ avg_100 : 32013.343991 ∣ critic_nllloss : 26627.103711 ∣ critic_ganloss : -957.212585 ∣ generator_nllloss : 5348.572656 ∣ generator_ganloss : 807.311108 ∣  [  std_z : 0.98  real_sub_fake : 3747.66 ]
[  epoch 0005/0040] 0160/4800, lr:1.0e-04 ∣ avg_100 : 32009.951528 ∣ critic_nllloss : 26473.008203 ∣ critic_ganloss : -825.661603 ∣ generator_nllloss : 5275.416211 ∣ generator_ganloss : 863.770068 ∣  [  std_z : 0.97  real_sub_fake : 3012.84 ]
[  epoch 0005/0040] 0170/4800, lr:1.0e-04 ∣ avg_100 : 32006.212842 ∣ critic_nllloss : 26560.150586 ∣ critic_ganloss : -1081.556122 ∣ generator_nllloss : 5294.563867 ∣ generator_ganloss : 853.701709 ∣     [  std_z : 0.97  real_sub_fake : 3725.11 ]
[  epoch 0005/0040] 0180/4800, lr:1.0e-04 ∣ avg_100 : 32005.492282 ∣ critic_nllloss : 26390.714844 ∣ critic_ganloss : -773.189392 ∣ generator_nllloss : 5323.610547 ∣ generator_ganloss : 965.879639 ∣  [  std_z : 0.97  real_sub_fake : 3406.20 ]
[  epoch 0005/0040] 0190/4800, lr:1.0e-04 ∣ avg_100 : 32003.636017 ∣ critic_nllloss : 26602.644141 ∣ critic_ganloss : -1088.050293 ∣ generator_nllloss : 5415.156445 ∣ generator_ganloss : 912.910938 ∣     [  std_z : 0.98  real_sub_fake : 3975.87 ]
[  epoch 0005/0040] 0200/4800, lr:1.0e-04 ∣ avg_100 : 32002.746626 ∣ critic_nllloss : 26193.970117 ∣ critic_ganloss : -887.516980 ∣ generator_nllloss : 5287.287695 ∣ generator_ganloss : 981.808838 ∣  [  std_z : 0.96  real_sub_fake : 3521.27 ]
[  epoch 0005/0040] 0210/4800, lr:1.0e-04 ∣ avg_100 : 32007.116540 ∣ critic_nllloss : 26555.741602 ∣ critic_ganloss : -867.029193 ∣ generator_nllloss : 5331.579102 ∣ generator_ganloss : 1088.187158 ∣     [  std_z : 0.97  real_sub_fake : 3468.85 ]
[  epoch 0005/0040] 0220/4800, lr:1.0e-04 ∣ avg_100 : 32012.742289 ∣ critic_nllloss : 26623.178320 ∣ critic_ganloss : -656.970441 ∣ generator_nllloss : 5297.663672 ∣ generator_ganloss : 1130.892188 ∣     [  std_z : 0.97  real_sub_fake : 2838.77 ]
[  epoch 0005/0040] 0230/4800, lr:1.0e-04 ∣ avg_100 : 32016.592458 ∣ critic_nllloss : 26537.923438 ∣ critic_ganloss : -755.370825 ∣ generator_nllloss : 5295.150977 ∣ generator_ganloss : 1091.091504 ∣     [  std_z : 0.98  real_sub_fake : 2281.27 ]
[  epoch 0005/0040] 0240/4800, lr:1.0e-04 ∣ avg_100 : 32015.973539 ∣ critic_nllloss : 26258.438086 ∣ critic_ganloss : -795.776434 ∣ generator_nllloss : 5207.057422 ∣ generator_ganloss : 944.110547 ∣  [  std_z : 0.98  real_sub_fake : 3556.66 ]
[  epoch 0005/0040] 0250/4800, lr:1.0e-04 ∣ avg_100 : 32014.889462 ∣ critic_nllloss : 26385.269141 ∣ critic_ganloss : -865.531750 ∣ generator_nllloss : 5272.365625 ∣ generator_ganloss : 964.324170 ∣  [  std_z : 0.98  real_sub_fake : 3008.56 ]
[  epoch 0005/0040] 0260/4800, lr:1.0e-04 ∣ avg_100 : 32021.305302 ∣ critic_nllloss : 26595.258789 ∣ critic_ganloss : -806.969318 ∣ generator_nllloss : 5341.935156 ∣ generator_ganloss : 976.011182 ∣  [  std_z : 0.99  real_sub_fake : 3398.85 ]
[  epoch 0005/0040] 0270/4800, lr:1.0e-04 ∣ avg_100 : 32026.075896 ∣ critic_nllloss : 26619.041992 ∣ critic_ganloss : -794.104663 ∣ generator_nllloss : 5367.582031 ∣ generator_ganloss : 979.926074 ∣  [  std_z : 0.98  real_sub_fake : 2853.01 ]
[  epoch 0005/0040] 0280/4800, lr:1.0e-04 ∣ avg_100 : 32030.168985 ∣ critic_nllloss : 26347.092969 ∣ critic_ganloss : -878.501245 ∣ generator_nllloss : 5344.331055 ∣ generator_ganloss : 954.121533 ∣  [  std_z : 0.97  real_sub_fake : 3443.09 ]
[  epoch 0005/0040] 0290/4800, lr:1.0e-04 ∣ avg_100 : 32034.095161 ∣ critic_nllloss : 26683.096680 ∣ critic_ganloss : -835.856165 ∣ generator_nllloss : 5415.018359 ∣ generator_ganloss : 901.934473 ∣  [  std_z : 0.97  real_sub_fake : 3199.82 ]
[  epoch 0005/0040] 0300/4800, lr:1.0e-04 ∣ avg_100 : 32031.896253 ∣ critic_nllloss : 26521.068945 ∣ critic_ganloss : -842.331219 ∣ generator_nllloss : 5184.092578 ∣ generator_ganloss : 866.770703 ∣  [  std_z : 0.98  real_sub_fake : 3218.28 ]
[  epoch 0005/0040] 0310/4800, lr:1.0e-04 ∣ avg_100 : 32031.051643 ∣ critic_nllloss : 26401.458203 ∣ critic_ganloss : -636.297784 ∣ generator_nllloss : 5291.986133 ∣ generator_ganloss : 827.422510 ∣  [  std_z : 0.98  real_sub_fake : 2775.21 ]
[  epoch 0005/0040] 0320/4800, lr:1.0e-04 ∣ avg_100 : 32031.987173 ∣ critic_nllloss : 26569.204102 ∣ critic_ganloss : -699.766870 ∣ generator_nllloss : 5325.543555 ∣ generator_ganloss : 763.333032 ∣  [  std_z : 0.98  real_sub_fake : 2293.91 ]
[  epoch 0005/0040] 0330/4800, lr:1.0e-04 ∣ avg_100 : 32027.514510 ∣ critic_nllloss : 26240.395117 ∣ critic_ganloss : -718.973425 ∣ generator_nllloss : 5199.804883 ∣ generator_ganloss : 786.488818 ∣  [  std_z : 0.97  real_sub_fake : 2770.52 ]
[  epoch 0005/0040] 0340/4800, lr:1.0e-04 ∣ avg_100 : 32020.855221 ∣ critic_nllloss : 26537.632422 ∣ critic_ganloss : -933.245972 ∣ generator_nllloss : 5246.165820 ∣ generator_ganloss : 873.254785 ∣  [  std_z : 0.97  real_sub_fake : 3520.56 ]
[  epoch 0005/0040] 0350/4800, lr:1.0e-04 ∣ avg_100 : 32015.121943 ∣ critic_nllloss : 26366.191797 ∣ critic_ganloss : -962.827606 ∣ generator_nllloss : 5193.559375 ∣ generator_ganloss : 995.638916 ∣  [  std_z : 0.98  real_sub_fake : 3659.42 ]
[  epoch 0005/0040] 0360/4800, lr:1.0e-04 ∣ avg_100 : 32018.355822 ∣ critic_nllloss : 26474.838672 ∣ critic_ganloss : -734.521997 ∣ generator_nllloss : 5367.316992 ∣ generator_ganloss : 1062.197412 ∣     [  std_z : 0.99  real_sub_fake : 3591.64 ]
[  epoch 0005/0040] 0370/4800, lr:1.0e-04 ∣ avg_100 : 32018.652916 ∣ critic_nllloss : 26570.184570 ∣ critic_ganloss : -874.094434 ∣ generator_nllloss : 5297.433789 ∣ generator_ganloss : 911.238037 ∣  [  std_z : 0.98  real_sub_fake : 2872.17 ]
[  epoch 0005/0040] 0380/4800, lr:1.0e-04 ∣ avg_100 : 32022.660353 ∣ critic_nllloss : 26877.676953 ∣ critic_ganloss : -888.038269 ∣ generator_nllloss : 5365.206836 ∣ generator_ganloss : 807.712305 ∣  [  std_z : 0.98  real_sub_fake : 3659.52 ]
[  epoch 0005/0040] 0390/4800, lr:1.0e-04 ∣ avg_100 : 32020.765087 ∣ critic_nllloss : 26330.359180 ∣ critic_ganloss : -555.237509 ∣ generator_nllloss : 5259.872070 ∣ generator_ganloss : 855.910449 ∣  [  std_z : 0.97  real_sub_fake : 2077.21 ]
[  epoch 0005/0040] 0400/4800, lr:1.0e-04 ∣ avg_100 : 32021.272096 ∣ critic_nllloss : 26683.025391 ∣ critic_ganloss : -781.795227 ∣ generator_nllloss : 5263.441211 ∣ generator_ganloss : 876.113574 ∣  [  std_z : 0.97  real_sub_fake : 2398.51 ]
[  epoch 0005/0040] 0410/4800, lr:1.0e-04 ∣ avg_100 : 32017.312824 ∣ critic_nllloss : 26629.147461 ∣ critic_ganloss : -838.777600 ∣ generator_nllloss : 5204.984375 ∣ generator_ganloss : 895.939014 ∣  [  std_z : 0.98  real_sub_fake : 3742.21 ]
[  epoch 0005/0040] 0420/4800, lr:1.0e-04 ∣ avg_100 : 32013.607791 ∣ critic_nllloss : 26524.706641 ∣ critic_ganloss : -1017.789056 ∣ generator_nllloss : 5293.759570 ∣ generator_ganloss : 985.055420 ∣     [  std_z : 0.97  real_sub_fake : 3272.46 ]
[  epoch 0005/0040] 0430/4800, lr:1.0e-04 ∣ avg_100 : 32013.969400 ∣ critic_nllloss : 26649.029102 ∣ critic_ganloss : -976.965967 ∣ generator_nllloss : 5347.371484 ∣ generator_ganloss : 973.902197 ∣  [  std_z : 0.98  real_sub_fake : 3895.69 ]
[  epoch 0005/0040] 0440/4800, lr:1.0e-04 ∣ avg_100 : 32013.801100 ∣ critic_nllloss : 26540.599414 ∣ critic_ganloss : -855.319543 ∣ generator_nllloss : 5347.958398 ∣ generator_ganloss : 965.392676 ∣  [  std_z : 0.98  real_sub_fake : 3876.96 ]
[  epoch 0005/0040] 0450/4800, lr:1.0e-04 ∣ avg_100 : 32010.816567 ∣ critic_nllloss : 26317.558398 ∣ critic_ganloss : -717.062805 ∣ generator_nllloss : 5316.217578 ∣ generator_ganloss : 981.644092 ∣  [  std_z : 0.95  real_sub_fake : 2712.34 ]
[  epoch 0005/0040] 0460/4800, lr:1.0e-04 ∣ avg_100 : 32010.231257 ∣ critic_nllloss : 26471.800195 ∣ critic_ganloss : -906.699579 ∣ generator_nllloss : 5311.687305 ∣ generator_ganloss : 870.027344 ∣  [  std_z : 0.97  real_sub_fake : 3142.90 ]
[  epoch 0005/0040] 0470/4800, lr:1.0e-04 ∣ avg_100 : 32006.188349 ∣ critic_nllloss : 26339.406250 ∣ critic_ganloss : -964.188379 ∣ generator_nllloss : 5283.863281 ∣ generator_ganloss : 901.215381 ∣  [  std_z : 0.97  real_sub_fake : 3655.38 ]
[  epoch 0005/0040] 0480/4800, lr:1.0e-04 ∣ avg_100 : 32003.864797 ∣ critic_nllloss : 26587.192188 ∣ critic_ganloss : -941.876990 ∣ generator_nllloss : 5404.650977 ∣ generator_ganloss : 918.916699 ∣  [  std_z : 0.99  real_sub_fake : 3750.70 ]
[  epoch 0005/0040] 0490/4800, lr:1.0e-04 ∣ avg_100 : 31997.235293 ∣ critic_nllloss : 26581.688867 ∣ critic_ganloss : -904.703314 ∣ generator_nllloss : 5347.237695 ∣ generator_ganloss : 897.737158 ∣  [  std_z : 0.98  real_sub_fake : 3648.91 ]
[  epoch 0005/0040] 0500/4800, lr:1.0e-04 ∣ avg_100 : 31991.739978 ∣ critic_nllloss : 26522.426172 ∣ critic_ganloss : -828.000494 ∣ generator_nllloss : 5304.404102 ∣ generator_ganloss : 870.305566 ∣  [  std_z : 0.98  real_sub_fake : 3034.57 ]
[  epoch 0005/0040] 0510/4800, lr:1.0e-04 ∣ avg_100 : 31987.117335 ∣ critic_nllloss : 26519.397461 ∣ critic_ganloss : -805.238287 ∣ generator_nllloss : 5342.383203 ∣ generator_ganloss : 844.120117 ∣  [  std_z : 0.96  real_sub_fake : 2995.12 ]
[  epoch 0005/0040] 0520/4800, lr:1.0e-04 ∣ avg_100 : 31988.196207 ∣ critic_nllloss : 26582.269141 ∣ critic_ganloss : -786.994513 ∣ generator_nllloss : 5360.577539 ∣ generator_ganloss : 879.355811 ∣  [  std_z : 0.98  real_sub_fake : 3254.22 ]
[  epoch 0005/0040] 0530/4800, lr:1.0e-04 ∣ avg_100 : 31989.700159 ∣ critic_nllloss : 26662.477734 ∣ critic_ganloss : -1008.702448 ∣ generator_nllloss : 5349.916797 ∣ generator_ganloss : 931.438672 ∣     [  std_z : 0.98  real_sub_fake : 3468.07 ]
[  epoch 0005/0040] 0540/4800, lr:1.0e-04 ∣ avg_100 : 31986.624091 ∣ critic_nllloss : 26358.810742 ∣ critic_ganloss : -966.378271 ∣ generator_nllloss : 5284.892773 ∣ generator_ganloss : 1029.106348 ∣     [  std_z : 0.97  real_sub_fake : 4421.54 ]
[  epoch 0005/0040] 0550/4800, lr:1.0e-04 ∣ avg_100 : 31990.262068 ∣ critic_nllloss : 26505.232031 ∣ critic_ganloss : -511.884619 ∣ generator_nllloss : 5328.992188 ∣ generator_ganloss : 1071.576709 ∣     [  std_z : 0.97  real_sub_fake : 1985.73 ]
[  epoch 0005/0040] 0560/4800, lr:1.0e-04 ∣ avg_100 : 31990.179180 ∣ critic_nllloss : 26549.576172 ∣ critic_ganloss : -658.266693 ∣ generator_nllloss : 5230.710352 ∣ generator_ganloss : 968.273145 ∣  [  std_z : 0.97  real_sub_fake : 2176.04 ]
[  epoch 0005/0040] 0570/4800, lr:1.0e-04 ∣ avg_100 : 31986.918850 ∣ critic_nllloss : 26521.920312 ∣ critic_ganloss : -813.920038 ∣ generator_nllloss : 5315.833789 ∣ generator_ganloss : 956.139990 ∣  [  std_z : 0.99  real_sub_fake : 3269.34 ]
[  epoch 0005/0040] 0580/4800, lr:1.0e-04 ∣ avg_100 : 31985.126901 ∣ critic_nllloss : 26637.719141 ∣ critic_ganloss : -832.266406 ∣ generator_nllloss : 5311.103906 ∣ generator_ganloss : 964.724219 ∣  [  std_z : 0.99  real_sub_fake : 3201.10 ]
[  epoch 0005/0040] 0590/4800, lr:1.0e-04 ∣ avg_100 : 31985.363195 ∣ critic_nllloss : 26535.459180 ∣ critic_ganloss : -739.069208 ∣ generator_nllloss : 5300.375000 ∣ generator_ganloss : 979.088818 ∣  [  std_z : 0.98  real_sub_fake : 2840.77 ]
[  epoch 0005/0040] 0600/4800, lr:1.0e-04 ∣ avg_100 : 31986.931214 ∣ critic_nllloss : 26561.171875 ∣ critic_ganloss : -753.450397 ∣ generator_nllloss : 5336.040625 ∣ generator_ganloss : 922.436816 ∣  [  std_z : 0.98  real_sub_fake : 2808.05 ]
[  epoch 0005/0040] 0610/4800, lr:1.0e-04 ∣ avg_100 : 31984.417102 ∣ critic_nllloss : 26512.411914 ∣ critic_ganloss : -807.348535 ∣ generator_nllloss : 5313.166992 ∣ generator_ganloss : 956.181250 ∣  [  std_z : 0.97  real_sub_fake : 3553.52 ]
[  epoch 0005/0040] 0620/4800, lr:1.0e-04 ∣ avg_100 : 31984.602136 ∣ critic_nllloss : 26546.612500 ∣ critic_ganloss : -708.129492 ∣ generator_nllloss : 5319.448047 ∣ generator_ganloss : 957.123438 ∣  [  std_z : 0.97  real_sub_fake : 2347.28 ]
[  epoch 0005/0040] 0630/4800, lr:1.0e-04 ∣ avg_100 : 31983.321696 ∣ critic_nllloss : 26547.594531 ∣ critic_ganloss : -872.051752 ∣ generator_nllloss : 5298.253320 ∣ generator_ganloss : 912.456299 ∣  [  std_z : 0.97  real_sub_fake : 3093.36 ]
[  epoch 0005/0040] 0640/4800, lr:1.0e-04 ∣ avg_100 : 31988.453569 ∣ critic_nllloss : 26776.363672 ∣ critic_ganloss : -773.471918 ∣ generator_nllloss : 5390.379883 ∣ generator_ganloss : 877.602148 ∣  [  std_z : 0.98  real_sub_fake : 3444.71 ]
[  epoch 0005/0040] 0650/4800, lr:1.0e-04 ∣ avg_100 : 31980.994364 ∣ critic_nllloss : 26394.055273 ∣ critic_ganloss : -918.442023 ∣ generator_nllloss : 5230.576758 ∣ generator_ganloss : 885.723242 ∣  [  std_z : 0.97  real_sub_fake : 3301.76 ]
[  epoch 0005/0040] 0660/4800, lr:1.0e-04 ∣ avg_100 : 31975.849754 ∣ critic_nllloss : 26484.314063 ∣ critic_ganloss : -895.713275 ∣ generator_nllloss : 5357.458203 ∣ generator_ganloss : 881.498584 ∣  [  std_z : 0.97  real_sub_fake : 3368.85 ]
[  epoch 0005/0040] 0670/4800, lr:1.0e-04 ∣ avg_100 : 31972.754729 ∣ critic_nllloss : 26505.221680 ∣ critic_ganloss : -810.630121 ∣ generator_nllloss : 5249.070508 ∣ generator_ganloss : 803.730542 ∣  [  std_z : 0.98  real_sub_fake : 3192.18 ]
[  epoch 0005/0040] 0680/4800, lr:1.0e-04 ∣ avg_100 : 31967.332194 ∣ critic_nllloss : 26469.919336 ∣ critic_ganloss : -912.890967 ∣ generator_nllloss : 5301.999414 ∣ generator_ganloss : 746.193481 ∣  [  std_z : 0.98  real_sub_fake : 3736.99 ]
[  epoch 0005/0040] 0690/4800, lr:1.0e-04 ∣ avg_100 : 31967.734751 ∣ critic_nllloss : 26655.022656 ∣ critic_ganloss : -656.224222 ∣ generator_nllloss : 5309.171094 ∣ generator_ganloss : 795.291064 ∣  [  std_z : 0.98  real_sub_fake : 2452.21 ]
[  epoch 0005/0040] 0700/4800, lr:1.0e-04 ∣ avg_100 : 31964.261663 ∣ critic_nllloss : 26541.739453 ∣ critic_ganloss : -895.270215 ∣ generator_nllloss : 5310.925781 ∣ generator_ganloss : 757.805273 ∣  [  std_z : 0.98  real_sub_fake : 2957.78 ]
[  epoch 0005/0040] 0710/4800, lr:1.0e-04 ∣ avg_100 : 31963.104159 ∣ critic_nllloss : 26677.258594 ∣ critic_ganloss : -986.677844 ∣ generator_nllloss : 5413.841016 ∣ generator_ganloss : 888.611182 ∣  [  std_z : 0.99  real_sub_fake : 4381.52 ]
[  epoch 0005/0040] 0720/4800, lr:1.0e-04 ∣ avg_100 : 31965.471615 ∣ critic_nllloss : 26777.694727 ∣ critic_ganloss : -759.350458 ∣ generator_nllloss : 5390.342383 ∣ generator_ganloss : 899.578320 ∣  [  std_z : 0.99  real_sub_fake : 2589.11 ]
[  epoch 0005/0040] 0730/4800, lr:1.0e-04 ∣ avg_100 : 31963.973037 ∣ critic_nllloss : 26368.275000 ∣ critic_ganloss : -812.131720 ∣ generator_nllloss : 5307.093164 ∣ generator_ganloss : 945.398584 ∣  [  std_z : 0.97  real_sub_fake : 3176.01 ]
[  epoch 0005/0040] 0740/4800, lr:1.0e-04 ∣ avg_100 : 31964.123037 ∣ critic_nllloss : 26539.154883 ∣ critic_ganloss : -839.504596 ∣ generator_nllloss : 5270.691406 ∣ generator_ganloss : 930.969092 ∣  [  std_z : 0.96  real_sub_fake : 3116.48 ]
[  epoch 0005/0040] 0750/4800, lr:1.0e-04 ∣ avg_100 : 31962.584345 ∣ critic_nllloss : 26479.111523 ∣ critic_ganloss : -724.964923 ∣ generator_nllloss : 5209.784375 ∣ generator_ganloss : 949.993799 ∣  [  std_z : 0.97  real_sub_fake : 2869.12 ]
[  epoch 0005/0040] 0760/4800, lr:1.0e-04 ∣ avg_100 : 31958.642877 ∣ critic_nllloss : 26570.912305 ∣ critic_ganloss : -687.295490 ∣ generator_nllloss : 5260.142187 ∣ generator_ganloss : 901.677686 ∣  [  std_z : 0.98  real_sub_fake : 3174.22 ]
[  epoch 0005/0040] 0770/4800, lr:1.0e-04 ∣ avg_100 : 31955.576301 ∣ critic_nllloss : 26566.910547 ∣ critic_ganloss : -724.206470 ∣ generator_nllloss : 5238.941016 ∣ generator_ganloss : 847.004932 ∣  [  std_z : 0.99  real_sub_fake : 2380.65 ]
[  epoch 0005/0040] 0780/4800, lr:1.0e-04 ∣ avg_100 : 31953.410704 ∣ critic_nllloss : 26606.546289 ∣ critic_ganloss : -787.363037 ∣ generator_nllloss : 5256.882031 ∣ generator_ganloss : 817.259839 ∣  [  std_z : 1.00  real_sub_fake : 2956.08 ]
[  epoch 0005/0040] 0790/4800, lr:1.0e-04 ∣ avg_100 : 31952.606926 ∣ critic_nllloss : 26671.782031 ∣ critic_ganloss : -780.512415 ∣ generator_nllloss : 5458.488672 ∣ generator_ganloss : 773.301978 ∣  [  std_z : 1.00  real_sub_fake : 3066.40 ]
[  epoch 0005/0040] 0800/4800, lr:1.0e-04 ∣ avg_100 : 31950.635316 ∣ critic_nllloss : 26697.079688 ∣ critic_ganloss : -807.197357 ∣ generator_nllloss : 5355.304688 ∣ generator_ganloss : 885.714209 ∣  [  std_z : 0.98  real_sub_fake : 3143.96 ]
[  epoch 0005/0040] 0810/4800, lr:1.0e-04 ∣ avg_100 : 31947.783042 ∣ critic_nllloss : 26492.948047 ∣ critic_ganloss : -929.658240 ∣ generator_nllloss : 5245.051562 ∣ generator_ganloss : 974.474512 ∣  [  std_z : 0.96  real_sub_fake : 3409.74 ]
[  epoch 0005/0040] 0820/4800, lr:1.0e-04 ∣ avg_100 : 31946.887049 ∣ critic_nllloss : 26607.293750 ∣ critic_ganloss : -892.579138 ∣ generator_nllloss : 5357.104297 ∣ generator_ganloss : 1036.411719 ∣     [  std_z : 0.96  real_sub_fake : 3833.04 ]
[  epoch 0005/0040] 0830/4800, lr:1.0e-04 ∣ avg_100 : 31943.355539 ∣ critic_nllloss : 26558.958008 ∣ critic_ganloss : -555.591443 ∣ generator_nllloss : 5251.519141 ∣ generator_ganloss : 1032.559961 ∣     [  std_z : 0.97  real_sub_fake : 1955.34 ]
[  epoch 0005/0040] 0840/4800, lr:1.0e-04 ∣ avg_100 : 31939.859871 ∣ critic_nllloss : 26652.230273 ∣ critic_ganloss : -678.811737 ∣ generator_nllloss : 5402.270703 ∣ generator_ganloss : 1013.445312 ∣     [  std_z : 0.99  real_sub_fake : 2506.51 ]
[  epoch 0005/0040] 0850/4800, lr:1.0e-04 ∣ avg_100 : 31937.829172 ∣ critic_nllloss : 26404.770703 ∣ critic_ganloss : -626.965552 ∣ generator_nllloss : 5266.985742 ∣ generator_ganloss : 885.438965 ∣  [  std_z : 0.99  real_sub_fake : 2728.74 ]
[  epoch 0005/0040] 0860/4800, lr:1.0e-04 ∣ avg_100 : 31942.628109 ∣ critic_nllloss : 26739.739648 ∣ critic_ganloss : -686.350836 ∣ generator_nllloss : 5319.474219 ∣ generator_ganloss : 841.768896 ∣  [  std_z : 1.01  real_sub_fake : 2232.18 ]
[  epoch 0005/0040] 0870/4800, lr:1.0e-04 ∣ avg_100 : 31938.854855 ∣ critic_nllloss : 26524.657031 ∣ critic_ganloss : -1040.577576 ∣ generator_nllloss : 5325.849609 ∣ generator_ganloss : 826.793237 ∣     [  std_z : 0.99  real_sub_fake : 3659.17 ]
[  epoch 0005/0040] 0880/4800, lr:1.0e-04 ∣ avg_100 : 31936.966949 ∣ critic_nllloss : 26817.748633 ∣ critic_ganloss : -1078.952051 ∣ generator_nllloss : 5315.753125 ∣ generator_ganloss : 890.963672 ∣     [  std_z : 0.98  real_sub_fake : 4642.17 ]
[  epoch 0005/0040] 0890/4800, lr:1.0e-04 ∣ avg_100 : 31930.879737 ∣ critic_nllloss : 26338.988867 ∣ critic_ganloss : -743.349054 ∣ generator_nllloss : 5217.300977 ∣ generator_ganloss : 920.610986 ∣  [  std_z : 0.96  real_sub_fake : 2861.06 ]
[  epoch 0005/0040] 0900/4800, lr:1.0e-04 ∣ avg_100 : 31932.026708 ∣ critic_nllloss : 26541.710742 ∣ critic_ganloss : -853.908618 ∣ generator_nllloss : 5365.668945 ∣ generator_ganloss : 868.313184 ∣  [  std_z : 0.96  real_sub_fake : 3040.00 ]
[  epoch 0005/0040] 0910/4800, lr:1.0e-04 ∣ avg_100 : 31935.053077 ∣ critic_nllloss : 26762.616992 ∣ critic_ganloss : -854.855963 ∣ generator_nllloss : 5398.705078 ∣ generator_ganloss : 884.128516 ∣  [  std_z : 0.97  real_sub_fake : 4222.80 ]
[  epoch 0005/0040] 0920/4800, lr:1.0e-04 ∣ avg_100 : 31940.223276 ∣ critic_nllloss : 26658.170508 ∣ critic_ganloss : -709.294720 ∣ generator_nllloss : 5389.058984 ∣ generator_ganloss : 952.133691 ∣  [  std_z : 0.98  real_sub_fake : 2046.51 ]
[  epoch 0005/0040] 0930/4800, lr:1.0e-04 ∣ avg_100 : 31941.810650 ∣ critic_nllloss : 26468.292969 ∣ critic_ganloss : -781.237811 ∣ generator_nllloss : 5372.274609 ∣ generator_ganloss : 838.263525 ∣  [  std_z : 0.98  real_sub_fake : 2917.53 ]
[  epoch 0005/0040] 0940/4800, lr:1.0e-04 ∣ avg_100 : 31937.888455 ∣ critic_nllloss : 26411.553711 ∣ critic_ganloss : -920.483282 ∣ generator_nllloss : 5238.672266 ∣ generator_ganloss : 807.649731 ∣  [  std_z : 0.99  real_sub_fake : 3253.47 ]
[  epoch 0005/0040] 0950/4800, lr:1.0e-04 ∣ avg_100 : 31933.671719 ∣ critic_nllloss : 26262.246484 ∣ critic_ganloss : -834.897797 ∣ generator_nllloss : 5276.147852 ∣ generator_ganloss : 807.861133 ∣  [  std_z : 0.97  real_sub_fake : 3503.58 ]
[  epoch 0005/0040] 0960/4800, lr:1.0e-04 ∣ avg_100 : 31927.781081 ∣ critic_nllloss : 26486.715430 ∣ critic_ganloss : -1061.759723 ∣ generator_nllloss : 5386.485156 ∣ generator_ganloss : 835.799951 ∣     [  std_z : 0.97  real_sub_fake : 3791.91 ]
[  epoch 0005/0040] 0970/4800, lr:1.0e-04 ∣ avg_100 : 31925.646585 ∣ critic_nllloss : 26568.672266 ∣ critic_ganloss : -863.895892 ∣ generator_nllloss : 5306.669531 ∣ generator_ganloss : 886.131787 ∣  [  std_z : 0.96  real_sub_fake : 3896.91 ]
[  epoch 0005/0040] 0980/4800, lr:1.0e-04 ∣ avg_100 : 31924.490149 ∣ critic_nllloss : 26726.552539 ∣ critic_ganloss : -788.484698 ∣ generator_nllloss : 5344.920508 ∣ generator_ganloss : 860.838672 ∣  [  std_z : 0.98  real_sub_fake : 2769.50 ]
[  epoch 0005/0040] 0990/4800, lr:1.0e-04 ∣ avg_100 : 31922.624330 ∣ critic_nllloss : 26495.932422 ∣ critic_ganloss : -768.889764 ∣ generator_nllloss : 5352.208984 ∣ generator_ganloss : 607.419604 ∣  [  std_z : 0.97  real_sub_fake : 3146.41 ]
[  epoch 0005/0040] 1000/4800, lr:1.0e-04 ∣ avg_100 : 31916.289724 ∣ critic_nllloss : 26613.750391 ∣ critic_ganloss : -942.644586 ∣ generator_nllloss : 5302.803711 ∣ generator_ganloss : 573.348828 ∣  [  std_z : 0.98  real_sub_fake : 3401.04 ]
[  epoch 0005/0040] 1010/4800, lr:1.0e-04 ∣ avg_100 : 31906.630552 ∣ critic_nllloss : 26475.841211 ∣ critic_ganloss : -1094.670276 ∣ generator_nllloss : 5294.147070 ∣ generator_ganloss : 725.585254 ∣     [  std_z : 0.98  real_sub_fake : 4001.76 ]
[  epoch 0005/0040] 1020/4800, lr:1.0e-04 ∣ avg_100 : 31901.437460 ∣ critic_nllloss : 26533.570117 ∣ critic_ganloss : -1069.683881 ∣ generator_nllloss : 5322.563086 ∣ generator_ganloss : 898.731006 ∣     [  std_z : 0.99  real_sub_fake : 4422.10 ]
[  epoch 0005/0040] 1030/4800, lr:1.0e-04 ∣ avg_100 : 31898.006330 ∣ critic_nllloss : 26357.275781 ∣ critic_ganloss : -935.347693 ∣ generator_nllloss : 5292.125781 ∣ generator_ganloss : 974.073682 ∣  [  std_z : 0.98  real_sub_fake : 3451.45 ]
[  epoch 0005/0040] 1040/4800, lr:1.0e-04 ∣ avg_100 : 31897.568721 ∣ critic_nllloss : 26631.482227 ∣ critic_ganloss : -927.012903 ∣ generator_nllloss : 5321.665625 ∣ generator_ganloss : 904.249902 ∣  [  std_z : 0.99  real_sub_fake : 4005.61 ]
[  epoch 0005/0040] 1050/4800, lr:1.0e-04 ∣ avg_100 : 31895.022366 ∣ critic_nllloss : 26378.874609 ∣ critic_ganloss : -808.890344 ∣ generator_nllloss : 5240.874414 ∣ generator_ganloss : 867.432812 ∣  [  std_z : 0.98  real_sub_fake : 3117.67 ]
[  epoch 0005/0040] 1060/4800, lr:1.0e-04 ∣ avg_100 : 31895.702741 ∣ critic_nllloss : 26391.123828 ∣ critic_ganloss : -824.707166 ∣ generator_nllloss : 5314.998633 ∣ generator_ganloss : 817.304736 ∣  [  std_z : 0.97  real_sub_fake : 2810.48 ]
[  epoch 0005/0040] 1070/4800, lr:1.0e-04 ∣ avg_100 : 31895.826122 ∣ critic_nllloss : 26627.472461 ∣ critic_ganloss : -877.061761 ∣ generator_nllloss : 5274.995898 ∣ generator_ganloss : 839.731885 ∣  [  std_z : 0.98  real_sub_fake : 3312.75 ]
[  epoch 0005/0040] 1080/4800, lr:1.0e-04 ∣ avg_100 : 31893.374975 ∣ critic_nllloss : 26499.258594 ∣ critic_ganloss : -964.671313 ∣ generator_nllloss : 5371.062891 ∣ generator_ganloss : 907.220996 ∣  [  std_z : 0.98  real_sub_fake : 3949.67 ]
[  epoch 0005/0040] 1090/4800, lr:1.0e-04 ∣ avg_100 : 31897.190226 ∣ critic_nllloss : 26584.282617 ∣ critic_ganloss : -704.270728 ∣ generator_nllloss : 5345.576953 ∣ generator_ganloss : 963.637598 ∣  [  std_z : 0.96  real_sub_fake : 2750.09 ]
[  epoch 0005/0040] 1100/4800, lr:1.0e-04 ∣ avg_100 : 31899.008247 ∣ critic_nllloss : 26602.939063 ∣ critic_ganloss : -832.422455 ∣ generator_nllloss : 5280.827344 ∣ generator_ganloss : 906.731250 ∣  [  std_z : 0.95  real_sub_fake : 2836.50 ]
[  epoch 0005/0040] 1110/4800, lr:1.0e-04 ∣ avg_100 : 31899.809768 ∣ critic_nllloss : 26332.497656 ∣ critic_ganloss : -732.003107 ∣ generator_nllloss : 5198.403125 ∣ generator_ganloss : 919.677148 ∣  [  std_z : 0.95  real_sub_fake : 3120.27 ]
[  epoch 0005/0040] 1120/4800, lr:1.0e-04 ∣ avg_100 : 31901.346834 ∣ critic_nllloss : 26626.048242 ∣ critic_ganloss : -764.797321 ∣ generator_nllloss : 5350.907422 ∣ generator_ganloss : 879.405176 ∣  [  std_z : 0.97  real_sub_fake : 2822.10 ]
[  epoch 0005/0040] 1130/4800, lr:1.0e-04 ∣ avg_100 : 31906.372456 ∣ critic_nllloss : 26590.913086 ∣ critic_ganloss : -955.527429 ∣ generator_nllloss : 5355.763281 ∣ generator_ganloss : 882.031982 ∣  [  std_z : 0.99  real_sub_fake : 3240.45 ]
[  epoch 0005/0040] 1140/4800, lr:1.0e-04 ∣ avg_100 : 31910.134552 ∣ critic_nllloss : 26627.163281 ∣ critic_ganloss : -835.219257 ∣ generator_nllloss : 5322.141992 ∣ generator_ganloss : 844.402197 ∣  [  std_z : 1.00  real_sub_fake : 4129.48 ]
[  epoch 0005/0040] 1150/4800, lr:1.0e-04 ∣ avg_100 : 31913.443444 ∣ critic_nllloss : 26443.222266 ∣ critic_ganloss : -471.936609 ∣ generator_nllloss : 5323.816211 ∣ generator_ganloss : 861.562207 ∣  [  std_z : 1.00  real_sub_fake : 1509.63 ]
[  epoch 0005/0040] 1160/4800, lr:1.0e-04 ∣ avg_100 : 31915.553396 ∣ critic_nllloss : 26499.358984 ∣ critic_ganloss : -538.106439 ∣ generator_nllloss : 5277.226953 ∣ generator_ganloss : 759.048657 ∣  [  std_z : 0.97  real_sub_fake : 1735.15 ]
[  epoch 0005/0040] 1170/4800, lr:1.0e-04 ∣ avg_100 : 31917.972766 ∣ critic_nllloss : 26620.875977 ∣ critic_ganloss : -842.166589 ∣ generator_nllloss : 5310.379492 ∣ generator_ganloss : 779.708081 ∣  [  std_z : 0.97  real_sub_fake : 3134.62 ]
[  epoch 0005/0040] 1180/4800, lr:1.0e-04 ∣ avg_100 : 31915.409359 ∣ critic_nllloss : 26435.087695 ∣ critic_ganloss : -819.418091 ∣ generator_nllloss : 5270.448438 ∣ generator_ganloss : 764.556934 ∣  [  std_z : 0.98  real_sub_fake : 3287.76 ]
[  epoch 0005/0040] 1190/4800, lr:1.0e-04 ∣ avg_100 : 31915.766869 ∣ critic_nllloss : 26423.250195 ∣ critic_ganloss : -747.485638 ∣ generator_nllloss : 5326.679688 ∣ generator_ganloss : 875.967969 ∣  [  std_z : 0.98  real_sub_fake : 2848.14 ]
[  epoch 0005/0040] 1200/4800, lr:1.0e-04 ∣ avg_100 : 31917.819976 ∣ critic_nllloss : 26480.795703 ∣ critic_ganloss : -836.170245 ∣ generator_nllloss : 5295.260352 ∣ generator_ganloss : 840.974585 ∣  [  std_z : 0.98  real_sub_fake : 3043.78 ]
[  epoch 0005/0040] 1210/4800, lr:1.0e-04 ∣ avg_100 : 31912.711285 ∣ critic_nllloss : 26554.158594 ∣ critic_ganloss : -1190.089709 ∣ generator_nllloss : 5290.607227 ∣ generator_ganloss : 942.933398 ∣     [  std_z : 0.97  real_sub_fake : 4174.08 ]
[  epoch 0005/0040] 1220/4800, lr:1.0e-04 ∣ avg_100 : 31908.798234 ∣ critic_nllloss : 26494.803711 ∣ critic_ganloss : -708.426489 ∣ generator_nllloss : 5314.395898 ∣ generator_ganloss : 902.685547 ∣  [  std_z : 0.98  real_sub_fake : 3466.26 ]
[  epoch 0005/0040] 1230/4800, lr:1.0e-04 ∣ avg_100 : 31903.235385 ∣ critic_nllloss : 26453.818750 ∣ critic_ganloss : -901.277405 ∣ generator_nllloss : 5233.300195 ∣ generator_ganloss : 826.668628 ∣  [  std_z : 0.96  real_sub_fake : 3004.50 ]
[  epoch 0005/0040] 1240/4800, lr:1.0e-04 ∣ avg_100 : 31905.484784 ∣ critic_nllloss : 26556.549805 ∣ critic_ganloss : -825.637634 ∣ generator_nllloss : 5304.609961 ∣ generator_ganloss : 803.247437 ∣  [  std_z : 0.97  real_sub_fake : 3666.24 ]
[  epoch 0005/0040] 1250/4800, lr:1.0e-04 ∣ avg_100 : 31908.965325 ∣ critic_nllloss : 26648.048242 ∣ critic_ganloss : -785.583746 ∣ generator_nllloss : 5335.771680 ∣ generator_ganloss : 906.245068 ∣  [  std_z : 0.98  real_sub_fake : 3001.36 ]
[  epoch 0005/0040] 1260/4800, lr:1.0e-04 ∣ avg_100 : 31909.239277 ∣ critic_nllloss : 26698.355469 ∣ critic_ganloss : -854.410059 ∣ generator_nllloss : 5316.885156 ∣ generator_ganloss : 972.800488 ∣  [  std_z : 0.98  real_sub_fake : 3078.06 ]
[  epoch 0005/0040] 1270/4800, lr:1.0e-04 ∣ avg_100 : 31908.211119 ∣ critic_nllloss : 26555.902734 ∣ critic_ganloss : -811.308746 ∣ generator_nllloss : 5363.625977 ∣ generator_ganloss : 961.409619 ∣  [  std_z : 0.99  real_sub_fake : 3338.93 ]
[  epoch 0005/0040] 1280/4800, lr:1.0e-04 ∣ avg_100 : 31908.454149 ∣ critic_nllloss : 26406.555273 ∣ critic_ganloss : -720.950891 ∣ generator_nllloss : 5276.832422 ∣ generator_ganloss : 828.910596 ∣  [  std_z : 0.98  real_sub_fake : 2912.06 ]
[  epoch 0005/0040] 1290/4800, lr:1.0e-04 ∣ avg_100 : 31902.739254 ∣ critic_nllloss : 26336.567188 ∣ critic_ganloss : -826.982172 ∣ generator_nllloss : 5246.300977 ∣ generator_ganloss : 836.817822 ∣  [  std_z : 0.97  real_sub_fake : 2740.33 ]
[  epoch 0005/0040] 1300/4800, lr:1.0e-04 ∣ avg_100 : 31905.271269 ∣ critic_nllloss : 26606.270508 ∣ critic_ganloss : -799.470605 ∣ generator_nllloss : 5306.558789 ∣ generator_ganloss : 869.443848 ∣  [  std_z : 0.98  real_sub_fake : 3640.27 ]
[  epoch 0005/0040] 1310/4800, lr:1.0e-04 ∣ avg_100 : 31906.339212 ∣ critic_nllloss : 26589.952148 ∣ critic_ganloss : -675.946497 ∣ generator_nllloss : 5239.326563 ∣ generator_ganloss : 838.031055 ∣  [  std_z : 0.98  real_sub_fake : 2258.35 ]
[  epoch 0005/0040] 1320/4800, lr:1.0e-04 ∣ avg_100 : 31905.665992 ∣ critic_nllloss : 26553.503320 ∣ critic_ganloss : -859.059955 ∣ generator_nllloss : 5322.539844 ∣ generator_ganloss : 874.008691 ∣  [  std_z : 0.99  real_sub_fake : 2955.39 ]
[  epoch 0005/0040] 1330/4800, lr:1.0e-04 ∣ avg_100 : 31906.180236 ∣ critic_nllloss : 26451.544336 ∣ critic_ganloss : -946.649084 ∣ generator_nllloss : 5268.196289 ∣ generator_ganloss : 786.048242 ∣  [  std_z : 0.99  real_sub_fake : 3845.05 ]
[  epoch 0005/0040] 1340/4800, lr:1.0e-04 ∣ avg_100 : 31907.596522 ∣ critic_nllloss : 26566.646094 ∣ critic_ganloss : -811.752643 ∣ generator_nllloss : 5268.351562 ∣ generator_ganloss : 842.190625 ∣  [  std_z : 0.99  real_sub_fake : 3335.76 ]
[  epoch 0005/0040] 1350/4800, lr:1.0e-04 ∣ avg_100 : 31913.528940 ∣ critic_nllloss : 26731.400391 ∣ critic_ganloss : -794.926385 ∣ generator_nllloss : 5321.263477 ∣ generator_ganloss : 928.066797 ∣  [  std_z : 0.98  real_sub_fake : 2771.88 ]
[  epoch 0005/0040] 1360/4800, lr:1.0e-04 ∣ avg_100 : 31913.196845 ∣ critic_nllloss : 26599.777930 ∣ critic_ganloss : -597.312415 ∣ generator_nllloss : 5281.308594 ∣ generator_ganloss : 852.847461 ∣  [  std_z : 0.98  real_sub_fake : 2949.47 ]
[  epoch 0005/0040] 1370/4800, lr:1.0e-04 ∣ avg_100 : 31911.713740 ∣ critic_nllloss : 26346.699414 ∣ critic_ganloss : -820.216656 ∣ generator_nllloss : 5402.991406 ∣ generator_ganloss : 826.977295 ∣  [  std_z : 0.96  real_sub_fake : 2502.54 ]
[  epoch 0005/0040] 1380/4800, lr:1.0e-04 ∣ avg_100 : 31907.892715 ∣ critic_nllloss : 26598.455859 ∣ critic_ganloss : -918.380109 ∣ generator_nllloss : 5317.100977 ∣ generator_ganloss : 783.278638 ∣  [  std_z : 0.97  real_sub_fake : 3641.98 ]
[  epoch 0005/0040] 1390/4800, lr:1.0e-04 ∣ avg_100 : 31905.516515 ∣ critic_nllloss : 26326.880664 ∣ critic_ganloss : -850.438727 ∣ generator_nllloss : 5271.224219 ∣ generator_ganloss : 905.618018 ∣  [  std_z : 0.96  real_sub_fake : 3521.10 ]
[  epoch 0005/0040] 1400/4800, lr:1.0e-04 ∣ avg_100 : 31900.478506 ∣ critic_nllloss : 26415.467187 ∣ critic_ganloss : -967.353076 ∣ generator_nllloss : 5182.613672 ∣ generator_ganloss : 906.256250 ∣  [  std_z : 0.97  real_sub_fake : 3245.96 ]
[  epoch 0005/0040] 1410/4800, lr:1.0e-04 ∣ avg_100 : 31901.938488 ∣ critic_nllloss : 26398.244336 ∣ critic_ganloss : -717.094153 ∣ generator_nllloss : 5332.379297 ∣ generator_ganloss : 1023.762012 ∣     [  std_z : 0.98  real_sub_fake : 3571.92 ]
[  epoch 0005/0040] 1420/4800, lr:1.0e-04 ∣ avg_100 : 31901.600750 ∣ critic_nllloss : 26394.696094 ∣ critic_ganloss : -802.163660 ∣ generator_nllloss : 5248.433008 ∣ generator_ganloss : 910.993262 ∣  [  std_z : 0.98  real_sub_fake : 2631.09 ]
[  epoch 0005/0040] 1430/4800, lr:1.0e-04 ∣ avg_100 : 31899.720348 ∣ critic_nllloss : 26404.170898 ∣ critic_ganloss : -750.080054 ∣ generator_nllloss : 5283.661133 ∣ generator_ganloss : 867.544629 ∣  [  std_z : 0.98  real_sub_fake : 2935.84 ]
[  epoch 0005/0040] 1440/4800, lr:1.0e-04 ∣ avg_100 : 31900.124423 ∣ critic_nllloss : 26781.708398 ∣ critic_ganloss : -935.676508 ∣ generator_nllloss : 5342.713477 ∣ generator_ganloss : 850.293115 ∣  [  std_z : 0.98  real_sub_fake : 3181.46 ]
[  epoch 0005/0040] 1450/4800, lr:1.0e-04 ∣ avg_100 : 31901.471698 ∣ critic_nllloss : 26502.810352 ∣ critic_ganloss : -748.726520 ∣ generator_nllloss : 5357.365039 ∣ generator_ganloss : 921.635937 ∣  [  std_z : 0.98  real_sub_fake : 3228.84 ]
[  epoch 0005/0040] 1460/4800, lr:1.0e-04 ∣ avg_100 : 31903.204930 ∣ critic_nllloss : 26605.470313 ∣ critic_ganloss : -908.656104 ∣ generator_nllloss : 5303.416406 ∣ generator_ganloss : 919.907812 ∣  [  std_z : 0.98  real_sub_fake : 3210.52 ]
[  epoch 0005/0040] 1470/4800, lr:1.0e-04 ∣ avg_100 : 31907.794670 ∣ critic_nllloss : 26528.523828 ∣ critic_ganloss : -758.347107 ∣ generator_nllloss : 5303.707812 ∣ generator_ganloss : 945.385986 ∣  [  std_z : 0.98  real_sub_fake : 3268.24 ]
[  epoch 0005/0040] 1480/4800, lr:1.0e-04 ∣ avg_100 : 31908.968554 ∣ critic_nllloss : 26674.424805 ∣ critic_ganloss : -720.345404 ∣ generator_nllloss : 5242.836914 ∣ generator_ganloss : 889.354980 ∣  [  std_z : 0.98  real_sub_fake : 2541.74 ]
[  epoch 0005/0040] 1490/4800, lr:1.0e-04 ∣ avg_100 : 31910.982478 ∣ critic_nllloss : 26663.386719 ∣ critic_ganloss : -868.985754 ∣ generator_nllloss : 5406.217969 ∣ generator_ganloss : 922.733838 ∣  [  std_z : 0.97  real_sub_fake : 3239.14 ]
[  epoch 0005/0040] 1500/4800, lr:1.0e-04 ∣ avg_100 : 31910.200395 ∣ critic_nllloss : 26437.229883 ∣ critic_ganloss : -790.289392 ∣ generator_nllloss : 5260.400977 ∣ generator_ganloss : 883.585547 ∣  [  std_z : 0.98  real_sub_fake : 3349.54 ]
[  epoch 0005/0040] 1510/4800, lr:1.0e-04 ∣ avg_100 : 31910.715554 ∣ critic_nllloss : 26597.022070 ∣ critic_ganloss : -891.640894 ∣ generator_nllloss : 5307.641797 ∣ generator_ganloss : 939.155518 ∣  [  std_z : 0.99  real_sub_fake : 3263.51 ]
[  epoch 0005/0040] 1520/4800, lr:1.0e-04 ∣ avg_100 : 31905.065468 ∣ critic_nllloss : 26223.996484 ∣ critic_ganloss : -870.172345 ∣ generator_nllloss : 5177.951367 ∣ generator_ganloss : 938.423779 ∣  [  std_z : 0.98  real_sub_fake : 3808.29 ]
[  epoch 0005/0040] 1530/4800, lr:1.0e-04 ∣ avg_100 : 31909.271076 ∣ critic_nllloss : 26589.203906 ∣ critic_ganloss : -658.965912 ∣ generator_nllloss : 5360.623242 ∣ generator_ganloss : 1064.830322 ∣     [  std_z : 0.98  real_sub_fake : 2250.11 ]
[  epoch 0005/0040] 1540/4800, lr:1.0e-04 ∣ avg_100 : 31910.929196 ∣ critic_nllloss : 26444.598828 ∣ critic_ganloss : -832.835162 ∣ generator_nllloss : 5345.258008 ∣ generator_ganloss : 915.221924 ∣  [  std_z : 0.97  real_sub_fake : 2902.94 ]
[  epoch 0005/0040] 1550/4800, lr:1.0e-04 ∣ avg_100 : 31904.891145 ∣ critic_nllloss : 26278.351172 ∣ critic_ganloss : -668.383923 ∣ generator_nllloss : 5248.152734 ∣ generator_ganloss : 931.991260 ∣  [  std_z : 0.96  real_sub_fake : 3317.66 ]
[  epoch 0005/0040] 1560/4800, lr:1.0e-04 ∣ avg_100 : 31902.438701 ∣ critic_nllloss : 26397.045117 ∣ critic_ganloss : -769.767719 ∣ generator_nllloss : 5279.367383 ∣ generator_ganloss : 938.403809 ∣  [  std_z : 0.96  real_sub_fake : 2230.61 ]
[  epoch 0005/0040] 1570/4800, lr:1.0e-04 ∣ avg_100 : 31900.035656 ∣ critic_nllloss : 26460.917187 ∣ critic_ganloss : -873.048694 ∣ generator_nllloss : 5227.696680 ∣ generator_ganloss : 924.104346 ∣  [  std_z : 0.98  real_sub_fake : 3679.72 ]
[  epoch 0005/0040] 1580/4800, lr:1.0e-04 ∣ avg_100 : 31894.806577 ∣ critic_nllloss : 26443.692578 ∣ critic_ganloss : -1103.586877 ∣ generator_nllloss : 5321.928320 ∣ generator_ganloss : 896.338916 ∣     [  std_z : 0.99  real_sub_fake : 3757.19 ]
[  epoch 0005/0040] 1590/4800, lr:1.0e-04 ∣ avg_100 : 31893.838861 ∣ critic_nllloss : 26402.159961 ∣ critic_ganloss : -685.401642 ∣ generator_nllloss : 5229.081641 ∣ generator_ganloss : 1033.242236 ∣     [  std_z : 0.99  real_sub_fake : 3516.08 ]
[  epoch 0005/0040] 1600/4800, lr:1.0e-04 ∣ avg_100 : 31891.269931 ∣ critic_nllloss : 26250.103516 ∣ critic_ganloss : -721.732343 ∣ generator_nllloss : 5312.492383 ∣ generator_ganloss : 968.442383 ∣  [  std_z : 0.97  real_sub_fake : 2303.87 ]
[  epoch 0005/0040] 1610/4800, lr:1.0e-04 ∣ avg_100 : 31888.485323 ∣ critic_nllloss : 26336.194922 ∣ critic_ganloss : -890.006000 ∣ generator_nllloss : 5295.155469 ∣ generator_ganloss : 954.606445 ∣  [  std_z : 0.97  real_sub_fake : 3340.62 ]
[  epoch 0005/0040] 1620/4800, lr:1.0e-04 ∣ avg_100 : 31886.716486 ∣ critic_nllloss : 26595.519531 ∣ critic_ganloss : -928.746686 ∣ generator_nllloss : 5312.828906 ∣ generator_ganloss : 958.569043 ∣  [  std_z : 0.96  real_sub_fake : 3659.18 ]
[  epoch 0005/0040] 1630/4800, lr:1.0e-04 ∣ avg_100 : 31888.758286 ∣ critic_nllloss : 26493.277930 ∣ critic_ganloss : -812.287311 ∣ generator_nllloss : 5353.671875 ∣ generator_ganloss : 1055.769922 ∣     [  std_z : 0.96  real_sub_fake : 3068.67 ]
[  epoch 0005/0040] 1640/4800, lr:1.0e-04 ∣ avg_100 : 31884.049042 ∣ critic_nllloss : 26713.538281 ∣ critic_ganloss : -1185.598718 ∣ generator_nllloss : 5199.339844 ∣ generator_ganloss : 1072.669922 ∣    [  std_z : 0.98  real_sub_fake : 3806.56 ]
[  epoch 0005/0040] 1650/4800, lr:1.0e-04 ∣ avg_100 : 31891.055312 ∣ critic_nllloss : 26389.178906 ∣ critic_ganloss : -553.131110 ∣ generator_nllloss : 5270.482813 ∣ generator_ganloss : 1186.009717 ∣     [  std_z : 0.99  real_sub_fake : 3649.08 ]
[  epoch 0005/0040] 1660/4800, lr:1.0e-04 ∣ avg_100 : 31895.472150 ∣ critic_nllloss : 26294.344727 ∣ critic_ganloss : -505.189651 ∣ generator_nllloss : 5258.623242 ∣ generator_ganloss : 1221.462988 ∣     [  std_z : 0.99  real_sub_fake : 1408.78 ]
[  epoch 0005/0040] 1670/4800, lr:1.0e-04 ∣ avg_100 : 31900.185922 ∣ critic_nllloss : 26520.223633 ∣ critic_ganloss : -663.091693 ∣ generator_nllloss : 5290.115820 ∣ generator_ganloss : 1071.522119 ∣     [  std_z : 0.99  real_sub_fake : 2424.68 ]
[  epoch 0005/0040] 1680/4800, lr:1.0e-04 ∣ avg_100 : 31904.751212 ∣ critic_nllloss : 26531.093945 ∣ critic_ganloss : -756.993335 ∣ generator_nllloss : 5247.186523 ∣ generator_ganloss : 1040.463086 ∣     [  std_z : 0.98  real_sub_fake : 3274.65 ]
[  epoch 0005/0040] 1690/4800, lr:1.0e-04 ∣ avg_100 : 31900.323194 ∣ critic_nllloss : 26412.317773 ∣ critic_ganloss : -918.748840 ∣ generator_nllloss : 5183.902148 ∣ generator_ganloss : 982.987744 ∣  [  std_z : 0.98  real_sub_fake : 3076.68 ]
[  epoch 0005/0040] 1700/4800, lr:1.0e-04 ∣ avg_100 : 31902.336469 ∣ critic_nllloss : 26540.200000 ∣ critic_ganloss : -922.107074 ∣ generator_nllloss : 5332.065625 ∣ generator_ganloss : 966.369189 ∣  [  std_z : 0.99  real_sub_fake : 3653.07 ]
[  epoch 0005/0040] 1710/4800, lr:1.0e-04 ∣ avg_100 : 31900.617714 ∣ critic_nllloss : 26410.576367 ∣ critic_ganloss : -800.120068 ∣ generator_nllloss : 5226.661133 ∣ generator_ganloss : 984.040039 ∣  [  std_z : 0.99  real_sub_fake : 3200.07 ]
[  epoch 0005/0040] 1720/4800, lr:1.0e-04 ∣ avg_100 : 31901.179692 ∣ critic_nllloss : 26652.934180 ∣ critic_ganloss : -674.240314 ∣ generator_nllloss : 5406.800391 ∣ generator_ganloss : 978.968506 ∣  [  std_z : 0.99  real_sub_fake : 2723.31 ]
[  epoch 0005/0040] 1730/4800, lr:1.0e-04 ∣ avg_100 : 31904.139042 ∣ critic_nllloss : 26634.329883 ∣ critic_ganloss : -842.344012 ∣ generator_nllloss : 5386.664062 ∣ generator_ganloss : 925.920117 ∣  [  std_z : 0.98  real_sub_fake : 2992.24 ]
[  epoch 0005/0040] 1740/4800, lr:1.0e-04 ∣ avg_100 : 31907.363814 ∣ critic_nllloss : 26658.406836 ∣ critic_ganloss : -756.247791 ∣ generator_nllloss : 5302.017773 ∣ generator_ganloss : 1019.611133 ∣     [  std_z : 0.97  real_sub_fake : 3207.31 ]
[  epoch 0005/0040] 1750/4800, lr:1.0e-04 ∣ avg_100 : 31907.037184 ∣ critic_nllloss : 26525.302539 ∣ critic_ganloss : -934.889667 ∣ generator_nllloss : 5316.371680 ∣ generator_ganloss : 974.477246 ∣  [  std_z : 0.99  real_sub_fake : 2962.33 ]
[  epoch 0005/0040] 1760/4800, lr:1.0e-04 ∣ avg_100 : 31906.704861 ∣ critic_nllloss : 26370.538867 ∣ critic_ganloss : -689.898145 ∣ generator_nllloss : 5285.347852 ∣ generator_ganloss : 1046.215820 ∣     [  std_z : 0.99  real_sub_fake : 3608.87 ]
[  epoch 0005/0040] 1770/4800, lr:1.0e-04 ∣ avg_100 : 31906.153027 ∣ critic_nllloss : 26336.252930 ∣ critic_ganloss : -748.758142 ∣ generator_nllloss : 5271.754492 ∣ generator_ganloss : 1014.217383 ∣     [  std_z : 0.98  real_sub_fake : 2289.57 ]
[  epoch 0005/0040] 1780/4800, lr:1.0e-04 ∣ avg_100 : 31906.627618 ∣ critic_nllloss : 26513.575586 ∣ critic_ganloss : -810.163190 ∣ generator_nllloss : 5298.893750 ∣ generator_ganloss : 938.478027 ∣  [  std_z : 0.97  real_sub_fake : 3293.32 ]
[  epoch 0005/0040] 1790/4800, lr:1.0e-04 ∣ avg_100 : 31903.679766 ∣ critic_nllloss : 26440.885742 ∣ critic_ganloss : -820.099963 ∣ generator_nllloss : 5197.384180 ∣ generator_ganloss : 1010.105078 ∣     [  std_z : 0.96  real_sub_fake : 2932.13 ]
[  epoch 0005/0040] 1800/4800, lr:1.0e-04 ∣ avg_100 : 31899.081156 ∣ critic_nllloss : 26384.527734 ∣ critic_ganloss : -905.767993 ∣ generator_nllloss : 5264.714453 ∣ generator_ganloss : 927.566113 ∣  [  std_z : 0.99  real_sub_fake : 3522.97 ]
[  epoch 0005/0040] 1810/4800, lr:1.0e-04 ∣ avg_100 : 31896.181874 ∣ critic_nllloss : 26294.970313 ∣ critic_ganloss : -805.776648 ∣ generator_nllloss : 5187.522266 ∣ generator_ganloss : 816.171680 ∣  [  std_z : 0.99  real_sub_fake : 3308.46 ]
[  epoch 0005/0040] 1820/4800, lr:1.0e-04 ∣ avg_100 : 31895.721728 ∣ critic_nllloss : 26707.491406 ∣ critic_ganloss : -854.388531 ∣ generator_nllloss : 5362.408203 ∣ generator_ganloss : 846.704980 ∣  [  std_z : 1.00  real_sub_fake : 2945.01 ]
[  epoch 0005/0040] 1830/4800, lr:1.0e-04 ∣ avg_100 : 31890.485639 ∣ critic_nllloss : 26563.672852 ∣ critic_ganloss : -950.842151 ∣ generator_nllloss : 5242.077148 ∣ generator_ganloss : 908.928955 ∣  [  std_z : 0.98  real_sub_fake : 3924.88 ]
[  epoch 0005/0040] 1840/4800, lr:1.0e-04 ∣ avg_100 : 31889.356617 ∣ critic_nllloss : 26697.062891 ∣ critic_ganloss : -685.413330 ∣ generator_nllloss : 5250.150391 ∣ generator_ganloss : 1014.432324 ∣     [  std_z : 0.98  real_sub_fake : 2646.65 ]
[  epoch 0005/0040] 1850/4800, lr:1.0e-04 ∣ avg_100 : 31889.412340 ∣ critic_nllloss : 26308.545312 ∣ critic_ganloss : -724.883221 ∣ generator_nllloss : 5303.729492 ∣ generator_ganloss : 1048.410645 ∣     [  std_z : 0.96  real_sub_fake : 2292.17 ]
[  epoch 0005/0040] 1860/4800, lr:1.0e-04 ∣ avg_100 : 31883.431410 ∣ critic_nllloss : 26315.235156 ∣ critic_ganloss : -900.962012 ∣ generator_nllloss : 5194.776172 ∣ generator_ganloss : 1007.489600 ∣     [  std_z : 0.98  real_sub_fake : 3507.86 ]
[  epoch 0005/0040] 1870/4800, lr:1.0e-04 ∣ avg_100 : 31889.545532 ∣ critic_nllloss : 26774.305273 ∣ critic_ganloss : -789.561682 ∣ generator_nllloss : 5291.799023 ∣ generator_ganloss : 971.591846 ∣  [  std_z : 0.99  real_sub_fake : 3682.77 ]
[  epoch 0005/0040] 1880/4800, lr:1.0e-04 ∣ avg_100 : 31897.186930 ∣ critic_nllloss : 26600.775000 ∣ critic_ganloss : -340.206993 ∣ generator_nllloss : 5411.824805 ∣ generator_ganloss : 1037.260400 ∣     [  std_z : 0.99  real_sub_fake : 1285.70 ]
[  epoch 0005/0040] 1890/4800, lr:1.0e-04 ∣ avg_100 : 31906.416447 ∣ critic_nllloss : 26478.092773 ∣ critic_ganloss : -209.396306 ∣ generator_nllloss : 5338.120313 ∣ generator_ganloss : 1049.686719 ∣     [  std_z : 0.97  real_sub_fake : 618.01 ]
[  epoch 0005/0040] 1900/4800, lr:1.0e-04 ∣ avg_100 : 31912.665842 ∣ critic_nllloss : 26553.568164 ∣ critic_ganloss : -342.544940 ∣ generator_nllloss : 5337.390039 ∣ generator_ganloss : 998.310449 ∣  [  std_z : 0.97  real_sub_fake : 1082.60 ]
[  epoch 0005/0040] 1910/4800, lr:1.0e-04 ∣ avg_100 : 31914.773688 ∣ critic_nllloss : 26645.660352 ∣ critic_ganloss : -512.082471 ∣ generator_nllloss : 5304.767969 ∣ generator_ganloss : 963.033350 ∣  [  std_z : 0.97  real_sub_fake : 1793.03 ]
[  epoch 0005/0040] 1920/4800, lr:1.0e-04 ∣ avg_100 : 31915.320502 ∣ critic_nllloss : 26670.379688 ∣ critic_ganloss : -621.135181 ∣ generator_nllloss : 5368.824023 ∣ generator_ganloss : 926.681396 ∣  [  std_z : 0.98  real_sub_fake : 2295.97 ]
[  epoch 0005/0040] 1930/4800, lr:1.0e-04 ∣ avg_100 : 31914.601734 ∣ critic_nllloss : 26416.843750 ∣ critic_ganloss : -684.112469 ∣ generator_nllloss : 5234.169531 ∣ generator_ganloss : 858.815625 ∣  [  std_z : 0.98  real_sub_fake : 2499.30 ]
[  epoch 0005/0040] 1940/4800, lr:1.0e-04 ∣ avg_100 : 31918.784266 ∣ critic_nllloss : 26399.452148 ∣ critic_ganloss : -731.542822 ∣ generator_nllloss : 5346.602344 ∣ generator_ganloss : 941.133936 ∣  [  std_z : 0.98  real_sub_fake : 2701.28 ]
[  epoch 0005/0040] 1950/4800, lr:1.0e-04 ∣ avg_100 : 31922.106256 ∣ critic_nllloss : 26387.360742 ∣ critic_ganloss : -804.757941 ∣ generator_nllloss : 5254.637109 ∣ generator_ganloss : 1006.316797 ∣     [  std_z : 0.99  real_sub_fake : 3037.10 ]
[  epoch 0005/0040] 1960/4800, lr:1.0e-04 ∣ avg_100 : 31926.959365 ∣ critic_nllloss : 26500.194922 ∣ critic_ganloss : -754.719299 ∣ generator_nllloss : 5281.462500 ∣ generator_ganloss : 1105.613623 ∣     [  std_z : 0.99  real_sub_fake : 2930.98 ]
[  epoch 0005/0040] 1970/4800, lr:1.0e-04 ∣ avg_100 : 31928.189311 ∣ critic_nllloss : 26456.066602 ∣ critic_ganloss : -770.307153 ∣ generator_nllloss : 5343.350586 ∣ generator_ganloss : 991.462207 ∣  [  std_z : 0.98  real_sub_fake : 2919.58 ]
[  epoch 0005/0040] 1980/4800, lr:1.0e-04 ∣ avg_100 : 31926.943932 ∣ critic_nllloss : 26554.188086 ∣ critic_ganloss : -887.365424 ∣ generator_nllloss : 5276.607031 ∣ generator_ganloss : 1075.859473 ∣     [  std_z : 0.96  real_sub_fake : 3218.15 ]
[  epoch 0005/0040] 1990/4800, lr:1.0e-04 ∣ avg_100 : 31928.693084 ∣ critic_nllloss : 26337.371094 ∣ critic_ganloss : -785.384094 ∣ generator_nllloss : 5219.358203 ∣ generator_ganloss : 1090.241211 ∣     [  std_z : 0.96  real_sub_fake : 3007.35 ]
[  epoch 0005/0040] 2000/4800, lr:1.0e-04 ∣ avg_100 : 31934.877952 ∣ critic_nllloss : 26487.848633 ∣ critic_ganloss : -786.030389 ∣ generator_nllloss : 5309.474023 ∣ generator_ganloss : 1154.452881 ∣     [  std_z : 0.98  real_sub_fake : 3159.77 ]
[  epoch 0005/0040] 2010/4800, lr:1.0e-04 ∣ avg_100 : 31941.309493 ∣ critic_nllloss : 26447.068359 ∣ critic_ganloss : -752.109766 ∣ generator_nllloss : 5188.673047 ∣ generator_ganloss : 1160.425684 ∣     [  std_z : 0.99  real_sub_fake : 2876.84 ]
[  epoch 0005/0040] 2020/4800, lr:1.0e-04 ∣ avg_100 : 31944.483620 ∣ critic_nllloss : 26465.214258 ∣ critic_ganloss : -861.661237 ∣ generator_nllloss : 5267.391406 ∣ generator_ganloss : 1131.648633 ∣     [  std_z : 0.99  real_sub_fake : 3228.07 ]
[  epoch 0005/0040] 2030/4800, lr:1.0e-04 ∣ avg_100 : 31947.800823 ∣ critic_nllloss : 26360.021094 ∣ critic_ganloss : -826.326196 ∣ generator_nllloss : 5295.854492 ∣ generator_ganloss : 1190.298438 ∣     [  std_z : 1.00  real_sub_fake : 3409.81 ]
[  epoch 0005/0040] 2040/4800, lr:1.0e-04 ∣ avg_100 : 31951.282314 ∣ critic_nllloss : 26485.337305 ∣ critic_ganloss : -690.776508 ∣ generator_nllloss : 5272.441992 ∣ generator_ganloss : 1211.531152 ∣     [  std_z : 0.98  real_sub_fake : 3187.79 ]
[  epoch 0005/0040] 2050/4800, lr:1.0e-04 ∣ avg_100 : 31958.781519 ∣ critic_nllloss : 26387.771875 ∣ critic_ganloss : -412.828494 ∣ generator_nllloss : 5259.018555 ∣ generator_ganloss : 1194.250098 ∣     [  std_z : 0.97  real_sub_fake : 1154.83 ]
[  epoch 0005/0040] 2060/4800, lr:1.0e-04 ∣ avg_100 : 31961.238720 ∣ critic_nllloss : 26440.302734 ∣ critic_ganloss : -548.292328 ∣ generator_nllloss : 5227.872266 ∣ generator_ganloss : 824.557422 ∣  [  std_z : 0.98  real_sub_fake : 1675.08 ]
[  epoch 0005/0040] 2070/4800, lr:1.0e-04 ∣ avg_100 : 31962.955301 ∣ critic_nllloss : 26631.990625 ∣ critic_ganloss : -598.515198 ∣ generator_nllloss : 5305.992969 ∣ generator_ganloss : 697.328271 ∣  [  std_z : 0.98  real_sub_fake : 2755.02 ]
[  epoch 0005/0040] 2080/4800, lr:1.0e-04 ∣ avg_100 : 31963.147238 ∣ critic_nllloss : 26566.306445 ∣ critic_ganloss : -788.347791 ∣ generator_nllloss : 5326.486914 ∣ generator_ganloss : 727.619287 ∣  [  std_z : 0.99  real_sub_fake : 2491.44 ]
[  epoch 0005/0040] 2090/4800, lr:1.0e-04 ∣ avg_100 : 31959.937728 ∣ critic_nllloss : 26553.701758 ∣ critic_ganloss : -755.566296 ∣ generator_nllloss : 5331.985547 ∣ generator_ganloss : 738.154395 ∣  [  std_z : 1.00  real_sub_fake : 3241.13 ]
[  epoch 0005/0040] 2100/4800, lr:1.0e-04 ∣ avg_100 : 31961.315946 ∣ critic_nllloss : 26806.023438 ∣ critic_ganloss : -858.180542 ∣ generator_nllloss : 5331.355859 ∣ generator_ganloss : 816.698242 ∣  [  std_z : 0.99  real_sub_fake : 3077.55 ]
[  epoch 0005/0040] 2110/4800, lr:1.0e-04 ∣ avg_100 : 31964.888191 ∣ critic_nllloss : 26659.714844 ∣ critic_ganloss : -842.224310 ∣ generator_nllloss : 5396.520312 ∣ generator_ganloss : 861.788477 ∣  [  std_z : 0.98  real_sub_fake : 3235.61 ]
[  epoch 0005/0040] 2120/4800, lr:1.0e-04 ∣ avg_100 : 31962.014680 ∣ critic_nllloss : 26367.888477 ∣ critic_ganloss : -736.009735 ∣ generator_nllloss : 5305.646680 ∣ generator_ganloss : 866.686963 ∣  [  std_z : 0.97  real_sub_fake : 3126.33 ]
[  epoch 0005/0040] 2130/4800, lr:1.0e-04 ∣ avg_100 : 31962.699978 ∣ critic_nllloss : 26552.227344 ∣ critic_ganloss : -791.182745 ∣ generator_nllloss : 5276.691992 ∣ generator_ganloss : 903.974121 ∣  [  std_z : 0.96  real_sub_fake : 3133.81 ]
[  epoch 0005/0040] 2140/4800, lr:1.0e-04 ∣ avg_100 : 31961.644999 ∣ critic_nllloss : 26469.895117 ∣ critic_ganloss : -790.986304 ∣ generator_nllloss : 5235.247266 ∣ generator_ganloss : 938.834277 ∣  [  std_z : 0.96  real_sub_fake : 2972.38 ]
[  epoch 0005/0040] 2150/4800, lr:1.0e-04 ∣ avg_100 : 31957.526719 ∣ critic_nllloss : 26337.404297 ∣ critic_ganloss : -821.357971 ∣ generator_nllloss : 5266.987109 ∣ generator_ganloss : 961.802686 ∣  [  std_z : 0.98  real_sub_fake : 2921.26 ]
[  epoch 0005/0040] 2160/4800, lr:1.0e-04 ∣ avg_100 : 31957.978205 ∣ critic_nllloss : 26466.694141 ∣ critic_ganloss : -700.117267 ∣ generator_nllloss : 5306.008203 ∣ generator_ganloss : 970.091602 ∣  [  std_z : 0.99  real_sub_fake : 3174.46 ]
[  epoch 0005/0040] 2170/4800, lr:1.0e-04 ∣ avg_100 : 31956.291330 ∣ critic_nllloss : 26321.173242 ∣ critic_ganloss : -821.342212 ∣ generator_nllloss : 5260.542969 ∣ generator_ganloss : 939.735547 ∣  [  std_z : 0.98  real_sub_fake : 2931.70 ]
[  epoch 0005/0040] 2180/4800, lr:1.0e-04 ∣ avg_100 : 31960.531036 ∣ critic_nllloss : 26577.215430 ∣ critic_ganloss : -739.767316 ∣ generator_nllloss : 5285.297266 ∣ generator_ganloss : 951.900146 ∣  [  std_z : 0.99  real_sub_fake : 2867.71 ]
[  epoch 0005/0040] 2190/4800, lr:1.0e-04 ∣ avg_100 : 31963.240138 ∣ critic_nllloss : 26527.651758 ∣ critic_ganloss : -658.553699 ∣ generator_nllloss : 5370.376172 ∣ generator_ganloss : 909.848193 ∣  [  std_z : 0.99  real_sub_fake : 2988.24 ]
[  epoch 0005/0040] 2200/4800, lr:1.0e-04 ∣ avg_100 : 31965.338654 ∣ critic_nllloss : 26332.258789 ∣ critic_ganloss : -564.459906 ∣ generator_nllloss : 5288.673047 ∣ generator_ganloss : 934.240088 ∣  [  std_z : 0.98  real_sub_fake : 2073.87 ]
[  epoch 0005/0040] 2210/4800, lr:1.0e-04 ∣ avg_100 : 31967.077947 ∣ critic_nllloss : 26356.821094 ∣ critic_ganloss : -691.905640 ∣ generator_nllloss : 5243.900000 ∣ generator_ganloss : 862.723340 ∣  [  std_z : 0.98  real_sub_fake : 2246.09 ]
[  epoch 0005/0040] 2220/4800, lr:1.0e-04 ∣ avg_100 : 31963.646253 ∣ critic_nllloss : 26266.928516 ∣ critic_ganloss : -670.327435 ∣ generator_nllloss : 5265.333203 ∣ generator_ganloss : 798.354980 ∣  [  std_z : 0.98  real_sub_fake : 2706.02 ]
[  epoch 0005/0040] 2230/4800, lr:1.0e-04 ∣ avg_100 : 31965.003451 ∣ critic_nllloss : 26447.737891 ∣ critic_ganloss : -857.853192 ∣ generator_nllloss : 5238.272852 ∣ generator_ganloss : 920.072363 ∣  [  std_z : 0.99  real_sub_fake : 3201.86 ]
[  epoch 0005/0040] 2240/4800, lr:1.0e-04 ∣ avg_100 : 31967.035151 ∣ critic_nllloss : 26406.938281 ∣ critic_ganloss : -729.300891 ∣ generator_nllloss : 5407.450000 ∣ generator_ganloss : 956.852197 ∣  [  std_z : 0.99  real_sub_fake : 3100.73 ]
[  epoch 0005/0040] 2250/4800, lr:1.0e-04 ∣ avg_100 : 31968.691791 ∣ critic_nllloss : 26792.087500 ∣ critic_ganloss : -754.208563 ∣ generator_nllloss : 5320.832031 ∣ generator_ganloss : 911.434277 ∣  [  std_z : 1.00  real_sub_fake : 2596.62 ]
[  epoch 0005/0040] 2260/4800, lr:1.0e-04 ∣ avg_100 : 31970.855213 ∣ critic_nllloss : 26767.607617 ∣ critic_ganloss : -767.460883 ∣ generator_nllloss : 5339.144922 ∣ generator_ganloss : 1010.681592 ∣     [  std_z : 0.99  real_sub_fake : 3315.93 ]
[  epoch 0005/0040] 2270/4800, lr:1.0e-04 ∣ avg_100 : 31972.338515 ∣ critic_nllloss : 26480.795117 ∣ critic_ganloss : -682.102905 ∣ generator_nllloss : 5312.793750 ∣ generator_ganloss : 1106.473828 ∣     [  std_z : 0.96  real_sub_fake : 2198.03 ]
[  epoch 0005/0040] 2280/4800, lr:1.0e-04 ∣ avg_100 : 31974.831751 ∣ critic_nllloss : 26509.563477 ∣ critic_ganloss : -889.256671 ∣ generator_nllloss : 5365.916797 ∣ generator_ganloss : 1054.447412 ∣     [  std_z : 0.96  real_sub_fake : 3524.09 ]
[  epoch 0005/0040] 2290/4800, lr:1.0e-04 ∣ avg_100 : 31981.832256 ∣ critic_nllloss : 26483.663086 ∣ critic_ganloss : -662.619324 ∣ generator_nllloss : 5378.287109 ∣ generator_ganloss : 1093.423438 ∣     [  std_z : 0.97  real_sub_fake : 2666.88 ]
[  epoch 0005/0040] 2300/4800, lr:1.0e-04 ∣ avg_100 : 31983.205458 ∣ critic_nllloss : 26563.507422 ∣ critic_ganloss : -792.293890 ∣ generator_nllloss : 5326.401563 ∣ generator_ganloss : 1022.507617 ∣     [  std_z : 0.99  real_sub_fake : 2638.00 ]
[  epoch 0005/0040] 2310/4800, lr:1.0e-04 ∣ avg_100 : 31983.772108 ∣ critic_nllloss : 26393.107812 ∣ critic_ganloss : -716.696454 ∣ generator_nllloss : 5293.686133 ∣ generator_ganloss : 1077.930811 ∣     [  std_z : 0.99  real_sub_fake : 3145.89 ]
[  epoch 0005/0040] 2320/4800, lr:1.0e-04 ∣ avg_100 : 31984.787453 ∣ critic_nllloss : 26281.445312 ∣ critic_ganloss : -700.870154 ∣ generator_nllloss : 5278.498242 ∣ generator_ganloss : 1133.453027 ∣     [  std_z : 0.98  real_sub_fake : 2674.88 ]
[  epoch 0005/0040] 2330/4800, lr:1.0e-04 ∣ avg_100 : 31991.303841 ∣ critic_nllloss : 26528.419531 ∣ critic_ganloss : -760.877795 ∣ generator_nllloss : 5289.463672 ∣ generator_ganloss : 1153.773145 ∣     [  std_z : 0.98  real_sub_fake : 3223.96 ]
[  epoch 0005/0040] 2340/4800, lr:1.0e-04 ∣ avg_100 : 31992.055600 ∣ critic_nllloss : 26396.592773 ∣ critic_ganloss : -763.982281 ∣ generator_nllloss : 5220.389844 ∣ generator_ganloss : 1087.611182 ∣     [  std_z : 0.99  real_sub_fake : 2686.52 ]
[  epoch 0005/0040] 2350/4800, lr:1.0e-04 ∣ avg_100 : 31989.923651 ∣ critic_nllloss : 26508.770898 ∣ critic_ganloss : -890.389178 ∣ generator_nllloss : 5337.459766 ∣ generator_ganloss : 1016.767969 ∣     [  std_z : 0.98  real_sub_fake : 3423.60 ]
[  epoch 0005/0040] 2360/4800, lr:1.0e-04 ∣ avg_100 : 31989.756012 ∣ critic_nllloss : 26545.724414 ∣ critic_ganloss : -754.255121 ∣ generator_nllloss : 5362.228516 ∣ generator_ganloss : 966.159766 ∣  [  std_z : 0.97  real_sub_fake : 3013.77 ]
[  epoch 0005/0040] 2370/4800, lr:1.0e-04 ∣ avg_100 : 31992.316728 ∣ critic_nllloss : 26436.724414 ∣ critic_ganloss : -741.746375 ∣ generator_nllloss : 5368.579102 ∣ generator_ganloss : 948.965918 ∣  [  std_z : 0.98  real_sub_fake : 3057.51 ]
[  epoch 0005/0040] 2380/4800, lr:1.0e-04 ∣ avg_100 : 31992.070843 ∣ critic_nllloss : 26420.826758 ∣ critic_ganloss : -867.039636 ∣ generator_nllloss : 5287.316016 ∣ generator_ganloss : 914.763818 ∣  [  std_z : 0.98  real_sub_fake : 3159.42 ]
[  epoch 0005/0040] 2390/4800, lr:1.0e-04 ∣ avg_100 : 31993.647121 ∣ critic_nllloss : 26372.154883 ∣ critic_ganloss : -769.494110 ∣ generator_nllloss : 5294.116406 ∣ generator_ganloss : 914.134717 ∣  [  std_z : 0.97  real_sub_fake : 3009.60 ]
[  epoch 0005/0040] 2400/4800, lr:1.0e-04 ∣ avg_100 : 31998.937788 ∣ critic_nllloss : 26495.264453 ∣ critic_ganloss : -665.239410 ∣ generator_nllloss : 5264.515234 ∣ generator_ganloss : 971.510449 ∣  [  std_z : 0.96  real_sub_fake : 2575.07 ]
[  epoch 0005/0040] 2410/4800, lr:1.0e-04 ∣ avg_100 : 31998.283273 ∣ critic_nllloss : 26520.621484 ∣ critic_ganloss : -748.404944 ∣ generator_nllloss : 5299.653125 ∣ generator_ganloss : 899.970410 ∣  [  std_z : 0.97  real_sub_fake : 2858.35 ]
[  epoch 0005/0040] 2420/4800, lr:1.0e-04 ∣ avg_100 : 31999.246547 ∣ critic_nllloss : 26478.646680 ∣ critic_ganloss : -827.192859 ∣ generator_nllloss : 5262.262500 ∣ generator_ganloss : 934.569775 ∣  [  std_z : 0.99  real_sub_fake : 2888.63 ]
[  epoch 0005/0040] 2430/4800, lr:1.0e-04 ∣ avg_100 : 32001.109955 ∣ critic_nllloss : 26504.894141 ∣ critic_ganloss : -876.408789 ∣ generator_nllloss : 5317.450195 ∣ generator_ganloss : 1045.701855 ∣     [  std_z : 1.00  real_sub_fake : 3651.97 ]
[  epoch 0005/0040] 2440/4800, lr:1.0e-04 ∣ avg_100 : 31998.087934 ∣ critic_nllloss : 26507.791797 ∣ critic_ganloss : -1099.219995 ∣ generator_nllloss : 5328.775781 ∣ generator_ganloss : 999.488818 ∣     [  std_z : 0.98  real_sub_fake : 3802.15 ]
[  epoch 0005/0040] 2450/4800, lr:1.0e-04 ∣ avg_100 : 32002.942274 ∣ critic_nllloss : 26556.150781 ∣ critic_ganloss : -495.657950 ∣ generator_nllloss : 5323.268164 ∣ generator_ganloss : 1134.757812 ∣     [  std_z : 0.98  real_sub_fake : 2768.74 ]
[  epoch 0005/0040] 2460/4800, lr:1.0e-04 ∣ avg_100 : 32007.682962 ∣ critic_nllloss : 26389.612500 ∣ critic_ganloss : -398.984943 ∣ generator_nllloss : 5290.893359 ∣ generator_ganloss : 1112.686230 ∣     [  std_z : 0.98  real_sub_fake : 1138.19 ]
[  epoch 0005/0040] 2470/4800, lr:1.0e-04 ∣ avg_100 : 32008.920644 ∣ critic_nllloss : 26442.376758 ∣ critic_ganloss : -635.951556 ∣ generator_nllloss : 5290.205859 ∣ generator_ganloss : 1046.407666 ∣     [  std_z : 0.98  real_sub_fake : 2243.05 ]
[  epoch 0005/0040] 2480/4800, lr:1.0e-04 ∣ avg_100 : 32011.138474 ∣ critic_nllloss : 26577.835547 ∣ critic_ganloss : -720.930988 ∣ generator_nllloss : 5391.131836 ∣ generator_ganloss : 1060.017920 ∣     [  std_z : 0.97  real_sub_fake : 3313.69 ]
[  epoch 0005/0040] 2490/4800, lr:1.0e-04 ∣ avg_100 : 32013.149808 ∣ critic_nllloss : 26536.952539 ∣ critic_ganloss : -630.241125 ∣ generator_nllloss : 5345.978711 ∣ generator_ganloss : 1071.796094 ∣     [  std_z : 0.98  real_sub_fake : 2120.21 ]
[  epoch 0005/0040] 2500/4800, lr:1.0e-04 ∣ avg_100 : 32014.682568 ∣ critic_nllloss : 26384.039648 ∣ critic_ganloss : -650.093054 ∣ generator_nllloss : 5299.525195 ∣ generator_ganloss : 910.731201 ∣  [  std_z : 0.97  real_sub_fake : 2397.48 ]
[  epoch 0005/0040] 2510/4800, lr:1.0e-04 ∣ avg_100 : 32014.444290 ∣ critic_nllloss : 26495.875391 ∣ critic_ganloss : -808.914600 ∣ generator_nllloss : 5305.537305 ∣ generator_ganloss : 935.852588 ∣  [  std_z : 0.97  real_sub_fake : 2855.85 ]
[  epoch 0005/0040] 2520/4800, lr:1.0e-04 ∣ avg_100 : 32018.886940 ∣ critic_nllloss : 26419.354883 ∣ critic_ganloss : -768.641492 ∣ generator_nllloss : 5261.027930 ∣ generator_ganloss : 1002.722949 ∣     [  std_z : 0.97  real_sub_fake : 3171.17 ]
[  epoch 0005/0040] 2530/4800, lr:1.0e-04 ∣ avg_100 : 32017.216897 ∣ critic_nllloss : 26581.954297 ∣ critic_ganloss : -799.483374 ∣ generator_nllloss : 5320.958203 ∣ generator_ganloss : 1085.258105 ∣     [  std_z : 0.98  real_sub_fake : 3114.65 ]
[  epoch 0005/0040] 2540/4800, lr:1.0e-04 ∣ avg_100 : 32021.310186 ∣ critic_nllloss : 26670.954297 ∣ critic_ganloss : -763.166351 ∣ generator_nllloss : 5294.465039 ∣ generator_ganloss : 1079.319531 ∣     [  std_z : 0.99  real_sub_fake : 2948.10 ]
[  epoch 0005/0040] 2550/4800, lr:1.0e-04 ∣ avg_100 : 32023.603428 ∣ critic_nllloss : 26554.606836 ∣ critic_ganloss : -873.144965 ∣ generator_nllloss : 5309.485156 ∣ generator_ganloss : 1028.488428 ∣     [  std_z : 0.99  real_sub_fake : 3540.89 ]
[  epoch 0005/0040] 2560/4800, lr:1.0e-04 ∣ avg_100 : 32028.117738 ∣ critic_nllloss : 26630.803320 ∣ critic_ganloss : -722.731140 ∣ generator_nllloss : 5337.835352 ∣ generator_ganloss : 1050.572021 ∣     [  std_z : 0.99  real_sub_fake : 2564.95 ]
[  epoch 0005/0040] 2570/4800, lr:1.0e-04 ∣ avg_100 : 32029.556324 ∣ critic_nllloss : 26493.068750 ∣ critic_ganloss : -843.016040 ∣ generator_nllloss : 5258.675781 ∣ generator_ganloss : 974.799658 ∣  [  std_z : 0.99  real_sub_fake : 2945.15 ]
[  epoch 0005/0040] 2580/4800, lr:1.0e-04 ∣ avg_100 : 32035.249899 ∣ critic_nllloss : 26483.661914 ∣ critic_ganloss : -741.845258 ∣ generator_nllloss : 5354.077344 ∣ generator_ganloss : 1031.836426 ∣     [  std_z : 0.98  real_sub_fake : 3329.51 ]
[  epoch 0005/0040] 2590/4800, lr:1.0e-04 ∣ avg_100 : 32035.218714 ∣ critic_nllloss : 26350.564648 ∣ critic_ganloss : -807.195758 ∣ generator_nllloss : 5312.104688 ∣ generator_ganloss : 1120.490088 ∣     [  std_z : 0.98  real_sub_fake : 2517.24 ]
[  epoch 0005/0040] 2600/4800, lr:1.0e-04 ∣ avg_100 : 32039.135523 ∣ critic_nllloss : 26520.372266 ∣ critic_ganloss : -702.244061 ∣ generator_nllloss : 5350.598242 ∣ generator_ganloss : 1032.260400 ∣     [  std_z : 0.98  real_sub_fake : 3396.89 ]
[  epoch 0005/0040] 2610/4800, lr:1.0e-04 ∣ avg_100 : 32041.950602 ∣ critic_nllloss : 26405.795508 ∣ critic_ganloss : -751.404999 ∣ generator_nllloss : 5307.519922 ∣ generator_ganloss : 1015.548340 ∣     [  std_z : 0.97  real_sub_fake : 2446.46 ]
[  epoch 0005/0040] 2620/4800, lr:1.0e-04 ∣ avg_100 : 32042.616220 ∣ critic_nllloss : 26565.397461 ∣ critic_ganloss : -938.789758 ∣ generator_nllloss : 5432.600586 ∣ generator_ganloss : 945.524268 ∣  [  std_z : 0.97  real_sub_fake : 3628.79 ]
[  epoch 0005/0040] 2630/4800, lr:1.0e-04 ∣ avg_100 : 32043.151367 ∣ critic_nllloss : 26570.164258 ∣ critic_ganloss : -748.395856 ∣ generator_nllloss : 5242.933398 ∣ generator_ganloss : 1079.245312 ∣     [  std_z : 0.97  real_sub_fake : 3066.07 ]
[  epoch 0005/0040] 2640/4800, lr:1.0e-04 ∣ avg_100 : 32044.309387 ∣ critic_nllloss : 26449.803516 ∣ critic_ganloss : -866.248724 ∣ generator_nllloss : 5273.001953 ∣ generator_ganloss : 1059.194678 ∣     [  std_z : 0.97  real_sub_fake : 2968.10 ]
[  epoch 0005/0040] 2650/4800, lr:1.0e-04 ∣ avg_100 : 32043.202132 ∣ critic_nllloss : 26631.276562 ∣ critic_ganloss : -817.966949 ∣ generator_nllloss : 5337.229102 ∣ generator_ganloss : 1031.276025 ∣     [  std_z : 0.98  real_sub_fake : 3500.65 ]
[  epoch 0005/0040] 2660/4800, lr:1.0e-04 ∣ avg_100 : 32039.952669 ∣ critic_nllloss : 26482.346289 ∣ critic_ganloss : -901.353723 ∣ generator_nllloss : 5320.049219 ∣ generator_ganloss : 1043.253223 ∣     [  std_z : 0.99  real_sub_fake : 3095.85 ]
[  epoch 0005/0040] 2670/4800, lr:1.0e-04 ∣ avg_100 : 32036.414084 ∣ critic_nllloss : 26447.161719 ∣ critic_ganloss : -831.305322 ∣ generator_nllloss : 5240.691602 ∣ generator_ganloss : 1008.363379 ∣     [  std_z : 0.98  real_sub_fake : 3533.99 ]
[  epoch 0005/0040] 2680/4800, lr:1.0e-04 ∣ avg_100 : 32035.897676 ∣ critic_nllloss : 26490.699805 ∣ critic_ganloss : -800.072467 ∣ generator_nllloss : 5247.107031 ∣ generator_ganloss : 1072.375098 ∣     [  std_z : 0.98  real_sub_fake : 2852.41 ]
[  epoch 0005/0040] 2690/4800, lr:1.0e-04 ∣ avg_100 : 32039.636460 ∣ critic_nllloss : 26477.908203 ∣ critic_ganloss : -739.582013 ∣ generator_nllloss : 5239.116602 ∣ generator_ganloss : 1056.894434 ∣     [  std_z : 0.99  real_sub_fake : 3105.77 ]
[  epoch 0005/0040] 2700/4800, lr:1.0e-04 ∣ avg_100 : 32038.076938 ∣ critic_nllloss : 26240.407227 ∣ critic_ganloss : -757.395721 ∣ generator_nllloss : 5290.402734 ∣ generator_ganloss : 987.161279 ∣  [  std_z : 0.99  real_sub_fake : 3069.12 ]
[  epoch 0005/0040] 2710/4800, lr:1.0e-04 ∣ avg_100 : 32039.976582 ∣ critic_nllloss : 26380.893164 ∣ critic_ganloss : -636.083148 ∣ generator_nllloss : 5206.659375 ∣ generator_ganloss : 1059.652490 ∣     [  std_z : 0.99  real_sub_fake : 2543.42 ]
[  epoch 0005/0040] 2720/4800, lr:1.0e-04 ∣ avg_100 : 32037.069033 ∣ critic_nllloss : 26419.555078 ∣ critic_ganloss : -703.118860 ∣ generator_nllloss : 5366.977734 ∣ generator_ganloss : 990.293945 ∣  [  std_z : 1.00  real_sub_fake : 2322.32 ]
[  epoch 0005/0040] 2730/4800, lr:1.0e-04 ∣ avg_100 : 32035.850928 ∣ critic_nllloss : 26611.953320 ∣ critic_ganloss : -925.690033 ∣ generator_nllloss : 5308.479492 ∣ generator_ganloss : 988.016699 ∣  [  std_z : 0.98  real_sub_fake : 3819.01 ]
[  epoch 0005/0040] 2740/4800, lr:1.0e-04 ∣ avg_100 : 32033.690073 ∣ critic_nllloss : 26272.846289 ∣ critic_ganloss : -678.585565 ∣ generator_nllloss : 5237.773633 ∣ generator_ganloss : 1175.668164 ∣     [  std_z : 0.96  real_sub_fake : 2407.64 ]
[  epoch 0005/0040] 2750/4800, lr:1.0e-04 ∣ avg_100 : 32032.622896 ∣ critic_nllloss : 26299.578320 ∣ critic_ganloss : -796.815881 ∣ generator_nllloss : 5239.428906 ∣ generator_ganloss : 1032.352734 ∣     [  std_z : 0.97  real_sub_fake : 2938.31 ]
[  epoch 0005/0040] 2760/4800, lr:1.0e-04 ∣ avg_100 : 32036.236988 ∣ critic_nllloss : 26556.410547 ∣ critic_ganloss : -574.459845 ∣ generator_nllloss : 5324.243359 ∣ generator_ganloss : 1067.419482 ∣     [  std_z : 0.99  real_sub_fake : 2636.56 ]
[  epoch 0005/0040] 2770/4800, lr:1.0e-04 ∣ avg_100 : 32038.514561 ∣ critic_nllloss : 26489.222656 ∣ critic_ganloss : -674.082983 ∣ generator_nllloss : 5270.688281 ∣ generator_ganloss : 1015.396045 ∣     [  std_z : 0.98  real_sub_fake : 2012.50 ]
[  epoch 0005/0040] 2780/4800, lr:1.0e-04 ∣ avg_100 : 32036.313083 ∣ critic_nllloss : 26351.286328 ∣ critic_ganloss : -853.995929 ∣ generator_nllloss : 5258.257812 ∣ generator_ganloss : 965.088135 ∣  [  std_z : 0.97  real_sub_fake : 3400.34 ]
[  epoch 0005/0040] 2790/4800, lr:1.0e-04 ∣ avg_100 : 32037.543439 ∣ critic_nllloss : 26502.870117 ∣ critic_ganloss : -783.090613 ∣ generator_nllloss : 5277.754687 ∣ generator_ganloss : 953.776514 ∣  [  std_z : 0.97  real_sub_fake : 3195.30 ]
[  epoch 0005/0040] 2800/4800, lr:1.0e-04 ∣ avg_100 : 32043.292603 ∣ critic_nllloss : 26639.920312 ∣ critic_ganloss : -688.288977 ∣ generator_nllloss : 5277.761328 ∣ generator_ganloss : 1016.563965 ∣     [  std_z : 0.99  real_sub_fake : 2546.68 ]
[  epoch 0005/0040] 2810/4800, lr:1.0e-04 ∣ avg_100 : 32048.966173 ∣ critic_nllloss : 26477.371094 ∣ critic_ganloss : -710.939856 ∣ generator_nllloss : 5374.050977 ∣ generator_ganloss : 919.762451 ∣  [  std_z : 0.99  real_sub_fake : 2792.46 ]
[  epoch 0005/0040] 2820/4800, lr:1.0e-04 ∣ avg_100 : 32047.367732 ∣ critic_nllloss : 26426.389648 ∣ critic_ganloss : -746.344489 ∣ generator_nllloss : 5250.794141 ∣ generator_ganloss : 971.532617 ∣  [  std_z : 0.98  real_sub_fake : 3299.67 ]
[  epoch 0005/0040] 2830/4800, lr:1.0e-04 ∣ avg_100 : 32049.605221 ∣ critic_nllloss : 26375.983203 ∣ critic_ganloss : -648.259943 ∣ generator_nllloss : 5307.279297 ∣ generator_ganloss : 952.583154 ∣  [  std_z : 0.97  real_sub_fake : 2132.38 ]
[  epoch 0005/0040] 2840/4800, lr:1.0e-04 ∣ avg_100 : 32046.507572 ∣ critic_nllloss : 26601.790039 ∣ critic_ganloss : -761.113007 ∣ generator_nllloss : 5174.477930 ∣ generator_ganloss : 951.312402 ∣  [  std_z : 0.98  real_sub_fake : 2719.21 ]
[  epoch 0005/0040] 2850/4800, lr:1.0e-04 ∣ avg_100 : 32046.707855 ∣ critic_nllloss : 26592.427930 ∣ critic_ganloss : -952.187543 ∣ generator_nllloss : 5375.783594 ∣ generator_ganloss : 939.806592 ∣  [  std_z : 0.99  real_sub_fake : 3730.52 ]
[  epoch 0005/0040] 2860/4800, lr:1.0e-04 ∣ avg_100 : 32050.504258 ∣ critic_nllloss : 26488.544922 ∣ critic_ganloss : -708.248273 ∣ generator_nllloss : 5233.635352 ∣ generator_ganloss : 982.247168 ∣  [  std_z : 0.99  real_sub_fake : 2832.46 ]
[  epoch 0005/0040] 2870/4800, lr:1.0e-04 ∣ avg_100 : 32045.246518 ∣ critic_nllloss : 26379.191406 ∣ critic_ganloss : -892.077075 ∣ generator_nllloss : 5245.918750 ∣ generator_ganloss : 989.327441 ∣  [  std_z : 0.98  real_sub_fake : 3138.88 ]
[  epoch 0005/0040] 2880/4800, lr:1.0e-04 ∣ avg_100 : 32038.253604 ∣ critic_nllloss : 26528.182227 ∣ critic_ganloss : -887.275464 ∣ generator_nllloss : 5294.506641 ∣ generator_ganloss : 1074.948389 ∣     [  std_z : 0.98  real_sub_fake : 3905.01 ]
[  epoch 0005/0040] 2890/4800, lr:1.0e-04 ∣ avg_100 : 32035.707946 ∣ critic_nllloss : 26500.860156 ∣ critic_ganloss : -496.188138 ∣ generator_nllloss : 5273.375000 ∣ generator_ganloss : 1123.890625 ∣     [  std_z : 0.98  real_sub_fake : 2013.18 ]
[  epoch 0005/0040] 2900/4800, lr:1.0e-04 ∣ avg_100 : 32030.979293 ∣ critic_nllloss : 26586.242188 ∣ critic_ganloss : -702.573560 ∣ generator_nllloss : 5255.773828 ∣ generator_ganloss : 934.416016 ∣  [  std_z : 0.99  real_sub_fake : 2308.42 ]
[  epoch 0005/0040] 2910/4800, lr:1.0e-04 ∣ avg_100 : 32027.838316 ∣ critic_nllloss : 26446.641016 ∣ critic_ganloss : -569.815637 ∣ generator_nllloss : 5275.938867 ∣ generator_ganloss : 934.517285 ∣  [  std_z : 0.99  real_sub_fake : 2639.43 ]
[  epoch 0005/0040] 2920/4800, lr:1.0e-04 ∣ avg_100 : 32024.358752 ∣ critic_nllloss : 26460.294727 ∣ critic_ganloss : -668.116589 ∣ generator_nllloss : 5247.319531 ∣ generator_ganloss : 957.295801 ∣  [  std_z : 0.99  real_sub_fake : 2016.96 ]
[  epoch 0005/0040] 2930/4800, lr:1.0e-04 ∣ avg_100 : 32025.882785 ∣ critic_nllloss : 26439.358594 ∣ critic_ganloss : -811.802191 ∣ generator_nllloss : 5373.514063 ∣ generator_ganloss : 977.049316 ∣  [  std_z : 0.98  real_sub_fake : 3157.57 ]
[  epoch 0005/0040] 2940/4800, lr:1.0e-04 ∣ avg_100 : 32026.399003 ∣ critic_nllloss : 26562.319531 ∣ critic_ganloss : -762.349750 ∣ generator_nllloss : 5282.444336 ∣ generator_ganloss : 924.853223 ∣  [  std_z : 0.97  real_sub_fake : 3224.73 ]
[  epoch 0005/0040] 2950/4800, lr:1.0e-04 ∣ avg_100 : 32025.336383 ∣ critic_nllloss : 26379.177930 ∣ critic_ganloss : -919.644916 ∣ generator_nllloss : 5296.809766 ∣ generator_ganloss : 980.951953 ∣  [  std_z : 0.96  real_sub_fake : 3419.67 ]
[  epoch 0005/0040] 2960/4800, lr:1.0e-04 ∣ avg_100 : 32025.270314 ∣ critic_nllloss : 26507.577930 ∣ critic_ganloss : -654.309998 ∣ generator_nllloss : 5270.643555 ∣ generator_ganloss : 1002.033398 ∣     [  std_z : 0.99  real_sub_fake : 2465.61 ]
[  epoch 0005/0040] 2970/4800, lr:1.0e-04 ∣ avg_100 : 32027.933578 ∣ critic_nllloss : 26535.872461 ∣ critic_ganloss : -560.920844 ∣ generator_nllloss : 5346.563477 ∣ generator_ganloss : 965.383496 ∣  [  std_z : 1.00  real_sub_fake : 2467.63 ]
[  epoch 0005/0040] 2980/4800, lr:1.0e-04 ∣ avg_100 : 32026.358458 ∣ critic_nllloss : 26504.139453 ∣ critic_ganloss : -937.501422 ∣ generator_nllloss : 5319.120703 ∣ generator_ganloss : 976.018457 ∣  [  std_z : 0.99  real_sub_fake : 3455.01 ]
[  epoch 0005/0040] 2990/4800, lr:1.0e-04 ∣ avg_100 : 32026.924187 ∣ critic_nllloss : 26557.214258 ∣ critic_ganloss : -858.695618 ∣ generator_nllloss : 5234.241406 ∣ generator_ganloss : 985.399268 ∣  [  std_z : 0.98  real_sub_fake : 3290.08 ]
[  epoch 0005/0040] 3000/4800, lr:1.0e-04 ∣ avg_100 : 32026.368302 ∣ critic_nllloss : 26635.467578 ∣ critic_ganloss : -852.586621 ∣ generator_nllloss : 5361.745508 ∣ generator_ganloss : 965.530225 ∣  [  std_z : 0.97  real_sub_fake : 3254.82 ]
[  epoch 0005/0040] 3010/4800, lr:1.0e-04 ∣ avg_100 : 32024.538553 ∣ critic_nllloss : 26352.463477 ∣ critic_ganloss : -857.788763 ∣ generator_nllloss : 5304.603320 ∣ generator_ganloss : 1061.804395 ∣     [  std_z : 0.97  real_sub_fake : 3314.97 ]
[  epoch 0005/0040] 3020/4800, lr:1.0e-04 ∣ avg_100 : 32025.167439 ∣ critic_nllloss : 26350.808398 ∣ critic_ganloss : -703.023145 ∣ generator_nllloss : 5330.256250 ∣ generator_ganloss : 1087.440137 ∣     [  std_z : 0.98  real_sub_fake : 2705.27 ]
[  epoch 0005/0040] 3030/4800, lr:1.0e-04 ∣ avg_100 : 32022.513850 ∣ critic_nllloss : 26370.741016 ∣ critic_ganloss : -917.261096 ∣ generator_nllloss : 5320.142383 ∣ generator_ganloss : 980.866602 ∣  [  std_z : 0.99  real_sub_fake : 3642.37 ]
[  epoch 0005/0040] 3040/4800, lr:1.0e-04 ∣ avg_100 : 32018.375363 ∣ critic_nllloss : 26257.268945 ∣ critic_ganloss : -603.770038 ∣ generator_nllloss : 5259.470117 ∣ generator_ganloss : 951.716162 ∣  [  std_z : 1.00  real_sub_fake : 2153.40 ]
[  epoch 0005/0040] 3050/4800, lr:1.0e-04 ∣ avg_100 : 32012.779019 ∣ critic_nllloss : 26354.766016 ∣ critic_ganloss : -751.810962 ∣ generator_nllloss : 5350.852734 ∣ generator_ganloss : 914.769922 ∣  [  std_z : 0.99  real_sub_fake : 2761.96 ]
[  epoch 0005/0040] 3060/4800, lr:1.0e-04 ∣ avg_100 : 32009.744737 ∣ critic_nllloss : 26270.400391 ∣ critic_ganloss : -754.049622 ∣ generator_nllloss : 5222.838672 ∣ generator_ganloss : 901.822461 ∣  [  std_z : 0.98  real_sub_fake : 3271.24 ]
[  epoch 0005/0040] 3070/4800, lr:1.0e-04 ∣ avg_100 : 32009.322384 ∣ critic_nllloss : 26502.053711 ∣ critic_ganloss : -705.251630 ∣ generator_nllloss : 5301.637695 ∣ generator_ganloss : 896.121582 ∣  [  std_z : 0.99  real_sub_fake : 2519.17 ]
[  epoch 0005/0040] 3080/4800, lr:1.0e-04 ∣ avg_100 : 32010.778322 ∣ critic_nllloss : 26563.463672 ∣ critic_ganloss : -851.873560 ∣ generator_nllloss : 5348.917188 ∣ generator_ganloss : 917.151367 ∣  [  std_z : 0.97  real_sub_fake : 2999.77 ]
[  epoch 0005/0040] 3090/4800, lr:1.0e-04 ∣ avg_100 : 32011.065328 ∣ critic_nllloss : 26415.448828 ∣ critic_ganloss : -824.859998 ∣ generator_nllloss : 5306.574609 ∣ generator_ganloss : 999.812500 ∣  [  std_z : 0.97  real_sub_fake : 3476.85 ]
[  epoch 0005/0040] 3100/4800, lr:1.0e-04 ∣ avg_100 : 32007.661269 ∣ critic_nllloss : 26419.261328 ∣ critic_ganloss : -974.100885 ∣ generator_nllloss : 5285.555273 ∣ generator_ganloss : 1024.775391 ∣     [  std_z : 0.97  real_sub_fake : 3407.49 ]
[  epoch 0005/0040] 3110/4800, lr:1.0e-04 ∣ avg_100 : 32004.817980 ∣ critic_nllloss : 26341.301172 ∣ critic_ganloss : -771.604681 ∣ generator_nllloss : 5271.168164 ∣ generator_ganloss : 950.605811 ∣  [  std_z : 0.98  real_sub_fake : 3352.12 ]
[  epoch 0005/0040] 3120/4800, lr:1.0e-04 ∣ avg_100 : 32006.292349 ∣ critic_nllloss : 26417.298242 ∣ critic_ganloss : -727.367255 ∣ generator_nllloss : 5296.545508 ∣ generator_ganloss : 965.172754 ∣  [  std_z : 0.98  real_sub_fake : 2666.24 ]
[  epoch 0005/0040] 3130/4800, lr:1.0e-04 ∣ avg_100 : 32004.223526 ∣ critic_nllloss : 26341.480469 ∣ critic_ganloss : -756.095923 ∣ generator_nllloss : 5186.206641 ∣ generator_ganloss : 963.237207 ∣  [  std_z : 0.98  real_sub_fake : 2709.93 ]
[  epoch 0005/0040] 3140/4800, lr:1.0e-04 ∣ avg_100 : 32006.174882 ∣ critic_nllloss : 26532.474219 ∣ critic_ganloss : -740.643646 ∣ generator_nllloss : 5317.225586 ∣ generator_ganloss : 939.069775 ∣  [  std_z : 0.98  real_sub_fake : 3265.23 ]
[  epoch 0005/0040] 3150/4800, lr:1.0e-04 ∣ avg_100 : 32008.032659 ∣ critic_nllloss : 26542.375977 ∣ critic_ganloss : -834.297198 ∣ generator_nllloss : 5265.412109 ∣ generator_ganloss : 957.122949 ∣  [  std_z : 0.98  real_sub_fake : 2883.60 ]
[  epoch 0005/0040] 3160/4800, lr:1.0e-04 ∣ avg_100 : 32006.720568 ∣ critic_nllloss : 26584.374414 ∣ critic_ganloss : -846.267303 ∣ generator_nllloss : 5239.777930 ∣ generator_ganloss : 933.582617 ∣  [  std_z : 0.98  real_sub_fake : 3476.77 ]
[  epoch 0005/0040] 3170/4800, lr:1.0e-04 ∣ avg_100 : 32006.374682 ∣ critic_nllloss : 26232.178125 ∣ critic_ganloss : -722.168945 ∣ generator_nllloss : 5233.890234 ∣ generator_ganloss : 921.621484 ∣  [  std_z : 0.98  real_sub_fake : 2606.61 ]
[  epoch 0005/0040] 3180/4800, lr:1.0e-04 ∣ avg_100 : 32004.791905 ∣ critic_nllloss : 26594.625391 ∣ critic_ganloss : -861.617554 ∣ generator_nllloss : 5261.387891 ∣ generator_ganloss : 921.972070 ∣  [  std_z : 0.99  real_sub_fake : 3456.03 ]
[  epoch 0005/0040] 3190/4800, lr:1.0e-04 ∣ avg_100 : 32003.177922 ∣ critic_nllloss : 26497.133398 ∣ critic_ganloss : -830.218591 ∣ generator_nllloss : 5310.787109 ∣ generator_ganloss : 1010.222266 ∣     [  std_z : 0.98  real_sub_fake : 2716.66 ]
[  epoch 0005/0040] 3200/4800, lr:1.0e-04 ∣ avg_100 : 32000.684375 ∣ critic_nllloss : 26370.530273 ∣ critic_ganloss : -961.252838 ∣ generator_nllloss : 5321.330859 ∣ generator_ganloss : 1010.748975 ∣     [  std_z : 0.98  real_sub_fake : 3841.91 ]
[  epoch 0005/0040] 3210/4800, lr:1.0e-04 ∣ avg_100 : 32003.933303 ∣ critic_nllloss : 26550.957422 ∣ critic_ganloss : -790.408301 ∣ generator_nllloss : 5252.945312 ∣ generator_ganloss : 1082.937207 ∣     [  std_z : 0.99  real_sub_fake : 3238.08 ]
[  epoch 0005/0040] 3220/4800, lr:1.0e-04 ∣ avg_100 : 32006.052141 ∣ critic_nllloss : 26436.832227 ∣ critic_ganloss : -932.060266 ∣ generator_nllloss : 5324.663477 ∣ generator_ganloss : 1042.737598 ∣     [  std_z : 0.98  real_sub_fake : 3550.72 ]
[  epoch 0005/0040] 3230/4800, lr:1.0e-04 ∣ avg_100 : 32008.956659 ∣ critic_nllloss : 26529.934180 ∣ critic_ganloss : -816.556024 ∣ generator_nllloss : 5327.698828 ∣ generator_ganloss : 997.604687 ∣  [  std_z : 0.98  real_sub_fake : 3007.21 ]
[  epoch 0005/0040] 3240/4800, lr:1.0e-04 ∣ avg_100 : 32008.771024 ∣ critic_nllloss : 26622.044141 ∣ critic_ganloss : -837.753784 ∣ generator_nllloss : 5271.048047 ∣ generator_ganloss : 968.037695 ∣  [  std_z : 0.98  real_sub_fake : 3525.43 ]
[  epoch 0005/0040] 3250/4800, lr:1.0e-04 ∣ avg_100 : 32005.616154 ∣ critic_nllloss : 26439.448633 ∣ critic_ganloss : -754.977509 ∣ generator_nllloss : 5276.902734 ∣ generator_ganloss : 993.284424 ∣  [  std_z : 0.98  real_sub_fake : 2962.66 ]
[  epoch 0005/0040] 3260/4800, lr:1.0e-04 ∣ avg_100 : 32002.657099 ∣ critic_nllloss : 26607.084766 ∣ critic_ganloss : -864.450494 ∣ generator_nllloss : 5377.565625 ∣ generator_ganloss : 933.867871 ∣  [  std_z : 0.98  real_sub_fake : 2830.87 ]
[  epoch 0005/0040] 3270/4800, lr:1.0e-04 ∣ avg_100 : 31998.860266 ∣ critic_nllloss : 26562.594531 ∣ critic_ganloss : -908.393256 ∣ generator_nllloss : 5224.198047 ∣ generator_ganloss : 959.877148 ∣  [  std_z : 0.98  real_sub_fake : 3753.15 ]
[  epoch 0005/0040] 3280/4800, lr:1.0e-04 ∣ avg_100 : 31996.961201 ∣ critic_nllloss : 26382.626563 ∣ critic_ganloss : -915.752136 ∣ generator_nllloss : 5406.875977 ∣ generator_ganloss : 977.014063 ∣  [  std_z : 0.98  real_sub_fake : 3280.79 ]
[  epoch 0005/0040] 3290/4800, lr:1.0e-04 ∣ avg_100 : 31991.827797 ∣ critic_nllloss : 26317.163867 ∣ critic_ganloss : -689.836688 ∣ generator_nllloss : 5207.252539 ∣ generator_ganloss : 944.834229 ∣  [  std_z : 0.98  real_sub_fake : 3280.78 ]
[  epoch 0005/0040] 3300/4800, lr:1.0e-04 ∣ avg_100 : 31987.655634 ∣ critic_nllloss : 26433.053320 ∣ critic_ganloss : -889.485999 ∣ generator_nllloss : 5264.243164 ∣ generator_ganloss : 895.095898 ∣  [  std_z : 0.98  real_sub_fake : 2953.43 ]
[  epoch 0005/0040] 3310/4800, lr:1.0e-04 ∣ avg_100 : 31986.170041 ∣ critic_nllloss : 26433.295703 ∣ critic_ganloss : -763.659027 ∣ generator_nllloss : 5345.741992 ∣ generator_ganloss : 884.090332 ∣  [  std_z : 0.99  real_sub_fake : 3293.60 ]
[  epoch 0005/0040] 3320/4800, lr:1.0e-04 ∣ avg_100 : 31986.539150 ∣ critic_nllloss : 26582.754883 ∣ critic_ganloss : -802.020313 ∣ generator_nllloss : 5352.546484 ∣ generator_ganloss : 896.156348 ∣  [  std_z : 0.98  real_sub_fake : 2775.17 ]
[  epoch 0005/0040] 3330/4800, lr:1.0e-04 ∣ avg_100 : 31984.908780 ∣ critic_nllloss : 26493.852734 ∣ critic_ganloss : -702.352747 ∣ generator_nllloss : 5362.767383 ∣ generator_ganloss : 893.474121 ∣  [  std_z : 0.96  real_sub_fake : 2866.50 ]
[  epoch 0005/0040] 3340/4800, lr:1.0e-04 ∣ avg_100 : 31980.989886 ∣ critic_nllloss : 26178.379297 ∣ critic_ganloss : -669.619434 ∣ generator_nllloss : 5191.083984 ∣ generator_ganloss : 848.878320 ∣  [  std_z : 0.96  real_sub_fake : 2517.82 ]
[  epoch 0005/0040] 3350/4800, lr:1.0e-04 ∣ avg_100 : 31977.056606 ∣ critic_nllloss : 26340.544922 ∣ critic_ganloss : -902.215826 ∣ generator_nllloss : 5256.274805 ∣ generator_ganloss : 884.677539 ∣  [  std_z : 0.97  real_sub_fake : 3237.13 ]
[  epoch 0005/0040] 3360/4800, lr:1.0e-04 ∣ avg_100 : 31974.005572 ∣ critic_nllloss : 26453.734570 ∣ critic_ganloss : -867.222083 ∣ generator_nllloss : 5299.103320 ∣ generator_ganloss : 929.138379 ∣  [  std_z : 0.99  real_sub_fake : 3530.02 ]
[  epoch 0005/0040] 3370/4800, lr:1.0e-04 ∣ avg_100 : 31971.989122 ∣ critic_nllloss : 26426.164453 ∣ critic_ganloss : -899.706952 ∣ generator_nllloss : 5302.033398 ∣ generator_ganloss : 982.387158 ∣  [  std_z : 1.00  real_sub_fake : 3524.42 ]
[  epoch 0005/0040] 3380/4800, lr:1.0e-04 ∣ avg_100 : 31972.456467 ∣ critic_nllloss : 26375.699023 ∣ critic_ganloss : -910.611108 ∣ generator_nllloss : 5317.365430 ∣ generator_ganloss : 1020.148096 ∣     [  std_z : 0.99  real_sub_fake : 3629.69 ]
[  epoch 0005/0040] 3390/4800, lr:1.0e-04 ∣ avg_100 : 31971.537382 ∣ critic_nllloss : 26347.507031 ∣ critic_ganloss : -799.823773 ∣ generator_nllloss : 5237.363281 ∣ generator_ganloss : 933.956885 ∣  [  std_z : 0.97  real_sub_fake : 3128.61 ]
[  epoch 0005/0040] 3400/4800, lr:1.0e-04 ∣ avg_100 : 31970.526215 ∣ critic_nllloss : 26535.923047 ∣ critic_ganloss : -835.402240 ∣ generator_nllloss : 5332.656641 ∣ generator_ganloss : 931.756494 ∣  [  std_z : 0.96  real_sub_fake : 3392.85 ]
[  epoch 0005/0040] 3410/4800, lr:1.0e-04 ∣ avg_100 : 31971.516858 ∣ critic_nllloss : 26506.296094 ∣ critic_ganloss : -721.466235 ∣ generator_nllloss : 5379.204687 ∣ generator_ganloss : 906.869873 ∣  [  std_z : 0.97  real_sub_fake : 2607.58 ]
[  epoch 0005/0040] 3420/4800, lr:1.0e-04 ∣ avg_100 : 31973.247428 ∣ critic_nllloss : 26498.416797 ∣ critic_ganloss : -796.420483 ∣ generator_nllloss : 5353.700586 ∣ generator_ganloss : 965.646191 ∣  [  std_z : 0.97  real_sub_fake : 2940.49 ]
[  epoch 0005/0040] 3430/4800, lr:1.0e-04 ∣ avg_100 : 31972.162047 ∣ critic_nllloss : 26456.038086 ∣ critic_ganloss : -717.603586 ∣ generator_nllloss : 5199.087109 ∣ generator_ganloss : 945.577734 ∣  [  std_z : 0.96  real_sub_fake : 3226.02 ]
[  epoch 0005/0040] 3440/4800, lr:1.0e-04 ∣ avg_100 : 31973.242295 ∣ critic_nllloss : 26295.760742 ∣ critic_ganloss : -622.067383 ∣ generator_nllloss : 5232.909766 ∣ generator_ganloss : 938.258008 ∣  [  std_z : 0.97  real_sub_fake : 1918.94 ]
[  epoch 0005/0040] 3450/4800, lr:1.0e-04 ∣ avg_100 : 31969.691858 ∣ critic_nllloss : 26425.224805 ∣ critic_ganloss : -563.950711 ∣ generator_nllloss : 5352.527344 ∣ generator_ganloss : 949.673730 ∣  [  std_z : 0.98  real_sub_fake : 2347.87 ]
[  epoch 0005/0040] 3460/4800, lr:1.0e-04 ∣ avg_100 : 31965.590833 ∣ critic_nllloss : 26458.153906 ∣ critic_ganloss : -722.045959 ∣ generator_nllloss : 5278.688086 ∣ generator_ganloss : 969.308594 ∣  [  std_z : 0.99  real_sub_fake : 2569.93 ]
[  epoch 0005/0040] 3470/4800, lr:1.0e-04 ∣ avg_100 : 31961.192744 ∣ critic_nllloss : 26418.303125 ∣ critic_ganloss : -882.509546 ∣ generator_nllloss : 5198.637109 ∣ generator_ganloss : 968.799121 ∣  [  std_z : 0.98  real_sub_fake : 3285.33 ]
[  epoch 0005/0040] 3480/4800, lr:1.0e-04 ∣ avg_100 : 31959.033834 ∣ critic_nllloss : 26462.336523 ∣ critic_ganloss : -714.931097 ∣ generator_nllloss : 5329.813477 ∣ generator_ganloss : 1014.944434 ∣     [  std_z : 0.98  real_sub_fake : 2868.77 ]
[  epoch 0005/0040] 3490/4800, lr:1.0e-04 ∣ avg_100 : 31955.602557 ∣ critic_nllloss : 26551.454883 ∣ critic_ganloss : -787.546588 ∣ generator_nllloss : 5317.936523 ∣ generator_ganloss : 899.513721 ∣  [  std_z : 0.98  real_sub_fake : 2611.34 ]
[  epoch 0005/0040] 3500/4800, lr:1.0e-04 ∣ avg_100 : 31954.152457 ∣ critic_nllloss : 26445.021680 ∣ critic_ganloss : -885.373755 ∣ generator_nllloss : 5276.085352 ∣ generator_ganloss : 963.459668 ∣  [  std_z : 0.97  real_sub_fake : 3356.41 ]
[  epoch 0005/0040] 3510/4800, lr:1.0e-04 ∣ avg_100 : 31955.753661 ∣ critic_nllloss : 26213.938672 ∣ critic_ganloss : -437.770200 ∣ generator_nllloss : 5322.863281 ∣ generator_ganloss : 989.439307 ∣  [  std_z : 0.96  real_sub_fake : 2476.19 ]
[  epoch 0005/0040] 3520/4800, lr:1.0e-04 ∣ avg_100 : 31957.308065 ∣ critic_nllloss : 26393.012891 ∣ critic_ganloss : -657.568109 ∣ generator_nllloss : 5394.692773 ∣ generator_ganloss : 939.767187 ∣  [  std_z : 0.97  real_sub_fake : 2008.54 ]
[  epoch 0005/0040] 3530/4800, lr:1.0e-04 ∣ avg_100 : 31954.524081 ∣ critic_nllloss : 26620.496289 ∣ critic_ganloss : -863.563660 ∣ generator_nllloss : 5258.273633 ∣ generator_ganloss : 895.082520 ∣  [  std_z : 0.99  real_sub_fake : 3274.36 ]
[  epoch 0005/0040] 3540/4800, lr:1.0e-04 ∣ avg_100 : 31951.316274 ∣ critic_nllloss : 26401.908008 ∣ critic_ganloss : -750.825604 ∣ generator_nllloss : 5344.257227 ∣ generator_ganloss : 965.452197 ∣  [  std_z : 1.00  real_sub_fake : 3026.11 ]
[  epoch 0005/0040] 3550/4800, lr:1.0e-04 ∣ avg_100 : 31948.101293 ∣ critic_nllloss : 26378.983789 ∣ critic_ganloss : -899.558691 ∣ generator_nllloss : 5244.301562 ∣ generator_ganloss : 974.210693 ∣  [  std_z : 0.98  real_sub_fake : 3145.37 ]
[  epoch 0005/0040] 3560/4800, lr:1.0e-04 ∣ avg_100 : 31945.257118 ∣ critic_nllloss : 26487.711523 ∣ critic_ganloss : -720.470581 ∣ generator_nllloss : 5248.017383 ∣ generator_ganloss : 996.803760 ∣  [  std_z : 0.98  real_sub_fake : 3190.02 ]
[  epoch 0005/0040] 3570/4800, lr:1.0e-04 ∣ avg_100 : 31944.359207 ∣ critic_nllloss : 26371.169727 ∣ critic_ganloss : -745.889948 ∣ generator_nllloss : 5216.153711 ∣ generator_ganloss : 952.303564 ∣  [  std_z : 0.98  real_sub_fake : 2526.10 ]
[  epoch 0005/0040] 3580/4800, lr:1.0e-04 ∣ avg_100 : 31942.091388 ∣ critic_nllloss : 26559.196289 ∣ critic_ganloss : -826.657928 ∣ generator_nllloss : 5280.531641 ∣ generator_ganloss : 887.878516 ∣  [  std_z : 0.99  real_sub_fake : 3501.46 ]
[  epoch 0005/0040] 3590/4800, lr:1.0e-04 ∣ avg_100 : 31940.640533 ∣ critic_nllloss : 26521.434375 ∣ critic_ganloss : -894.308289 ∣ generator_nllloss : 5345.707031 ∣ generator_ganloss : 858.045068 ∣  [  std_z : 1.00  real_sub_fake : 3253.99 ]
[  epoch 0005/0040] 3600/4800, lr:1.0e-04 ∣ avg_100 : 31935.896270 ∣ critic_nllloss : 26404.417578 ∣ critic_ganloss : -878.448145 ∣ generator_nllloss : 5357.630859 ∣ generator_ganloss : 842.960254 ∣  [  std_z : 0.98  real_sub_fake : 3728.74 ]
[  epoch 0005/0040] 3610/4800, lr:1.0e-04 ∣ avg_100 : 31936.903172 ∣ critic_nllloss : 26717.423828 ∣ critic_ganloss : -921.819843 ∣ generator_nllloss : 5372.073828 ∣ generator_ganloss : 910.471094 ∣  [  std_z : 0.98  real_sub_fake : 2908.95 ]
[  epoch 0005/0040] 3620/4800, lr:1.0e-04 ∣ avg_100 : 31936.232213 ∣ critic_nllloss : 26449.945508 ∣ critic_ganloss : -783.096649 ∣ generator_nllloss : 5313.386523 ∣ generator_ganloss : 957.401318 ∣  [  std_z : 0.97  real_sub_fake : 3479.08 ]
[  epoch 0005/0040] 3630/4800, lr:1.0e-04 ∣ avg_100 : 31930.939229 ∣ critic_nllloss : 26447.995312 ∣ critic_ganloss : -1013.249774 ∣ generator_nllloss : 5225.222070 ∣ generator_ganloss : 954.681104 ∣     [  std_z : 0.97  real_sub_fake : 3680.65 ]
[  epoch 0005/0040] 3640/4800, lr:1.0e-04 ∣ avg_100 : 31931.007173 ∣ critic_nllloss : 26406.087891 ∣ critic_ganloss : -718.924664 ∣ generator_nllloss : 5209.203906 ∣ generator_ganloss : 1026.178711 ∣     [  std_z : 0.99  real_sub_fake : 3156.69 ]
[  epoch 0005/0040] 3650/4800, lr:1.0e-04 ∣ avg_100 : 31929.323047 ∣ critic_nllloss : 26437.255078 ∣ critic_ganloss : -643.352567 ∣ generator_nllloss : 5253.506250 ∣ generator_ganloss : 965.993359 ∣  [  std_z : 0.99  real_sub_fake : 1793.75 ]
[  epoch 0005/0040] 3660/4800, lr:1.0e-04 ∣ avg_100 : 31929.480124 ∣ critic_nllloss : 26469.644336 ∣ critic_ganloss : -741.098779 ∣ generator_nllloss : 5279.093164 ∣ generator_ganloss : 952.363965 ∣  [  std_z : 0.99  real_sub_fake : 3453.97 ]
[  epoch 0005/0040] 3670/4800, lr:1.0e-04 ∣ avg_100 : 31928.968156 ∣ critic_nllloss : 26314.234961 ∣ critic_ganloss : -774.861719 ∣ generator_nllloss : 5348.792578 ∣ generator_ganloss : 925.548730 ∣  [  std_z : 0.98  real_sub_fake : 2536.08 ]
[  epoch 0005/0040] 3680/4800, lr:1.0e-04 ∣ avg_100 : 31928.036311 ∣ critic_nllloss : 26391.463672 ∣ critic_ganloss : -739.886310 ∣ generator_nllloss : 5319.639844 ∣ generator_ganloss : 945.707764 ∣  [  std_z : 0.96  real_sub_fake : 3158.00 ]
[  epoch 0005/0040] 3690/4800, lr:1.0e-04 ∣ avg_100 : 31926.303495 ∣ critic_nllloss : 26533.739844 ∣ critic_ganloss : -878.459479 ∣ generator_nllloss : 5251.992969 ∣ generator_ganloss : 953.782324 ∣  [  std_z : 0.97  real_sub_fake : 3104.35 ]
[  epoch 0005/0040] 3700/4800, lr:1.0e-04 ∣ avg_100 : 31924.477246 ∣ critic_nllloss : 26337.025195 ∣ critic_ganloss : -796.352094 ∣ generator_nllloss : 5131.512891 ∣ generator_ganloss : 905.764648 ∣  [  std_z : 0.98  real_sub_fake : 3349.11 ]
[  epoch 0005/0040] 3710/4800, lr:1.0e-04 ∣ avg_100 : 31924.234385 ∣ critic_nllloss : 26551.641406 ∣ critic_ganloss : -775.076630 ∣ generator_nllloss : 5330.450000 ∣ generator_ganloss : 879.820996 ∣  [  std_z : 1.01  real_sub_fake : 2946.49 ]
[  epoch 0005/0040] 3720/4800, lr:1.0e-04 ∣ avg_100 : 31922.469389 ∣ critic_nllloss : 26575.699609 ∣ critic_ganloss : -806.250568 ∣ generator_nllloss : 5296.016406 ∣ generator_ganloss : 831.742822 ∣  [  std_z : 1.00  real_sub_fake : 3171.66 ]
[  epoch 0005/0040] 3730/4800, lr:1.0e-04 ∣ avg_100 : 31922.095138 ∣ critic_nllloss : 26548.451172 ∣ critic_ganloss : -888.211517 ∣ generator_nllloss : 5437.050391 ∣ generator_ganloss : 848.044385 ∣  [  std_z : 0.99  real_sub_fake : 3100.53 ]
[  epoch 0005/0040] 3740/4800, lr:1.0e-04 ∣ avg_100 : 31919.394921 ∣ critic_nllloss : 26446.844141 ∣ critic_ganloss : -870.753094 ∣ generator_nllloss : 5248.117188 ∣ generator_ganloss : 913.472510 ∣  [  std_z : 0.96  real_sub_fake : 3638.14 ]
[  epoch 0005/0040] 3750/4800, lr:1.0e-04 ∣ avg_100 : 31919.859672 ∣ critic_nllloss : 26311.885352 ∣ critic_ganloss : -746.622858 ∣ generator_nllloss : 5294.737695 ∣ generator_ganloss : 961.019043 ∣  [  std_z : 0.96  real_sub_fake : 2661.45 ]
[  epoch 0005/0040] 3760/4800, lr:1.0e-04 ∣ avg_100 : 31915.067181 ∣ critic_nllloss : 26556.644922 ∣ critic_ganloss : -899.463507 ∣ generator_nllloss : 5261.548633 ∣ generator_ganloss : 975.634424 ∣  [  std_z : 0.97  real_sub_fake : 3423.19 ]
[  epoch 0005/0040] 3770/4800, lr:1.0e-04 ∣ avg_100 : 31914.805152 ∣ critic_nllloss : 26605.688672 ∣ critic_ganloss : -686.065771 ∣ generator_nllloss : 5264.841406 ∣ generator_ganloss : 890.556787 ∣  [  std_z : 0.98  real_sub_fake : 2950.21 ]
[  epoch 0005/0040] 3780/4800, lr:1.0e-04 ∣ avg_100 : 31918.668630 ∣ critic_nllloss : 26538.992969 ∣ critic_ganloss : -726.672910 ∣ generator_nllloss : 5346.909375 ∣ generator_ganloss : 947.754639 ∣  [  std_z : 1.00  real_sub_fake : 2453.58 ]
[  epoch 0005/0040] 3790/4800, lr:1.0e-04 ∣ avg_100 : 31920.501570 ∣ critic_nllloss : 26840.996680 ∣ critic_ganloss : -898.544092 ∣ generator_nllloss : 5295.729297 ∣ generator_ganloss : 896.422852 ∣  [  std_z : 0.98  real_sub_fake : 3664.26 ]
[  epoch 0005/0040] 3800/4800, lr:1.0e-04 ∣ avg_100 : 31915.119988 ∣ critic_nllloss : 26494.878125 ∣ critic_ganloss : -880.977167 ∣ generator_nllloss : 5220.002344 ∣ generator_ganloss : 873.895166 ∣  [  std_z : 0.96  real_sub_fake : 3324.12 ]
[  epoch 0005/0040] 3810/4800, lr:1.0e-04 ∣ avg_100 : 31915.779108 ∣ critic_nllloss : 26450.863086 ∣ critic_ganloss : -532.776917 ∣ generator_nllloss : 5309.246094 ∣ generator_ganloss : 898.824316 ∣  [  std_z : 0.96  real_sub_fake : 2432.62 ]
[  epoch 0005/0040] 3820/4800, lr:1.0e-04 ∣ avg_100 : 31916.882406 ∣ critic_nllloss : 26618.470508 ∣ critic_ganloss : -806.381589 ∣ generator_nllloss : 5378.467188 ∣ generator_ganloss : 822.145654 ∣  [  std_z : 0.97  real_sub_fake : 2270.70 ]
[  epoch 0005/0040] 3830/4800, lr:1.0e-04 ∣ avg_100 : 31915.505857 ∣ critic_nllloss : 26431.929492 ∣ critic_ganloss : -585.283081 ∣ generator_nllloss : 5275.496094 ∣ generator_ganloss : 727.788330 ∣  [  std_z : 0.99  real_sub_fake : 3593.03 ]
[  epoch 0005/0040] 3840/4800, lr:1.0e-04 ∣ avg_100 : 31915.674434 ∣ critic_nllloss : 26383.428906 ∣ critic_ganloss : -357.266277 ∣ generator_nllloss : 5268.865820 ∣ generator_ganloss : 688.296582 ∣  [  std_z : 0.99  real_sub_fake : 1233.39 ]
[  epoch 0005/0040] 3850/4800, lr:1.0e-04 ∣ avg_100 : 31911.575283 ∣ critic_nllloss : 26022.133008 ∣ critic_ganloss : -358.373212 ∣ generator_nllloss : 5187.715625 ∣ generator_ganloss : 694.440015 ∣  [  std_z : 0.97  real_sub_fake : 1035.40 ]
[  epoch 0005/0040] 3860/4800, lr:1.0e-04 ∣ avg_100 : 31909.953555 ∣ critic_nllloss : 26417.462695 ∣ critic_ganloss : -567.284503 ∣ generator_nllloss : 5261.766211 ∣ generator_ganloss : 722.062012 ∣  [  std_z : 0.98  real_sub_fake : 1790.04 ]
[  epoch 0005/0040] 3870/4800, lr:1.0e-04 ∣ avg_100 : 31911.984098 ∣ critic_nllloss : 26459.362109 ∣ critic_ganloss : -652.637793 ∣ generator_nllloss : 5332.844727 ∣ generator_ganloss : 785.845752 ∣  [  std_z : 0.97  real_sub_fake : 2886.92 ]
[  epoch 0005/0040] 3880/4800, lr:1.0e-04 ∣ avg_100 : 31910.743632 ∣ critic_nllloss : 26436.750781 ∣ critic_ganloss : -753.302679 ∣ generator_nllloss : 5312.186328 ∣ generator_ganloss : 890.680762 ∣  [  std_z : 0.97  real_sub_fake : 2718.07 ]
[  epoch 0005/0040] 3890/4800, lr:1.0e-04 ∣ avg_100 : 31902.799744 ∣ critic_nllloss : 26387.436133 ∣ critic_ganloss : -956.960474 ∣ generator_nllloss : 5288.172266 ∣ generator_ganloss : 888.900928 ∣  [  std_z : 0.96  real_sub_fake : 3161.33 ]
[  epoch 0005/0040] 3900/4800, lr:1.0e-04 ∣ avg_100 : 31897.403582 ∣ critic_nllloss : 26225.740234 ∣ critic_ganloss : -903.169098 ∣ generator_nllloss : 5270.195703 ∣ generator_ganloss : 941.475439 ∣  [  std_z : 0.97  real_sub_fake : 3727.17 ]
[  epoch 0005/0040] 3910/4800, lr:1.0e-04 ∣ avg_100 : 31895.398683 ∣ critic_nllloss : 26469.751563 ∣ critic_ganloss : -950.297162 ∣ generator_nllloss : 5392.329883 ∣ generator_ganloss : 975.007324 ∣  [  std_z : 0.98  real_sub_fake : 3605.93 ]
[  epoch 0005/0040] 3920/4800, lr:1.0e-04 ∣ avg_100 : 31894.747476 ∣ critic_nllloss : 26496.836523 ∣ critic_ganloss : -771.511096 ∣ generator_nllloss : 5257.331250 ∣ generator_ganloss : 949.016113 ∣  [  std_z : 0.98  real_sub_fake : 3086.12 ]
[  epoch 0005/0040] 3930/4800, lr:1.0e-04 ∣ avg_100 : 31890.027333 ∣ critic_nllloss : 26187.540625 ∣ critic_ganloss : -846.345154 ∣ generator_nllloss : 5227.465039 ∣ generator_ganloss : 937.445020 ∣  [  std_z : 0.97  real_sub_fake : 3402.21 ]
[  epoch 0005/0040] 3940/4800, lr:1.0e-04 ∣ avg_100 : 31888.968814 ∣ critic_nllloss : 26303.494531 ∣ critic_ganloss : -653.157898 ∣ generator_nllloss : 5248.240430 ∣ generator_ganloss : 1002.838330 ∣     [  std_z : 0.98  real_sub_fake : 2440.45 ]
[  epoch 0005/0040] 3950/4800, lr:1.0e-04 ∣ avg_100 : 31892.845792 ∣ critic_nllloss : 26510.549219 ∣ critic_ganloss : -747.849597 ∣ generator_nllloss : 5391.676172 ∣ generator_ganloss : 970.616797 ∣  [  std_z : 0.98  real_sub_fake : 3090.63 ]
[  epoch 0005/0040] 3960/4800, lr:1.0e-04 ∣ avg_100 : 31894.150141 ∣ critic_nllloss : 26587.483203 ∣ critic_ganloss : -657.716815 ∣ generator_nllloss : 5338.530664 ∣ generator_ganloss : 988.082715 ∣  [  std_z : 0.99  real_sub_fake : 2366.94 ]
[  epoch 0005/0040] 3970/4800, lr:1.0e-04 ∣ avg_100 : 31890.041658 ∣ critic_nllloss : 26505.577539 ∣ critic_ganloss : -796.562000 ∣ generator_nllloss : 5252.739453 ∣ generator_ganloss : 914.295313 ∣  [  std_z : 0.97  real_sub_fake : 2889.02 ]
[  epoch 0005/0040] 3980/4800, lr:1.0e-04 ∣ avg_100 : 31888.079156 ∣ critic_nllloss : 26220.763477 ∣ critic_ganloss : -675.770740 ∣ generator_nllloss : 5226.538086 ∣ generator_ganloss : 893.996143 ∣  [  std_z : 0.97  real_sub_fake : 2938.56 ]
[  epoch 0005/0040] 3990/4800, lr:1.0e-04 ∣ avg_100 : 31888.390896 ∣ critic_nllloss : 26374.854883 ∣ critic_ganloss : -687.116516 ∣ generator_nllloss : 5358.556055 ∣ generator_ganloss : 903.038867 ∣  [  std_z : 0.98  real_sub_fake : 2282.25 ]
[  epoch 0005/0040] 4000/4800, lr:1.0e-04 ∣ avg_100 : 31884.587105 ∣ critic_nllloss : 26309.285352 ∣ critic_ganloss : -773.960046 ∣ generator_nllloss : 5271.762500 ∣ generator_ganloss : 922.689795 ∣  [  std_z : 0.96  real_sub_fake : 3005.18 ]
[  epoch 0005/0040] 4010/4800, lr:1.0e-04 ∣ avg_100 : 31886.707280 ∣ critic_nllloss : 26607.164258 ∣ critic_ganloss : -795.601642 ∣ generator_nllloss : 5350.646484 ∣ generator_ganloss : 910.890820 ∣  [  std_z : 0.98  real_sub_fake : 2911.14 ]
[  epoch 0005/0040] 4020/4800, lr:1.0e-04 ∣ avg_100 : 31886.461207 ∣ critic_nllloss : 26451.107031 ∣ critic_ganloss : -789.517682 ∣ generator_nllloss : 5326.570898 ∣ generator_ganloss : 1052.714111 ∣     [  std_z : 0.99  real_sub_fake : 3227.21 ]
[  epoch 0005/0040] 4030/4800, lr:1.0e-04 ∣ avg_100 : 31888.835144 ∣ critic_nllloss : 26454.074414 ∣ critic_ganloss : -704.367291 ∣ generator_nllloss : 5246.743359 ∣ generator_ganloss : 995.432080 ∣  [  std_z : 0.99  real_sub_fake : 2571.59 ]
[  epoch 0005/0040] 4040/4800, lr:1.0e-04 ∣ avg_100 : 31891.823882 ∣ critic_nllloss : 26539.038477 ∣ critic_ganloss : -738.775787 ∣ generator_nllloss : 5349.601953 ∣ generator_ganloss : 1013.694336 ∣     [  std_z : 0.99  real_sub_fake : 3038.45 ]
[  epoch 0005/0040] 4050/4800, lr:1.0e-04 ∣ avg_100 : 31892.499732 ∣ critic_nllloss : 26531.907422 ∣ critic_ganloss : -749.528705 ∣ generator_nllloss : 5246.827930 ∣ generator_ganloss : 906.956152 ∣  [  std_z : 1.00  real_sub_fake : 3043.13 ]
[  epoch 0005/0040] 4060/4800, lr:1.0e-04 ∣ avg_100 : 31892.198537 ∣ critic_nllloss : 26251.063477 ∣ critic_ganloss : -805.498389 ∣ generator_nllloss : 5247.391602 ∣ generator_ganloss : 917.935693 ∣  [  std_z : 0.98  real_sub_fake : 2743.34 ]
[  epoch 0005/0040] 4070/4800, lr:1.0e-04 ∣ avg_100 : 31890.549632 ∣ critic_nllloss : 26377.360742 ∣ critic_ganloss : -708.530621 ∣ generator_nllloss : 5224.147266 ∣ generator_ganloss : 936.693457 ∣  [  std_z : 0.96  real_sub_fake : 3505.87 ]
[  epoch 0005/0040] 4080/4800, lr:1.0e-04 ∣ avg_100 : 31891.170225 ∣ critic_nllloss : 26370.119922 ∣ critic_ganloss : -623.285779 ∣ generator_nllloss : 5348.569531 ∣ generator_ganloss : 944.314258 ∣  [  std_z : 0.96  real_sub_fake : 2019.00 ]
[  epoch 0005/0040] 4090/4800, lr:1.0e-04 ∣ avg_100 : 31891.207395 ∣ critic_nllloss : 26456.248633 ∣ critic_ganloss : -708.028094 ∣ generator_nllloss : 5281.131250 ∣ generator_ganloss : 871.341162 ∣  [  std_z : 0.97  real_sub_fake : 2526.53 ]
[  epoch 0005/0040] 4100/4800, lr:1.0e-04 ∣ avg_100 : 31890.451356 ∣ critic_nllloss : 26308.784961 ∣ critic_ganloss : -864.646802 ∣ generator_nllloss : 5306.795703 ∣ generator_ganloss : 928.953369 ∣  [  std_z : 1.00  real_sub_fake : 3230.83 ]
[  epoch 0005/0040] 4110/4800, lr:1.0e-04 ∣ avg_100 : 31889.927579 ∣ critic_nllloss : 26424.031445 ∣ critic_ganloss : -917.014905 ∣ generator_nllloss : 5257.683984 ∣ generator_ganloss : 974.392236 ∣  [  std_z : 0.99  real_sub_fake : 3412.37 ]
[  epoch 0005/0040] 4120/4800, lr:1.0e-04 ∣ avg_100 : 31889.140193 ∣ critic_nllloss : 26466.190039 ∣ critic_ganloss : -890.664380 ∣ generator_nllloss : 5293.512500 ∣ generator_ganloss : 1003.872461 ∣     [  std_z : 0.98  real_sub_fake : 3548.41 ]
[  epoch 0005/0040] 4130/4800, lr:1.0e-04 ∣ avg_100 : 31889.641022 ∣ critic_nllloss : 26376.998437 ∣ critic_ganloss : -778.354553 ∣ generator_nllloss : 5216.929883 ∣ generator_ganloss : 969.337500 ∣  [  std_z : 0.97  real_sub_fake : 2975.34 ]
[  epoch 0005/0040] 4140/4800, lr:1.0e-04 ∣ avg_100 : 31889.087540 ∣ critic_nllloss : 26455.578906 ∣ critic_ganloss : -751.990826 ∣ generator_nllloss : 5318.887305 ∣ generator_ganloss : 970.302441 ∣  [  std_z : 0.96  real_sub_fake : 2890.72 ]
[  epoch 0005/0040] 4150/4800, lr:1.0e-04 ∣ avg_100 : 31887.624915 ∣ critic_nllloss : 26417.591211 ∣ critic_ganloss : -761.547656 ∣ generator_nllloss : 5168.382422 ∣ generator_ganloss : 959.925342 ∣  [  std_z : 0.97  real_sub_fake : 2831.24 ]
[  epoch 0005/0040] 4160/4800, lr:1.0e-04 ∣ avg_100 : 31890.660071 ∣ critic_nllloss : 26536.988281 ∣ critic_ganloss : -642.759650 ∣ generator_nllloss : 5259.737500 ∣ generator_ganloss : 1061.017139 ∣     [  std_z : 0.98  real_sub_fake : 2628.99 ]
[  epoch 0005/0040] 4170/4800, lr:1.0e-04 ∣ avg_100 : 31896.778671 ∣ critic_nllloss : 26768.915820 ∣ critic_ganloss : -899.653680 ∣ generator_nllloss : 5398.367578 ∣ generator_ganloss : 1009.751172 ∣     [  std_z : 0.99  real_sub_fake : 2929.04 ]
[  epoch 0005/0040] 4180/4800, lr:1.0e-04 ∣ avg_100 : 31897.571548 ∣ critic_nllloss : 26345.505859 ∣ critic_ganloss : -679.420776 ∣ generator_nllloss : 5305.687891 ∣ generator_ganloss : 1023.882471 ∣     [  std_z : 0.99  real_sub_fake : 3395.89 ]
[  epoch 0005/0040] 4190/4800, lr:1.0e-04 ∣ avg_100 : 31893.040764 ∣ critic_nllloss : 26048.696680 ∣ critic_ganloss : -665.114716 ∣ generator_nllloss : 5253.305078 ∣ generator_ganloss : 897.958740 ∣  [  std_z : 0.98  real_sub_fake : 2078.07 ]
[  epoch 0005/0040] 4200/4800, lr:1.0e-04 ∣ avg_100 : 31893.364880 ∣ critic_nllloss : 26357.197266 ∣ critic_ganloss : -787.640985 ∣ generator_nllloss : 5295.267578 ∣ generator_ganloss : 908.945020 ∣  [  std_z : 0.98  real_sub_fake : 2953.79 ]
[  epoch 0005/0040] 4210/4800, lr:1.0e-04 ∣ avg_100 : 31893.365625 ∣ critic_nllloss : 26529.137305 ∣ critic_ganloss : -763.429510 ∣ generator_nllloss : 5307.825195 ∣ generator_ganloss : 1022.973145 ∣     [  std_z : 1.00  real_sub_fake : 2922.86 ]
[  epoch 0005/0040] 4220/4800, lr:1.0e-04 ∣ avg_100 : 31894.101596 ∣ critic_nllloss : 26334.111914 ∣ critic_ganloss : -686.708740 ∣ generator_nllloss : 5248.479492 ∣ generator_ganloss : 1049.887500 ∣     [  std_z : 0.98  real_sub_fake : 2969.66 ]
[  epoch 0005/0040] 4230/4800, lr:1.0e-04 ∣ avg_100 : 31897.345135 ∣ critic_nllloss : 26627.001172 ∣ critic_ganloss : -714.221088 ∣ generator_nllloss : 5293.728125 ∣ generator_ganloss : 1156.527393 ∣     [  std_z : 0.97  real_sub_fake : 2725.01 ]
[  epoch 0005/0040] 4240/4800, lr:1.0e-04 ∣ avg_100 : 31900.528852 ∣ critic_nllloss : 26440.849023 ∣ critic_ganloss : -636.749927 ∣ generator_nllloss : 5381.968359 ∣ generator_ganloss : 1155.680273 ∣     [  std_z : 0.97  real_sub_fake : 2452.49 ]
[  epoch 0005/0040] 4250/4800, lr:1.0e-04 ∣ avg_100 : 31901.880277 ∣ critic_nllloss : 26467.022266 ∣ critic_ganloss : -844.791107 ∣ generator_nllloss : 5328.480078 ∣ generator_ganloss : 1139.089551 ∣     [  std_z : 0.97  real_sub_fake : 3129.80 ]
[  epoch 0005/0040] 4260/4800, lr:1.0e-04 ∣ avg_100 : 31901.833412 ∣ critic_nllloss : 26418.104492 ∣ critic_ganloss : -791.040552 ∣ generator_nllloss : 5330.553125 ∣ generator_ganloss : 1091.764258 ∣     [  std_z : 0.96  real_sub_fake : 3202.70 ]
[  epoch 0005/0040] 4270/4800, lr:1.0e-04 ∣ avg_100 : 31902.283219 ∣ critic_nllloss : 26398.626172 ∣ critic_ganloss : -789.418073 ∣ generator_nllloss : 5228.356055 ∣ generator_ganloss : 1045.692969 ∣     [  std_z : 0.97  real_sub_fake : 2770.28 ]
[  epoch 0005/0040] 4280/4800, lr:1.0e-04 ∣ avg_100 : 31898.896705 ∣ critic_nllloss : 26353.959180 ∣ critic_ganloss : -1016.120447 ∣ generator_nllloss : 5177.179102 ∣ generator_ganloss : 997.095264 ∣     [  std_z : 0.99  real_sub_fake : 4008.83 ]
[  epoch 0005/0040] 4290/4800, lr:1.0e-04 ∣ avg_100 : 31897.682427 ∣ critic_nllloss : 26446.393750 ∣ critic_ganloss : -1048.279327 ∣ generator_nllloss : 5220.906836 ∣ generator_ganloss : 1038.964893 ∣    [  std_z : 1.00  real_sub_fake : 3914.83 ]
[  epoch 0005/0040] 4300/4800, lr:1.0e-04 ∣ avg_100 : 31897.875760 ∣ critic_nllloss : 26328.517773 ∣ critic_ganloss : -929.485077 ∣ generator_nllloss : 5235.401563 ∣ generator_ganloss : 1087.805420 ∣     [  std_z : 1.00  real_sub_fake : 3843.87 ]
[  epoch 0005/0040] 4310/4800, lr:1.0e-04 ∣ avg_100 : 31901.865993 ∣ critic_nllloss : 26230.149414 ∣ critic_ganloss : -338.271295 ∣ generator_nllloss : 5269.808789 ∣ generator_ganloss : 1136.805322 ∣     [  std_z : 1.00  real_sub_fake : 1443.78 ]
[  epoch 0005/0040] 4320/4800, lr:1.0e-04 ∣ avg_100 : 31905.321379 ∣ critic_nllloss : 26599.344922 ∣ critic_ganloss : -541.387781 ∣ generator_nllloss : 5319.125781 ∣ generator_ganloss : 997.893164 ∣  [  std_z : 0.98  real_sub_fake : 1756.90 ]
[  epoch 0005/0040] 4330/4800, lr:1.0e-04 ∣ avg_100 : 31905.334579 ∣ critic_nllloss : 26457.664648 ∣ critic_ganloss : -772.108820 ∣ generator_nllloss : 5293.805469 ∣ generator_ganloss : 1069.700146 ∣     [  std_z : 0.97  real_sub_fake : 2903.85 ]
[  epoch 0005/0040] 4340/4800, lr:1.0e-04 ∣ avg_100 : 31910.908076 ∣ critic_nllloss : 26517.309766 ∣ critic_ganloss : -1001.774994 ∣ generator_nllloss : 5472.129687 ∣ generator_ganloss : 1118.407373 ∣    [  std_z : 0.96  real_sub_fake : 3756.33 ]
[  epoch 0005/0040] 4350/4800, lr:1.0e-04 ∣ avg_100 : 31914.043869 ∣ critic_nllloss : 26412.377734 ∣ critic_ganloss : -969.720740 ∣ generator_nllloss : 5287.978906 ∣ generator_ganloss : 1162.224902 ∣     [  std_z : 0.96  real_sub_fake : 3644.33 ]
[  epoch 0005/0040] 4360/4800, lr:1.0e-04 ∣ avg_100 : 31916.094934 ∣ critic_nllloss : 26624.518164 ∣ critic_ganloss : -1011.734607 ∣ generator_nllloss : 5243.682422 ∣ generator_ganloss : 1163.394727 ∣    [  std_z : 0.98  real_sub_fake : 3589.59 ]
[  epoch 0005/0040] 4370/4800, lr:1.0e-04 ∣ avg_100 : 31919.133238 ∣ critic_nllloss : 26327.855469 ∣ critic_ganloss : -506.237817 ∣ generator_nllloss : 5176.798242 ∣ generator_ganloss : 1116.292578 ∣     [  std_z : 1.00  real_sub_fake : 2662.11 ]
[  epoch 0005/0040] 4380/4800, lr:1.0e-04 ∣ avg_100 : 31926.111058 ∣ critic_nllloss : 26699.830273 ∣ critic_ganloss : -659.039807 ∣ generator_nllloss : 5373.739258 ∣ generator_ganloss : 1085.853711 ∣     [  std_z : 1.01  real_sub_fake : 1946.12 ]
[  epoch 0005/0040] 4390/4800, lr:1.0e-04 ∣ avg_100 : 31930.712189 ∣ critic_nllloss : 26576.566992 ∣ critic_ganloss : -655.293536 ∣ generator_nllloss : 5300.290625 ∣ generator_ganloss : 957.552393 ∣  [  std_z : 0.98  real_sub_fake : 3143.14 ]
[  epoch 0005/0040] 4400/4800, lr:1.0e-04 ∣ avg_100 : 31928.289099 ∣ critic_nllloss : 26329.466406 ∣ critic_ganloss : -887.359253 ∣ generator_nllloss : 5329.180078 ∣ generator_ganloss : 951.337695 ∣  [  std_z : 0.96  real_sub_fake : 2779.82 ]
[  epoch 0005/0040] 4410/4800, lr:1.0e-04 ∣ avg_100 : 31926.546212 ∣ critic_nllloss : 26561.109570 ∣ critic_ganloss : -953.690796 ∣ generator_nllloss : 5355.601367 ∣ generator_ganloss : 933.595605 ∣  [  std_z : 0.97  real_sub_fake : 3993.62 ]
[  epoch 0005/0040] 4420/4800, lr:1.0e-04 ∣ avg_100 : 31925.512929 ∣ critic_nllloss : 26410.150195 ∣ critic_ganloss : -697.875989 ∣ generator_nllloss : 5285.690625 ∣ generator_ganloss : 920.049951 ∣  [  std_z : 0.98  real_sub_fake : 2815.81 ]
[  epoch 0005/0040] 4430/4800, lr:1.0e-04 ∣ avg_100 : 31923.425822 ∣ critic_nllloss : 26432.804688 ∣ critic_ganloss : -832.985846 ∣ generator_nllloss : 5235.690430 ∣ generator_ganloss : 838.879346 ∣  [  std_z : 0.99  real_sub_fake : 2873.80 ]
[  epoch 0005/0040] 4440/4800, lr:1.0e-04 ∣ avg_100 : 31916.830792 ∣ critic_nllloss : 26088.381445 ∣ critic_ganloss : -814.832843 ∣ generator_nllloss : 5114.604297 ∣ generator_ganloss : 797.205273 ∣  [  std_z : 0.99  real_sub_fake : 3346.64 ]
[  epoch 0005/0040] 4450/4800, lr:1.0e-04 ∣ avg_100 : 31911.490593 ∣ critic_nllloss : 26378.985547 ∣ critic_ganloss : -888.056519 ∣ generator_nllloss : 5267.755469 ∣ generator_ganloss : 870.770752 ∣  [  std_z : 1.00  real_sub_fake : 3358.64 ]
[  epoch 0005/0040] 4460/4800, lr:1.0e-04 ∣ avg_100 : 31909.500805 ∣ critic_nllloss : 26617.653906 ∣ critic_ganloss : -1059.735376 ∣ generator_nllloss : 5303.125781 ∣ generator_ganloss : 924.081494 ∣     [  std_z : 1.00  real_sub_fake : 4371.15 ]
[  epoch 0005/0040] 4470/4800, lr:1.0e-04 ∣ avg_100 : 31911.871722 ∣ critic_nllloss : 26494.384375 ∣ critic_ganloss : -733.400507 ∣ generator_nllloss : 5243.559766 ∣ generator_ganloss : 935.777930 ∣  [  std_z : 0.99  real_sub_fake : 2642.26 ]
[  epoch 0005/0040] 4480/4800, lr:1.0e-04 ∣ avg_100 : 31910.830172 ∣ critic_nllloss : 26513.924023 ∣ critic_ganloss : -695.290402 ∣ generator_nllloss : 5280.246875 ∣ generator_ganloss : 889.127832 ∣  [  std_z : 0.99  real_sub_fake : 2690.63 ]
[  epoch 0005/0040] 4490/4800, lr:1.0e-04 ∣ avg_100 : 31907.365538 ∣ critic_nllloss : 26416.975195 ∣ critic_ganloss : -833.622540 ∣ generator_nllloss : 5259.492578 ∣ generator_ganloss : 792.049902 ∣  [  std_z : 0.99  real_sub_fake : 3055.68 ]
[  epoch 0005/0040] 4500/4800, lr:1.0e-04 ∣ avg_100 : 31906.150114 ∣ critic_nllloss : 26380.051172 ∣ critic_ganloss : -805.535254 ∣ generator_nllloss : 5250.973828 ∣ generator_ganloss : 852.160742 ∣  [  std_z : 1.00  real_sub_fake : 3240.67 ]
[  epoch 0005/0040] 4510/4800, lr:1.0e-04 ∣ avg_100 : 31901.644502 ∣ critic_nllloss : 26418.359180 ∣ critic_ganloss : -802.083173 ∣ generator_nllloss : 5188.636133 ∣ generator_ganloss : 832.997729 ∣  [  std_z : 1.00  real_sub_fake : 3185.98 ]
[  epoch 0005/0040] 4520/4800, lr:1.0e-04 ∣ avg_100 : 31898.110716 ∣ critic_nllloss : 26434.631250 ∣ critic_ganloss : -875.747632 ∣ generator_nllloss : 5314.137695 ∣ generator_ganloss : 843.504883 ∣  [  std_z : 0.98  real_sub_fake : 3297.14 ]
[  epoch 0005/0040] 4530/4800, lr:1.0e-04 ∣ avg_100 : 31894.745041 ∣ critic_nllloss : 26268.116406 ∣ critic_ganloss : -828.492340 ∣ generator_nllloss : 5302.340039 ∣ generator_ganloss : 831.757178 ∣  [  std_z : 0.97  real_sub_fake : 3199.69 ]
[  epoch 0005/0040] 4540/4800, lr:1.0e-04 ∣ avg_100 : 31889.606301 ∣ critic_nllloss : 26362.819531 ∣ critic_ganloss : -1060.434882 ∣ generator_nllloss : 5247.437109 ∣ generator_ganloss : 897.096045 ∣     [  std_z : 0.97  real_sub_fake : 4018.22 ]
[  epoch 0005/0040] 4550/4800, lr:1.0e-04 ∣ avg_100 : 31896.244925 ∣ critic_nllloss : 26376.555859 ∣ critic_ganloss : -91.523741 ∣ generator_nllloss : 5288.840430 ∣ generator_ganloss : 787.927246 ∣   [  std_z : 0.97  real_sub_fake : 2031.48 ]
[  epoch 0005/0040] 4560/4800, lr:1.0e-04 ∣ avg_100 : 31902.576708 ∣ critic_nllloss : 26612.467773 ∣ critic_ganloss : -156.067497 ∣ generator_nllloss : 5391.003125 ∣ generator_ganloss : 797.836938 ∣  [  std_z : 1.00  real_sub_fake : 407.87 ]
[  epoch 0005/0040] 4570/4800, lr:1.0e-04 ∣ avg_100 : 31906.625036 ∣ critic_nllloss : 26292.796484 ∣ critic_ganloss : -148.511558 ∣ generator_nllloss : 5336.824414 ∣ generator_ganloss : 717.460498 ∣  [  std_z : 0.98  real_sub_fake : 500.61 ]
[  epoch 0005/0040] 4580/4800, lr:1.0e-04 ∣ avg_100 : 31907.138542 ∣ critic_nllloss : 26217.716797 ∣ critic_ganloss : -156.042806 ∣ generator_nllloss : 5174.348437 ∣ generator_ganloss : 716.276685 ∣  [  std_z : 0.98  real_sub_fake : 550.46 ]
[  epoch 0005/0040] 4590/4800, lr:1.0e-04 ∣ avg_100 : 31910.595237 ∣ critic_nllloss : 26316.206836 ∣ critic_ganloss : -121.197755 ∣ generator_nllloss : 5227.964258 ∣ generator_ganloss : 753.574390 ∣  [  std_z : 0.97  real_sub_fake : 438.05 ]
[  epoch 0005/0040] 4600/4800, lr:1.0e-04 ∣ avg_100 : 31914.508623 ∣ critic_nllloss : 26193.514062 ∣ critic_ganloss : -102.907676 ∣ generator_nllloss : 5253.237695 ∣ generator_ganloss : 774.055078 ∣  [  std_z : 0.97  real_sub_fake : 337.37 ]
[  epoch 0005/0040] 4610/4800, lr:1.0e-04 ∣ avg_100 : 31916.430309 ∣ critic_nllloss : 26363.939063 ∣ critic_ganloss : -118.422610 ∣ generator_nllloss : 5264.226172 ∣ generator_ganloss : 760.574829 ∣  [  std_z : 1.00  real_sub_fake : 355.25 ]
[  epoch 0005/0040] 4620/4800, lr:1.0e-04 ∣ avg_100 : 31924.469577 ∣ critic_nllloss : 26753.541016 ∣ critic_ganloss : -135.382674 ∣ generator_nllloss : 5370.905664 ∣ generator_ganloss : 752.499487 ∣  [  std_z : 1.00  real_sub_fake : 470.38 ]
[  epoch 0005/0040] 4630/4800, lr:1.0e-04 ∣ avg_100 : 31929.783484 ∣ critic_nllloss : 26351.489648 ∣ critic_ganloss : -209.588113 ∣ generator_nllloss : 5251.400781 ∣ generator_ganloss : 752.737109 ∣  [  std_z : 0.99  real_sub_fake : 640.50 ]
[  epoch 0005/0040] 4640/4800, lr:1.0e-04 ∣ avg_100 : 31929.108582 ∣ critic_nllloss : 26230.575781 ∣ critic_ganloss : -379.990045 ∣ generator_nllloss : 5287.597461 ∣ generator_ganloss : 716.872510 ∣  [  std_z : 0.98  real_sub_fake : 1354.13 ]
[  epoch 0005/0040] 4650/4800, lr:1.0e-04 ∣ avg_100 : 31932.456185 ∣ critic_nllloss : 26558.255664 ∣ critic_ganloss : -294.556451 ∣ generator_nllloss : 5303.866406 ∣ generator_ganloss : 780.596729 ∣  [  std_z : 0.99  real_sub_fake : 1101.28 ]
[  epoch 0005/0040] 4660/4800, lr:1.0e-04 ∣ avg_100 : 31935.896414 ∣ critic_nllloss : 26431.269922 ∣ critic_ganloss : -231.524179 ∣ generator_nllloss : 5353.997656 ∣ generator_ganloss : 750.282178 ∣  [  std_z : 0.99  real_sub_fake : 904.31 ]
[  epoch 0005/0040] 4670/4800, lr:1.0e-04 ∣ avg_100 : 31942.291457 ∣ critic_nllloss : 26490.172266 ∣ critic_ganloss : -148.602151 ∣ generator_nllloss : 5316.389648 ∣ generator_ganloss : 795.259106 ∣  [  std_z : 0.98  real_sub_fake : 552.16 ]
[  epoch 0005/0040] 4680/4800, lr:1.0e-04 ∣ avg_100 : 31944.561699 ∣ critic_nllloss : 26309.682812 ∣ critic_ganloss : -174.232742 ∣ generator_nllloss : 5242.324219 ∣ generator_ganloss : 766.174902 ∣  [  std_z : 0.97  real_sub_fake : 550.86 ]
[  epoch 0005/0040] 4690/4800, lr:1.0e-04 ∣ avg_100 : 31949.814926 ∣ critic_nllloss : 26568.556055 ∣ critic_ganloss : -199.208286 ∣ generator_nllloss : 5258.566211 ∣ generator_ganloss : 758.464404 ∣  [  std_z : 0.97  real_sub_fake : 679.82 ]
[  epoch 0005/0040] 4700/4800, lr:1.0e-04 ∣ avg_100 : 31955.037154 ∣ critic_nllloss : 26412.664844 ∣ critic_ganloss : -261.513516 ∣ generator_nllloss : 5198.436719 ∣ generator_ganloss : 750.585376 ∣  [  std_z : 0.98  real_sub_fake : 853.67 ]
[  epoch 0005/0040] 4710/4800, lr:1.0e-04 ∣ avg_100 : 31957.137260 ∣ critic_nllloss : 26534.075586 ∣ critic_ganloss : -350.914740 ∣ generator_nllloss : 5222.618555 ∣ generator_ganloss : 791.066943 ∣  [  std_z : 1.00  real_sub_fake : 1200.19 ]
[  epoch 0005/0040] 4720/4800, lr:1.0e-04 ∣ avg_100 : 31958.932971 ∣ critic_nllloss : 26402.239648 ∣ critic_ganloss : -427.355963 ∣ generator_nllloss : 5294.592773 ∣ generator_ganloss : 807.302905 ∣  [  std_z : 0.99  real_sub_fake : 1394.71 ]
[  epoch 0005/0040] 4730/4800, lr:1.0e-04 ∣ avg_100 : 31959.114883 ∣ critic_nllloss : 26439.092969 ∣ critic_ganloss : -616.911938 ∣ generator_nllloss : 5250.093555 ∣ generator_ganloss : 891.251074 ∣  [  std_z : 0.97  real_sub_fake : 1992.28 ]
[  epoch 0005/0040] 4740/4800, lr:1.0e-04 ∣ avg_100 : 31958.253924 ∣ critic_nllloss : 26046.635547 ∣ critic_ganloss : -463.674197 ∣ generator_nllloss : 5145.998633 ∣ generator_ganloss : 922.624902 ∣  [  std_z : 0.96  real_sub_fake : 1599.83 ]
[  epoch 0005/0040] 4750/4800, lr:1.0e-04 ∣ avg_100 : 31960.688176 ∣ critic_nllloss : 26494.640430 ∣ critic_ganloss : -617.538904 ∣ generator_nllloss : 5318.547852 ∣ generator_ganloss : 868.795020 ∣  [  std_z : 0.98  real_sub_fake : 2321.53 ]
[  epoch 0005/0040] 4760/4800, lr:1.0e-04 ∣ avg_100 : 31958.492160 ∣ critic_nllloss : 26192.304102 ∣ critic_ganloss : -506.856720 ∣ generator_nllloss : 5208.215234 ∣ generator_ganloss : 781.100293 ∣  [  std_z : 0.98  real_sub_fake : 2196.30 ]
[  epoch 0005/0040] 4770/4800, lr:1.0e-04 ∣ avg_100 : 31957.286440 ∣ critic_nllloss : 26526.832227 ∣ critic_ganloss : -541.335208 ∣ generator_nllloss : 5300.783594 ∣ generator_ganloss : 668.168481 ∣  [  std_z : 0.99  real_sub_fake : 1530.82 ]
[  epoch 0005/0040] 4780/4800, lr:1.0e-04 ∣ avg_100 : 31952.989354 ∣ critic_nllloss : 26444.476562 ∣ critic_ganloss : -816.692529 ∣ generator_nllloss : 5250.363477 ∣ generator_ganloss : 799.127930 ∣  [  std_z : 0.99  real_sub_fake : 3024.01 ]
[  epoch 0005/0040] 4790/4800, lr:1.0e-04 ∣ avg_100 : 31947.333980 ∣ critic_nllloss : 26313.978906 ∣ critic_ganloss : -795.957605 ∣ generator_nllloss : 5241.582227 ∣ generator_ganloss : 809.463818 ∣  [  std_z : 0.99  real_sub_fake : 2864.01 ]
[  epoch 0005/0040] 4800/4800, lr:1.0e-04 ∣ avg_100 : 31950.420049 ∣ critic_nllloss : 26618.979297 ∣ critic_ganloss : -731.438684 ∣ generator_nllloss : 5252.494141 ∣ generator_ganloss : 876.370605 ∣  [  std_z : 0.99  real_sub_fake : 2957.11 ]
[    val 005    ] Done! KLD: 0.035022: 0.067432y, 2:33:05, total: 1 day, 6:20:39                    
[  epoch 0006/0040] 0010/4800, lr:1.0e-04 ∣ avg_100 : 31950.016066 ∣ critic_nllloss : 26588.432812 ∣ critic_ganloss : -587.426501 ∣ generator_nllloss : 5275.377734 ∣ generator_ganloss : 809.374268 ∣  [  std_z : 0.98  real_sub_fake : 2173.82 ]
[  epoch 0006/0040] 0020/4800, lr:1.0e-04 ∣ avg_100 : 31948.168344 ∣ critic_nllloss : 26377.915430 ∣ critic_ganloss : -656.611188 ∣ generator_nllloss : 5363.167969 ∣ generator_ganloss : 743.457324 ∣  [  std_z : 0.98  real_sub_fake : 2552.88 ]
[  epoch 0006/0040] 0030/4800, lr:1.0e-04 ∣ avg_100 : 31949.969878 ∣ critic_nllloss : 26639.952539 ∣ critic_ganloss : -644.679889 ∣ generator_nllloss : 5311.832031 ∣ generator_ganloss : 722.979492 ∣  [  std_z : 0.99  real_sub_fake : 2673.01 ]
[  epoch 0006/0040] 0040/4800, lr:1.0e-04 ∣ avg_100 : 31952.411240 ∣ critic_nllloss : 26673.196875 ∣ critic_ganloss : -636.678647 ∣ generator_nllloss : 5392.701953 ∣ generator_ganloss : 798.241113 ∣  [  std_z : 0.98  real_sub_fake : 2038.15 ]
[  epoch 0006/0040] 0050/4800, lr:1.0e-04 ∣ avg_100 : 31954.439199 ∣ critic_nllloss : 26296.666992 ∣ critic_ganloss : -645.277301 ∣ generator_nllloss : 5192.512109 ∣ generator_ganloss : 904.809473 ∣  [  std_z : 0.97  real_sub_fake : 2796.01 ]
[  epoch 0006/0040] 0060/4800, lr:1.0e-04 ∣ avg_100 : 31959.649321 ∣ critic_nllloss : 26543.582813 ∣ critic_ganloss : -354.236880 ∣ generator_nllloss : 5269.948828 ∣ generator_ganloss : 895.723877 ∣  [  std_z : 0.98  real_sub_fake : 1435.84 ]
[  epoch 0006/0040] 0070/4800, lr:1.0e-04 ∣ avg_100 : 31961.256665 ∣ critic_nllloss : 26403.680273 ∣ critic_ganloss : -456.524475 ∣ generator_nllloss : 5402.237109 ∣ generator_ganloss : 736.756348 ∣  [  std_z : 0.98  real_sub_fake : 1490.02 ]
[  epoch 0006/0040] 0080/4800, lr:1.0e-04 ∣ avg_100 : 31963.044887 ∣ critic_nllloss : 26458.631055 ∣ critic_ganloss : -556.995480 ∣ generator_nllloss : 5406.595312 ∣ generator_ganloss : 756.906421 ∣  [  std_z : 0.98  real_sub_fake : 2030.73 ]
[  epoch 0006/0040] 0090/4800, lr:1.0e-04 ∣ avg_100 : 31965.211471 ∣ critic_nllloss : 26451.406641 ∣ critic_ganloss : -780.241418 ∣ generator_nllloss : 5328.650781 ∣ generator_ganloss : 824.391260 ∣  [  std_z : 0.97  real_sub_fake : 2739.10 ]
[  epoch 0006/0040] 0100/4800, lr:1.0e-04 ∣ avg_100 : 31968.782284 ∣ critic_nllloss : 26340.379688 ∣ critic_ganloss : -673.961957 ∣ generator_nllloss : 5302.219141 ∣ generator_ganloss : 922.686719 ∣  [  std_z : 0.97  real_sub_fake : 2890.70 ]
[  epoch 0006/0040] 0110/4800, lr:1.0e-04 ∣ avg_100 : 31972.432438 ∣ critic_nllloss : 26792.330273 ∣ critic_ganloss : -672.757904 ∣ generator_nllloss : 5299.791602 ∣ generator_ganloss : 832.443018 ∣  [  std_z : 0.97  real_sub_fake : 2439.90 ]
[  epoch 0006/0040] 0120/4800, lr:1.0e-04 ∣ avg_100 : 31973.304011 ∣ critic_nllloss : 26580.601172 ∣ critic_ganloss : -600.990656 ∣ generator_nllloss : 5255.191797 ∣ generator_ganloss : 784.027832 ∣  [  std_z : 0.98  real_sub_fake : 2313.20 ]
[  epoch 0006/0040] 0130/4800, lr:1.0e-04 ∣ avg_100 : 31975.898508 ∣ critic_nllloss : 26276.246680 ∣ critic_ganloss : -537.171088 ∣ generator_nllloss : 5222.501758 ∣ generator_ganloss : 803.977832 ∣  [  std_z : 0.98  real_sub_fake : 2053.42 ]
[  epoch 0006/0040] 0140/4800, lr:1.0e-04 ∣ avg_100 : 31977.296405 ∣ critic_nllloss : 26662.405664 ∣ critic_ganloss : -811.606122 ∣ generator_nllloss : 5399.256836 ∣ generator_ganloss : 791.148730 ∣  [  std_z : 1.00  real_sub_fake : 2671.60 ]
[  epoch 0006/0040] 0150/4800, lr:1.0e-04 ∣ avg_100 : 31979.583057 ∣ critic_nllloss : 26676.614453 ∣ critic_ganloss : -621.879443 ∣ generator_nllloss : 5365.184766 ∣ generator_ganloss : 933.738037 ∣  [  std_z : 0.99  real_sub_fake : 2796.17 ]
[  epoch 0006/0040] 0160/4800, lr:1.0e-04 ∣ avg_100 : 31976.228721 ∣ critic_nllloss : 26293.786523 ∣ critic_ganloss : -498.587634 ∣ generator_nllloss : 5273.563867 ∣ generator_ganloss : 852.183447 ∣  [  std_z : 0.97  real_sub_fake : 1894.42 ]
[  epoch 0006/0040] 0170/4800, lr:1.0e-04 ∣ avg_100 : 31975.560940 ∣ critic_nllloss : 26344.663086 ∣ critic_ganloss : -608.719800 ∣ generator_nllloss : 5252.700195 ∣ generator_ganloss : 820.628711 ∣  [  std_z : 0.97  real_sub_fake : 2308.91 ]
[  epoch 0006/0040] 0180/4800, lr:1.0e-04 ∣ avg_100 : 31975.293449 ∣ critic_nllloss : 26278.742969 ∣ critic_ganloss : -712.984137 ∣ generator_nllloss : 5207.506836 ∣ generator_ganloss : 865.512207 ∣  [  std_z : 0.98  real_sub_fake : 2480.59 ]
[  epoch 0006/0040] 0190/4800, lr:1.0e-04 ∣ avg_100 : 31972.691673 ∣ critic_nllloss : 26261.373437 ∣ critic_ganloss : -652.611902 ∣ generator_nllloss : 5206.080664 ∣ generator_ganloss : 874.313428 ∣  [  std_z : 0.99  real_sub_fake : 2944.72 ]
[  epoch 0006/0040] 0200/4800, lr:1.0e-04 ∣ avg_100 : 31974.207139 ∣ critic_nllloss : 26377.659375 ∣ critic_ganloss : -650.612701 ∣ generator_nllloss : 5320.970117 ∣ generator_ganloss : 833.307471 ∣  [  std_z : 1.00  real_sub_fake : 2193.77 ]
[  epoch 0006/0040] 0210/4800, lr:1.0e-04 ∣ avg_100 : 31971.228110 ∣ critic_nllloss : 26501.420703 ∣ critic_ganloss : -843.231561 ∣ generator_nllloss : 5322.168945 ∣ generator_ganloss : 794.838867 ∣  [  std_z : 0.98  real_sub_fake : 3471.93 ]
[  epoch 0006/0040] 0220/4800, lr:1.0e-04 ∣ avg_100 : 31969.307202 ∣ critic_nllloss : 26493.591797 ∣ critic_ganloss : -777.081738 ∣ generator_nllloss : 5313.352344 ∣ generator_ganloss : 818.921191 ∣  [  std_z : 0.98  real_sub_fake : 2778.55 ]
[  epoch 0006/0040] 0230/4800, lr:1.0e-04 ∣ avg_100 : 31968.138709 ∣ critic_nllloss : 26312.362695 ∣ critic_ganloss : -601.934796 ∣ generator_nllloss : 5292.796484 ∣ generator_ganloss : 871.808887 ∣  [  std_z : 0.98  real_sub_fake : 2330.10 ]
[  epoch 0006/0040] 0240/4800, lr:1.0e-04 ∣ avg_100 : 31965.029055 ∣ critic_nllloss : 26385.350977 ∣ critic_ganloss : -660.739331 ∣ generator_nllloss : 5262.841406 ∣ generator_ganloss : 865.140527 ∣  [  std_z : 0.98  real_sub_fake : 2728.53 ]
[  epoch 0006/0040] 0250/4800, lr:1.0e-04 ∣ avg_100 : 31964.361421 ∣ critic_nllloss : 26357.008008 ∣ critic_ganloss : -611.217145 ∣ generator_nllloss : 5235.123242 ∣ generator_ganloss : 888.485254 ∣  [  std_z : 0.98  real_sub_fake : 2415.64 ]
[  epoch 0006/0040] 0260/4800, lr:1.0e-04 ∣ avg_100 : 31965.883641 ∣ critic_nllloss : 26374.289844 ∣ critic_ganloss : -705.253210 ∣ generator_nllloss : 5183.871094 ∣ generator_ganloss : 910.206641 ∣  [  std_z : 0.98  real_sub_fake : 2472.74 ]
[  epoch 0006/0040] 0270/4800, lr:1.0e-04 ∣ avg_100 : 31965.561697 ∣ critic_nllloss : 26301.680664 ∣ critic_ganloss : -704.823145 ∣ generator_nllloss : 5318.084961 ∣ generator_ganloss : 882.533984 ∣  [  std_z : 0.98  real_sub_fake : 2884.53 ]
[  epoch 0006/0040] 0280/4800, lr:1.0e-04 ∣ avg_100 : 31964.168122 ∣ critic_nllloss : 26502.608789 ∣ critic_ganloss : -736.933057 ∣ generator_nllloss : 5286.353516 ∣ generator_ganloss : 848.331152 ∣  [  std_z : 0.97  real_sub_fake : 2787.93 ]
[  epoch 0006/0040] 0290/4800, lr:1.0e-04 ∣ avg_100 : 31961.680703 ∣ critic_nllloss : 26266.865234 ∣ critic_ganloss : -609.827441 ∣ generator_nllloss : 5147.711523 ∣ generator_ganloss : 847.201807 ∣  [  std_z : 0.99  real_sub_fake : 2489.88 ]
[  epoch 0006/0040] 0300/4800, lr:1.0e-04 ∣ avg_100 : 31963.754017 ∣ critic_nllloss : 26444.973047 ∣ critic_ganloss : -685.330273 ∣ generator_nllloss : 5239.373438 ∣ generator_ganloss : 888.202441 ∣  [  std_z : 0.99  real_sub_fake : 2282.19 ]
[  epoch 0006/0040] 0310/4800, lr:1.0e-04 ∣ avg_100 : 31965.293579 ∣ critic_nllloss : 26396.602148 ∣ critic_ganloss : -622.850708 ∣ generator_nllloss : 5226.767969 ∣ generator_ganloss : 892.529541 ∣  [  std_z : 0.98  real_sub_fake : 2669.26 ]
[  epoch 0006/0040] 0320/4800, lr:1.0e-04 ∣ avg_100 : 31967.635788 ∣ critic_nllloss : 26511.977344 ∣ critic_ganloss : -717.178223 ∣ generator_nllloss : 5383.301172 ∣ generator_ganloss : 929.031152 ∣  [  std_z : 0.98  real_sub_fake : 2779.92 ]
[  epoch 0006/0040] 0330/4800, lr:1.0e-04 ∣ avg_100 : 31971.296910 ∣ critic_nllloss : 26580.732227 ∣ critic_ganloss : -591.131677 ∣ generator_nllloss : 5375.274023 ∣ generator_ganloss : 786.148950 ∣  [  std_z : 0.97  real_sub_fake : 2170.68 ]
[  epoch 0006/0040] 0340/4800, lr:1.0e-04 ∣ avg_100 : 31970.614318 ∣ critic_nllloss : 26458.486328 ∣ critic_ganloss : -668.311234 ∣ generator_nllloss : 5303.532617 ∣ generator_ganloss : 830.810889 ∣  [  std_z : 0.98  real_sub_fake : 2417.26 ]
[  epoch 0006/0040] 0350/4800, lr:1.0e-04 ∣ avg_100 : 31972.996840 ∣ critic_nllloss : 26437.693945 ∣ critic_ganloss : -615.915433 ∣ generator_nllloss : 5359.227734 ∣ generator_ganloss : 841.597241 ∣  [  std_z : 0.98  real_sub_fake : 2752.00 ]
[  epoch 0006/0040] 0360/4800, lr:1.0e-04 ∣ avg_100 : 31971.165236 ∣ critic_nllloss : 26560.395703 ∣ critic_ganloss : -611.437003 ∣ generator_nllloss : 5265.579102 ∣ generator_ganloss : 817.285156 ∣  [  std_z : 0.98  real_sub_fake : 1961.48 ]
[  epoch 0006/0040] 0370/4800, lr:1.0e-04 ∣ avg_100 : 31968.742926 ∣ critic_nllloss : 26314.183203 ∣ critic_ganloss : -520.583612 ∣ generator_nllloss : 5330.600391 ∣ generator_ganloss : 910.949854 ∣  [  std_z : 0.97  real_sub_fake : 2415.94 ]
[  epoch 0006/0040] 0380/4800, lr:1.0e-04 ∣ avg_100 : 31970.008144 ∣ critic_nllloss : 26556.231055 ∣ critic_ganloss : -647.626929 ∣ generator_nllloss : 5297.936914 ∣ generator_ganloss : 915.636182 ∣  [  std_z : 0.98  real_sub_fake : 2286.22 ]
[  epoch 0006/0040] 0390/4800, lr:1.0e-04 ∣ avg_100 : 31973.273453 ∣ critic_nllloss : 26513.718164 ∣ critic_ganloss : -744.004828 ∣ generator_nllloss : 5217.775195 ∣ generator_ganloss : 873.888135 ∣  [  std_z : 0.97  real_sub_fake : 2826.48 ]
[  epoch 0006/0040] 0400/4800, lr:1.0e-04 ∣ avg_100 : 31973.507325 ∣ critic_nllloss : 26393.868945 ∣ critic_ganloss : -779.793256 ∣ generator_nllloss : 5282.093555 ∣ generator_ganloss : 900.986914 ∣  [  std_z : 0.98  real_sub_fake : 3236.87 ]
[  epoch 0006/0040] 0410/4800, lr:1.0e-04 ∣ avg_100 : 31969.712179 ∣ critic_nllloss : 26403.444922 ∣ critic_ganloss : -790.144891 ∣ generator_nllloss : 5301.609375 ∣ generator_ganloss : 802.082129 ∣  [  std_z : 0.99  real_sub_fake : 2773.30 ]
[  epoch 0006/0040] 0420/4800, lr:1.0e-04 ∣ avg_100 : 31970.560781 ∣ critic_nllloss : 26509.258398 ∣ critic_ganloss : -585.179779 ∣ generator_nllloss : 5320.964453 ∣ generator_ganloss : 785.587231 ∣  [  std_z : 0.99  real_sub_fake : 2527.48 ]
[  epoch 0006/0040] 0430/4800, lr:1.0e-04 ∣ avg_100 : 31963.194116 ∣ critic_nllloss : 26323.486133 ∣ critic_ganloss : -671.237866 ∣ generator_nllloss : 5209.055859 ∣ generator_ganloss : 765.065039 ∣  [  std_z : 0.98  real_sub_fake : 2130.51 ]
[  epoch 0006/0040] 0440/4800, lr:1.0e-04 ∣ avg_100 : 31957.911107 ∣ critic_nllloss : 26443.664648 ∣ critic_ganloss : -743.074969 ∣ generator_nllloss : 5278.687305 ∣ generator_ganloss : 834.169824 ∣  [  std_z : 0.97  real_sub_fake : 3080.04 ]
[  epoch 0006/0040] 0450/4800, lr:1.0e-04 ∣ avg_100 : 31955.410690 ∣ critic_nllloss : 26419.036523 ∣ critic_ganloss : -573.055914 ∣ generator_nllloss : 5193.554102 ∣ generator_ganloss : 800.224365 ∣  [  std_z : 0.98  real_sub_fake : 1995.25 ]
[  epoch 0006/0040] 0460/4800, lr:1.0e-04 ∣ avg_100 : 31953.957980 ∣ critic_nllloss : 26546.738281 ∣ critic_ganloss : -741.304254 ∣ generator_nllloss : 5356.138086 ∣ generator_ganloss : 742.538257 ∣  [  std_z : 0.99  real_sub_fake : 2812.06 ]
[  epoch 0006/0040] 0470/4800, lr:1.0e-04 ∣ avg_100 : 31953.222639 ∣ critic_nllloss : 26465.694727 ∣ critic_ganloss : -688.578442 ∣ generator_nllloss : 5225.022656 ∣ generator_ganloss : 807.584082 ∣  [  std_z : 0.97  real_sub_fake : 2681.69 ]
[  epoch 0006/0040] 0480/4800, lr:1.0e-04 ∣ avg_100 : 31955.890736 ∣ critic_nllloss : 26351.896289 ∣ critic_ganloss : -736.391498 ∣ generator_nllloss : 5349.170703 ∣ generator_ganloss : 814.247266 ∣  [  std_z : 0.98  real_sub_fake : 2828.71 ]
[  epoch 0006/0040] 0490/4800, lr:1.0e-04 ∣ avg_100 : 31958.503846 ∣ critic_nllloss : 26295.058398 ∣ critic_ganloss : -502.303680 ∣ generator_nllloss : 5254.756250 ∣ generator_ganloss : 871.786133 ∣  [  std_z : 0.97  real_sub_fake : 2288.58 ]
[  epoch 0006/0040] 0500/4800, lr:1.0e-04 ∣ avg_100 : 31959.536116 ∣ critic_nllloss : 26278.488867 ∣ critic_ganloss : -685.434998 ∣ generator_nllloss : 5282.767187 ∣ generator_ganloss : 949.645703 ∣  [  std_z : 0.98  real_sub_fake : 2260.59 ]
[  epoch 0006/0040] 0510/4800, lr:1.0e-04 ∣ avg_100 : 31955.099820 ∣ critic_nllloss : 26325.951953 ∣ critic_ganloss : -772.258759 ∣ generator_nllloss : 5321.120703 ∣ generator_ganloss : 980.048682 ∣  [  std_z : 0.98  real_sub_fake : 3346.24 ]
[  epoch 0006/0040] 0520/4800, lr:1.0e-04 ∣ avg_100 : 31951.500078 ∣ critic_nllloss : 26491.350391 ∣ critic_ganloss : -691.934698 ∣ generator_nllloss : 5265.396680 ∣ generator_ganloss : 950.189502 ∣  [  std_z : 0.98  real_sub_fake : 2413.82 ]
[  epoch 0006/0040] 0530/4800, lr:1.0e-04 ∣ avg_100 : 31952.758214 ∣ critic_nllloss : 26587.963477 ∣ critic_ganloss : -647.841656 ∣ generator_nllloss : 5332.426367 ∣ generator_ganloss : 902.326855 ∣  [  std_z : 0.97  real_sub_fake : 2620.68 ]
[  epoch 0006/0040] 0540/4800, lr:1.0e-04 ∣ avg_100 : 31946.421794 ∣ critic_nllloss : 26157.751172 ∣ critic_ganloss : -685.518628 ∣ generator_nllloss : 5140.484375 ∣ generator_ganloss : 859.712891 ∣  [  std_z : 0.96  real_sub_fake : 2787.41 ]
[  epoch 0006/0040] 0550/4800, lr:1.0e-04 ∣ avg_100 : 31945.906181 ∣ critic_nllloss : 26540.211328 ∣ critic_ganloss : -815.498395 ∣ generator_nllloss : 5282.141406 ∣ generator_ganloss : 834.445215 ∣  [  std_z : 0.99  real_sub_fake : 2894.58 ]
[  epoch 0006/0040] 0560/4800, lr:1.0e-04 ∣ avg_100 : 31940.941157 ∣ critic_nllloss : 26235.599805 ∣ critic_ganloss : -730.201855 ∣ generator_nllloss : 5216.767383 ∣ generator_ganloss : 801.192993 ∣  [  std_z : 1.01  real_sub_fake : 2858.18 ]
[  epoch 0006/0040] 0570/4800, lr:1.0e-04 ∣ avg_100 : 31940.411908 ∣ critic_nllloss : 26531.832813 ∣ critic_ganloss : -647.378339 ∣ generator_nllloss : 5351.640820 ∣ generator_ganloss : 825.688208 ∣  [  std_z : 1.01  real_sub_fake : 2454.85 ]
[  epoch 0006/0040] 0580/4800, lr:1.0e-04 ∣ avg_100 : 31931.434658 ∣ critic_nllloss : 26380.727344 ∣ critic_ganloss : -835.966534 ∣ generator_nllloss : 5218.637891 ∣ generator_ganloss : 839.259790 ∣  [  std_z : 0.97  real_sub_fake : 2921.34 ]
[  epoch 0006/0040] 0590/4800, lr:1.0e-04 ∣ avg_100 : 31928.052305 ∣ critic_nllloss : 26412.130469 ∣ critic_ganloss : -734.721796 ∣ generator_nllloss : 5296.162891 ∣ generator_ganloss : 867.309570 ∣  [  std_z : 0.95  real_sub_fake : 3503.55 ]
[  epoch 0006/0040] 0600/4800, lr:1.0e-04 ∣ avg_100 : 31926.030665 ∣ critic_nllloss : 26126.044727 ∣ critic_ganloss : -673.861630 ∣ generator_nllloss : 5203.355078 ∣ generator_ganloss : 864.922754 ∣  [  std_z : 0.96  real_sub_fake : 1893.08 ]
[  epoch 0006/0040] 0610/4800, lr:1.0e-04 ∣ avg_100 : 31931.575987 ∣ critic_nllloss : 26589.576562 ∣ critic_ganloss : -374.176749 ∣ generator_nllloss : 5300.906250 ∣ generator_ganloss : 934.841943 ∣  [  std_z : 0.99  real_sub_fake : 2006.10 ]
[  epoch 0006/0040] 0620/4800, lr:1.0e-04 ∣ avg_100 : 31932.533678 ∣ critic_nllloss : 26447.952344 ∣ critic_ganloss : -554.569589 ∣ generator_nllloss : 5272.699023 ∣ generator_ganloss : 847.702075 ∣  [  std_z : 1.00  real_sub_fake : 1882.03 ]
[  epoch 0006/0040] 0630/4800, lr:1.0e-04 ∣ avg_100 : 31938.587381 ∣ critic_nllloss : 26638.634180 ∣ critic_ganloss : -653.556708 ∣ generator_nllloss : 5410.423242 ∣ generator_ganloss : 884.258203 ∣  [  std_z : 1.01  real_sub_fake : 2594.28 ]
[  epoch 0006/0040] 0640/4800, lr:1.0e-04 ∣ avg_100 : 31944.546499 ∣ critic_nllloss : 26331.327734 ∣ critic_ganloss : -798.770465 ∣ generator_nllloss : 5356.336719 ∣ generator_ganloss : 892.375977 ∣  [  std_z : 0.97  real_sub_fake : 2937.04 ]
[  epoch 0006/0040] 0650/4800, lr:1.0e-04 ∣ avg_100 : 31945.809728 ∣ critic_nllloss : 26364.063867 ∣ critic_ganloss : -676.994568 ∣ generator_nllloss : 5174.104297 ∣ generator_ganloss : 894.604541 ∣  [  std_z : 0.95  real_sub_fake : 2595.66 ]
[  epoch 0006/0040] 0660/4800, lr:1.0e-04 ∣ avg_100 : 31948.206376 ∣ critic_nllloss : 26447.970898 ∣ critic_ganloss : -651.693463 ∣ generator_nllloss : 5315.903320 ∣ generator_ganloss : 912.609863 ∣  [  std_z : 0.97  real_sub_fake : 2614.23 ]
[  epoch 0006/0040] 0670/4800, lr:1.0e-04 ∣ avg_100 : 31947.215117 ∣ critic_nllloss : 26448.905664 ∣ critic_ganloss : -845.645056 ∣ generator_nllloss : 5359.887695 ∣ generator_ganloss : 878.047363 ∣  [  std_z : 1.00  real_sub_fake : 2788.51 ]
[  epoch 0006/0040] 0680/4800, lr:1.0e-04 ∣ avg_100 : 31944.170863 ∣ critic_nllloss : 26235.496680 ∣ critic_ganloss : -714.825134 ∣ generator_nllloss : 5244.963477 ∣ generator_ganloss : 917.947949 ∣  [  std_z : 1.00  real_sub_fake : 3298.58 ]
[  epoch 0006/0040] 0690/4800, lr:1.0e-04 ∣ avg_100 : 31948.667919 ∣ critic_nllloss : 26552.961914 ∣ critic_ganloss : -588.813519 ∣ generator_nllloss : 5130.906445 ∣ generator_ganloss : 989.545898 ∣  [  std_z : 0.99  real_sub_fake : 1977.88 ]
[  epoch 0006/0040] 0700/4800, lr:1.0e-04 ∣ avg_100 : 31949.175156 ∣ critic_nllloss : 26303.917383 ∣ critic_ganloss : -700.874615 ∣ generator_nllloss : 5249.106641 ∣ generator_ganloss : 876.224707 ∣  [  std_z : 0.96  real_sub_fake : 2959.45 ]
[  epoch 0006/0040] 0710/4800, lr:1.0e-04 ∣ avg_100 : 31952.236469 ∣ critic_nllloss : 26474.958789 ∣ critic_ganloss : -707.232758 ∣ generator_nllloss : 5298.152734 ∣ generator_ganloss : 878.162402 ∣  [  std_z : 0.96  real_sub_fake : 2633.70 ]
[  epoch 0006/0040] 0720/4800, lr:1.0e-04 ∣ avg_100 : 31953.847483 ∣ critic_nllloss : 26399.683594 ∣ critic_ganloss : -715.698718 ∣ generator_nllloss : 5314.205859 ∣ generator_ganloss : 879.436914 ∣  [  std_z : 0.96  real_sub_fake : 2602.45 ]
[  epoch 0006/0040] 0730/4800, lr:1.0e-04 ∣ avg_100 : 31957.084338 ∣ critic_nllloss : 26435.787891 ∣ critic_ganloss : -767.210913 ∣ generator_nllloss : 5285.916992 ∣ generator_ganloss : 942.912744 ∣  [  std_z : 0.97  real_sub_fake : 3047.38 ]
[  epoch 0006/0040] 0740/4800, lr:1.0e-04 ∣ avg_100 : 31961.155154 ∣ critic_nllloss : 26465.795312 ∣ critic_ganloss : -772.548456 ∣ generator_nllloss : 5288.415234 ∣ generator_ganloss : 872.337354 ∣  [  std_z : 0.99  real_sub_fake : 2755.45 ]
[  epoch 0006/0040] 0750/4800, lr:1.0e-04 ∣ avg_100 : 31955.525286 ∣ critic_nllloss : 26416.272070 ∣ critic_ganloss : -828.011652 ∣ generator_nllloss : 5307.067969 ∣ generator_ganloss : 903.484619 ∣  [  std_z : 0.99  real_sub_fake : 3243.04 ]
[  epoch 0006/0040] 0760/4800, lr:1.0e-04 ∣ avg_100 : 31943.335210 ∣ critic_nllloss : 26126.785547 ∣ critic_ganloss : -806.660986 ∣ generator_nllloss : 5181.546484 ∣ generator_ganloss : 924.561719 ∣  [  std_z : 0.98  real_sub_fake : 3043.42 ]
[  epoch 0006/0040] 0770/4800, lr:1.0e-04 ∣ avg_100 : 31939.812972 ∣ critic_nllloss : 26558.336914 ∣ critic_ganloss : -791.340558 ∣ generator_nllloss : 5227.989062 ∣ generator_ganloss : 851.360596 ∣  [  std_z : 0.99  real_sub_fake : 3204.11 ]
[  epoch 0006/0040] 0780/4800, lr:1.0e-04 ∣ avg_100 : 31938.818861 ∣ critic_nllloss : 26420.917773 ∣ critic_ganloss : -683.665875 ∣ generator_nllloss : 5263.715234 ∣ generator_ganloss : 851.920898 ∣  [  std_z : 0.98  real_sub_fake : 2451.45 ]
[  epoch 0006/0040] 0790/4800, lr:1.0e-04 ∣ avg_100 : 31935.341878 ∣ critic_nllloss : 26410.681836 ∣ critic_ganloss : -726.692554 ∣ generator_nllloss : 5292.889648 ∣ generator_ganloss : 851.970459 ∣  [  std_z : 0.97  real_sub_fake : 3086.95 ]
[  epoch 0006/0040] 0800/4800, lr:1.0e-04 ∣ avg_100 : 31932.069506 ∣ critic_nllloss : 26440.042773 ∣ critic_ganloss : -760.324408 ∣ generator_nllloss : 5227.472656 ∣ generator_ganloss : 883.470947 ∣  [  std_z : 0.98  real_sub_fake : 2615.47 ]
[  epoch 0006/0040] 0810/4800, lr:1.0e-04 ∣ avg_100 : 31930.104921 ∣ critic_nllloss : 26433.917773 ∣ critic_ganloss : -657.952374 ∣ generator_nllloss : 5384.049609 ∣ generator_ganloss : 913.843994 ∣  [  std_z : 0.98  real_sub_fake : 2736.15 ]
[  epoch 0006/0040] 0820/4800, lr:1.0e-04 ∣ avg_100 : 31920.258591 ∣ critic_nllloss : 26304.581445 ∣ critic_ganloss : -723.838623 ∣ generator_nllloss : 5289.184570 ∣ generator_ganloss : 887.003027 ∣  [  std_z : 0.97  real_sub_fake : 2523.77 ]
[  epoch 0006/0040] 0830/4800, lr:1.0e-04 ∣ avg_100 : 31917.759520 ∣ critic_nllloss : 26454.966992 ∣ critic_ganloss : -820.910168 ∣ generator_nllloss : 5376.439453 ∣ generator_ganloss : 885.636035 ∣  [  std_z : 0.97  real_sub_fake : 3223.28 ]
[  epoch 0006/0040] 0840/4800, lr:1.0e-04 ∣ avg_100 : 31919.442779 ∣ critic_nllloss : 26649.840430 ∣ critic_ganloss : -870.594946 ∣ generator_nllloss : 5333.371680 ∣ generator_ganloss : 910.764453 ∣  [  std_z : 0.97  real_sub_fake : 3346.71 ]
[  epoch 0006/0040] 0850/4800, lr:1.0e-04 ∣ avg_100 : 31914.051099 ∣ critic_nllloss : 26288.964062 ∣ critic_ganloss : -759.733893 ∣ generator_nllloss : 5332.363867 ∣ generator_ganloss : 947.400293 ∣  [  std_z : 0.97  real_sub_fake : 3164.40 ]
[  epoch 0006/0040] 0860/4800, lr:1.0e-04 ∣ avg_100 : 31912.860237 ∣ critic_nllloss : 26430.280078 ∣ critic_ganloss : -509.621875 ∣ generator_nllloss : 5281.375391 ∣ generator_ganloss : 982.905859 ∣  [  std_z : 0.97  real_sub_fake : 2028.65 ]
[  epoch 0006/0040] 0870/4800, lr:1.0e-04 ∣ avg_100 : 31906.062557 ∣ critic_nllloss : 26252.518359 ∣ critic_ganloss : -691.456390 ∣ generator_nllloss : 5320.864062 ∣ generator_ganloss : 891.524854 ∣  [  std_z : 0.98  real_sub_fake : 2221.86 ]
[  epoch 0006/0040] 0880/4800, lr:1.0e-04 ∣ avg_100 : 31902.000464 ∣ critic_nllloss : 26230.392188 ∣ critic_ganloss : -681.272925 ∣ generator_nllloss : 5261.044141 ∣ generator_ganloss : 927.576416 ∣  [  std_z : 0.99  real_sub_fake : 2864.17 ]
[  epoch 0006/0040] 0890/4800, lr:1.0e-04 ∣ avg_100 : 31899.572625 ∣ critic_nllloss : 26635.289258 ∣ critic_ganloss : -684.209674 ∣ generator_nllloss : 5212.143555 ∣ generator_ganloss : 980.371387 ∣  [  std_z : 0.99  real_sub_fake : 2579.84 ]
[  epoch 0006/0040] 0900/4800, lr:1.0e-04 ∣ avg_100 : 31896.860751 ∣ critic_nllloss : 26460.221680 ∣ critic_ganloss : -905.805750 ∣ generator_nllloss : 5288.594141 ∣ generator_ganloss : 985.975977 ∣  [  std_z : 1.00  real_sub_fake : 3362.44 ]
[  epoch 0006/0040] 0910/4800, lr:1.0e-04 ∣ avg_100 : 31896.209916 ∣ critic_nllloss : 26293.806445 ∣ critic_ganloss : -374.166876 ∣ generator_nllloss : 5205.654688 ∣ generator_ganloss : 1006.468506 ∣     [  std_z : 0.99  real_sub_fake : 1892.31 ]
[  epoch 0006/0040] 0920/4800, lr:1.0e-04 ∣ avg_100 : 31894.637027 ∣ critic_nllloss : 26425.429492 ∣ critic_ganloss : -602.443549 ∣ generator_nllloss : 5221.448438 ∣ generator_ganloss : 875.056104 ∣  [  std_z : 0.98  real_sub_fake : 1744.44 ]
[  epoch 0006/0040] 0930/4800, lr:1.0e-04 ∣ avg_100 : 31891.494212 ∣ critic_nllloss : 26268.622266 ∣ critic_ganloss : -747.201129 ∣ generator_nllloss : 5239.877734 ∣ generator_ganloss : 887.945361 ∣  [  std_z : 0.99  real_sub_fake : 2962.31 ]
[  epoch 0006/0040] 0940/4800, lr:1.0e-04 ∣ avg_100 : 31893.345931 ∣ critic_nllloss : 26489.320117 ∣ critic_ganloss : -879.129370 ∣ generator_nllloss : 5335.083203 ∣ generator_ganloss : 891.482813 ∣  [  std_z : 1.00  real_sub_fake : 3276.26 ]
[  epoch 0006/0040] 0950/4800, lr:1.0e-04 ∣ avg_100 : 31892.087883 ∣ critic_nllloss : 26620.661133 ∣ critic_ganloss : -879.210107 ∣ generator_nllloss : 5308.940820 ∣ generator_ganloss : 888.247754 ∣  [  std_z : 0.99  real_sub_fake : 3379.83 ]
[  epoch 0006/0040] 0960/4800, lr:1.0e-04 ∣ avg_100 : 31896.168451 ∣ critic_nllloss : 26409.091602 ∣ critic_ganloss : -632.043744 ∣ generator_nllloss : 5272.315625 ∣ generator_ganloss : 1033.456201 ∣     [  std_z : 0.97  real_sub_fake : 2871.27 ]
[  epoch 0006/0040] 0970/4800, lr:1.0e-04 ∣ avg_100 : 31896.659639 ∣ critic_nllloss : 26367.030078 ∣ critic_ganloss : -621.148331 ∣ generator_nllloss : 5285.200391 ∣ generator_ganloss : 972.485742 ∣  [  std_z : 0.98  real_sub_fake : 2022.87 ]
[  epoch 0006/0040] 0980/4800, lr:1.0e-04 ∣ avg_100 : 31897.178178 ∣ critic_nllloss : 26385.316797 ∣ critic_ganloss : -900.164478 ∣ generator_nllloss : 5280.424023 ∣ generator_ganloss : 963.553027 ∣  [  std_z : 0.98  real_sub_fake : 3107.46 ]
[  epoch 0006/0040] 0990/4800, lr:1.0e-04 ∣ avg_100 : 31901.080143 ∣ critic_nllloss : 26253.614648 ∣ critic_ganloss : -600.458652 ∣ generator_nllloss : 5200.626562 ∣ generator_ganloss : 1105.481250 ∣     [  std_z : 0.98  real_sub_fake : 2761.88 ]
[  epoch 0006/0040] 1000/4800, lr:1.0e-04 ∣ avg_100 : 31902.637498 ∣ critic_nllloss : 26381.139844 ∣ critic_ganloss : -619.192639 ∣ generator_nllloss : 5338.775781 ∣ generator_ganloss : 1071.417920 ∣     [  std_z : 0.98  real_sub_fake : 1938.47 ]
[  epoch 0006/0040] 1010/4800, lr:1.0e-04 ∣ avg_100 : 31903.448497 ∣ critic_nllloss : 26474.437695 ∣ critic_ganloss : -735.080249 ∣ generator_nllloss : 5302.078516 ∣ generator_ganloss : 1125.422266 ∣     [  std_z : 0.97  real_sub_fake : 3257.23 ]
[  epoch 0006/0040] 1020/4800, lr:1.0e-04 ∣ avg_100 : 31906.477887 ∣ critic_nllloss : 26574.837305 ∣ critic_ganloss : -831.912250 ∣ generator_nllloss : 5343.464258 ∣ generator_ganloss : 1044.479150 ∣     [  std_z : 0.97  real_sub_fake : 2699.90 ]
[  epoch 0006/0040] 1030/4800, lr:1.0e-04 ∣ avg_100 : 31906.361549 ∣ critic_nllloss : 26274.558398 ∣ critic_ganloss : -611.460767 ∣ generator_nllloss : 5316.920508 ∣ generator_ganloss : 1038.432227 ∣     [  std_z : 0.98  real_sub_fake : 2857.34 ]
[  epoch 0006/0040] 1040/4800, lr:1.0e-04 ∣ avg_100 : 31905.612547 ∣ critic_nllloss : 26522.020508 ∣ critic_ganloss : -705.207965 ∣ generator_nllloss : 5344.194141 ∣ generator_ganloss : 991.554443 ∣  [  std_z : 0.97  real_sub_fake : 2897.25 ]
[  epoch 0006/0040] 1050/4800, lr:1.0e-04 ∣ avg_100 : 31905.487046 ∣ critic_nllloss : 26357.920312 ∣ critic_ganloss : -884.736908 ∣ generator_nllloss : 5348.194531 ∣ generator_ganloss : 914.783203 ∣  [  std_z : 0.98  real_sub_fake : 2838.82 ]
[  epoch 0006/0040] 1060/4800, lr:1.0e-04 ∣ avg_100 : 31900.889380 ∣ critic_nllloss : 26408.598438 ∣ critic_ganloss : -715.502948 ∣ generator_nllloss : 5329.644922 ∣ generator_ganloss : 872.511621 ∣  [  std_z : 0.98  real_sub_fake : 3290.30 ]
[  epoch 0006/0040] 1070/4800, lr:1.0e-04 ∣ avg_100 : 31897.339926 ∣ critic_nllloss : 26405.163086 ∣ critic_ganloss : -784.156067 ∣ generator_nllloss : 5312.915625 ∣ generator_ganloss : 797.281299 ∣  [  std_z : 0.98  real_sub_fake : 2685.67 ]
[  epoch 0006/0040] 1080/4800, lr:1.0e-04 ∣ avg_100 : 31894.560734 ∣ critic_nllloss : 26392.242773 ∣ critic_ganloss : -726.574689 ∣ generator_nllloss : 5345.356836 ∣ generator_ganloss : 776.193091 ∣  [  std_z : 0.98  real_sub_fake : 2920.16 ]
[  epoch 0006/0040] 1090/4800, lr:1.0e-04 ∣ avg_100 : 31895.848121 ∣ critic_nllloss : 26579.258203 ∣ critic_ganloss : -720.911841 ∣ generator_nllloss : 5294.426367 ∣ generator_ganloss : 800.173267 ∣  [  std_z : 0.98  real_sub_fake : 2943.92 ]
[  epoch 0006/0040] 1100/4800, lr:1.0e-04 ∣ avg_100 : 31897.779813 ∣ critic_nllloss : 26540.318164 ∣ critic_ganloss : -640.271954 ∣ generator_nllloss : 5358.456445 ∣ generator_ganloss : 825.990137 ∣  [  std_z : 0.97  real_sub_fake : 2709.13 ]
[  epoch 0006/0040] 1110/4800, lr:1.0e-04 ∣ avg_100 : 31894.203551 ∣ critic_nllloss : 26491.328320 ∣ critic_ganloss : -699.478003 ∣ generator_nllloss : 5296.602148 ∣ generator_ganloss : 805.728296 ∣  [  std_z : 0.97  real_sub_fake : 2385.54 ]
[  epoch 0006/0040] 1120/4800, lr:1.0e-04 ∣ avg_100 : 31892.124932 ∣ critic_nllloss : 26597.053711 ∣ critic_ganloss : -914.844812 ∣ generator_nllloss : 5300.079297 ∣ generator_ganloss : 828.680127 ∣  [  std_z : 0.99  real_sub_fake : 3116.72 ]
[  epoch 0006/0040] 1130/4800, lr:1.0e-04 ∣ avg_100 : 31893.645225 ∣ critic_nllloss : 26459.068750 ∣ critic_ganloss : -703.488501 ∣ generator_nllloss : 5273.016797 ∣ generator_ganloss : 888.987354 ∣  [  std_z : 0.98  real_sub_fake : 2894.63 ]
[  epoch 0006/0040] 1140/4800, lr:1.0e-04 ∣ avg_100 : 31891.393374 ∣ critic_nllloss : 26362.092969 ∣ critic_ganloss : -770.218909 ∣ generator_nllloss : 5257.640234 ∣ generator_ganloss : 966.505713 ∣  [  std_z : 0.97  real_sub_fake : 2890.57 ]
[  epoch 0006/0040] 1150/4800, lr:1.0e-04 ∣ avg_100 : 31888.810342 ∣ critic_nllloss : 26584.594922 ∣ critic_ganloss : -718.666498 ∣ generator_nllloss : 5311.246680 ∣ generator_ganloss : 918.179590 ∣  [  std_z : 0.99  real_sub_fake : 3049.18 ]
[  epoch 0006/0040] 1160/4800, lr:1.0e-04 ∣ avg_100 : 31888.365882 ∣ critic_nllloss : 26478.776758 ∣ critic_ganloss : -726.661554 ∣ generator_nllloss : 5270.761914 ∣ generator_ganloss : 853.623071 ∣  [  std_z : 0.98  real_sub_fake : 2650.98 ]
[  epoch 0006/0040] 1170/4800, lr:1.0e-04 ∣ avg_100 : 31889.652611 ∣ critic_nllloss : 26400.320703 ∣ critic_ganloss : -682.832019 ∣ generator_nllloss : 5319.714258 ∣ generator_ganloss : 900.742090 ∣  [  std_z : 0.99  real_sub_fake : 2767.07 ]
[  epoch 0006/0040] 1180/4800, lr:1.0e-04 ∣ avg_100 : 31889.647245 ∣ critic_nllloss : 26189.547852 ∣ critic_ganloss : -700.665637 ∣ generator_nllloss : 5266.524805 ∣ generator_ganloss : 882.834326 ∣  [  std_z : 0.98  real_sub_fake : 2494.16 ]
[  epoch 0006/0040] 1190/4800, lr:1.0e-04 ∣ avg_100 : 31891.688243 ∣ critic_nllloss : 26433.700586 ∣ critic_ganloss : -714.345740 ∣ generator_nllloss : 5272.365234 ∣ generator_ganloss : 901.535352 ∣  [  std_z : 0.98  real_sub_fake : 2884.34 ]
[  epoch 0006/0040] 1200/4800, lr:1.0e-04 ∣ avg_100 : 31892.406391 ∣ critic_nllloss : 26413.752539 ∣ critic_ganloss : -681.258209 ∣ generator_nllloss : 5275.991797 ∣ generator_ganloss : 944.652930 ∣  [  std_z : 0.98  real_sub_fake : 2606.57 ]
[  epoch 0006/0040] 1210/4800, lr:1.0e-04 ∣ avg_100 : 31893.063877 ∣ critic_nllloss : 26576.967969 ∣ critic_ganloss : -861.928802 ∣ generator_nllloss : 5254.615430 ∣ generator_ganloss : 871.290918 ∣  [  std_z : 0.99  real_sub_fake : 3334.82 ]
[  epoch 0006/0040] 1220/4800, lr:1.0e-04 ∣ avg_100 : 31890.753453 ∣ critic_nllloss : 26272.166602 ∣ critic_ganloss : -839.643372 ∣ generator_nllloss : 5254.519141 ∣ generator_ganloss : 930.698877 ∣  [  std_z : 0.98  real_sub_fake : 3165.39 ]
[  epoch 0006/0040] 1230/4800, lr:1.0e-04 ∣ avg_100 : 31886.623223 ∣ critic_nllloss : 26104.388281 ∣ critic_ganloss : -864.750970 ∣ generator_nllloss : 5209.808984 ∣ generator_ganloss : 1012.563916 ∣     [  std_z : 0.97  real_sub_fake : 3066.91 ]
[  epoch 0006/0040] 1240/4800, lr:1.0e-04 ∣ avg_100 : 31885.540226 ∣ critic_nllloss : 26257.396289 ∣ critic_ganloss : -752.384454 ∣ generator_nllloss : 5184.985742 ∣ generator_ganloss : 1054.296338 ∣     [  std_z : 0.98  real_sub_fake : 3354.75 ]
[  epoch 0006/0040] 1250/4800, lr:1.0e-04 ∣ avg_100 : 31890.392865 ∣ critic_nllloss : 26673.818555 ∣ critic_ganloss : -711.368832 ∣ generator_nllloss : 5324.357422 ∣ generator_ganloss : 1067.856055 ∣     [  std_z : 0.98  real_sub_fake : 1966.74 ]
[  epoch 0006/0040] 1260/4800, lr:1.0e-04 ∣ avg_100 : 31892.741444 ∣ critic_nllloss : 26258.569336 ∣ critic_ganloss : -589.311420 ∣ generator_nllloss : 5362.386719 ∣ generator_ganloss : 966.327686 ∣  [  std_z : 0.98  real_sub_fake : 2895.27 ]
[  epoch 0006/0040] 1270/4800, lr:1.0e-04 ∣ avg_100 : 31892.177000 ∣ critic_nllloss : 26317.384375 ∣ critic_ganloss : -727.338727 ∣ generator_nllloss : 5278.695508 ∣ generator_ganloss : 872.290869 ∣  [  std_z : 0.97  real_sub_fake : 2531.50 ]
[  epoch 0006/0040] 1280/4800, lr:1.0e-04 ∣ avg_100 : 31891.612423 ∣ critic_nllloss : 26349.414648 ∣ critic_ganloss : -682.161945 ∣ generator_nllloss : 5264.589258 ∣ generator_ganloss : 912.060742 ∣  [  std_z : 0.97  real_sub_fake : 2559.24 ]
[  epoch 0006/0040] 1290/4800, lr:1.0e-04 ∣ avg_100 : 31890.798207 ∣ critic_nllloss : 26188.522852 ∣ critic_ganloss : -696.130756 ∣ generator_nllloss : 5174.868164 ∣ generator_ganloss : 903.269336 ∣  [  std_z : 0.97  real_sub_fake : 2815.61 ]
[  epoch 0006/0040] 1300/4800, lr:1.0e-04 ∣ avg_100 : 31890.721759 ∣ critic_nllloss : 26490.452734 ∣ critic_ganloss : -732.873242 ∣ generator_nllloss : 5250.532031 ∣ generator_ganloss : 871.462256 ∣  [  std_z : 0.98  real_sub_fake : 2801.98 ]
[  epoch 0006/0040] 1310/4800, lr:1.0e-04 ∣ avg_100 : 31891.181067 ∣ critic_nllloss : 26440.500977 ∣ critic_ganloss : -682.166315 ∣ generator_nllloss : 5289.889063 ∣ generator_ganloss : 890.756055 ∣  [  std_z : 0.99  real_sub_fake : 2874.13 ]
[  epoch 0006/0040] 1320/4800, lr:1.0e-04 ∣ avg_100 : 31889.309578 ∣ critic_nllloss : 26586.910156 ∣ critic_ganloss : -788.377826 ∣ generator_nllloss : 5294.572070 ∣ generator_ganloss : 826.878174 ∣  [  std_z : 0.99  real_sub_fake : 3095.11 ]
[  epoch 0006/0040] 1330/4800, lr:1.0e-04 ∣ avg_100 : 31883.028325 ∣ critic_nllloss : 26383.567578 ∣ critic_ganloss : -926.228540 ∣ generator_nllloss : 5212.811719 ∣ generator_ganloss : 852.747388 ∣  [  std_z : 0.98  real_sub_fake : 3185.44 ]
[  epoch 0006/0040] 1340/4800, lr:1.0e-04 ∣ avg_100 : 31881.808933 ∣ critic_nllloss : 26431.952344 ∣ critic_ganloss : -746.416571 ∣ generator_nllloss : 5270.060156 ∣ generator_ganloss : 846.983496 ∣  [  std_z : 0.98  real_sub_fake : 3394.98 ]
[  epoch 0006/0040] 1350/4800, lr:1.0e-04 ∣ avg_100 : 31880.906779 ∣ critic_nllloss : 26534.784375 ∣ critic_ganloss : -790.497632 ∣ generator_nllloss : 5380.600391 ∣ generator_ganloss : 807.500928 ∣  [  std_z : 0.98  real_sub_fake : 2561.44 ]
[  epoch 0006/0040] 1360/4800, lr:1.0e-04 ∣ avg_100 : 31878.009028 ∣ critic_nllloss : 26455.441797 ∣ critic_ganloss : -745.573022 ∣ generator_nllloss : 5230.805859 ∣ generator_ganloss : 801.373267 ∣  [  std_z : 0.98  real_sub_fake : 3209.59 ]
[  epoch 0006/0040] 1370/4800, lr:1.0e-04 ∣ avg_100 : 31871.863693 ∣ critic_nllloss : 26225.096680 ∣ critic_ganloss : -816.508337 ∣ generator_nllloss : 5241.000391 ∣ generator_ganloss : 771.027588 ∣  [  std_z : 0.99  real_sub_fake : 2809.74 ]
[  epoch 0006/0040] 1380/4800, lr:1.0e-04 ∣ avg_100 : 31868.079071 ∣ critic_nllloss : 26429.632617 ∣ critic_ganloss : -780.959766 ∣ generator_nllloss : 5273.935156 ∣ generator_ganloss : 821.107031 ∣  [  std_z : 0.99  real_sub_fake : 3152.65 ]
[  epoch 0006/0040] 1390/4800, lr:1.0e-04 ∣ avg_100 : 31868.489264 ∣ critic_nllloss : 26568.713672 ∣ critic_ganloss : -691.960077 ∣ generator_nllloss : 5280.088281 ∣ generator_ganloss : 745.554126 ∣  [  std_z : 0.98  real_sub_fake : 2929.84 ]
[  epoch 0006/0040] 1400/4800, lr:1.0e-04 ∣ avg_100 : 31869.392048 ∣ critic_nllloss : 26403.154492 ∣ critic_ganloss : -626.909174 ∣ generator_nllloss : 5311.310156 ∣ generator_ganloss : 799.879004 ∣  [  std_z : 0.96  real_sub_fake : 2301.43 ]
[  epoch 0006/0040] 1410/4800, lr:1.0e-04 ∣ avg_100 : 31870.084566 ∣ critic_nllloss : 26464.082422 ∣ critic_ganloss : -693.579419 ∣ generator_nllloss : 5275.009180 ∣ generator_ganloss : 740.731177 ∣  [  std_z : 0.96  real_sub_fake : 2564.01 ]
[  epoch 0006/0040] 1420/4800, lr:1.0e-04 ∣ avg_100 : 31872.059182 ∣ critic_nllloss : 26721.137500 ∣ critic_ganloss : -634.553500 ∣ generator_nllloss : 5309.370313 ∣ generator_ganloss : 832.137646 ∣  [  std_z : 0.98  real_sub_fake : 2496.81 ]
[  epoch 0006/0040] 1430/4800, lr:1.0e-04 ∣ avg_100 : 31873.953639 ∣ critic_nllloss : 26364.505469 ∣ critic_ganloss : -626.224445 ∣ generator_nllloss : 5247.289844 ∣ generator_ganloss : 830.243945 ∣  [  std_z : 0.98  real_sub_fake : 2139.69 ]
[  epoch 0006/0040] 1440/4800, lr:1.0e-04 ∣ avg_100 : 31875.787731 ∣ critic_nllloss : 26488.639062 ∣ critic_ganloss : -616.839740 ∣ generator_nllloss : 5280.427148 ∣ generator_ganloss : 844.629590 ∣  [  std_z : 1.00  real_sub_fake : 2699.34 ]
[  epoch 0006/0040] 1450/4800, lr:1.0e-04 ∣ avg_100 : 31873.229705 ∣ critic_nllloss : 26293.383203 ∣ critic_ganloss : -740.532373 ∣ generator_nllloss : 5192.006250 ∣ generator_ganloss : 839.099390 ∣  [  std_z : 0.99  real_sub_fake : 2788.52 ]
[  epoch 0006/0040] 1460/4800, lr:1.0e-04 ∣ avg_100 : 31871.135790 ∣ critic_nllloss : 26474.630078 ∣ critic_ganloss : -852.533240 ∣ generator_nllloss : 5268.013672 ∣ generator_ganloss : 804.608350 ∣  [  std_z : 0.98  real_sub_fake : 3301.36 ]
[  epoch 0006/0040] 1470/4800, lr:1.0e-04 ∣ avg_100 : 31869.430667 ∣ critic_nllloss : 26327.000586 ∣ critic_ganloss : -814.762805 ∣ generator_nllloss : 5325.804297 ∣ generator_ganloss : 801.168652 ∣  [  std_z : 0.98  real_sub_fake : 3135.92 ]
[  epoch 0006/0040] 1480/4800, lr:1.0e-04 ∣ avg_100 : 31868.018831 ∣ critic_nllloss : 26352.056836 ∣ critic_ganloss : -719.522540 ∣ generator_nllloss : 5168.041992 ∣ generator_ganloss : 837.162842 ∣  [  std_z : 0.98  real_sub_fake : 2622.46 ]
[  epoch 0006/0040] 1490/4800, lr:1.0e-04 ∣ avg_100 : 31868.641149 ∣ critic_nllloss : 26601.911914 ∣ critic_ganloss : -812.521826 ∣ generator_nllloss : 5351.496094 ∣ generator_ganloss : 840.642676 ∣  [  std_z : 0.98  real_sub_fake : 3411.92 ]
[  epoch 0006/0040] 1500/4800, lr:1.0e-04 ∣ avg_100 : 31866.955800 ∣ critic_nllloss : 26381.550000 ∣ critic_ganloss : -800.956812 ∣ generator_nllloss : 5301.519141 ∣ generator_ganloss : 774.819556 ∣  [  std_z : 0.97  real_sub_fake : 2876.42 ]
[  epoch 0006/0040] 1510/4800, lr:1.0e-04 ∣ avg_100 : 31868.200859 ∣ critic_nllloss : 26513.109570 ∣ critic_ganloss : -680.906946 ∣ generator_nllloss : 5269.048242 ∣ generator_ganloss : 878.117627 ∣  [  std_z : 0.96  real_sub_fake : 2684.95 ]
[  epoch 0006/0040] 1520/4800, lr:1.0e-04 ∣ avg_100 : 31863.428684 ∣ critic_nllloss : 26148.850781 ∣ critic_ganloss : -685.866003 ∣ generator_nllloss : 5193.620508 ∣ generator_ganloss : 881.179053 ∣  [  std_z : 0.97  real_sub_fake : 2370.24 ]
[  epoch 0006/0040] 1530/4800, lr:1.0e-04 ∣ avg_100 : 31861.364729 ∣ critic_nllloss : 26528.186523 ∣ critic_ganloss : -752.672345 ∣ generator_nllloss : 5316.054297 ∣ generator_ganloss : 876.911084 ∣  [  std_z : 0.98  real_sub_fake : 3178.42 ]
[  epoch 0006/0040] 1540/4800, lr:1.0e-04 ∣ avg_100 : 31864.831347 ∣ critic_nllloss : 26359.353711 ∣ critic_ganloss : -699.425586 ∣ generator_nllloss : 5286.854492 ∣ generator_ganloss : 872.308984 ∣  [  std_z : 0.99  real_sub_fake : 2585.41 ]
[  epoch 0006/0040] 1550/4800, lr:1.0e-04 ∣ avg_100 : 31862.666469 ∣ critic_nllloss : 26347.375000 ∣ critic_ganloss : -761.276324 ∣ generator_nllloss : 5206.343750 ∣ generator_ganloss : 832.369385 ∣  [  std_z : 0.99  real_sub_fake : 3002.39 ]
[  epoch 0006/0040] 1560/4800, lr:1.0e-04 ∣ avg_100 : 31864.548180 ∣ critic_nllloss : 26384.201367 ∣ critic_ganloss : -828.252063 ∣ generator_nllloss : 5283.596484 ∣ generator_ganloss : 871.983643 ∣  [  std_z : 0.99  real_sub_fake : 3022.11 ]
[  epoch 0006/0040] 1570/4800, lr:1.0e-04 ∣ avg_100 : 31863.894820 ∣ critic_nllloss : 26440.319336 ∣ critic_ganloss : -653.631378 ∣ generator_nllloss : 5284.438281 ∣ generator_ganloss : 925.321240 ∣  [  std_z : 0.99  real_sub_fake : 2646.24 ]
[  epoch 0006/0040] 1580/4800, lr:1.0e-04 ∣ avg_100 : 31867.974483 ∣ critic_nllloss : 26476.624805 ∣ critic_ganloss : -618.050928 ∣ generator_nllloss : 5307.937109 ∣ generator_ganloss : 844.113770 ∣  [  std_z : 0.98  real_sub_fake : 2446.86 ]
[  epoch 0006/0040] 1590/4800, lr:1.0e-04 ∣ avg_100 : 31869.453204 ∣ critic_nllloss : 26456.384570 ∣ critic_ganloss : -694.664606 ∣ generator_nllloss : 5351.117969 ∣ generator_ganloss : 875.915332 ∣  [  std_z : 0.98  real_sub_fake : 3207.42 ]
[  epoch 0006/0040] 1600/4800, lr:1.0e-04 ∣ avg_100 : 31875.927109 ∣ critic_nllloss : 26529.462500 ∣ critic_ganloss : -499.177789 ∣ generator_nllloss : 5293.957227 ∣ generator_ganloss : 843.609521 ∣  [  std_z : 0.98  real_sub_fake : 1504.44 ]
[  epoch 0006/0040] 1610/4800, lr:1.0e-04 ∣ avg_100 : 31868.351252 ∣ critic_nllloss : 26286.772852 ∣ critic_ganloss : -612.029031 ∣ generator_nllloss : 5235.539648 ∣ generator_ganloss : 783.278833 ∣  [  std_z : 0.98  real_sub_fake : 1936.76 ]
[  epoch 0006/0040] 1620/4800, lr:1.0e-04 ∣ avg_100 : 31864.188626 ∣ critic_nllloss : 26256.927539 ∣ critic_ganloss : -736.186639 ∣ generator_nllloss : 5215.602539 ∣ generator_ganloss : 861.177832 ∣  [  std_z : 0.98  real_sub_fake : 3411.55 ]
[  epoch 0006/0040] 1630/4800, lr:1.0e-04 ∣ avg_100 : 31857.987261 ∣ critic_nllloss : 26292.926367 ∣ critic_ganloss : -689.807062 ∣ generator_nllloss : 5175.807422 ∣ generator_ganloss : 880.695605 ∣  [  std_z : 0.99  real_sub_fake : 2222.56 ]
[  epoch 0006/0040] 1640/4800, lr:1.0e-04 ∣ avg_100 : 31856.697718 ∣ critic_nllloss : 26481.174805 ∣ critic_ganloss : -955.132257 ∣ generator_nllloss : 5296.091211 ∣ generator_ganloss : 830.181934 ∣  [  std_z : 0.99  real_sub_fake : 3342.60 ]
[  epoch 0006/0040] 1650/4800, lr:1.0e-04 ∣ avg_100 : 31861.796370 ∣ critic_nllloss : 26610.592578 ∣ critic_ganloss : -621.569620 ∣ generator_nllloss : 5359.490625 ∣ generator_ganloss : 917.129785 ∣  [  std_z : 0.99  real_sub_fake : 3433.27 ]
[  epoch 0006/0040] 1660/4800, lr:1.0e-04 ∣ avg_100 : 31863.782840 ∣ critic_nllloss : 26328.303320 ∣ critic_ganloss : -258.896022 ∣ generator_nllloss : 5208.499609 ∣ generator_ganloss : 945.530664 ∣  [  std_z : 0.98  real_sub_fake : 718.39 ]
[  epoch 0006/0040] 1670/4800, lr:1.0e-04 ∣ avg_100 : 31870.351722 ∣ critic_nllloss : 26608.773242 ∣ critic_ganloss : -320.122119 ∣ generator_nllloss : 5325.142969 ∣ generator_ganloss : 884.289844 ∣  [  std_z : 0.99  real_sub_fake : 801.59 ]
[  epoch 0006/0040] 1680/4800, lr:1.0e-04 ∣ avg_100 : 31876.646607 ∣ critic_nllloss : 26648.550000 ∣ critic_ganloss : -561.617484 ∣ generator_nllloss : 5404.690820 ∣ generator_ganloss : 821.448071 ∣  [  std_z : 1.00  real_sub_fake : 1739.98 ]
[  epoch 0006/0040] 1690/4800, lr:1.0e-04 ∣ avg_100 : 31875.629432 ∣ critic_nllloss : 26423.281250 ∣ critic_ganloss : -573.481201 ∣ generator_nllloss : 5323.445703 ∣ generator_ganloss : 809.637500 ∣  [  std_z : 0.99  real_sub_fake : 2968.48 ]
[  epoch 0006/0040] 1700/4800, lr:1.0e-04 ∣ avg_100 : 31875.659943 ∣ critic_nllloss : 26368.352148 ∣ critic_ganloss : -762.102478 ∣ generator_nllloss : 5351.322656 ∣ generator_ganloss : 773.852930 ∣  [  std_z : 0.97  real_sub_fake : 2296.23 ]
[  epoch 0006/0040] 1710/4800, lr:1.0e-04 ∣ avg_100 : 31875.092922 ∣ critic_nllloss : 26467.406445 ∣ critic_ganloss : -614.473450 ∣ generator_nllloss : 5268.114258 ∣ generator_ganloss : 766.291821 ∣  [  std_z : 0.98  real_sub_fake : 2840.31 ]
[  epoch 0006/0040] 1720/4800, lr:1.0e-04 ∣ avg_100 : 31875.375552 ∣ critic_nllloss : 26529.920117 ∣ critic_ganloss : -651.069110 ∣ generator_nllloss : 5293.373438 ∣ generator_ganloss : 733.666138 ∣  [  std_z : 0.98  real_sub_fake : 2284.06 ]
[  epoch 0006/0040] 1730/4800, lr:1.0e-04 ∣ avg_100 : 31875.486286 ∣ critic_nllloss : 26731.740625 ∣ critic_ganloss : -854.778973 ∣ generator_nllloss : 5317.847070 ∣ generator_ganloss : 713.671436 ∣  [  std_z : 0.99  real_sub_fake : 3084.51 ]
[  epoch 0006/0040] 1740/4800, lr:1.0e-04 ∣ avg_100 : 31875.573614 ∣ critic_nllloss : 26524.273633 ∣ critic_ganloss : -805.236530 ∣ generator_nllloss : 5343.311133 ∣ generator_ganloss : 800.384033 ∣  [  std_z : 0.98  real_sub_fake : 3188.60 ]
[  epoch 0006/0040] 1750/4800, lr:1.0e-04 ∣ avg_100 : 31875.867973 ∣ critic_nllloss : 26458.506055 ∣ critic_ganloss : -800.962073 ∣ generator_nllloss : 5294.788867 ∣ generator_ganloss : 875.916064 ∣  [  std_z : 0.98  real_sub_fake : 2926.16 ]
[  epoch 0006/0040] 1760/4800, lr:1.0e-04 ∣ avg_100 : 31879.157066 ∣ critic_nllloss : 26360.303125 ∣ critic_ganloss : -780.071167 ∣ generator_nllloss : 5254.655078 ∣ generator_ganloss : 920.254932 ∣  [  std_z : 0.98  real_sub_fake : 3087.10 ]
[  epoch 0006/0040] 1770/4800, lr:1.0e-04 ∣ avg_100 : 31881.379217 ∣ critic_nllloss : 26676.073633 ∣ critic_ganloss : -671.045203 ∣ generator_nllloss : 5209.043164 ∣ generator_ganloss : 854.489600 ∣  [  std_z : 1.00  real_sub_fake : 3005.76 ]
[  epoch 0006/0040] 1780/4800, lr:1.0e-04 ∣ avg_100 : 31883.280482 ∣ critic_nllloss : 26668.112305 ∣ critic_ganloss : -793.232355 ∣ generator_nllloss : 5366.658398 ∣ generator_ganloss : 801.476123 ∣  [  std_z : 0.99  real_sub_fake : 2772.71 ]
[  epoch 0006/0040] 1790/4800, lr:1.0e-04 ∣ avg_100 : 31884.534600 ∣ critic_nllloss : 26435.398438 ∣ critic_ganloss : -633.387201 ∣ generator_nllloss : 5341.813281 ∣ generator_ganloss : 810.436670 ∣  [  std_z : 0.97  real_sub_fake : 2802.32 ]
[  epoch 0006/0040] 1800/4800, lr:1.0e-04 ∣ avg_100 : 31882.354430 ∣ critic_nllloss : 26321.544727 ∣ critic_ganloss : -827.621594 ∣ generator_nllloss : 5323.817578 ∣ generator_ganloss : 754.904272 ∣  [  std_z : 0.97  real_sub_fake : 2728.43 ]
[  epoch 0006/0040] 1810/4800, lr:1.0e-04 ∣ avg_100 : 31879.090124 ∣ critic_nllloss : 26482.579297 ∣ critic_ganloss : -771.732495 ∣ generator_nllloss : 5274.504883 ∣ generator_ganloss : 762.076758 ∣  [  std_z : 0.98  real_sub_fake : 3392.72 ]
[  epoch 0006/0040] 1820/4800, lr:1.0e-04 ∣ avg_100 : 31878.409428 ∣ critic_nllloss : 26388.992578 ∣ critic_ganloss : -725.188861 ∣ generator_nllloss : 5217.062109 ∣ generator_ganloss : 807.994922 ∣  [  std_z : 0.99  real_sub_fake : 2683.94 ]
[  epoch 0006/0040] 1830/4800, lr:1.0e-04 ∣ avg_100 : 31872.538738 ∣ critic_nllloss : 26195.284766 ∣ critic_ganloss : -894.600177 ∣ generator_nllloss : 5209.095703 ∣ generator_ganloss : 799.283057 ∣  [  std_z : 0.99  real_sub_fake : 2926.44 ]
[  epoch 0006/0040] 1840/4800, lr:1.0e-04 ∣ avg_100 : 31871.150246 ∣ critic_nllloss : 26513.250781 ∣ critic_ganloss : -615.087177 ∣ generator_nllloss : 5266.149609 ∣ generator_ganloss : 720.219189 ∣  [  std_z : 0.98  real_sub_fake : 3737.17 ]
[  epoch 0006/0040] 1850/4800, lr:1.0e-04 ∣ avg_100 : 31869.981007 ∣ critic_nllloss : 26297.507422 ∣ critic_ganloss : -632.697125 ∣ generator_nllloss : 5337.537695 ∣ generator_ganloss : 689.722461 ∣  [  std_z : 0.97  real_sub_fake : 1893.97 ]
[  epoch 0006/0040] 1860/4800, lr:1.0e-04 ∣ avg_100 : 31864.995374 ∣ critic_nllloss : 26568.449023 ∣ critic_ganloss : -774.404120 ∣ generator_nllloss : 5221.704687 ∣ generator_ganloss : 670.626562 ∣  [  std_z : 0.98  real_sub_fake : 2651.15 ]
[  epoch 0006/0040] 1870/4800, lr:1.0e-04 ∣ avg_100 : 31866.251217 ∣ critic_nllloss : 26542.243555 ∣ critic_ganloss : -793.474719 ∣ generator_nllloss : 5396.511914 ∣ generator_ganloss : 753.754468 ∣  [  std_z : 0.98  real_sub_fake : 3002.78 ]
[  epoch 0006/0040] 1880/4800, lr:1.0e-04 ∣ avg_100 : 31865.231313 ∣ critic_nllloss : 26304.205078 ∣ critic_ganloss : -777.941107 ∣ generator_nllloss : 5284.106055 ∣ generator_ganloss : 825.379346 ∣  [  std_z : 0.96  real_sub_fake : 2964.82 ]
[  epoch 0006/0040] 1890/4800, lr:1.0e-04 ∣ avg_100 : 31860.258429 ∣ critic_nllloss : 26284.261133 ∣ critic_ganloss : -794.600513 ∣ generator_nllloss : 5268.782422 ∣ generator_ganloss : 887.863135 ∣  [  std_z : 0.96  real_sub_fake : 2794.26 ]
[  epoch 0006/0040] 1900/4800, lr:1.0e-04 ∣ avg_100 : 31858.019431 ∣ critic_nllloss : 26251.932617 ∣ critic_ganloss : -840.927539 ∣ generator_nllloss : 5299.370313 ∣ generator_ganloss : 894.710840 ∣  [  std_z : 0.97  real_sub_fake : 3370.63 ]
[  epoch 0006/0040] 1910/4800, lr:1.0e-04 ∣ avg_100 : 31852.828319 ∣ critic_nllloss : 26238.398633 ∣ critic_ganloss : -875.830231 ∣ generator_nllloss : 5358.805078 ∣ generator_ganloss : 891.278027 ∣  [  std_z : 0.98  real_sub_fake : 3395.79 ]
[  epoch 0006/0040] 1920/4800, lr:1.0e-04 ∣ avg_100 : 31854.892624 ∣ critic_nllloss : 26605.894531 ∣ critic_ganloss : -606.353116 ∣ generator_nllloss : 5258.036133 ∣ generator_ganloss : 868.343457 ∣  [  std_z : 0.98  real_sub_fake : 2491.80 ]
[  epoch 0006/0040] 1930/4800, lr:1.0e-04 ∣ avg_100 : 31856.135964 ∣ critic_nllloss : 26426.336133 ∣ critic_ganloss : -789.401599 ∣ generator_nllloss : 5293.253516 ∣ generator_ganloss : 843.390186 ∣  [  std_z : 0.97  real_sub_fake : 2993.18 ]
[  epoch 0006/0040] 1940/4800, lr:1.0e-04 ∣ avg_100 : 31859.170076 ∣ critic_nllloss : 26429.896875 ∣ critic_ganloss : -577.289655 ∣ generator_nllloss : 5355.477344 ∣ generator_ganloss : 932.083398 ∣  [  std_z : 0.97  real_sub_fake : 2323.28 ]
[  epoch 0006/0040] 1950/4800, lr:1.0e-04 ∣ avg_100 : 31857.796976 ∣ critic_nllloss : 26270.570508 ∣ critic_ganloss : -627.113782 ∣ generator_nllloss : 5280.358203 ∣ generator_ganloss : 877.514648 ∣  [  std_z : 0.97  real_sub_fake : 2351.52 ]
[  epoch 0006/0040] 1960/4800, lr:1.0e-04 ∣ avg_100 : 31854.099895 ∣ critic_nllloss : 26256.265625 ∣ critic_ganloss : -658.363641 ∣ generator_nllloss : 5204.648828 ∣ generator_ganloss : 910.560791 ∣  [  std_z : 0.97  real_sub_fake : 2514.57 ]
[  epoch 0006/0040] 1970/4800, lr:1.0e-04 ∣ avg_100 : 31854.340747 ∣ critic_nllloss : 26543.337500 ∣ critic_ganloss : -689.034357 ∣ generator_nllloss : 5282.773828 ∣ generator_ganloss : 890.576123 ∣  [  std_z : 0.99  real_sub_fake : 2959.89 ]
[  epoch 0006/0040] 1980/4800, lr:1.0e-04 ∣ avg_100 : 31858.183655 ∣ critic_nllloss : 26521.163477 ∣ critic_ganloss : -626.101154 ∣ generator_nllloss : 5323.649219 ∣ generator_ganloss : 894.708643 ∣  [  std_z : 1.00  real_sub_fake : 2311.51 ]
[  epoch 0006/0040] 1990/4800, lr:1.0e-04 ∣ avg_100 : 31855.670086 ∣ critic_nllloss : 26436.172656 ∣ critic_ganloss : -824.558521 ∣ generator_nllloss : 5241.791602 ∣ generator_ganloss : 854.501172 ∣  [  std_z : 0.99  real_sub_fake : 2741.42 ]
[  epoch 0006/0040] 2000/4800, lr:1.0e-04 ∣ avg_100 : 31852.313196 ∣ critic_nllloss : 26512.878320 ∣ critic_ganloss : -891.103027 ∣ generator_nllloss : 5289.878711 ∣ generator_ganloss : 924.797900 ∣  [  std_z : 0.98  real_sub_fake : 3339.62 ]
[  epoch 0006/0040] 2010/4800, lr:1.0e-04 ∣ avg_100 : 31849.296642 ∣ critic_nllloss : 26405.100391 ∣ critic_ganloss : -770.681079 ∣ generator_nllloss : 5269.514453 ∣ generator_ganloss : 961.269092 ∣  [  std_z : 0.98  real_sub_fake : 3428.46 ]
[  epoch 0006/0040] 2020/4800, lr:1.0e-04 ∣ avg_100 : 31844.356936 ∣ critic_nllloss : 26336.432031 ∣ critic_ganloss : -821.323328 ∣ generator_nllloss : 5206.293750 ∣ generator_ganloss : 915.495410 ∣  [  std_z : 0.99  real_sub_fake : 2897.19 ]
[  epoch 0006/0040] 2030/4800, lr:1.0e-04 ∣ avg_100 : 31841.672803 ∣ critic_nllloss : 26332.993164 ∣ critic_ganloss : -770.745453 ∣ generator_nllloss : 5272.369336 ∣ generator_ganloss : 915.419971 ∣  [  std_z : 0.98  real_sub_fake : 2855.09 ]
[  epoch 0006/0040] 2040/4800, lr:1.0e-04 ∣ avg_100 : 31838.727011 ∣ critic_nllloss : 26425.514453 ∣ critic_ganloss : -788.575482 ∣ generator_nllloss : 5314.085547 ∣ generator_ganloss : 906.957422 ∣  [  std_z : 0.98  real_sub_fake : 3154.40 ]
[  epoch 0006/0040] 2050/4800, lr:1.0e-04 ∣ avg_100 : 31841.335093 ∣ critic_nllloss : 26425.793945 ∣ critic_ganloss : -644.952173 ∣ generator_nllloss : 5248.744531 ∣ generator_ganloss : 967.383008 ∣  [  std_z : 0.98  real_sub_fake : 2322.33 ]
[  epoch 0006/0040] 2060/4800, lr:1.0e-04 ∣ avg_100 : 31842.484655 ∣ critic_nllloss : 26427.388867 ∣ critic_ganloss : -634.145081 ∣ generator_nllloss : 5284.909766 ∣ generator_ganloss : 932.054688 ∣  [  std_z : 0.99  real_sub_fake : 2804.69 ]
[  epoch 0006/0040] 2070/4800, lr:1.0e-04 ∣ avg_100 : 31845.299488 ∣ critic_nllloss : 26440.633398 ∣ critic_ganloss : -664.652203 ∣ generator_nllloss : 5323.844336 ∣ generator_ganloss : 912.861719 ∣  [  std_z : 0.99  real_sub_fake : 2836.51 ]
[  epoch 0006/0040] 2080/4800, lr:1.0e-04 ∣ avg_100 : 31843.489821 ∣ critic_nllloss : 26262.270703 ∣ critic_ganloss : -841.089972 ∣ generator_nllloss : 5276.954297 ∣ generator_ganloss : 908.116309 ∣  [  std_z : 0.98  real_sub_fake : 2873.04 ]
[  epoch 0006/0040] 2090/4800, lr:1.0e-04 ∣ avg_100 : 31844.345795 ∣ critic_nllloss : 26344.363086 ∣ critic_ganloss : -606.838586 ∣ generator_nllloss : 5342.789844 ∣ generator_ganloss : 958.229053 ∣  [  std_z : 0.98  real_sub_fake : 2487.00 ]
[  epoch 0006/0040] 2100/4800, lr:1.0e-04 ∣ avg_100 : 31841.801750 ∣ critic_nllloss : 26446.521094 ∣ critic_ganloss : -751.714874 ∣ generator_nllloss : 5222.534961 ∣ generator_ganloss : 912.747119 ∣  [  std_z : 1.00  real_sub_fake : 2604.63 ]
[  epoch 0006/0040] 2110/4800, lr:1.0e-04 ∣ avg_100 : 31841.763231 ∣ critic_nllloss : 26454.191211 ∣ critic_ganloss : -864.515332 ∣ generator_nllloss : 5350.771875 ∣ generator_ganloss : 949.881055 ∣  [  std_z : 0.99  real_sub_fake : 3146.47 ]
[  epoch 0006/0040] 2120/4800, lr:1.0e-04 ∣ avg_100 : 31845.687076 ∣ critic_nllloss : 26389.540039 ∣ critic_ganloss : -488.335477 ∣ generator_nllloss : 5250.270703 ∣ generator_ganloss : 1051.877637 ∣     [  std_z : 0.98  real_sub_fake : 2365.97 ]
[  epoch 0006/0040] 2130/4800, lr:1.0e-04 ∣ avg_100 : 31848.644803 ∣ critic_nllloss : 26357.151172 ∣ critic_ganloss : -457.967755 ∣ generator_nllloss : 5308.403516 ∣ generator_ganloss : 1005.770068 ∣     [  std_z : 0.99  real_sub_fake : 1217.39 ]
[  epoch 0006/0040] 2140/4800, lr:1.0e-04 ∣ avg_100 : 31850.851759 ∣ critic_nllloss : 26426.940625 ∣ critic_ganloss : -657.007465 ∣ generator_nllloss : 5341.165234 ∣ generator_ganloss : 925.617236 ∣  [  std_z : 0.99  real_sub_fake : 2664.28 ]
[  epoch 0006/0040] 2150/4800, lr:1.0e-04 ∣ avg_100 : 31848.626309 ∣ critic_nllloss : 26352.409961 ∣ critic_ganloss : -778.715753 ∣ generator_nllloss : 5299.220898 ∣ generator_ganloss : 999.894580 ∣  [  std_z : 0.98  real_sub_fake : 2748.59 ]
[  epoch 0006/0040] 2160/4800, lr:1.0e-04 ∣ avg_100 : 31850.985181 ∣ critic_nllloss : 26498.085742 ∣ critic_ganloss : -658.796484 ∣ generator_nllloss : 5304.119141 ∣ generator_ganloss : 968.979004 ∣  [  std_z : 0.99  real_sub_fake : 3204.94 ]
[  epoch 0006/0040] 2170/4800, lr:1.0e-04 ∣ avg_100 : 31848.636641 ∣ critic_nllloss : 26122.071484 ∣ critic_ganloss : -626.594983 ∣ generator_nllloss : 5243.802148 ∣ generator_ganloss : 963.812451 ∣  [  std_z : 0.98  real_sub_fake : 1989.93 ]
[  epoch 0006/0040] 2180/4800, lr:1.0e-04 ∣ avg_100 : 31849.565819 ∣ critic_nllloss : 26305.538086 ∣ critic_ganloss : -736.483728 ∣ generator_nllloss : 5287.694922 ∣ generator_ganloss : 874.409863 ∣  [  std_z : 0.99  real_sub_fake : 2941.50 ]
[  epoch 0006/0040] 2190/4800, lr:1.0e-04 ∣ avg_100 : 31849.724844 ∣ critic_nllloss : 26465.763281 ∣ critic_ganloss : -799.567371 ∣ generator_nllloss : 5304.508594 ∣ generator_ganloss : 938.453418 ∣  [  std_z : 0.99  real_sub_fake : 2815.97 ]
[  epoch 0006/0040] 2200/4800, lr:1.0e-04 ∣ avg_100 : 31850.481820 ∣ critic_nllloss : 26501.544922 ∣ critic_ganloss : -722.716992 ∣ generator_nllloss : 5251.711328 ∣ generator_ganloss : 998.297314 ∣  [  std_z : 0.98  real_sub_fake : 2889.09 ]
[  epoch 0006/0040] 2210/4800, lr:1.0e-04 ∣ avg_100 : 31850.789982 ∣ critic_nllloss : 26347.414648 ∣ critic_ganloss : -662.091156 ∣ generator_nllloss : 5195.799805 ∣ generator_ganloss : 990.638428 ∣  [  std_z : 0.97  real_sub_fake : 2529.70 ]
[  epoch 0006/0040] 2220/4800, lr:1.0e-04 ∣ avg_100 : 31850.906163 ∣ critic_nllloss : 26262.419922 ∣ critic_ganloss : -853.464368 ∣ generator_nllloss : 5259.567578 ∣ generator_ganloss : 960.836230 ∣  [  std_z : 0.97  real_sub_fake : 3320.18 ]
[  epoch 0006/0040] 2230/4800, lr:1.0e-04 ∣ avg_100 : 31855.101886 ∣ critic_nllloss : 26296.094922 ∣ critic_ganloss : -572.678809 ∣ generator_nllloss : 5216.891016 ∣ generator_ganloss : 941.275391 ∣  [  std_z : 1.00  real_sub_fake : 2608.69 ]
[  epoch 0006/0040] 2240/4800, lr:1.0e-04 ∣ avg_100 : 31855.935497 ∣ critic_nllloss : 26486.583789 ∣ critic_ganloss : -835.428442 ∣ generator_nllloss : 5226.558984 ∣ generator_ganloss : 949.940723 ∣  [  std_z : 1.01  real_sub_fake : 2662.14 ]
[  epoch 0006/0040] 2250/4800, lr:1.0e-04 ∣ avg_100 : 31852.636815 ∣ critic_nllloss : 26425.617773 ∣ critic_ganloss : -764.951410 ∣ generator_nllloss : 5310.451563 ∣ generator_ganloss : 1053.677002 ∣     [  std_z : 1.00  real_sub_fake : 3196.52 ]
[  epoch 0006/0040] 2260/4800, lr:1.0e-04 ∣ avg_100 : 31856.388261 ∣ critic_nllloss : 26616.742383 ∣ critic_ganloss : -736.723965 ∣ generator_nllloss : 5339.941797 ∣ generator_ganloss : 1153.156787 ∣     [  std_z : 0.98  real_sub_fake : 2321.06 ]
[  epoch 0006/0040] 2270/4800, lr:1.0e-04 ∣ avg_100 : 31856.356629 ∣ critic_nllloss : 26248.475000 ∣ critic_ganloss : -794.942932 ∣ generator_nllloss : 5227.457422 ∣ generator_ganloss : 1056.879346 ∣     [  std_z : 0.98  real_sub_fake : 3440.23 ]
[  epoch 0006/0040] 2280/4800, lr:1.0e-04 ∣ avg_100 : 31856.965069 ∣ critic_nllloss : 26317.366797 ∣ critic_ganloss : -750.004315 ∣ generator_nllloss : 5302.292383 ∣ generator_ganloss : 1035.091748 ∣     [  std_z : 0.98  real_sub_fake : 2865.01 ]
[  epoch 0006/0040] 2290/4800, lr:1.0e-04 ∣ avg_100 : 31860.483874 ∣ critic_nllloss : 26423.762305 ∣ critic_ganloss : -825.054419 ∣ generator_nllloss : 5262.260547 ∣ generator_ganloss : 1061.441748 ∣     [  std_z : 0.98  real_sub_fake : 2867.81 ]
[  epoch 0006/0040] 2300/4800, lr:1.0e-04 ∣ avg_100 : 31863.160364 ∣ critic_nllloss : 26619.210352 ∣ critic_ganloss : -849.092078 ∣ generator_nllloss : 5311.945703 ∣ generator_ganloss : 1065.158789 ∣     [  std_z : 1.00  real_sub_fake : 3609.82 ]
[  epoch 0006/0040] 2310/4800, lr:1.0e-04 ∣ avg_100 : 31863.944545 ∣ critic_nllloss : 26442.372461 ∣ critic_ganloss : -792.239191 ∣ generator_nllloss : 5286.744336 ∣ generator_ganloss : 1080.520215 ∣     [  std_z : 0.99  real_sub_fake : 3071.77 ]
[  epoch 0006/0040] 2320/4800, lr:1.0e-04 ∣ avg_100 : 31862.044471 ∣ critic_nllloss : 26267.604102 ∣ critic_ganloss : -805.799677 ∣ generator_nllloss : 5229.803320 ∣ generator_ganloss : 1038.367480 ∣     [  std_z : 0.97  real_sub_fake : 3047.09 ]
[  epoch 0006/0040] 2330/4800, lr:1.0e-04 ∣ avg_100 : 31864.320973 ∣ critic_nllloss : 26214.519531 ∣ critic_ganloss : -781.592102 ∣ generator_nllloss : 5258.533008 ∣ generator_ganloss : 1059.087842 ∣     [  std_z : 0.98  real_sub_fake : 3241.21 ]
[  epoch 0006/0040] 2340/4800, lr:1.0e-04 ∣ avg_100 : 31866.537674 ∣ critic_nllloss : 26368.598047 ∣ critic_ganloss : -672.083057 ∣ generator_nllloss : 5271.357227 ∣ generator_ganloss : 1056.377393 ∣     [  std_z : 0.97  real_sub_fake : 2555.68 ]
[  epoch 0006/0040] 2350/4800, lr:1.0e-04 ∣ avg_100 : 31865.971695 ∣ critic_nllloss : 26343.737305 ∣ critic_ganloss : -857.700665 ∣ generator_nllloss : 5349.574609 ∣ generator_ganloss : 1040.178857 ∣     [  std_z : 0.98  real_sub_fake : 2995.56 ]
[  epoch 0006/0040] 2360/4800, lr:1.0e-04 ∣ avg_100 : 31869.094778 ∣ critic_nllloss : 26530.937305 ∣ critic_ganloss : -820.766913 ∣ generator_nllloss : 5263.566797 ∣ generator_ganloss : 1080.619043 ∣     [  std_z : 0.99  real_sub_fake : 3373.76 ]
[  epoch 0006/0040] 2370/4800, lr:1.0e-04 ∣ avg_100 : 31873.146917 ∣ critic_nllloss : 26196.837500 ∣ critic_ganloss : -752.853973 ∣ generator_nllloss : 5293.506055 ∣ generator_ganloss : 1088.340674 ∣     [  std_z : 0.98  real_sub_fake : 2823.78 ]
[  epoch 0006/0040] 2380/4800, lr:1.0e-04 ∣ avg_100 : 31877.556509 ∣ critic_nllloss : 26402.428906 ∣ critic_ganloss : -521.606061 ∣ generator_nllloss : 5234.824805 ∣ generator_ganloss : 1069.026514 ∣     [  std_z : 0.98  real_sub_fake : 2335.36 ]
[  epoch 0006/0040] 2390/4800, lr:1.0e-04 ∣ avg_100 : 31883.660077 ∣ critic_nllloss : 26646.332813 ∣ critic_ganloss : -576.736087 ∣ generator_nllloss : 5416.530859 ∣ generator_ganloss : 1026.625293 ∣     [  std_z : 0.99  real_sub_fake : 2061.23 ]
[  epoch 0006/0040] 2400/4800, lr:1.0e-04 ∣ avg_100 : 31883.916794 ∣ critic_nllloss : 26186.865625 ∣ critic_ganloss : -569.641528 ∣ generator_nllloss : 5252.943555 ∣ generator_ganloss : 1042.938428 ∣     [  std_z : 0.98  real_sub_fake : 2551.42 ]
[  epoch 0006/0040] 2410/4800, lr:1.0e-04 ∣ avg_100 : 31884.886374 ∣ critic_nllloss : 26328.525781 ∣ critic_ganloss : -647.585818 ∣ generator_nllloss : 5213.269531 ∣ generator_ganloss : 988.991895 ∣  [  std_z : 0.98  real_sub_fake : 2437.56 ]
[  epoch 0006/0040] 2420/4800, lr:1.0e-04 ∣ avg_100 : 31882.908442 ∣ critic_nllloss : 26522.713086 ∣ critic_ganloss : -771.739240 ∣ generator_nllloss : 5286.006445 ∣ generator_ganloss : 993.318506 ∣  [  std_z : 0.99  real_sub_fake : 2648.12 ]
[  epoch 0006/0040] 2430/4800, lr:1.0e-04 ∣ avg_100 : 31885.653584 ∣ critic_nllloss : 26540.834180 ∣ critic_ganloss : -816.396014 ∣ generator_nllloss : 5349.772266 ∣ generator_ganloss : 1016.118555 ∣     [  std_z : 0.98  real_sub_fake : 3043.65 ]
[  epoch 0006/0040] 2440/4800, lr:1.0e-04 ∣ avg_100 : 31888.154368 ∣ critic_nllloss : 26631.419141 ∣ critic_ganloss : -746.216559 ∣ generator_nllloss : 5326.451172 ∣ generator_ganloss : 1035.280762 ∣     [  std_z : 0.97  real_sub_fake : 2822.98 ]
[  epoch 0006/0040] 2450/4800, lr:1.0e-04 ∣ avg_100 : 31891.225208 ∣ critic_nllloss : 26312.991211 ∣ critic_ganloss : -778.354163 ∣ generator_nllloss : 5297.016211 ∣ generator_ganloss : 1059.387158 ∣     [  std_z : 0.97  real_sub_fake : 3203.42 ]
[  epoch 0006/0040] 2460/4800, lr:1.0e-04 ∣ avg_100 : 31893.283510 ∣ critic_nllloss : 26407.256641 ∣ critic_ganloss : -777.060529 ∣ generator_nllloss : 5246.051172 ∣ generator_ganloss : 1024.301758 ∣     [  std_z : 0.98  real_sub_fake : 3055.37 ]
[  epoch 0006/0040] 2470/4800, lr:1.0e-04 ∣ avg_100 : 31895.220296 ∣ critic_nllloss : 26257.580859 ∣ critic_ganloss : -774.254803 ∣ generator_nllloss : 5341.866406 ∣ generator_ganloss : 1007.696875 ∣     [  std_z : 0.98  real_sub_fake : 2961.53 ]
[  epoch 0006/0040] 2480/4800, lr:1.0e-04 ∣ avg_100 : 31896.435728 ∣ critic_nllloss : 26376.307227 ∣ critic_ganloss : -842.161578 ∣ generator_nllloss : 5223.769531 ∣ generator_ganloss : 1001.367188 ∣     [  std_z : 0.99  real_sub_fake : 3172.76 ]
[  epoch 0006/0040] 2490/4800, lr:1.0e-04 ∣ avg_100 : 31895.177888 ∣ critic_nllloss : 26335.101562 ∣ critic_ganloss : -695.676062 ∣ generator_nllloss : 5231.195117 ∣ generator_ganloss : 985.124268 ∣  [  std_z : 0.99  real_sub_fake : 2958.58 ]
[  epoch 0006/0040] 2500/4800, lr:1.0e-04 ∣ avg_100 : 31895.907151 ∣ critic_nllloss : 26231.960156 ∣ critic_ganloss : -756.425543 ∣ generator_nllloss : 5304.339453 ∣ generator_ganloss : 949.984082 ∣  [  std_z : 0.99  real_sub_fake : 2692.81 ]
[  epoch 0006/0040] 2510/4800, lr:1.0e-04 ∣ avg_100 : 31892.792671 ∣ critic_nllloss : 26311.481250 ∣ critic_ganloss : -949.177905 ∣ generator_nllloss : 5360.107617 ∣ generator_ganloss : 945.509570 ∣  [  std_z : 0.98  real_sub_fake : 3195.46 ]
[  epoch 0006/0040] 2520/4800, lr:1.0e-04 ∣ avg_100 : 31894.575654 ∣ critic_nllloss : 26297.050391 ∣ critic_ganloss : -733.875427 ∣ generator_nllloss : 5200.427344 ∣ generator_ganloss : 952.480273 ∣  [  std_z : 0.97  real_sub_fake : 3161.66 ]
[  epoch 0006/0040] 2530/4800, lr:1.0e-04 ∣ avg_100 : 31892.862073 ∣ critic_nllloss : 26364.211133 ∣ critic_ganloss : -832.035388 ∣ generator_nllloss : 5318.992969 ∣ generator_ganloss : 945.952734 ∣  [  std_z : 0.98  real_sub_fake : 3479.81 ]
[  epoch 0006/0040] 2540/4800, lr:1.0e-04 ∣ avg_100 : 31891.443673 ∣ critic_nllloss : 26332.017969 ∣ critic_ganloss : -873.336774 ∣ generator_nllloss : 5249.262305 ∣ generator_ganloss : 969.308105 ∣  [  std_z : 0.98  real_sub_fake : 2884.64 ]
[  epoch 0006/0040] 2550/4800, lr:1.0e-04 ∣ avg_100 : 31894.828557 ∣ critic_nllloss : 26410.913281 ∣ critic_ganloss : -811.942377 ∣ generator_nllloss : 5337.815625 ∣ generator_ganloss : 1026.513672 ∣     [  std_z : 0.99  real_sub_fake : 3420.36 ]
[  epoch 0006/0040] 2560/4800, lr:1.0e-04 ∣ avg_100 : 31895.901481 ∣ critic_nllloss : 26273.018555 ∣ critic_ganloss : -705.483417 ∣ generator_nllloss : 5256.460547 ∣ generator_ganloss : 994.826221 ∣  [  std_z : 0.98  real_sub_fake : 2606.51 ]
[  epoch 0006/0040] 2570/4800, lr:1.0e-04 ∣ avg_100 : 31897.330967 ∣ critic_nllloss : 26498.379297 ∣ critic_ganloss : -698.520612 ∣ generator_nllloss : 5329.103906 ∣ generator_ganloss : 1010.433447 ∣     [  std_z : 0.99  real_sub_fake : 2641.61 ]
[  epoch 0006/0040] 2580/4800, lr:1.0e-04 ∣ avg_100 : 31897.462554 ∣ critic_nllloss : 26443.493750 ∣ critic_ganloss : -694.555341 ∣ generator_nllloss : 5306.536328 ∣ generator_ganloss : 968.308740 ∣  [  std_z : 0.97  real_sub_fake : 2564.06 ]
[  epoch 0006/0040] 2590/4800, lr:1.0e-04 ∣ avg_100 : 31895.969737 ∣ critic_nllloss : 26430.773438 ∣ critic_ganloss : -845.477313 ∣ generator_nllloss : 5297.232422 ∣ generator_ganloss : 956.943018 ∣  [  std_z : 0.97  real_sub_fake : 2985.29 ]
[  epoch 0006/0040] 2600/4800, lr:1.0e-04 ∣ avg_100 : 31892.487229 ∣ critic_nllloss : 26267.487109 ∣ critic_ganloss : -748.214130 ∣ generator_nllloss : 5297.052344 ∣ generator_ganloss : 1003.275342 ∣     [  std_z : 0.97  real_sub_fake : 3394.80 ]
[  epoch 0006/0040] 2610/4800, lr:1.0e-04 ∣ avg_100 : 31890.924153 ∣ critic_nllloss : 26105.613477 ∣ critic_ganloss : -617.753271 ∣ generator_nllloss : 5166.980664 ∣ generator_ganloss : 882.413818 ∣  [  std_z : 0.98  real_sub_fake : 2447.37 ]
[  epoch 0006/0040] 2620/4800, lr:1.0e-04 ∣ avg_100 : 31890.354727 ∣ critic_nllloss : 26240.369336 ∣ critic_ganloss : -852.357050 ∣ generator_nllloss : 5260.363086 ∣ generator_ganloss : 892.203320 ∣  [  std_z : 0.99  real_sub_fake : 2859.42 ]
[  epoch 0006/0040] 2630/4800, lr:1.0e-04 ∣ avg_100 : 31890.150531 ∣ critic_nllloss : 26304.100195 ∣ critic_ganloss : -820.100128 ∣ generator_nllloss : 5235.758789 ∣ generator_ganloss : 919.443848 ∣  [  std_z : 0.99  real_sub_fake : 3310.43 ]
[  epoch 0006/0040] 2640/4800, lr:1.0e-04 ∣ avg_100 : 31889.650128 ∣ critic_nllloss : 26239.755859 ∣ critic_ganloss : -779.436389 ∣ generator_nllloss : 5231.554883 ∣ generator_ganloss : 910.401074 ∣  [  std_z : 0.97  real_sub_fake : 3120.54 ]
[  epoch 0006/0040] 2650/4800, lr:1.0e-04 ∣ avg_100 : 31884.830153 ∣ critic_nllloss : 26368.999609 ∣ critic_ganloss : -775.425262 ∣ generator_nllloss : 5208.562695 ∣ generator_ganloss : 981.508789 ∣  [  std_z : 0.99  real_sub_fake : 2849.71 ]
[  epoch 0006/0040] 2660/4800, lr:1.0e-04 ∣ avg_100 : 31880.675509 ∣ critic_nllloss : 26331.977930 ∣ critic_ganloss : -785.082251 ∣ generator_nllloss : 5239.930469 ∣ generator_ganloss : 1021.146973 ∣     [  std_z : 0.99  real_sub_fake : 3074.37 ]
[  epoch 0006/0040] 2670/4800, lr:1.0e-04 ∣ avg_100 : 31874.911127 ∣ critic_nllloss : 26457.500781 ∣ critic_ganloss : -865.005060 ∣ generator_nllloss : 5323.945508 ∣ generator_ganloss : 1005.204541 ∣     [  std_z : 0.99  real_sub_fake : 3363.32 ]
[  epoch 0006/0040] 2680/4800, lr:1.0e-04 ∣ avg_100 : 31869.036205 ∣ critic_nllloss : 26254.979492 ∣ critic_ganloss : -811.220691 ∣ generator_nllloss : 5277.265625 ∣ generator_ganloss : 1004.554785 ∣     [  std_z : 0.98  real_sub_fake : 3240.82 ]
[  epoch 0006/0040] 2690/4800, lr:1.0e-04 ∣ avg_100 : 31867.823841 ∣ critic_nllloss : 26582.319336 ∣ critic_ganloss : -1026.724292 ∣ generator_nllloss : 5283.179297 ∣ generator_ganloss : 1022.872559 ∣    [  std_z : 0.98  real_sub_fake : 3598.89 ]
[  epoch 0006/0040] 2700/4800, lr:1.0e-04 ∣ avg_100 : 31871.086948 ∣ critic_nllloss : 26435.204883 ∣ critic_ganloss : -640.248730 ∣ generator_nllloss : 5303.637891 ∣ generator_ganloss : 959.141895 ∣  [  std_z : 0.97  real_sub_fake : 3162.11 ]
[  epoch 0006/0040] 2710/4800, lr:1.0e-04 ∣ avg_100 : 31872.317098 ∣ critic_nllloss : 26484.173633 ∣ critic_ganloss : -641.155719 ∣ generator_nllloss : 5297.973242 ∣ generator_ganloss : 869.362842 ∣  [  std_z : 0.99  real_sub_fake : 2111.70 ]
[  epoch 0006/0040] 2720/4800, lr:1.0e-04 ∣ avg_100 : 31870.090392 ∣ critic_nllloss : 26216.214453 ∣ critic_ganloss : -632.864685 ∣ generator_nllloss : 5262.802148 ∣ generator_ganloss : 837.068164 ∣  [  std_z : 0.99  real_sub_fake : 2639.69 ]
[  epoch 0006/0040] 2730/4800, lr:1.0e-04 ∣ avg_100 : 31868.472542 ∣ critic_nllloss : 26408.021094 ∣ critic_ganloss : -794.081995 ∣ generator_nllloss : 5262.380469 ∣ generator_ganloss : 870.375537 ∣  [  std_z : 0.99  real_sub_fake : 2732.94 ]
[  epoch 0006/0040] 2740/4800, lr:1.0e-04 ∣ avg_100 : 31866.882675 ∣ critic_nllloss : 26299.132227 ∣ critic_ganloss : -726.630029 ∣ generator_nllloss : 5234.884180 ∣ generator_ganloss : 896.359180 ∣  [  std_z : 0.98  real_sub_fake : 3232.41 ]
[  epoch 0006/0040] 2750/4800, lr:1.0e-04 ∣ avg_100 : 31868.011958 ∣ critic_nllloss : 26473.587695 ∣ critic_ganloss : -708.274451 ∣ generator_nllloss : 5262.915625 ∣ generator_ganloss : 912.948389 ∣  [  std_z : 0.98  real_sub_fake : 2490.10 ]
[  epoch 0006/0040] 2760/4800, lr:1.0e-04 ∣ avg_100 : 31869.695081 ∣ critic_nllloss : 26339.458594 ∣ critic_ganloss : -642.237097 ∣ generator_nllloss : 5304.888867 ∣ generator_ganloss : 921.343848 ∣  [  std_z : 0.98  real_sub_fake : 2647.18 ]
[  epoch 0006/0040] 2770/4800, lr:1.0e-04 ∣ avg_100 : 31870.189114 ∣ critic_nllloss : 26553.451562 ∣ critic_ganloss : -685.165915 ∣ generator_nllloss : 5356.036328 ∣ generator_ganloss : 893.642529 ∣  [  std_z : 0.99  real_sub_fake : 2341.60 ]
[  epoch 0006/0040] 2780/4800, lr:1.0e-04 ∣ avg_100 : 31865.430528 ∣ critic_nllloss : 26283.859570 ∣ critic_ganloss : -780.155005 ∣ generator_nllloss : 5199.519727 ∣ generator_ganloss : 863.931641 ∣  [  std_z : 0.98  real_sub_fake : 3015.08 ]
[  epoch 0006/0040] 2790/4800, lr:1.0e-04 ∣ avg_100 : 31865.350617 ∣ critic_nllloss : 26505.891992 ∣ critic_ganloss : -683.957056 ∣ generator_nllloss : 5218.441016 ∣ generator_ganloss : 905.894092 ∣  [  std_z : 0.99  real_sub_fake : 2592.66 ]
[  epoch 0006/0040] 2800/4800, lr:1.0e-04 ∣ avg_100 : 31867.905956 ∣ critic_nllloss : 26360.604297 ∣ critic_ganloss : -743.185999 ∣ generator_nllloss : 5250.579297 ∣ generator_ganloss : 960.181250 ∣  [  std_z : 0.98  real_sub_fake : 3023.98 ]
[  epoch 0006/0040] 2810/4800, lr:1.0e-04 ∣ avg_100 : 31872.874590 ∣ critic_nllloss : 26548.845703 ∣ critic_ganloss : -577.416690 ∣ generator_nllloss : 5281.851758 ∣ generator_ganloss : 991.011133 ∣  [  std_z : 0.98  real_sub_fake : 2241.72 ]
[  epoch 0006/0040] 2820/4800, lr:1.0e-04 ∣ avg_100 : 31878.704986 ∣ critic_nllloss : 26684.152539 ∣ critic_ganloss : -657.453033 ∣ generator_nllloss : 5331.492188 ∣ generator_ganloss : 913.708643 ∣  [  std_z : 0.99  real_sub_fake : 2365.32 ]
[  epoch 0006/0040] 2830/4800, lr:1.0e-04 ∣ avg_100 : 31882.900712 ∣ critic_nllloss : 26315.085156 ∣ critic_ganloss : -708.485364 ∣ generator_nllloss : 5260.270703 ∣ generator_ganloss : 861.765430 ∣  [  std_z : 0.98  real_sub_fake : 2904.87 ]
[  epoch 0006/0040] 2840/4800, lr:1.0e-04 ∣ avg_100 : 31882.076719 ∣ critic_nllloss : 26421.355859 ∣ critic_ganloss : -741.797827 ∣ generator_nllloss : 5248.842383 ∣ generator_ganloss : 873.732715 ∣  [  std_z : 0.99  real_sub_fake : 2624.83 ]
[  epoch 0006/0040] 2850/4800, lr:1.0e-04 ∣ avg_100 : 31881.703664 ∣ critic_nllloss : 26284.130078 ∣ critic_ganloss : -749.916046 ∣ generator_nllloss : 5261.359766 ∣ generator_ganloss : 859.191113 ∣  [  std_z : 0.99  real_sub_fake : 3383.60 ]
[  epoch 0006/0040] 2860/4800, lr:1.0e-04 ∣ avg_100 : 31882.719760 ∣ critic_nllloss : 26380.947266 ∣ critic_ganloss : -750.063330 ∣ generator_nllloss : 5294.806445 ∣ generator_ganloss : 862.295410 ∣  [  std_z : 0.99  real_sub_fake : 2304.13 ]
[  epoch 0006/0040] 2870/4800, lr:1.0e-04 ∣ avg_100 : 31882.026329 ∣ critic_nllloss : 26358.172852 ∣ critic_ganloss : -746.616602 ∣ generator_nllloss : 5326.362109 ∣ generator_ganloss : 891.773779 ∣  [  std_z : 0.99  real_sub_fake : 2881.94 ]
[  epoch 0006/0040] 2880/4800, lr:1.0e-04 ∣ avg_100 : 31884.909191 ∣ critic_nllloss : 26406.983984 ∣ critic_ganloss : -680.276471 ∣ generator_nllloss : 5279.503320 ∣ generator_ganloss : 917.824707 ∣  [  std_z : 0.97  real_sub_fake : 2708.05 ]
[  epoch 0006/0040] 2890/4800, lr:1.0e-04 ∣ avg_100 : 31887.185527 ∣ critic_nllloss : 26499.608398 ∣ critic_ganloss : -850.299384 ∣ generator_nllloss : 5259.125977 ∣ generator_ganloss : 965.504785 ∣  [  std_z : 0.97  real_sub_fake : 3329.41 ]
[  epoch 0006/0040] 2900/4800, lr:1.0e-04 ∣ avg_100 : 31891.772454 ∣ critic_nllloss : 26503.790625 ∣ critic_ganloss : -789.424829 ∣ generator_nllloss : 5375.082031 ∣ generator_ganloss : 974.331152 ∣  [  std_z : 0.98  real_sub_fake : 2942.76 ]
[  epoch 0006/0040] 2910/4800, lr:1.0e-04 ∣ avg_100 : 31893.711980 ∣ critic_nllloss : 26213.031055 ∣ critic_ganloss : -720.976892 ∣ generator_nllloss : 5329.040234 ∣ generator_ganloss : 985.509668 ∣  [  std_z : 0.98  real_sub_fake : 2709.38 ]
[  epoch 0006/0040] 2920/4800, lr:1.0e-04 ∣ avg_100 : 31894.817472 ∣ critic_nllloss : 26581.236133 ∣ critic_ganloss : -631.178516 ∣ generator_nllloss : 5285.891797 ∣ generator_ganloss : 1000.520801 ∣     [  std_z : 1.00  real_sub_fake : 2485.53 ]
[  epoch 0006/0040] 2930/4800, lr:1.0e-04 ∣ avg_100 : 31895.823775 ∣ critic_nllloss : 26454.575000 ∣ critic_ganloss : -818.166132 ∣ generator_nllloss : 5313.327734 ∣ generator_ganloss : 924.471875 ∣  [  std_z : 1.00  real_sub_fake : 2691.85 ]
[  epoch 0006/0040] 2940/4800, lr:1.0e-04 ∣ avg_100 : 31895.355766 ∣ critic_nllloss : 26489.263477 ∣ critic_ganloss : -726.646228 ∣ generator_nllloss : 5288.078125 ∣ generator_ganloss : 1042.671777 ∣     [  std_z : 0.98  real_sub_fake : 3575.01 ]
[  epoch 0006/0040] 2950/4800, lr:1.0e-04 ∣ avg_100 : 31902.768016 ∣ critic_nllloss : 26374.555469 ∣ critic_ganloss : -383.540985 ∣ generator_nllloss : 5349.383789 ∣ generator_ganloss : 1202.156250 ∣     [  std_z : 0.97  real_sub_fake : 1182.27 ]
[  epoch 0006/0040] 2960/4800, lr:1.0e-04 ∣ avg_100 : 31904.281567 ∣ critic_nllloss : 26244.814063 ∣ critic_ganloss : -604.962708 ∣ generator_nllloss : 5153.214453 ∣ generator_ganloss : 1071.400879 ∣     [  std_z : 0.96  real_sub_fake : 2059.66 ]
[  epoch 0006/0040] 2970/4800, lr:1.0e-04 ∣ avg_100 : 31901.524384 ∣ critic_nllloss : 26302.904102 ∣ critic_ganloss : -809.560822 ∣ generator_nllloss : 5214.672461 ∣ generator_ganloss : 1043.919043 ∣     [  std_z : 0.98  real_sub_fake : 3138.44 ]
[  epoch 0006/0040] 2980/4800, lr:1.0e-04 ∣ avg_100 : 31901.133715 ∣ critic_nllloss : 26473.752930 ∣ critic_ganloss : -674.825079 ∣ generator_nllloss : 5206.524609 ∣ generator_ganloss : 1068.900879 ∣     [  std_z : 1.01  real_sub_fake : 2796.74 ]
[  epoch 0006/0040] 2990/4800, lr:1.0e-04 ∣ avg_100 : 31903.783613 ∣ critic_nllloss : 26258.100977 ∣ critic_ganloss : -618.403339 ∣ generator_nllloss : 5267.096875 ∣ generator_ganloss : 1066.102148 ∣     [  std_z : 0.99  real_sub_fake : 2524.86 ]
[  epoch 0006/0040] 3000/4800, lr:1.0e-04 ∣ avg_100 : 31903.359688 ∣ critic_nllloss : 26223.636523 ∣ critic_ganloss : -702.660162 ∣ generator_nllloss : 5209.480664 ∣ generator_ganloss : 1063.602393 ∣     [  std_z : 0.99  real_sub_fake : 2617.67 ]
[  epoch 0006/0040] 3010/4800, lr:1.0e-04 ∣ avg_100 : 31903.256632 ∣ critic_nllloss : 26317.328711 ∣ critic_ganloss : -684.657043 ∣ generator_nllloss : 5208.216016 ∣ generator_ganloss : 1014.009570 ∣     [  std_z : 0.98  real_sub_fake : 2620.01 ]
[  epoch 0006/0040] 3020/4800, lr:1.0e-04 ∣ avg_100 : 31905.045450 ∣ critic_nllloss : 26431.616602 ∣ critic_ganloss : -848.789685 ∣ generator_nllloss : 5244.848633 ∣ generator_ganloss : 988.104102 ∣  [  std_z : 0.99  real_sub_fake : 2783.61 ]
[  epoch 0006/0040] 3030/4800, lr:1.0e-04 ∣ avg_100 : 31909.863327 ∣ critic_nllloss : 26392.310937 ∣ critic_ganloss : -534.046826 ∣ generator_nllloss : 5330.824023 ∣ generator_ganloss : 1042.736621 ∣     [  std_z : 0.99  real_sub_fake : 3029.09 ]
[  epoch 0006/0040] 3040/4800, lr:1.0e-04 ∣ avg_100 : 31913.476761 ∣ critic_nllloss : 26431.494141 ∣ critic_ganloss : -582.316141 ∣ generator_nllloss : 5333.252344 ∣ generator_ganloss : 1036.894971 ∣     [  std_z : 0.98  real_sub_fake : 1635.57 ]
[  epoch 0006/0040] 3050/4800, lr:1.0e-04 ∣ avg_100 : 31911.988322 ∣ critic_nllloss : 26337.458594 ∣ critic_ganloss : -696.122009 ∣ generator_nllloss : 5270.115234 ∣ generator_ganloss : 936.673633 ∣  [  std_z : 0.97  real_sub_fake : 2695.50 ]
[  epoch 0006/0040] 3060/4800, lr:1.0e-04 ∣ avg_100 : 31908.624067 ∣ critic_nllloss : 26272.122852 ∣ critic_ganloss : -700.187305 ∣ generator_nllloss : 5239.320898 ∣ generator_ganloss : 862.526270 ∣  [  std_z : 0.98  real_sub_fake : 2803.69 ]
[  epoch 0006/0040] 3070/4800, lr:1.0e-04 ∣ avg_100 : 31905.539271 ∣ critic_nllloss : 26418.048828 ∣ critic_ganloss : -907.062903 ∣ generator_nllloss : 5309.983789 ∣ generator_ganloss : 883.237939 ∣  [  std_z : 0.99  real_sub_fake : 3184.13 ]
[  epoch 0006/0040] 3080/4800, lr:1.0e-04 ∣ avg_100 : 31907.111718 ∣ critic_nllloss : 26227.249219 ∣ critic_ganloss : -691.459650 ∣ generator_nllloss : 5285.218750 ∣ generator_ganloss : 942.487695 ∣  [  std_z : 0.99  real_sub_fake : 2990.71 ]
[  epoch 0006/0040] 3090/4800, lr:1.0e-04 ∣ avg_100 : 31904.918486 ∣ critic_nllloss : 26480.676172 ∣ critic_ganloss : -889.920636 ∣ generator_nllloss : 5294.493750 ∣ generator_ganloss : 933.970947 ∣  [  std_z : 0.98  real_sub_fake : 3256.68 ]
[  epoch 0006/0040] 3100/4800, lr:1.0e-04 ∣ avg_100 : 31906.368504 ∣ critic_nllloss : 26514.197656 ∣ critic_ganloss : -811.122375 ∣ generator_nllloss : 5332.772266 ∣ generator_ganloss : 939.242578 ∣  [  std_z : 0.97  real_sub_fake : 3235.23 ]
[  epoch 0006/0040] 3110/4800, lr:1.0e-04 ∣ avg_100 : 31903.500121 ∣ critic_nllloss : 26085.654102 ∣ critic_ganloss : -702.973328 ∣ generator_nllloss : 5264.371680 ∣ generator_ganloss : 956.437988 ∣  [  std_z : 0.97  real_sub_fake : 3045.05 ]
[  epoch 0006/0040] 3120/4800, lr:1.0e-04 ∣ avg_100 : 31902.646828 ∣ critic_nllloss : 26500.330273 ∣ critic_ganloss : -541.293710 ∣ generator_nllloss : 5194.250391 ∣ generator_ganloss : 964.736670 ∣  [  std_z : 0.99  real_sub_fake : 2255.61 ]
[  epoch 0006/0040] 3130/4800, lr:1.0e-04 ∣ avg_100 : 31900.221584 ∣ critic_nllloss : 26339.710742 ∣ critic_ganloss : -538.161990 ∣ generator_nllloss : 5280.197461 ∣ generator_ganloss : 889.086377 ∣  [  std_z : 0.99  real_sub_fake : 1710.59 ]
[  epoch 0006/0040] 3140/4800, lr:1.0e-04 ∣ avg_100 : 31896.385642 ∣ critic_nllloss : 26331.033984 ∣ critic_ganloss : -785.150043 ∣ generator_nllloss : 5246.350195 ∣ generator_ganloss : 860.887305 ∣  [  std_z : 0.99  real_sub_fake : 2824.29 ]
[  epoch 0006/0040] 3150/4800, lr:1.0e-04 ∣ avg_100 : 31896.445024 ∣ critic_nllloss : 26375.562500 ∣ critic_ganloss : -810.223907 ∣ generator_nllloss : 5371.921484 ∣ generator_ganloss : 941.487793 ∣  [  std_z : 0.99  real_sub_fake : 3111.40 ]
[  epoch 0006/0040] 3160/4800, lr:1.0e-04 ∣ avg_100 : 31893.417088 ∣ critic_nllloss : 26313.918945 ∣ critic_ganloss : -660.196753 ∣ generator_nllloss : 5174.708008 ∣ generator_ganloss : 981.163574 ∣  [  std_z : 0.98  real_sub_fake : 2622.68 ]
[  epoch 0006/0040] 3170/4800, lr:1.0e-04 ∣ avg_100 : 31898.145756 ∣ critic_nllloss : 26555.690234 ∣ critic_ganloss : -675.490985 ∣ generator_nllloss : 5358.734766 ∣ generator_ganloss : 937.023975 ∣  [  std_z : 0.98  real_sub_fake : 2400.08 ]
[  epoch 0006/0040] 3180/4800, lr:1.0e-04 ∣ avg_100 : 31899.841992 ∣ critic_nllloss : 26372.676367 ∣ critic_ganloss : -751.262494 ∣ generator_nllloss : 5349.906445 ∣ generator_ganloss : 929.462402 ∣  [  std_z : 0.97  real_sub_fake : 2981.77 ]
[  epoch 0006/0040] 3190/4800, lr:1.0e-04 ∣ avg_100 : 31898.579481 ∣ critic_nllloss : 26405.903711 ∣ critic_ganloss : -817.944446 ∣ generator_nllloss : 5228.176953 ∣ generator_ganloss : 966.770605 ∣  [  std_z : 0.98  real_sub_fake : 3246.86 ]
[  epoch 0006/0040] 3200/4800, lr:1.0e-04 ∣ avg_100 : 31901.187440 ∣ critic_nllloss : 26377.843945 ∣ critic_ganloss : -352.545505 ∣ generator_nllloss : 5250.704687 ∣ generator_ganloss : 1013.629297 ∣     [  std_z : 0.98  real_sub_fake : 1976.34 ]
[  epoch 0006/0040] 3210/4800, lr:1.0e-04 ∣ avg_100 : 31904.090288 ∣ critic_nllloss : 26340.322266 ∣ critic_ganloss : -406.996204 ∣ generator_nllloss : 5251.727539 ∣ generator_ganloss : 976.992969 ∣  [  std_z : 0.99  real_sub_fake : 1265.56 ]
[  epoch 0006/0040] 3220/4800, lr:1.0e-04 ∣ avg_100 : 31906.472880 ∣ critic_nllloss : 26426.666992 ∣ critic_ganloss : -708.535382 ∣ generator_nllloss : 5246.876367 ∣ generator_ganloss : 902.610596 ∣  [  std_z : 0.99  real_sub_fake : 2367.21 ]
[  epoch 0006/0040] 3230/4800, lr:1.0e-04 ∣ avg_100 : 31904.905218 ∣ critic_nllloss : 26383.803711 ∣ critic_ganloss : -845.192572 ∣ generator_nllloss : 5223.148047 ∣ generator_ganloss : 963.057080 ∣  [  std_z : 0.98  real_sub_fake : 3215.07 ]
[  epoch 0006/0040] 3240/4800, lr:1.0e-04 ∣ avg_100 : 31910.248069 ∣ critic_nllloss : 26399.354883 ∣ critic_ganloss : -444.045874 ∣ generator_nllloss : 5332.933789 ∣ generator_ganloss : 1073.697363 ∣     [  std_z : 0.98  real_sub_fake : 1957.92 ]
[  epoch 0006/0040] 3250/4800, lr:1.0e-04 ∣ avg_100 : 31913.083314 ∣ critic_nllloss : 26521.390430 ∣ critic_ganloss : -555.814371 ∣ generator_nllloss : 5316.159375 ∣ generator_ganloss : 1026.584033 ∣     [  std_z : 0.99  real_sub_fake : 2128.61 ]
[  epoch 0006/0040] 3260/4800, lr:1.0e-04 ∣ avg_100 : 31909.602599 ∣ critic_nllloss : 26364.647656 ∣ critic_ganloss : -636.617511 ∣ generator_nllloss : 5256.410352 ∣ generator_ganloss : 1040.604980 ∣     [  std_z : 0.99  real_sub_fake : 2462.41 ]
[  epoch 0006/0040] 3270/4800, lr:1.0e-04 ∣ avg_100 : 31914.234299 ∣ critic_nllloss : 26633.950586 ∣ critic_ganloss : -740.436243 ∣ generator_nllloss : 5316.008789 ∣ generator_ganloss : 991.515674 ∣  [  std_z : 0.98  real_sub_fake : 2474.25 ]
[  epoch 0006/0040] 3280/4800, lr:1.0e-04 ∣ avg_100 : 31915.540943 ∣ critic_nllloss : 26390.662695 ∣ critic_ganloss : -655.542041 ∣ generator_nllloss : 5264.310938 ∣ generator_ganloss : 1035.979492 ∣     [  std_z : 0.98  real_sub_fake : 2598.77 ]
[  epoch 0006/0040] 3290/4800, lr:1.0e-04 ∣ avg_100 : 31914.306075 ∣ critic_nllloss : 26206.745117 ∣ critic_ganloss : -718.105042 ∣ generator_nllloss : 5234.495117 ∣ generator_ganloss : 1075.788135 ∣     [  std_z : 0.97  real_sub_fake : 2663.76 ]
[  epoch 0006/0040] 3300/4800, lr:1.0e-04 ∣ avg_100 : 31913.578975 ∣ critic_nllloss : 26388.523438 ∣ critic_ganloss : -707.913477 ∣ generator_nllloss : 5298.758594 ∣ generator_ganloss : 1095.144189 ∣     [  std_z : 0.98  real_sub_fake : 2813.36 ]
[  epoch 0006/0040] 3310/4800, lr:1.0e-04 ∣ avg_100 : 31912.334689 ∣ critic_nllloss : 26443.298242 ∣ critic_ganloss : -913.183044 ∣ generator_nllloss : 5329.174805 ∣ generator_ganloss : 1033.679248 ∣     [  std_z : 0.99  real_sub_fake : 3539.71 ]
[  epoch 0006/0040] 3320/4800, lr:1.0e-04 ∣ avg_100 : 31912.916323 ∣ critic_nllloss : 26403.232422 ∣ critic_ganloss : -821.170990 ∣ generator_nllloss : 5216.382812 ∣ generator_ganloss : 989.694385 ∣  [  std_z : 0.99  real_sub_fake : 3220.45 ]
[  epoch 0006/0040] 3330/4800, lr:1.0e-04 ∣ avg_100 : 31912.324267 ∣ critic_nllloss : 26284.620508 ∣ critic_ganloss : -867.251196 ∣ generator_nllloss : 5260.920703 ∣ generator_ganloss : 1013.052637 ∣     [  std_z : 0.98  real_sub_fake : 3016.98 ]
[  epoch 0006/0040] 3340/4800, lr:1.0e-04 ∣ avg_100 : 31914.683077 ∣ critic_nllloss : 26468.771680 ∣ critic_ganloss : -544.617261 ∣ generator_nllloss : 5262.662305 ∣ generator_ganloss : 1073.313965 ∣     [  std_z : 0.97  real_sub_fake : 2744.28 ]
[  epoch 0006/0040] 3350/4800, lr:1.0e-04 ∣ avg_100 : 31918.711899 ∣ critic_nllloss : 26518.391602 ∣ critic_ganloss : -583.265356 ∣ generator_nllloss : 5312.708203 ∣ generator_ganloss : 1030.837793 ∣     [  std_z : 0.98  real_sub_fake : 1937.91 ]
[  epoch 0006/0040] 3360/4800, lr:1.0e-04 ∣ avg_100 : 31917.501389 ∣ critic_nllloss : 26319.778320 ∣ critic_ganloss : -663.671198 ∣ generator_nllloss : 5274.831445 ∣ generator_ganloss : 1002.366699 ∣     [  std_z : 0.98  real_sub_fake : 2393.79 ]
[  epoch 0006/0040] 3370/4800, lr:1.0e-04 ∣ avg_100 : 31919.216592 ∣ critic_nllloss : 26545.178711 ∣ critic_ganloss : -735.873975 ∣ generator_nllloss : 5229.847461 ∣ generator_ganloss : 958.198340 ∣  [  std_z : 0.99  real_sub_fake : 3008.67 ]
[  epoch 0006/0040] 3380/4800, lr:1.0e-04 ∣ avg_100 : 31917.412585 ∣ critic_nllloss : 26455.186523 ∣ critic_ganloss : -782.384473 ∣ generator_nllloss : 5356.757812 ∣ generator_ganloss : 974.713574 ∣  [  std_z : 1.00  real_sub_fake : 2757.17 ]
[  epoch 0006/0040] 3390/4800, lr:1.0e-04 ∣ avg_100 : 31910.356894 ∣ critic_nllloss : 26346.382422 ∣ critic_ganloss : -741.058911 ∣ generator_nllloss : 5204.678125 ∣ generator_ganloss : 997.182178 ∣  [  std_z : 0.98  real_sub_fake : 3657.53 ]
[  epoch 0006/0040] 3400/4800, lr:1.0e-04 ∣ avg_100 : 31912.306076 ∣ critic_nllloss : 26351.444727 ∣ critic_ganloss : -517.635141 ∣ generator_nllloss : 5219.138672 ∣ generator_ganloss : 1055.076025 ∣     [  std_z : 0.98  real_sub_fake : 1532.88 ]
[  epoch 0006/0040] 3410/4800, lr:1.0e-04 ∣ avg_100 : 31911.227420 ∣ critic_nllloss : 26309.865039 ∣ critic_ganloss : -754.096112 ∣ generator_nllloss : 5262.189844 ∣ generator_ganloss : 957.377002 ∣  [  std_z : 0.99  real_sub_fake : 2456.99 ]
[  epoch 0006/0040] 3420/4800, lr:1.0e-04 ∣ avg_100 : 31907.941799 ∣ critic_nllloss : 26322.632227 ∣ critic_ganloss : -773.570721 ∣ generator_nllloss : 5230.155469 ∣ generator_ganloss : 922.519775 ∣  [  std_z : 0.99  real_sub_fake : 3384.61 ]
[  epoch 0006/0040] 3430/4800, lr:1.0e-04 ∣ avg_100 : 31906.090886 ∣ critic_nllloss : 26346.169922 ∣ critic_ganloss : -632.440332 ∣ generator_nllloss : 5209.266211 ∣ generator_ganloss : 982.241797 ∣  [  std_z : 0.99  real_sub_fake : 2346.66 ]
[  epoch 0006/0040] 3440/4800, lr:1.0e-04 ∣ avg_100 : 31901.110419 ∣ critic_nllloss : 26450.192578 ∣ critic_ganloss : -936.596521 ∣ generator_nllloss : 5264.941406 ∣ generator_ganloss : 970.350391 ∣  [  std_z : 0.99  real_sub_fake : 3140.23 ]
[  epoch 0006/0040] 3450/4800, lr:1.0e-04 ∣ avg_100 : 31900.600793 ∣ critic_nllloss : 26282.549023 ∣ critic_ganloss : -659.854572 ∣ generator_nllloss : 5286.958203 ∣ generator_ganloss : 930.425146 ∣  [  std_z : 0.97  real_sub_fake : 3123.23 ]
[  epoch 0006/0040] 3460/4800, lr:1.0e-04 ∣ avg_100 : 31898.975180 ∣ critic_nllloss : 26284.737305 ∣ critic_ganloss : -874.782043 ∣ generator_nllloss : 5361.785547 ∣ generator_ganloss : 966.246924 ∣  [  std_z : 0.98  real_sub_fake : 2826.39 ]
[  epoch 0006/0040] 3470/4800, lr:1.0e-04 ∣ avg_100 : 31896.939624 ∣ critic_nllloss : 26340.431836 ∣ critic_ganloss : -870.897821 ∣ generator_nllloss : 5221.205273 ∣ generator_ganloss : 938.594482 ∣  [  std_z : 0.99  real_sub_fake : 4020.25 ]
[  epoch 0006/0040] 3480/4800, lr:1.0e-04 ∣ avg_100 : 31901.258315 ∣ critic_nllloss : 26563.525781 ∣ critic_ganloss : -698.865643 ∣ generator_nllloss : 5414.309375 ∣ generator_ganloss : 912.181982 ∣  [  std_z : 0.98  real_sub_fake : 2727.36 ]
[  epoch 0006/0040] 3490/4800, lr:1.0e-04 ∣ avg_100 : 31903.128458 ∣ critic_nllloss : 26548.666602 ∣ critic_ganloss : -686.297180 ∣ generator_nllloss : 5325.754883 ∣ generator_ganloss : 854.634814 ∣  [  std_z : 0.97  real_sub_fake : 2492.85 ]
[  epoch 0006/0040] 3500/4800, lr:1.0e-04 ∣ avg_100 : 31901.898898 ∣ critic_nllloss : 26223.369727 ∣ critic_ganloss : -680.663922 ∣ generator_nllloss : 5215.858789 ∣ generator_ganloss : 848.337549 ∣  [  std_z : 0.98  real_sub_fake : 2710.33 ]
[  epoch 0006/0040] 3510/4800, lr:1.0e-04 ∣ avg_100 : 31903.882577 ∣ critic_nllloss : 26346.317969 ∣ critic_ganloss : -636.391333 ∣ generator_nllloss : 5337.007812 ∣ generator_ganloss : 819.354004 ∣  [  std_z : 1.00  real_sub_fake : 2325.46 ]
[  epoch 0006/0040] 3520/4800, lr:1.0e-04 ∣ avg_100 : 31905.488200 ∣ critic_nllloss : 26447.936523 ∣ critic_ganloss : -842.082086 ∣ generator_nllloss : 5371.710547 ∣ generator_ganloss : 899.079932 ∣  [  std_z : 1.00  real_sub_fake : 3007.21 ]
[  epoch 0006/0040] 3530/4800, lr:1.0e-04 ∣ avg_100 : 31905.139185 ∣ critic_nllloss : 26158.131055 ∣ critic_ganloss : -567.700494 ∣ generator_nllloss : 5210.599609 ∣ generator_ganloss : 961.189795 ∣  [  std_z : 0.98  real_sub_fake : 2706.78 ]
[  epoch 0006/0040] 3540/4800, lr:1.0e-04 ∣ avg_100 : 31908.834374 ∣ critic_nllloss : 26330.348242 ∣ critic_ganloss : -530.142780 ∣ generator_nllloss : 5238.953711 ∣ generator_ganloss : 1007.611328 ∣     [  std_z : 0.98  real_sub_fake : 1497.10 ]
[  epoch 0006/0040] 3550/4800, lr:1.0e-04 ∣ avg_100 : 31907.302216 ∣ critic_nllloss : 26382.163672 ∣ critic_ganloss : -768.402228 ∣ generator_nllloss : 5274.066406 ∣ generator_ganloss : 922.256543 ∣  [  std_z : 0.97  real_sub_fake : 3103.76 ]
[  epoch 0006/0040] 3560/4800, lr:1.0e-04 ∣ avg_100 : 31908.729429 ∣ critic_nllloss : 26437.134766 ∣ critic_ganloss : -754.943823 ∣ generator_nllloss : 5375.745313 ∣ generator_ganloss : 903.606885 ∣  [  std_z : 0.99  real_sub_fake : 3289.34 ]
[  epoch 0006/0040] 3570/4800, lr:1.0e-04 ∣ avg_100 : 31905.338719 ∣ critic_nllloss : 26336.199219 ∣ critic_ganloss : -705.399713 ∣ generator_nllloss : 5324.538867 ∣ generator_ganloss : 844.986719 ∣  [  std_z : 0.99  real_sub_fake : 2287.46 ]
[  epoch 0006/0040] 3580/4800, lr:1.0e-04 ∣ avg_100 : 31901.088672 ∣ critic_nllloss : 26462.985938 ∣ critic_ganloss : -947.415558 ∣ generator_nllloss : 5226.027539 ∣ generator_ganloss : 857.180811 ∣  [  std_z : 0.98  real_sub_fake : 3168.62 ]
[  epoch 0006/0040] 3590/4800, lr:1.0e-04 ∣ avg_100 : 31901.895830 ∣ critic_nllloss : 26418.601172 ∣ critic_ganloss : -773.917542 ∣ generator_nllloss : 5292.796289 ∣ generator_ganloss : 982.707471 ∣  [  std_z : 0.97  real_sub_fake : 3586.20 ]
[  epoch 0006/0040] 3600/4800, lr:1.0e-04 ∣ avg_100 : 31905.368023 ∣ critic_nllloss : 26512.406055 ∣ critic_ganloss : -606.332898 ∣ generator_nllloss : 5297.756641 ∣ generator_ganloss : 962.990137 ∣  [  std_z : 0.99  real_sub_fake : 2474.50 ]
[  epoch 0006/0040] 3610/4800, lr:1.0e-04 ∣ avg_100 : 31911.758063 ∣ critic_nllloss : 26472.782813 ∣ critic_ganloss : -604.511258 ∣ generator_nllloss : 5355.308789 ∣ generator_ganloss : 952.678418 ∣  [  std_z : 1.00  real_sub_fake : 2072.70 ]
[  epoch 0006/0040] 3620/4800, lr:1.0e-04 ∣ avg_100 : 31916.758152 ∣ critic_nllloss : 26466.127734 ∣ critic_ganloss : -638.453253 ∣ generator_nllloss : 5319.107227 ∣ generator_ganloss : 893.805859 ∣  [  std_z : 0.98  real_sub_fake : 2485.33 ]
[  epoch 0006/0040] 3630/4800, lr:1.0e-04 ∣ avg_100 : 31915.400946 ∣ critic_nllloss : 26150.761328 ∣ critic_ganloss : -663.473895 ∣ generator_nllloss : 5161.076563 ∣ generator_ganloss : 855.118066 ∣  [  std_z : 0.95  real_sub_fake : 2756.81 ]
[  epoch 0006/0040] 3640/4800, lr:1.0e-04 ∣ avg_100 : 31918.317760 ∣ critic_nllloss : 26482.020898 ∣ critic_ganloss : -734.149231 ∣ generator_nllloss : 5292.080664 ∣ generator_ganloss : 854.004541 ∣  [  std_z : 0.97  real_sub_fake : 2802.98 ]
[  epoch 0006/0040] 3650/4800, lr:1.0e-04 ∣ avg_100 : 31919.505994 ∣ critic_nllloss : 26322.341602 ∣ critic_ganloss : -643.817139 ∣ generator_nllloss : 5292.090625 ∣ generator_ganloss : 931.854102 ∣  [  std_z : 0.99  real_sub_fake : 2232.17 ]
[  epoch 0006/0040] 3660/4800, lr:1.0e-04 ∣ avg_100 : 31919.667454 ∣ critic_nllloss : 26452.085742 ∣ critic_ganloss : -798.424500 ∣ generator_nllloss : 5301.080273 ∣ generator_ganloss : 869.377637 ∣  [  std_z : 1.00  real_sub_fake : 2957.97 ]
[  epoch 0006/0040] 3670/4800, lr:1.0e-04 ∣ avg_100 : 31920.250065 ∣ critic_nllloss : 26312.851953 ∣ critic_ganloss : -569.123840 ∣ generator_nllloss : 5332.224219 ∣ generator_ganloss : 903.954541 ∣  [  std_z : 1.00  real_sub_fake : 2607.75 ]
[  epoch 0006/0040] 3680/4800, lr:1.0e-04 ∣ avg_100 : 31921.383355 ∣ critic_nllloss : 26516.914062 ∣ critic_ganloss : -789.115729 ∣ generator_nllloss : 5274.648438 ∣ generator_ganloss : 836.461475 ∣  [  std_z : 0.98  real_sub_fake : 2651.42 ]
[  epoch 0006/0040] 3690/4800, lr:1.0e-04 ∣ avg_100 : 31918.719472 ∣ critic_nllloss : 26305.245312 ∣ critic_ganloss : -751.526532 ∣ generator_nllloss : 5184.858984 ∣ generator_ganloss : 856.680762 ∣  [  std_z : 0.97  real_sub_fake : 2901.81 ]
[  epoch 0006/0040] 3700/4800, lr:1.0e-04 ∣ avg_100 : 31916.057125 ∣ critic_nllloss : 26357.439453 ∣ critic_ganloss : -737.760193 ∣ generator_nllloss : 5263.000781 ∣ generator_ganloss : 908.821240 ∣  [  std_z : 0.99  real_sub_fake : 2787.51 ]
[  epoch 0006/0040] 3710/4800, lr:1.0e-04 ∣ avg_100 : 31913.020909 ∣ critic_nllloss : 26151.795703 ∣ critic_ganloss : -599.817053 ∣ generator_nllloss : 5250.148438 ∣ generator_ganloss : 904.605273 ∣  [  std_z : 1.01  real_sub_fake : 2598.28 ]
[  epoch 0006/0040] 3720/4800, lr:1.0e-04 ∣ avg_100 : 31913.591952 ∣ critic_nllloss : 26410.935742 ∣ critic_ganloss : -792.570105 ∣ generator_nllloss : 5247.062500 ∣ generator_ganloss : 874.896240 ∣  [  std_z : 1.00  real_sub_fake : 2651.85 ]
[  epoch 0006/0040] 3730/4800, lr:1.0e-04 ∣ avg_100 : 31913.800412 ∣ critic_nllloss : 26534.699609 ∣ critic_ganloss : -973.210016 ∣ generator_nllloss : 5280.527734 ∣ generator_ganloss : 925.523828 ∣  [  std_z : 0.98  real_sub_fake : 3824.38 ]
[  epoch 0006/0040] 3740/4800, lr:1.0e-04 ∣ avg_100 : 31913.665251 ∣ critic_nllloss : 26183.058789 ∣ critic_ganloss : -713.013293 ∣ generator_nllloss : 5255.485547 ∣ generator_ganloss : 964.698389 ∣  [  std_z : 0.96  real_sub_fake : 2842.06 ]
[  epoch 0006/0040] 3750/4800, lr:1.0e-04 ∣ avg_100 : 31913.365371 ∣ critic_nllloss : 26508.454102 ∣ critic_ganloss : -889.539160 ∣ generator_nllloss : 5309.724219 ∣ generator_ganloss : 982.550146 ∣  [  std_z : 0.99  real_sub_fake : 3185.77 ]
[  epoch 0006/0040] 3760/4800, lr:1.0e-04 ∣ avg_100 : 31915.350247 ∣ critic_nllloss : 26492.487500 ∣ critic_ganloss : -602.032391 ∣ generator_nllloss : 5250.826758 ∣ generator_ganloss : 980.659863 ∣  [  std_z : 0.99  real_sub_fake : 2953.05 ]
[  epoch 0006/0040] 3770/4800, lr:1.0e-04 ∣ avg_100 : 31914.168389 ∣ critic_nllloss : 26445.041797 ∣ critic_ganloss : -665.192654 ∣ generator_nllloss : 5299.322656 ∣ generator_ganloss : 920.606934 ∣  [  std_z : 0.99  real_sub_fake : 2023.41 ]
[  epoch 0006/0040] 3780/4800, lr:1.0e-04 ∣ avg_100 : 31918.265021 ∣ critic_nllloss : 26676.002734 ∣ critic_ganloss : -908.883459 ∣ generator_nllloss : 5325.627539 ∣ generator_ganloss : 884.072363 ∣  [  std_z : 0.98  real_sub_fake : 3524.96 ]
[  epoch 0006/0040] 3790/4800, lr:1.0e-04 ∣ avg_100 : 31917.446762 ∣ critic_nllloss : 26428.281055 ∣ critic_ganloss : -773.234039 ∣ generator_nllloss : 5321.986914 ∣ generator_ganloss : 887.410205 ∣  [  std_z : 0.98  real_sub_fake : 3050.87 ]
[  epoch 0006/0040] 3800/4800, lr:1.0e-04 ∣ avg_100 : 31916.270710 ∣ critic_nllloss : 26333.243164 ∣ critic_ganloss : -907.442426 ∣ generator_nllloss : 5344.552930 ∣ generator_ganloss : 940.219971 ∣  [  std_z : 0.99  real_sub_fake : 3455.58 ]
[  epoch 0006/0040] 3810/4800, lr:1.0e-04 ∣ avg_100 : 31915.815430 ∣ critic_nllloss : 26173.647852 ∣ critic_ganloss : -291.144450 ∣ generator_nllloss : 5291.697070 ∣ generator_ganloss : 1024.563379 ∣     [  std_z : 0.99  real_sub_fake : 1375.59 ]
[  epoch 0006/0040] 3820/4800, lr:1.0e-04 ∣ avg_100 : 31917.921488 ∣ critic_nllloss : 26491.625391 ∣ critic_ganloss : -245.532147 ∣ generator_nllloss : 5286.050000 ∣ generator_ganloss : 950.362891 ∣  [  std_z : 0.98  real_sub_fake : 703.26 ]
[  epoch 0006/0040] 3830/4800, lr:1.0e-04 ∣ avg_100 : 31923.022680 ∣ critic_nllloss : 26426.247070 ∣ critic_ganloss : -383.952057 ∣ generator_nllloss : 5204.495508 ∣ generator_ganloss : 991.964648 ∣  [  std_z : 0.97  real_sub_fake : 1291.02 ]
[  epoch 0006/0040] 3840/4800, lr:1.0e-04 ∣ avg_100 : 31924.977073 ∣ critic_nllloss : 26270.886523 ∣ critic_ganloss : -504.616364 ∣ generator_nllloss : 5204.358398 ∣ generator_ganloss : 1026.943896 ∣     [  std_z : 0.96  real_sub_fake : 1785.83 ]
[  epoch 0006/0040] 3850/4800, lr:1.0e-04 ∣ avg_100 : 31929.519927 ∣ critic_nllloss : 26453.428516 ∣ critic_ganloss : -647.144238 ∣ generator_nllloss : 5300.419141 ∣ generator_ganloss : 1002.346826 ∣     [  std_z : 0.98  real_sub_fake : 2340.41 ]
[  epoch 0006/0040] 3860/4800, lr:1.0e-04 ∣ avg_100 : 31932.972949 ∣ critic_nllloss : 26450.831055 ∣ critic_ganloss : -524.039960 ∣ generator_nllloss : 5236.665820 ∣ generator_ganloss : 969.831152 ∣  [  std_z : 0.99  real_sub_fake : 2122.51 ]
[  epoch 0006/0040] 3870/4800, lr:1.0e-04 ∣ avg_100 : 31934.890922 ∣ critic_nllloss : 26428.754688 ∣ critic_ganloss : -655.968109 ∣ generator_nllloss : 5225.274219 ∣ generator_ganloss : 1023.428564 ∣     [  std_z : 1.01  real_sub_fake : 2470.26 ]
[  epoch 0006/0040] 3880/4800, lr:1.0e-04 ∣ avg_100 : 31935.804132 ∣ critic_nllloss : 26309.144141 ∣ critic_ganloss : -610.004852 ∣ generator_nllloss : 5274.923828 ∣ generator_ganloss : 1041.293506 ∣     [  std_z : 0.98  real_sub_fake : 2376.39 ]
[  epoch 0006/0040] 3890/4800, lr:1.0e-04 ∣ avg_100 : 31939.384725 ∣ critic_nllloss : 26420.983789 ∣ critic_ganloss : -522.119659 ∣ generator_nllloss : 5308.986133 ∣ generator_ganloss : 1024.148730 ∣     [  std_z : 0.98  real_sub_fake : 2031.54 ]
[  epoch 0006/0040] 3900/4800, lr:1.0e-04 ∣ avg_100 : 31942.817555 ∣ critic_nllloss : 26696.967773 ∣ critic_ganloss : -629.090240 ∣ generator_nllloss : 5340.609766 ∣ generator_ganloss : 998.574707 ∣  [  std_z : 0.98  real_sub_fake : 2341.52 ]
[  epoch 0006/0040] 3910/4800, lr:1.0e-04 ∣ avg_100 : 31945.130946 ∣ critic_nllloss : 26409.342969 ∣ critic_ganloss : -668.893066 ∣ generator_nllloss : 5269.537891 ∣ generator_ganloss : 1027.955371 ∣     [  std_z : 0.99  real_sub_fake : 2534.47 ]
[  epoch 0006/0040] 3920/4800, lr:1.0e-04 ∣ avg_100 : 31943.970383 ∣ critic_nllloss : 26514.312109 ∣ critic_ganloss : -659.506421 ∣ generator_nllloss : 5225.337500 ∣ generator_ganloss : 1040.270703 ∣     [  std_z : 1.00  real_sub_fake : 2517.51 ]
[  epoch 0006/0040] 3930/4800, lr:1.0e-04 ∣ avg_100 : 31942.511072 ∣ critic_nllloss : 26169.807812 ∣ critic_ganloss : -756.655200 ∣ generator_nllloss : 5265.978906 ∣ generator_ganloss : 1049.145898 ∣     [  std_z : 0.99  real_sub_fake : 2972.40 ]
[  epoch 0006/0040] 3940/4800, lr:1.0e-04 ∣ avg_100 : 31942.216267 ∣ critic_nllloss : 26449.653320 ∣ critic_ganloss : -690.362732 ∣ generator_nllloss : 5286.853320 ∣ generator_ganloss : 1017.742725 ∣     [  std_z : 0.97  real_sub_fake : 2486.93 ]
[  epoch 0006/0040] 3950/4800, lr:1.0e-04 ∣ avg_100 : 31935.633836 ∣ critic_nllloss : 26338.092187 ∣ critic_ganloss : -718.827759 ∣ generator_nllloss : 5228.426172 ∣ generator_ganloss : 1036.620850 ∣     [  std_z : 0.98  real_sub_fake : 2620.66 ]
[  epoch 0006/0040] 3960/4800, lr:1.0e-04 ∣ avg_100 : 31938.515059 ∣ critic_nllloss : 26504.086133 ∣ critic_ganloss : -669.233441 ∣ generator_nllloss : 5284.575391 ∣ generator_ganloss : 1033.160938 ∣     [  std_z : 1.00  real_sub_fake : 2871.72 ]
[  epoch 0006/0040] 3970/4800, lr:1.0e-04 ∣ avg_100 : 31939.682800 ∣ critic_nllloss : 26381.367578 ∣ critic_ganloss : -860.263843 ∣ generator_nllloss : 5315.772656 ∣ generator_ganloss : 1031.832471 ∣     [  std_z : 1.00  real_sub_fake : 3001.64 ]
[  epoch 0006/0040] 3980/4800, lr:1.0e-04 ∣ avg_100 : 31938.533375 ∣ critic_nllloss : 26372.080078 ∣ critic_ganloss : -803.675903 ∣ generator_nllloss : 5333.882422 ∣ generator_ganloss : 1057.124170 ∣     [  std_z : 0.98  real_sub_fake : 2961.98 ]
[  epoch 0006/0040] 3990/4800, lr:1.0e-04 ∣ avg_100 : 31943.265982 ∣ critic_nllloss : 26510.003125 ∣ critic_ganloss : -593.921356 ∣ generator_nllloss : 5331.564258 ∣ generator_ganloss : 1198.511426 ∣     [  std_z : 0.97  real_sub_fake : 3054.52 ]
[  epoch 0006/0040] 4000/4800, lr:1.0e-04 ∣ avg_100 : 31951.954405 ∣ critic_nllloss : 26663.847656 ∣ critic_ganloss : -502.809360 ∣ generator_nllloss : 5294.241211 ∣ generator_ganloss : 1207.622168 ∣     [  std_z : 0.97  real_sub_fake : 1401.93 ]
[  epoch 0006/0040] 4010/4800, lr:1.0e-04 ∣ avg_100 : 31958.203158 ∣ critic_nllloss : 26657.760547 ∣ critic_ganloss : -615.822754 ∣ generator_nllloss : 5318.020703 ∣ generator_ganloss : 1119.814063 ∣     [  std_z : 0.98  real_sub_fake : 2099.47 ]
[  epoch 0006/0040] 4020/4800, lr:1.0e-04 ∣ avg_100 : 31963.161010 ∣ critic_nllloss : 26539.305273 ∣ critic_ganloss : -627.280328 ∣ generator_nllloss : 5273.807422 ∣ generator_ganloss : 1125.732520 ∣     [  std_z : 1.00  real_sub_fake : 2931.22 ]
[  epoch 0006/0040] 4030/4800, lr:1.0e-04 ∣ avg_100 : 31960.507677 ∣ critic_nllloss : 26445.686914 ∣ critic_ganloss : -783.923962 ∣ generator_nllloss : 5311.153320 ∣ generator_ganloss : 993.575146 ∣  [  std_z : 1.01  real_sub_fake : 2511.41 ]
[  epoch 0006/0040] 4040/4800, lr:1.0e-04 ∣ avg_100 : 31957.842581 ∣ critic_nllloss : 26344.565820 ∣ critic_ganloss : -808.475934 ∣ generator_nllloss : 5306.028906 ∣ generator_ganloss : 1110.696924 ∣     [  std_z : 0.99  real_sub_fake : 3176.88 ]
[  epoch 0006/0040] 4050/4800, lr:1.0e-04 ∣ avg_100 : 31963.102906 ∣ critic_nllloss : 26418.442578 ∣ critic_ganloss : -516.242462 ∣ generator_nllloss : 5230.229492 ∣ generator_ganloss : 1241.728320 ∣     [  std_z : 0.97  real_sub_fake : 2709.31 ]
[  epoch 0006/0040] 4060/4800, lr:1.0e-04 ∣ avg_100 : 31971.239032 ∣ critic_nllloss : 26353.230664 ∣ critic_ganloss : -398.123694 ∣ generator_nllloss : 5285.627539 ∣ generator_ganloss : 1246.660840 ∣     [  std_z : 0.96  real_sub_fake : 1113.17 ]
[  epoch 0006/0040] 4070/4800, lr:1.0e-04 ∣ avg_100 : 31975.208197 ∣ critic_nllloss : 26276.687305 ∣ critic_ganloss : -581.935956 ∣ generator_nllloss : 5295.937305 ∣ generator_ganloss : 1110.435449 ∣     [  std_z : 0.99  real_sub_fake : 1845.05 ]
[  epoch 0006/0040] 4080/4800, lr:1.0e-04 ∣ avg_100 : 31979.404607 ∣ critic_nllloss : 26362.114648 ∣ critic_ganloss : -603.257581 ∣ generator_nllloss : 5318.516016 ∣ generator_ganloss : 1105.763916 ∣     [  std_z : 1.00  real_sub_fake : 2752.41 ]
[  epoch 0006/0040] 4090/4800, lr:1.0e-04 ∣ avg_100 : 31981.443300 ∣ critic_nllloss : 26329.574023 ∣ critic_ganloss : -678.604010 ∣ generator_nllloss : 5256.577734 ∣ generator_ganloss : 1115.541797 ∣     [  std_z : 1.00  real_sub_fake : 2743.76 ]
[  epoch 0006/0040] 4100/4800, lr:1.0e-04 ∣ avg_100 : 31980.650282 ∣ critic_nllloss : 26347.266797 ∣ critic_ganloss : -669.013739 ∣ generator_nllloss : 5218.638086 ∣ generator_ganloss : 998.897217 ∣  [  std_z : 0.99  real_sub_fake : 2311.25 ]
[  epoch 0006/0040] 4110/4800, lr:1.0e-04 ∣ avg_100 : 31988.307267 ∣ critic_nllloss : 26626.017578 ∣ critic_ganloss : -670.951410 ∣ generator_nllloss : 5382.027344 ∣ generator_ganloss : 1032.095410 ∣     [  std_z : 0.97  real_sub_fake : 2632.22 ]
[  epoch 0006/0040] 4120/4800, lr:1.0e-04 ∣ avg_100 : 31985.706388 ∣ critic_nllloss : 26257.414062 ∣ critic_ganloss : -646.898114 ∣ generator_nllloss : 5234.014063 ∣ generator_ganloss : 1013.405713 ∣     [  std_z : 0.98  real_sub_fake : 2625.62 ]
[  epoch 0006/0040] 4130/4800, lr:1.0e-04 ∣ avg_100 : 31986.626696 ∣ critic_nllloss : 26536.970313 ∣ critic_ganloss : -774.674811 ∣ generator_nllloss : 5256.744922 ∣ generator_ganloss : 1043.822998 ∣     [  std_z : 1.00  real_sub_fake : 2954.20 ]
[  epoch 0006/0040] 4140/4800, lr:1.0e-04 ∣ avg_100 : 31992.882750 ∣ critic_nllloss : 26463.008789 ∣ critic_ganloss : -699.870514 ∣ generator_nllloss : 5405.240234 ∣ generator_ganloss : 1110.348340 ∣     [  std_z : 0.99  real_sub_fake : 2741.02 ]
[  epoch 0006/0040] 4150/4800, lr:1.0e-04 ∣ avg_100 : 31994.141013 ∣ critic_nllloss : 26310.035352 ∣ critic_ganloss : -653.042773 ∣ generator_nllloss : 5308.649023 ∣ generator_ganloss : 1038.932520 ∣     [  std_z : 0.99  real_sub_fake : 2429.30 ]
[  epoch 0006/0040] 4160/4800, lr:1.0e-04 ∣ avg_100 : 31997.679944 ∣ critic_nllloss : 26569.640039 ∣ critic_ganloss : -794.014130 ∣ generator_nllloss : 5374.888281 ∣ generator_ganloss : 1012.972754 ∣     [  std_z : 0.98  real_sub_fake : 3121.59 ]
[  epoch 0006/0040] 4170/4800, lr:1.0e-04 ∣ avg_100 : 31997.158446 ∣ critic_nllloss : 26404.904687 ∣ critic_ganloss : -657.741742 ∣ generator_nllloss : 5343.801562 ∣ generator_ganloss : 1032.843604 ∣     [  std_z : 0.98  real_sub_fake : 2589.63 ]
[  epoch 0006/0040] 4180/4800, lr:1.0e-04 ∣ avg_100 : 31995.751407 ∣ critic_nllloss : 26329.339844 ∣ critic_ganloss : -780.554608 ∣ generator_nllloss : 5199.511719 ∣ generator_ganloss : 1011.781934 ∣     [  std_z : 0.98  real_sub_fake : 2734.45 ]
[  epoch 0006/0040] 4190/4800, lr:1.0e-04 ∣ avg_100 : 31998.272751 ∣ critic_nllloss : 26455.458984 ∣ critic_ganloss : -749.700629 ∣ generator_nllloss : 5227.432813 ∣ generator_ganloss : 1101.850000 ∣     [  std_z : 1.00  real_sub_fake : 2998.33 ]
[  epoch 0006/0040] 4200/4800, lr:1.0e-04 ∣ avg_100 : 31997.543765 ∣ critic_nllloss : 26458.377930 ∣ critic_ganloss : -675.573572 ∣ generator_nllloss : 5251.321875 ∣ generator_ganloss : 1182.607666 ∣     [  std_z : 0.99  real_sub_fake : 2638.73 ]
[  epoch 0006/0040] 4210/4800, lr:1.0e-04 ∣ avg_100 : 31997.911551 ∣ critic_nllloss : 26402.351367 ∣ critic_ganloss : -614.823657 ∣ generator_nllloss : 5223.850195 ∣ generator_ganloss : 1187.447168 ∣     [  std_z : 0.98  real_sub_fake : 2560.65 ]
[  epoch 0006/0040] 4220/4800, lr:1.0e-04 ∣ avg_100 : 32000.489638 ∣ critic_nllloss : 26425.015234 ∣ critic_ganloss : -721.997461 ∣ generator_nllloss : 5340.260938 ∣ generator_ganloss : 1082.148633 ∣     [  std_z : 0.98  real_sub_fake : 2653.74 ]
[  epoch 0006/0040] 4230/4800, lr:1.0e-04 ∣ avg_100 : 32003.825768 ∣ critic_nllloss : 26455.116797 ∣ critic_ganloss : -828.494714 ∣ generator_nllloss : 5346.703320 ∣ generator_ganloss : 1085.103857 ∣     [  std_z : 0.99  real_sub_fake : 2928.59 ]
[  epoch 0006/0040] 4240/4800, lr:1.0e-04 ∣ avg_100 : 31999.128993 ∣ critic_nllloss : 26275.116992 ∣ critic_ganloss : -758.957159 ∣ generator_nllloss : 5282.555664 ∣ generator_ganloss : 1093.547119 ∣     [  std_z : 0.98  real_sub_fake : 2921.44 ]
[  epoch 0006/0040] 4250/4800, lr:1.0e-04 ∣ avg_100 : 31998.529083 ∣ critic_nllloss : 26381.070117 ∣ critic_ganloss : -652.289838 ∣ generator_nllloss : 5343.770703 ∣ generator_ganloss : 1175.777539 ∣     [  std_z : 0.98  real_sub_fake : 2754.89 ]
[  epoch 0006/0040] 4260/4800, lr:1.0e-04 ∣ avg_100 : 31998.934555 ∣ critic_nllloss : 26413.643359 ∣ critic_ganloss : -832.482312 ∣ generator_nllloss : 5334.945703 ∣ generator_ganloss : 1149.485938 ∣     [  std_z : 0.98  real_sub_fake : 2734.60 ]
[  epoch 0006/0040] 4270/4800, lr:1.0e-04 ∣ avg_100 : 31995.243746 ∣ critic_nllloss : 26282.235938 ∣ critic_ganloss : -819.827960 ∣ generator_nllloss : 5288.385156 ∣ generator_ganloss : 1081.164746 ∣     [  std_z : 0.98  real_sub_fake : 3665.20 ]
[  epoch 0006/0040] 4280/4800, lr:1.0e-04 ∣ avg_100 : 31997.863894 ∣ critic_nllloss : 26530.760937 ∣ critic_ganloss : -663.836377 ∣ generator_nllloss : 5301.361719 ∣ generator_ganloss : 1129.139600 ∣     [  std_z : 0.98  real_sub_fake : 2434.00 ]
[  epoch 0006/0040] 4290/4800, lr:1.0e-04 ∣ avg_100 : 31999.041619 ∣ critic_nllloss : 26315.951172 ∣ critic_ganloss : -750.568591 ∣ generator_nllloss : 5268.442187 ∣ generator_ganloss : 1082.871094 ∣     [  std_z : 0.98  real_sub_fake : 2982.96 ]
[  epoch 0006/0040] 4300/4800, lr:1.0e-04 ∣ avg_100 : 31998.811766 ∣ critic_nllloss : 26405.194141 ∣ critic_ganloss : -787.622479 ∣ generator_nllloss : 5308.001172 ∣ generator_ganloss : 1125.954541 ∣     [  std_z : 1.00  real_sub_fake : 2846.75 ]
[  epoch 0006/0040] 4310/4800, lr:1.0e-04 ∣ avg_100 : 31999.468424 ∣ critic_nllloss : 26286.749609 ∣ critic_ganloss : -683.826196 ∣ generator_nllloss : 5231.580859 ∣ generator_ganloss : 1124.130762 ∣     [  std_z : 0.99  real_sub_fake : 2702.52 ]
[  epoch 0006/0040] 4320/4800, lr:1.0e-04 ∣ avg_100 : 32002.701331 ∣ critic_nllloss : 26343.065234 ∣ critic_ganloss : -713.907269 ∣ generator_nllloss : 5310.959961 ∣ generator_ganloss : 1171.311426 ∣     [  std_z : 0.98  real_sub_fake : 2783.94 ]
[  epoch 0006/0040] 4330/4800, lr:1.0e-04 ∣ avg_100 : 32003.645604 ∣ critic_nllloss : 26266.042773 ∣ critic_ganloss : -807.497064 ∣ generator_nllloss : 5199.924219 ∣ generator_ganloss : 1127.300049 ∣     [  std_z : 0.99  real_sub_fake : 3061.20 ]
[  epoch 0006/0040] 4340/4800, lr:1.0e-04 ∣ avg_100 : 32002.007929 ∣ critic_nllloss : 26392.623828 ∣ critic_ganloss : -797.448022 ∣ generator_nllloss : 5279.603516 ∣ generator_ganloss : 1221.583887 ∣     [  std_z : 0.97  real_sub_fake : 3310.14 ]
[  epoch 0006/0040] 4350/4800, lr:1.0e-04 ∣ avg_100 : 32001.356162 ∣ critic_nllloss : 26411.226562 ∣ critic_ganloss : -713.235199 ∣ generator_nllloss : 5293.737305 ∣ generator_ganloss : 1221.766846 ∣     [  std_z : 0.98  real_sub_fake : 2297.77 ]
[  epoch 0006/0040] 4360/4800, lr:1.0e-04 ∣ avg_100 : 32005.401201 ∣ critic_nllloss : 26368.747656 ∣ critic_ganloss : -557.473871 ∣ generator_nllloss : 5340.477344 ∣ generator_ganloss : 1186.058008 ∣     [  std_z : 1.00  real_sub_fake : 2555.77 ]
[  epoch 0006/0040] 4370/4800, lr:1.0e-04 ∣ avg_100 : 32006.158449 ∣ critic_nllloss : 26352.110938 ∣ critic_ganloss : -697.969904 ∣ generator_nllloss : 5242.441797 ∣ generator_ganloss : 1176.492529 ∣     [  std_z : 0.99  real_sub_fake : 2469.46 ]
[  epoch 0006/0040] 4380/4800, lr:1.0e-04 ∣ avg_100 : 32007.168559 ∣ critic_nllloss : 26342.775781 ∣ critic_ganloss : -739.204358 ∣ generator_nllloss : 5343.913867 ∣ generator_ganloss : 1157.799121 ∣     [  std_z : 0.98  real_sub_fake : 2991.61 ]
[  epoch 0006/0040] 4390/4800, lr:1.0e-04 ∣ avg_100 : 32009.203388 ∣ critic_nllloss : 26363.100586 ∣ critic_ganloss : -721.893860 ∣ generator_nllloss : 5225.489844 ∣ generator_ganloss : 1143.970166 ∣     [  std_z : 0.97  real_sub_fake : 3204.88 ]
[  epoch 0006/0040] 4400/4800, lr:1.0e-04 ∣ avg_100 : 32008.502155 ∣ critic_nllloss : 26305.025195 ∣ critic_ganloss : -705.020288 ∣ generator_nllloss : 5272.066602 ∣ generator_ganloss : 1165.829492 ∣     [  std_z : 0.97  real_sub_fake : 2510.77 ]
[  epoch 0006/0040] 4410/4800, lr:1.0e-04 ∣ avg_100 : 32009.251863 ∣ critic_nllloss : 26307.028516 ∣ critic_ganloss : -852.625940 ∣ generator_nllloss : 5244.877930 ∣ generator_ganloss : 1151.026025 ∣     [  std_z : 0.99  real_sub_fake : 3161.91 ]
[  epoch 0006/0040] 4420/4800, lr:1.0e-04 ∣ avg_100 : 32013.091537 ∣ critic_nllloss : 26213.683008 ∣ critic_ganloss : -621.039722 ∣ generator_nllloss : 5292.378906 ∣ generator_ganloss : 1200.682031 ∣     [  std_z : 1.00  real_sub_fake : 2454.31 ]
[  epoch 0006/0040] 4430/4800, lr:1.0e-04 ∣ avg_100 : 32014.407068 ∣ critic_nllloss : 26326.039453 ∣ critic_ganloss : -651.582715 ∣ generator_nllloss : 5210.066016 ∣ generator_ganloss : 1152.267920 ∣     [  std_z : 0.99  real_sub_fake : 2495.29 ]
[  epoch 0006/0040] 4440/4800, lr:1.0e-04 ∣ avg_100 : 32018.819372 ∣ critic_nllloss : 26466.436523 ∣ critic_ganloss : -700.990631 ∣ generator_nllloss : 5330.131445 ∣ generator_ganloss : 1094.540918 ∣     [  std_z : 0.99  real_sub_fake : 3066.01 ]
[  epoch 0006/0040] 4450/4800, lr:1.0e-04 ∣ avg_100 : 32017.598643 ∣ critic_nllloss : 26169.074805 ∣ critic_ganloss : -675.073004 ∣ generator_nllloss : 5197.029688 ∣ generator_ganloss : 1026.973389 ∣     [  std_z : 0.96  real_sub_fake : 2343.34 ]
[  epoch 0006/0040] 4460/4800, lr:1.0e-04 ∣ avg_100 : 32019.597844 ∣ critic_nllloss : 26324.308594 ∣ critic_ganloss : -748.122601 ∣ generator_nllloss : 5335.509180 ∣ generator_ganloss : 1026.212646 ∣     [  std_z : 0.96  real_sub_fake : 2687.87 ]
[  epoch 0006/0040] 4470/4800, lr:1.0e-04 ∣ avg_100 : 32020.370708 ∣ critic_nllloss : 26131.455273 ∣ critic_ganloss : -669.053265 ∣ generator_nllloss : 5197.702344 ∣ generator_ganloss : 1046.515869 ∣     [  std_z : 0.98  real_sub_fake : 2452.24 ]
[  epoch 0006/0040] 4480/4800, lr:1.0e-04 ∣ avg_100 : 32018.598582 ∣ critic_nllloss : 26468.240820 ∣ critic_ganloss : -907.680280 ∣ generator_nllloss : 5339.151758 ∣ generator_ganloss : 1114.226611 ∣     [  std_z : 0.99  real_sub_fake : 3622.90 ]
[  epoch 0006/0040] 4490/4800, lr:1.0e-04 ∣ avg_100 : 32014.895729 ∣ critic_nllloss : 26236.980664 ∣ critic_ganloss : -813.471631 ∣ generator_nllloss : 5197.734375 ∣ generator_ganloss : 1051.230322 ∣     [  std_z : 0.99  real_sub_fake : 2979.60 ]
[  epoch 0006/0040] 4500/4800, lr:1.0e-04 ∣ avg_100 : 32018.576758 ∣ critic_nllloss : 26310.708984 ∣ critic_ganloss : -658.223523 ∣ generator_nllloss : 5294.381250 ∣ generator_ganloss : 1028.138379 ∣     [  std_z : 0.98  real_sub_fake : 2908.78 ]
[  epoch 0006/0040] 4510/4800, lr:1.0e-04 ∣ avg_100 : 32020.323666 ∣ critic_nllloss : 26443.735156 ∣ critic_ganloss : -710.276575 ∣ generator_nllloss : 5258.748438 ∣ generator_ganloss : 1048.772266 ∣     [  std_z : 0.97  real_sub_fake : 2113.57 ]
[  epoch 0006/0040] 4520/4800, lr:1.0e-04 ∣ avg_100 : 32026.668670 ∣ critic_nllloss : 26668.244141 ∣ critic_ganloss : -682.422974 ∣ generator_nllloss : 5435.378516 ∣ generator_ganloss : 1089.945605 ∣     [  std_z : 0.99  real_sub_fake : 3079.48 ]
[  epoch 0006/0040] 4530/4800, lr:1.0e-04 ∣ avg_100 : 32029.879810 ∣ critic_nllloss : 26541.407813 ∣ critic_ganloss : -783.300854 ∣ generator_nllloss : 5293.629102 ∣ generator_ganloss : 1031.597949 ∣     [  std_z : 0.99  real_sub_fake : 2910.50 ]
[  epoch 0006/0040] 4540/4800, lr:1.0e-04 ∣ avg_100 : 32029.069758 ∣ critic_nllloss : 26340.028516 ∣ critic_ganloss : -760.645679 ∣ generator_nllloss : 5349.967578 ∣ generator_ganloss : 1036.414795 ∣     [  std_z : 0.99  real_sub_fake : 3120.48 ]
[  epoch 0006/0040] 4550/4800, lr:1.0e-04 ∣ avg_100 : 32027.969409 ∣ critic_nllloss : 26133.291602 ∣ critic_ganloss : -698.598083 ∣ generator_nllloss : 5220.867773 ∣ generator_ganloss : 1044.488281 ∣     [  std_z : 0.99  real_sub_fake : 2656.22 ]
[  epoch 0006/0040] 4560/4800, lr:1.0e-04 ∣ avg_100 : 32027.107690 ∣ critic_nllloss : 26367.582227 ∣ critic_ganloss : -795.987775 ∣ generator_nllloss : 5274.826953 ∣ generator_ganloss : 1028.949756 ∣     [  std_z : 0.99  real_sub_fake : 2699.02 ]
[  epoch 0006/0040] 4570/4800, lr:1.0e-04 ∣ avg_100 : 32028.230747 ∣ critic_nllloss : 26383.220898 ∣ critic_ganloss : -811.655884 ∣ generator_nllloss : 5259.801172 ∣ generator_ganloss : 1081.264600 ∣     [  std_z : 0.99  real_sub_fake : 3491.72 ]
[  epoch 0006/0040] 4580/4800, lr:1.0e-04 ∣ avg_100 : 32034.860009 ∣ critic_nllloss : 26531.584180 ∣ critic_ganloss : -716.916620 ∣ generator_nllloss : 5338.567383 ∣ generator_ganloss : 1108.470020 ∣     [  std_z : 0.98  real_sub_fake : 2580.85 ]
[  epoch 0006/0040] 4590/4800, lr:1.0e-04 ∣ avg_100 : 32036.048518 ∣ critic_nllloss : 26444.267578 ∣ critic_ganloss : -876.931964 ∣ generator_nllloss : 5304.632812 ∣ generator_ganloss : 1167.069922 ∣     [  std_z : 0.97  real_sub_fake : 3488.41 ]
[  epoch 0006/0040] 4600/4800, lr:1.0e-04 ∣ avg_100 : 32035.672849 ∣ critic_nllloss : 26307.187500 ∣ critic_ganloss : -666.075494 ∣ generator_nllloss : 5336.560938 ∣ generator_ganloss : 1151.580078 ∣     [  std_z : 0.98  real_sub_fake : 2684.72 ]
[  epoch 0006/0040] 4610/4800, lr:1.0e-04 ∣ avg_100 : 32035.817713 ∣ critic_nllloss : 26501.331836 ∣ critic_ganloss : -762.896527 ∣ generator_nllloss : 5291.897070 ∣ generator_ganloss : 1160.412744 ∣     [  std_z : 0.99  real_sub_fake : 2694.55 ]
[  epoch 0006/0040] 4620/4800, lr:1.0e-04 ∣ avg_100 : 32032.232015 ∣ critic_nllloss : 26178.322852 ∣ critic_ganloss : -797.733789 ∣ generator_nllloss : 5179.693750 ∣ generator_ganloss : 1121.734961 ∣     [  std_z : 0.98  real_sub_fake : 3324.42 ]
[  epoch 0006/0040] 4630/4800, lr:1.0e-04 ∣ avg_100 : 32037.884305 ∣ critic_nllloss : 26398.667187 ∣ critic_ganloss : -793.092694 ∣ generator_nllloss : 5322.470898 ∣ generator_ganloss : 1140.665625 ∣     [  std_z : 0.98  real_sub_fake : 2871.31 ]
[  epoch 0006/0040] 4640/4800, lr:1.0e-04 ∣ avg_100 : 32039.788060 ∣ critic_nllloss : 26445.011133 ∣ critic_ganloss : -772.036041 ∣ generator_nllloss : 5297.970703 ∣ generator_ganloss : 1113.386670 ∣     [  std_z : 0.97  real_sub_fake : 2953.62 ]
[  epoch 0006/0040] 4650/4800, lr:1.0e-04 ∣ avg_100 : 32040.267166 ∣ critic_nllloss : 26385.772852 ∣ critic_ganloss : -816.622754 ∣ generator_nllloss : 5283.127344 ∣ generator_ganloss : 1098.102344 ∣     [  std_z : 0.98  real_sub_fake : 3027.75 ]
[  epoch 0006/0040] 4660/4800, lr:1.0e-04 ∣ avg_100 : 32039.482364 ∣ critic_nllloss : 26118.253906 ∣ critic_ganloss : -739.786475 ∣ generator_nllloss : 5296.416016 ∣ generator_ganloss : 1070.755469 ∣     [  std_z : 1.00  real_sub_fake : 3264.48 ]
[  epoch 0006/0040] 4670/4800, lr:1.0e-04 ∣ avg_100 : 32038.103247 ∣ critic_nllloss : 26366.106641 ∣ critic_ganloss : -773.445508 ∣ generator_nllloss : 5203.029492 ∣ generator_ganloss : 1046.304590 ∣     [  std_z : 1.00  real_sub_fake : 2762.07 ]
[  epoch 0006/0040] 4680/4800, lr:1.0e-04 ∣ avg_100 : 32039.269915 ∣ critic_nllloss : 26390.741211 ∣ critic_ganloss : -785.183203 ∣ generator_nllloss : 5313.101562 ∣ generator_ganloss : 1036.915430 ∣     [  std_z : 0.99  real_sub_fake : 3015.04 ]
[  epoch 0006/0040] 4690/4800, lr:1.0e-04 ∣ avg_100 : 32039.916811 ∣ critic_nllloss : 26148.211914 ∣ critic_ganloss : -826.520673 ∣ generator_nllloss : 5286.792578 ∣ generator_ganloss : 1051.464307 ∣     [  std_z : 0.97  real_sub_fake : 3296.92 ]
[  epoch 0006/0040] 4700/4800, lr:1.0e-04 ∣ avg_100 : 32040.642929 ∣ critic_nllloss : 26182.632422 ∣ critic_ganloss : -667.461816 ∣ generator_nllloss : 5233.236523 ∣ generator_ganloss : 1115.705957 ∣     [  std_z : 0.98  real_sub_fake : 2270.47 ]
[  epoch 0006/0040] 4710/4800, lr:1.0e-04 ∣ avg_100 : 32043.014002 ∣ critic_nllloss : 26276.567578 ∣ critic_ganloss : -685.488123 ∣ generator_nllloss : 5269.858008 ∣ generator_ganloss : 1082.902148 ∣     [  std_z : 0.97  real_sub_fake : 3196.30 ]
[  epoch 0006/0040] 4720/4800, lr:1.0e-04 ∣ avg_100 : 32047.014278 ∣ critic_nllloss : 26373.003906 ∣ critic_ganloss : -581.249350 ∣ generator_nllloss : 5304.403516 ∣ generator_ganloss : 1044.193994 ∣     [  std_z : 0.98  real_sub_fake : 1953.24 ]
[  epoch 0006/0040] 4730/4800, lr:1.0e-04 ∣ avg_100 : 32045.938187 ∣ critic_nllloss : 26168.855078 ∣ critic_ganloss : -738.053027 ∣ generator_nllloss : 5276.216211 ∣ generator_ganloss : 952.913770 ∣  [  std_z : 0.99  real_sub_fake : 2606.92 ]
[  epoch 0006/0040] 4740/4800, lr:1.0e-04 ∣ avg_100 : 32052.398622 ∣ critic_nllloss : 26664.367578 ∣ critic_ganloss : -599.772839 ∣ generator_nllloss : 5310.891211 ∣ generator_ganloss : 960.786963 ∣  [  std_z : 0.99  real_sub_fake : 2889.29 ]
[  epoch 0006/0040] 4750/4800, lr:1.0e-04 ∣ avg_100 : 32051.340215 ∣ critic_nllloss : 26374.243164 ∣ critic_ganloss : -669.847296 ∣ generator_nllloss : 5183.044531 ∣ generator_ganloss : 917.908252 ∣  [  std_z : 0.98  real_sub_fake : 2093.76 ]
[  epoch 0006/0040] 4760/4800, lr:1.0e-04 ∣ avg_100 : 32049.812172 ∣ critic_nllloss : 26420.110938 ∣ critic_ganloss : -656.870105 ∣ generator_nllloss : 5260.518164 ∣ generator_ganloss : 945.378369 ∣  [  std_z : 0.97  real_sub_fake : 2769.69 ]
[  epoch 0006/0040] 4770/4800, lr:1.0e-04 ∣ avg_100 : 32048.243916 ∣ critic_nllloss : 26448.022852 ∣ critic_ganloss : -764.298853 ∣ generator_nllloss : 5170.835352 ∣ generator_ganloss : 988.393848 ∣  [  std_z : 0.98  real_sub_fake : 2570.92 ]
[  epoch 0006/0040] 4780/4800, lr:1.0e-04 ∣ avg_100 : 32046.622666 ∣ critic_nllloss : 26413.459375 ∣ critic_ganloss : -916.879626 ∣ generator_nllloss : 5291.248242 ∣ generator_ganloss : 1026.866113 ∣     [  std_z : 0.99  real_sub_fake : 3608.28 ]
[  epoch 0006/0040] 4790/4800, lr:1.0e-04 ∣ avg_100 : 32044.343628 ∣ critic_nllloss : 26062.705469 ∣ critic_ganloss : -645.809070 ∣ generator_nllloss : 5220.003516 ∣ generator_ganloss : 999.640430 ∣  [  std_z : 0.99  real_sub_fake : 2710.67 ]
[  epoch 0006/0040] 4800/4800, lr:1.0e-04 ∣ avg_100 : 32047.949525 ∣ critic_nllloss : 26451.274023 ∣ critic_ganloss : -729.389154 ∣ generator_nllloss : 5315.919922 ∣ generator_ganloss : 1033.358594 ∣     [  std_z : 0.98  real_sub_fake : 2646.80 ]
[    val 006    ] Done! KLD: 0.031936: 0.016421y, 1:47:19, total: 1 day, 6:20:21                    
[  epoch 0007/0040] 0010/4800, lr:1.0e-04 ∣ avg_100 : 32045.770028 ∣ critic_nllloss : 26475.322266 ∣ critic_ganloss : -836.479828 ∣ generator_nllloss : 5343.051562 ∣ generator_ganloss : 998.920117 ∣  [  std_z : 0.98  real_sub_fake : 3168.15 ]
[  epoch 0007/0040] 0020/4800, lr:1.0e-04 ∣ avg_100 : 32038.526434 ∣ critic_nllloss : 26344.975000 ∣ critic_ganloss : -726.071655 ∣ generator_nllloss : 5182.350977 ∣ generator_ganloss : 956.892432 ∣  [  std_z : 0.99  real_sub_fake : 3154.17 ]
[  epoch 0007/0040] 0030/4800, lr:1.0e-04 ∣ avg_100 : 32034.583857 ∣ critic_nllloss : 26572.597266 ∣ critic_ganloss : -897.603027 ∣ generator_nllloss : 5219.615234 ∣ generator_ganloss : 949.887939 ∣  [  std_z : 1.00  real_sub_fake : 2732.06 ]
[  epoch 0007/0040] 0040/4800, lr:1.0e-04 ∣ avg_100 : 32034.917022 ∣ critic_nllloss : 26411.193750 ∣ critic_ganloss : -712.829248 ∣ generator_nllloss : 5341.041992 ∣ generator_ganloss : 991.482471 ∣  [  std_z : 1.00  real_sub_fake : 3494.90 ]
[  epoch 0007/0040] 0050/4800, lr:1.0e-04 ∣ avg_100 : 32032.027422 ∣ critic_nllloss : 26287.247852 ∣ critic_ganloss : -723.045313 ∣ generator_nllloss : 5249.490039 ∣ generator_ganloss : 1006.397656 ∣     [  std_z : 0.97  real_sub_fake : 2283.21 ]
[  epoch 0007/0040] 0060/4800, lr:1.0e-04 ∣ avg_100 : 32028.519541 ∣ critic_nllloss : 26236.031641 ∣ critic_ganloss : -725.137067 ∣ generator_nllloss : 5229.946484 ∣ generator_ganloss : 1041.658984 ∣     [  std_z : 0.96  real_sub_fake : 2665.90 ]
[  epoch 0007/0040] 0070/4800, lr:1.0e-04 ∣ avg_100 : 32024.823704 ∣ critic_nllloss : 26208.527734 ∣ critic_ganloss : -695.518463 ∣ generator_nllloss : 5129.955469 ∣ generator_ganloss : 1008.940869 ∣     [  std_z : 0.98  real_sub_fake : 2981.58 ]
[  epoch 0007/0040] 0080/4800, lr:1.0e-04 ∣ avg_100 : 32022.603727 ∣ critic_nllloss : 26385.327148 ∣ critic_ganloss : -920.425867 ∣ generator_nllloss : 5294.816016 ∣ generator_ganloss : 1033.641650 ∣     [  std_z : 1.00  real_sub_fake : 3141.76 ]
[  epoch 0007/0040] 0090/4800, lr:1.0e-04 ∣ avg_100 : 32021.674033 ∣ critic_nllloss : 26425.335742 ∣ critic_ganloss : -762.131195 ∣ generator_nllloss : 5422.627344 ∣ generator_ganloss : 1053.197656 ∣     [  std_z : 1.00  real_sub_fake : 3659.77 ]
[  epoch 0007/0040] 0100/4800, lr:1.0e-04 ∣ avg_100 : 32020.646961 ∣ critic_nllloss : 26486.780078 ∣ critic_ganloss : -544.932025 ∣ generator_nllloss : 5281.111914 ∣ generator_ganloss : 1081.394922 ∣     [  std_z : 0.98  real_sub_fake : 1744.87 ]
[  epoch 0007/0040] 0110/4800, lr:1.0e-04 ∣ avg_100 : 32021.129193 ∣ critic_nllloss : 26458.871680 ∣ critic_ganloss : -735.256720 ∣ generator_nllloss : 5299.555859 ∣ generator_ganloss : 1062.995508 ∣     [  std_z : 0.96  real_sub_fake : 2627.10 ]
[  epoch 0007/0040] 0120/4800, lr:1.0e-04 ∣ avg_100 : 32018.478174 ∣ critic_nllloss : 26356.725391 ∣ critic_ganloss : -896.148639 ∣ generator_nllloss : 5319.307031 ∣ generator_ganloss : 1075.428174 ∣     [  std_z : 0.96  real_sub_fake : 3216.35 ]
[  epoch 0007/0040] 0130/4800, lr:1.0e-04 ∣ avg_100 : 32022.289752 ∣ critic_nllloss : 26481.042383 ∣ critic_ganloss : -713.494055 ∣ generator_nllloss : 5287.237891 ∣ generator_ganloss : 1054.649023 ∣     [  std_z : 0.98  real_sub_fake : 3040.52 ]
[  epoch 0007/0040] 0140/4800, lr:1.0e-04 ∣ avg_100 : 32025.063255 ∣ critic_nllloss : 26531.863477 ∣ critic_ganloss : -616.031061 ∣ generator_nllloss : 5301.786133 ∣ generator_ganloss : 1123.618408 ∣     [  std_z : 0.99  real_sub_fake : 2334.22 ]
[  epoch 0007/0040] 0150/4800, lr:1.0e-04 ∣ avg_100 : 32028.044671 ∣ critic_nllloss : 26619.218359 ∣ critic_ganloss : -772.069080 ∣ generator_nllloss : 5344.963281 ∣ generator_ganloss : 990.340430 ∣  [  std_z : 1.00  real_sub_fake : 3287.33 ]
[  epoch 0007/0040] 0160/4800, lr:1.0e-04 ∣ avg_100 : 32028.123025 ∣ critic_nllloss : 26593.379883 ∣ critic_ganloss : -806.757953 ∣ generator_nllloss : 5378.415820 ∣ generator_ganloss : 995.386719 ∣  [  std_z : 0.99  real_sub_fake : 2800.21 ]
[  epoch 0007/0040] 0170/4800, lr:1.0e-04 ∣ avg_100 : 32028.150231 ∣ critic_nllloss : 26339.683984 ∣ critic_ganloss : -767.353772 ∣ generator_nllloss : 5258.451758 ∣ generator_ganloss : 1040.647461 ∣     [  std_z : 0.97  real_sub_fake : 3061.33 ]
[  epoch 0007/0040] 0180/4800, lr:1.0e-04 ∣ avg_100 : 32028.411014 ∣ critic_nllloss : 26506.183789 ∣ critic_ganloss : -847.621222 ∣ generator_nllloss : 5281.738086 ∣ generator_ganloss : 1045.188477 ∣     [  std_z : 0.98  real_sub_fake : 3287.26 ]
[  epoch 0007/0040] 0190/4800, lr:1.0e-04 ∣ avg_100 : 32020.818263 ∣ critic_nllloss : 26320.364258 ∣ critic_ganloss : -905.049384 ∣ generator_nllloss : 5222.349609 ∣ generator_ganloss : 1049.217871 ∣     [  std_z : 0.98  real_sub_fake : 3351.80 ]
[  epoch 0007/0040] 0200/4800, lr:1.0e-04 ∣ avg_100 : 32013.551543 ∣ critic_nllloss : 26190.070117 ∣ critic_ganloss : -588.325018 ∣ generator_nllloss : 5285.401563 ∣ generator_ganloss : 1049.082959 ∣     [  std_z : 0.99  real_sub_fake : 2681.66 ]
[  epoch 0007/0040] 0210/4800, lr:1.0e-04 ∣ avg_100 : 32006.704534 ∣ critic_nllloss : 26366.418945 ∣ critic_ganloss : -830.176672 ∣ generator_nllloss : 5233.491602 ∣ generator_ganloss : 1025.337793 ∣     [  std_z : 0.99  real_sub_fake : 2618.75 ]
[  epoch 0007/0040] 0220/4800, lr:1.0e-04 ∣ avg_100 : 32004.354612 ∣ critic_nllloss : 26407.931836 ∣ critic_ganloss : -659.593512 ∣ generator_nllloss : 5276.243555 ∣ generator_ganloss : 1051.990771 ∣     [  std_z : 0.99  real_sub_fake : 3176.02 ]
[  epoch 0007/0040] 0230/4800, lr:1.0e-04 ∣ avg_100 : 32002.621486 ∣ critic_nllloss : 26266.508594 ∣ critic_ganloss : -728.623206 ∣ generator_nllloss : 5229.006836 ∣ generator_ganloss : 1026.286621 ∣     [  std_z : 0.98  real_sub_fake : 2341.11 ]
[  epoch 0007/0040] 0240/4800, lr:1.0e-04 ∣ avg_100 : 32000.609528 ∣ critic_nllloss : 26293.844727 ∣ critic_ganloss : -756.097400 ∣ generator_nllloss : 5206.857227 ∣ generator_ganloss : 1007.015332 ∣     [  std_z : 0.97  real_sub_fake : 3525.06 ]
[  epoch 0007/0040] 0250/4800, lr:1.0e-04 ∣ avg_100 : 31997.827152 ∣ critic_nllloss : 26530.751563 ∣ critic_ganloss : -668.733392 ∣ generator_nllloss : 5311.884961 ∣ generator_ganloss : 922.017285 ∣  [  std_z : 0.98  real_sub_fake : 2272.92 ]
[  epoch 0007/0040] 0260/4800, lr:1.0e-04 ∣ avg_100 : 31992.464211 ∣ critic_nllloss : 26546.665430 ∣ critic_ganloss : -803.747845 ∣ generator_nllloss : 5262.049609 ∣ generator_ganloss : 946.134033 ∣  [  std_z : 1.00  real_sub_fake : 2870.53 ]
[  epoch 0007/0040] 0270/4800, lr:1.0e-04 ∣ avg_100 : 31991.014515 ∣ critic_nllloss : 26444.875977 ∣ critic_ganloss : -699.906659 ∣ generator_nllloss : 5214.035547 ∣ generator_ganloss : 997.149658 ∣  [  std_z : 1.00  real_sub_fake : 2963.69 ]
[  epoch 0007/0040] 0280/4800, lr:1.0e-04 ∣ avg_100 : 31985.406554 ∣ critic_nllloss : 26239.310156 ∣ critic_ganloss : -792.165448 ∣ generator_nllloss : 5187.919727 ∣ generator_ganloss : 987.276465 ∣  [  std_z : 0.97  real_sub_fake : 2889.44 ]
[  epoch 0007/0040] 0290/4800, lr:1.0e-04 ∣ avg_100 : 31982.653095 ∣ critic_nllloss : 26404.895313 ∣ critic_ganloss : -971.762109 ∣ generator_nllloss : 5339.822656 ∣ generator_ganloss : 974.787744 ∣  [  std_z : 0.98  real_sub_fake : 3601.15 ]
[  epoch 0007/0040] 0300/4800, lr:1.0e-04 ∣ avg_100 : 31977.919554 ∣ critic_nllloss : 26155.770508 ∣ critic_ganloss : -1024.514612 ∣ generator_nllloss : 5259.876758 ∣ generator_ganloss : 1031.301563 ∣    [  std_z : 0.98  real_sub_fake : 3920.60 ]
[  epoch 0007/0040] 0310/4800, lr:1.0e-04 ∣ avg_100 : 31975.695188 ∣ critic_nllloss : 26500.409375 ∣ critic_ganloss : -658.174371 ∣ generator_nllloss : 5303.868555 ∣ generator_ganloss : 1000.648828 ∣     [  std_z : 0.98  real_sub_fake : 3164.89 ]
[  epoch 0007/0040] 0320/4800, lr:1.0e-04 ∣ avg_100 : 31974.643111 ∣ critic_nllloss : 26239.830273 ∣ critic_ganloss : -704.793585 ∣ generator_nllloss : 5220.461719 ∣ generator_ganloss : 997.229590 ∣  [  std_z : 0.98  real_sub_fake : 2131.94 ]
[  epoch 0007/0040] 0330/4800, lr:1.0e-04 ∣ avg_100 : 31966.563174 ∣ critic_nllloss : 26080.017383 ∣ critic_ganloss : -1017.201007 ∣ generator_nllloss : 5272.443945 ∣ generator_ganloss : 919.609375 ∣     [  std_z : 0.99  real_sub_fake : 3813.28 ]
[  epoch 0007/0040] 0340/4800, lr:1.0e-04 ∣ avg_100 : 31961.374743 ∣ critic_nllloss : 26436.137695 ∣ critic_ganloss : -934.059692 ∣ generator_nllloss : 5347.088867 ∣ generator_ganloss : 910.716943 ∣  [  std_z : 1.00  real_sub_fake : 3959.90 ]
[  epoch 0007/0040] 0350/4800, lr:1.0e-04 ∣ avg_100 : 31959.398887 ∣ critic_nllloss : 26408.047852 ∣ critic_ganloss : -790.740100 ∣ generator_nllloss : 5264.252344 ∣ generator_ganloss : 925.428369 ∣  [  std_z : 0.98  real_sub_fake : 3368.30 ]
[  epoch 0007/0040] 0360/4800, lr:1.0e-04 ∣ avg_100 : 31956.388929 ∣ critic_nllloss : 26447.091406 ∣ critic_ganloss : -791.855188 ∣ generator_nllloss : 5314.262109 ∣ generator_ganloss : 892.992871 ∣  [  std_z : 0.97  real_sub_fake : 2662.99 ]
[  epoch 0007/0040] 0370/4800, lr:1.0e-04 ∣ avg_100 : 31955.611039 ∣ critic_nllloss : 26579.403711 ∣ critic_ganloss : -743.866046 ∣ generator_nllloss : 5309.739062 ∣ generator_ganloss : 900.742334 ∣  [  std_z : 0.98  real_sub_fake : 2857.79 ]
[  epoch 0007/0040] 0380/4800, lr:1.0e-04 ∣ avg_100 : 31957.674152 ∣ critic_nllloss : 26561.718750 ∣ critic_ganloss : -878.420483 ∣ generator_nllloss : 5305.513086 ∣ generator_ganloss : 977.578906 ∣  [  std_z : 0.99  real_sub_fake : 3080.59 ]
[  epoch 0007/0040] 0390/4800, lr:1.0e-04 ∣ avg_100 : 31953.205592 ∣ critic_nllloss : 26110.011719 ∣ critic_ganloss : -810.381659 ∣ generator_nllloss : 5271.023633 ∣ generator_ganloss : 1017.531396 ∣     [  std_z : 0.99  real_sub_fake : 3710.87 ]
[  epoch 0007/0040] 0400/4800, lr:1.0e-04 ∣ avg_100 : 31949.159207 ∣ critic_nllloss : 26302.837891 ∣ critic_ganloss : -762.803143 ∣ generator_nllloss : 5213.190234 ∣ generator_ganloss : 1058.870459 ∣     [  std_z : 0.97  real_sub_fake : 2609.25 ]
[  epoch 0007/0040] 0410/4800, lr:1.0e-04 ∣ avg_100 : 31944.383451 ∣ critic_nllloss : 26257.494336 ∣ critic_ganloss : -840.562463 ∣ generator_nllloss : 5226.436914 ∣ generator_ganloss : 1077.880664 ∣     [  std_z : 0.98  real_sub_fake : 3180.51 ]
[  epoch 0007/0040] 0420/4800, lr:1.0e-04 ∣ avg_100 : 31942.422401 ∣ critic_nllloss : 26404.531250 ∣ critic_ganloss : -787.558008 ∣ generator_nllloss : 5254.586914 ∣ generator_ganloss : 1057.762207 ∣     [  std_z : 0.99  real_sub_fake : 2982.99 ]
[  epoch 0007/0040] 0430/4800, lr:1.0e-04 ∣ avg_100 : 31940.897678 ∣ critic_nllloss : 26358.829883 ∣ critic_ganloss : -792.203601 ∣ generator_nllloss : 5270.267383 ∣ generator_ganloss : 1069.063330 ∣     [  std_z : 0.99  real_sub_fake : 3099.65 ]
[  epoch 0007/0040] 0440/4800, lr:1.0e-04 ∣ avg_100 : 31941.024378 ∣ critic_nllloss : 26360.065234 ∣ critic_ganloss : -741.708466 ∣ generator_nllloss : 5260.101953 ∣ generator_ganloss : 1026.473828 ∣     [  std_z : 0.99  real_sub_fake : 3020.83 ]
[  epoch 0007/0040] 0450/4800, lr:1.0e-04 ∣ avg_100 : 31938.076727 ∣ critic_nllloss : 26354.460547 ∣ critic_ganloss : -685.132422 ∣ generator_nllloss : 5308.679688 ∣ generator_ganloss : 975.555664 ∣  [  std_z : 0.97  real_sub_fake : 2824.52 ]
[  epoch 0007/0040] 0460/4800, lr:1.0e-04 ∣ avg_100 : 31937.104328 ∣ critic_nllloss : 26455.376953 ∣ critic_ganloss : -791.570532 ∣ generator_nllloss : 5353.647070 ∣ generator_ganloss : 950.899268 ∣  [  std_z : 0.97  real_sub_fake : 2725.67 ]
[  epoch 0007/0040] 0470/4800, lr:1.0e-04 ∣ avg_100 : 31934.519760 ∣ critic_nllloss : 26205.718359 ∣ critic_ganloss : -769.872528 ∣ generator_nllloss : 5197.641602 ∣ generator_ganloss : 940.013672 ∣  [  std_z : 0.99  real_sub_fake : 3139.39 ]
[  epoch 0007/0040] 0480/4800, lr:1.0e-04 ∣ avg_100 : 31929.318939 ∣ critic_nllloss : 26368.762500 ∣ critic_ganloss : -800.181873 ∣ generator_nllloss : 5282.778711 ∣ generator_ganloss : 925.984375 ∣  [  std_z : 0.99  real_sub_fake : 3157.94 ]
[  epoch 0007/0040] 0490/4800, lr:1.0e-04 ∣ avg_100 : 31927.462574 ∣ critic_nllloss : 26275.379883 ∣ critic_ganloss : -722.688281 ∣ generator_nllloss : 5233.511133 ∣ generator_ganloss : 944.856689 ∣  [  std_z : 0.99  real_sub_fake : 2836.95 ]
[  epoch 0007/0040] 0500/4800, lr:1.0e-04 ∣ avg_100 : 31922.976363 ∣ critic_nllloss : 26257.966797 ∣ critic_ganloss : -731.815857 ∣ generator_nllloss : 5127.886914 ∣ generator_ganloss : 948.868408 ∣  [  std_z : 1.00  real_sub_fake : 2685.18 ]
[  epoch 0007/0040] 0510/4800, lr:1.0e-04 ∣ avg_100 : 31920.377408 ∣ critic_nllloss : 26422.620117 ∣ critic_ganloss : -818.821240 ∣ generator_nllloss : 5197.686133 ∣ generator_ganloss : 897.254541 ∣  [  std_z : 0.99  real_sub_fake : 2947.74 ]
[  epoch 0007/0040] 0520/4800, lr:1.0e-04 ∣ avg_100 : 31914.326511 ∣ critic_nllloss : 26232.704883 ∣ critic_ganloss : -894.402301 ∣ generator_nllloss : 5255.395508 ∣ generator_ganloss : 912.641504 ∣  [  std_z : 0.98  real_sub_fake : 3471.56 ]
[  epoch 0007/0040] 0530/4800, lr:1.0e-04 ∣ avg_100 : 31913.367562 ∣ critic_nllloss : 26193.158789 ∣ critic_ganloss : -789.181311 ∣ generator_nllloss : 5274.253906 ∣ generator_ganloss : 1011.643750 ∣     [  std_z : 0.98  real_sub_fake : 3098.11 ]
[  epoch 0007/0040] 0540/4800, lr:1.0e-04 ∣ avg_100 : 31912.843838 ∣ critic_nllloss : 26362.958594 ∣ critic_ganloss : -680.648346 ∣ generator_nllloss : 5280.174414 ∣ generator_ganloss : 1081.506152 ∣     [  std_z : 0.98  real_sub_fake : 2752.04 ]
[  epoch 0007/0040] 0550/4800, lr:1.0e-04 ∣ avg_100 : 31909.599513 ∣ critic_nllloss : 26374.183008 ∣ critic_ganloss : -837.386041 ∣ generator_nllloss : 5284.930469 ∣ generator_ganloss : 1067.335498 ∣     [  std_z : 1.00  real_sub_fake : 2803.56 ]
[  epoch 0007/0040] 0560/4800, lr:1.0e-04 ∣ avg_100 : 31906.386635 ∣ critic_nllloss : 26460.373242 ∣ critic_ganloss : -759.491370 ∣ generator_nllloss : 5288.451563 ∣ generator_ganloss : 1027.187988 ∣     [  std_z : 0.99  real_sub_fake : 3619.90 ]
[  epoch 0007/0040] 0570/4800, lr:1.0e-04 ∣ avg_100 : 31906.559065 ∣ critic_nllloss : 26423.180664 ∣ critic_ganloss : -710.699994 ∣ generator_nllloss : 5347.745313 ∣ generator_ganloss : 1030.092334 ∣     [  std_z : 0.97  real_sub_fake : 2379.87 ]
[  epoch 0007/0040] 0580/4800, lr:1.0e-04 ∣ avg_100 : 31902.989392 ∣ critic_nllloss : 26359.245312 ∣ critic_ganloss : -788.285852 ∣ generator_nllloss : 5244.853125 ∣ generator_ganloss : 932.504492 ∣  [  std_z : 0.97  real_sub_fake : 3056.27 ]
[  epoch 0007/0040] 0590/4800, lr:1.0e-04 ∣ avg_100 : 31895.755816 ∣ critic_nllloss : 25963.769531 ∣ critic_ganloss : -729.700934 ∣ generator_nllloss : 5096.988086 ∣ generator_ganloss : 956.252539 ∣  [  std_z : 0.98  real_sub_fake : 2778.75 ]
[  epoch 0007/0040] 0600/4800, lr:1.0e-04 ∣ avg_100 : 31892.572868 ∣ critic_nllloss : 26412.397070 ∣ critic_ganloss : -891.378180 ∣ generator_nllloss : 5246.222070 ∣ generator_ganloss : 952.365234 ∣  [  std_z : 1.01  real_sub_fake : 3067.69 ]
[  epoch 0007/0040] 0610/4800, lr:1.0e-04 ∣ avg_100 : 31894.710968 ∣ critic_nllloss : 26288.197266 ∣ critic_ganloss : -520.794867 ∣ generator_nllloss : 5344.758398 ∣ generator_ganloss : 951.955713 ∣  [  std_z : 0.98  real_sub_fake : 2765.66 ]
[  epoch 0007/0040] 0620/4800, lr:1.0e-04 ∣ avg_100 : 31891.940092 ∣ critic_nllloss : 26379.387305 ∣ critic_ganloss : -745.877692 ∣ generator_nllloss : 5230.955664 ∣ generator_ganloss : 944.151367 ∣  [  std_z : 0.96  real_sub_fake : 2151.32 ]
[  epoch 0007/0040] 0630/4800, lr:1.0e-04 ∣ avg_100 : 31890.769894 ∣ critic_nllloss : 26403.158398 ∣ critic_ganloss : -626.582990 ∣ generator_nllloss : 5289.392969 ∣ generator_ganloss : 853.802441 ∣  [  std_z : 0.96  real_sub_fake : 2967.14 ]
[  epoch 0007/0040] 0640/4800, lr:1.0e-04 ∣ avg_100 : 31887.585065 ∣ critic_nllloss : 26519.156641 ∣ critic_ganloss : -749.332227 ∣ generator_nllloss : 5220.167969 ∣ generator_ganloss : 881.642969 ∣  [  std_z : 0.99  real_sub_fake : 2746.75 ]
[  epoch 0007/0040] 0650/4800, lr:1.0e-04 ∣ avg_100 : 31886.213166 ∣ critic_nllloss : 26189.320703 ∣ critic_ganloss : -754.500006 ∣ generator_nllloss : 5261.177734 ∣ generator_ganloss : 884.816553 ∣  [  std_z : 1.00  real_sub_fake : 2641.60 ]
[  epoch 0007/0040] 0660/4800, lr:1.0e-04 ∣ avg_100 : 31884.583093 ∣ critic_nllloss : 26345.267969 ∣ critic_ganloss : -750.981464 ∣ generator_nllloss : 5327.277344 ∣ generator_ganloss : 853.336694 ∣  [  std_z : 1.01  real_sub_fake : 3250.06 ]
[  epoch 0007/0040] 0670/4800, lr:1.0e-04 ∣ avg_100 : 31884.382422 ∣ critic_nllloss : 26454.159375 ∣ critic_ganloss : -838.291559 ∣ generator_nllloss : 5252.905273 ∣ generator_ganloss : 817.779980 ∣  [  std_z : 0.98  real_sub_fake : 2932.70 ]
[  epoch 0007/0040] 0680/4800, lr:1.0e-04 ∣ avg_100 : 31880.207956 ∣ critic_nllloss : 26336.722070 ∣ critic_ganloss : -819.954816 ∣ generator_nllloss : 5270.622266 ∣ generator_ganloss : 809.102783 ∣  [  std_z : 0.96  real_sub_fake : 3410.14 ]
[  epoch 0007/0040] 0690/4800, lr:1.0e-04 ∣ avg_100 : 31883.675562 ∣ critic_nllloss : 26510.498437 ∣ critic_ganloss : -707.360156 ∣ generator_nllloss : 5378.443359 ∣ generator_ganloss : 837.652734 ∣  [  std_z : 0.98  real_sub_fake : 2748.30 ]
[  epoch 0007/0040] 0700/4800, lr:1.0e-04 ∣ avg_100 : 31882.421925 ∣ critic_nllloss : 26384.836328 ∣ critic_ganloss : -681.667523 ∣ generator_nllloss : 5283.839453 ∣ generator_ganloss : 862.633105 ∣  [  std_z : 1.00  real_sub_fake : 2597.26 ]
[  epoch 0007/0040] 0710/4800, lr:1.0e-04 ∣ avg_100 : 31880.071955 ∣ critic_nllloss : 26422.402148 ∣ critic_ganloss : -748.681934 ∣ generator_nllloss : 5271.007422 ∣ generator_ganloss : 861.254639 ∣  [  std_z : 1.02  real_sub_fake : 2854.13 ]
[  epoch 0007/0040] 0720/4800, lr:1.0e-04 ∣ avg_100 : 31871.893829 ∣ critic_nllloss : 26307.943555 ∣ critic_ganloss : -728.149329 ∣ generator_nllloss : 5238.593359 ∣ generator_ganloss : 874.945117 ∣  [  std_z : 0.98  real_sub_fake : 2793.47 ]
[  epoch 0007/0040] 0730/4800, lr:1.0e-04 ∣ avg_100 : 31868.585330 ∣ critic_nllloss : 26181.486523 ∣ critic_ganloss : -590.510205 ∣ generator_nllloss : 5239.163477 ∣ generator_ganloss : 922.344336 ∣  [  std_z : 0.96  real_sub_fake : 2314.74 ]
[  epoch 0007/0040] 0740/4800, lr:1.0e-04 ∣ avg_100 : 31867.209804 ∣ critic_nllloss : 26435.244922 ∣ critic_ganloss : -820.208777 ∣ generator_nllloss : 5280.296094 ∣ generator_ganloss : 932.880371 ∣  [  std_z : 0.96  real_sub_fake : 2684.06 ]
[  epoch 0007/0040] 0750/4800, lr:1.0e-04 ∣ avg_100 : 31865.765374 ∣ critic_nllloss : 26095.030859 ∣ critic_ganloss : -650.439050 ∣ generator_nllloss : 5154.635742 ∣ generator_ganloss : 956.379004 ∣  [  std_z : 0.98  real_sub_fake : 2947.91 ]
[  epoch 0007/0040] 0760/4800, lr:1.0e-04 ∣ avg_100 : 31864.876111 ∣ critic_nllloss : 26432.068359 ∣ critic_ganloss : -766.798706 ∣ generator_nllloss : 5176.170313 ∣ generator_ganloss : 945.004883 ∣  [  std_z : 1.02  real_sub_fake : 2503.57 ]
[  epoch 0007/0040] 0770/4800, lr:1.0e-04 ∣ avg_100 : 31866.992929 ∣ critic_nllloss : 26513.364258 ∣ critic_ganloss : -682.530701 ∣ generator_nllloss : 5309.356836 ∣ generator_ganloss : 984.122217 ∣  [  std_z : 1.02  real_sub_fake : 3252.12 ]
[  epoch 0007/0040] 0780/4800, lr:1.0e-04 ∣ avg_100 : 31865.214858 ∣ critic_nllloss : 26473.086914 ∣ critic_ganloss : -693.931317 ∣ generator_nllloss : 5314.450000 ∣ generator_ganloss : 990.292285 ∣  [  std_z : 0.99  real_sub_fake : 2311.09 ]
[  epoch 0007/0040] 0790/4800, lr:1.0e-04 ∣ avg_100 : 31866.944345 ∣ critic_nllloss : 26625.149219 ∣ critic_ganloss : -819.867413 ∣ generator_nllloss : 5398.410547 ∣ generator_ganloss : 1008.294629 ∣     [  std_z : 0.97  real_sub_fake : 3103.74 ]
[  epoch 0007/0040] 0800/4800, lr:1.0e-04 ∣ avg_100 : 31864.104272 ∣ critic_nllloss : 26264.001172 ∣ critic_ganloss : -782.636285 ∣ generator_nllloss : 5319.249414 ∣ generator_ganloss : 1044.631445 ∣     [  std_z : 0.97  real_sub_fake : 2950.42 ]
[  epoch 0007/0040] 0810/4800, lr:1.0e-04 ∣ avg_100 : 31862.918115 ∣ critic_nllloss : 26423.025781 ∣ critic_ganloss : -677.100903 ∣ generator_nllloss : 5277.924805 ∣ generator_ganloss : 1048.279736 ∣     [  std_z : 0.99  real_sub_fake : 2606.42 ]
[  epoch 0007/0040] 0820/4800, lr:1.0e-04 ∣ avg_100 : 31868.110825 ∣ critic_nllloss : 26446.918555 ∣ critic_ganloss : -606.599103 ∣ generator_nllloss : 5315.475391 ∣ generator_ganloss : 1045.493945 ∣     [  std_z : 0.98  real_sub_fake : 2729.54 ]
[  epoch 0007/0040] 0830/4800, lr:1.0e-04 ∣ avg_100 : 31869.563637 ∣ critic_nllloss : 26467.871875 ∣ critic_ganloss : -681.999573 ∣ generator_nllloss : 5348.040625 ∣ generator_ganloss : 1080.079346 ∣     [  std_z : 0.99  real_sub_fake : 2182.91 ]
[  epoch 0007/0040] 0840/4800, lr:1.0e-04 ∣ avg_100 : 31868.535798 ∣ critic_nllloss : 26277.092187 ∣ critic_ganloss : -668.322473 ∣ generator_nllloss : 5325.808398 ∣ generator_ganloss : 1046.970361 ∣     [  std_z : 0.98  real_sub_fake : 2854.18 ]
[  epoch 0007/0040] 0850/4800, lr:1.0e-04 ∣ avg_100 : 31867.199023 ∣ critic_nllloss : 26220.586914 ∣ critic_ganloss : -717.924115 ∣ generator_nllloss : 5286.666211 ∣ generator_ganloss : 1027.373340 ∣     [  std_z : 0.97  real_sub_fake : 3156.23 ]
[  epoch 0007/0040] 0860/4800, lr:1.0e-04 ∣ avg_100 : 31867.735274 ∣ critic_nllloss : 26264.924609 ∣ critic_ganloss : -726.333655 ∣ generator_nllloss : 5229.506641 ∣ generator_ganloss : 1031.166357 ∣     [  std_z : 0.97  real_sub_fake : 2269.99 ]
[  epoch 0007/0040] 0870/4800, lr:1.0e-04 ∣ avg_100 : 31866.752394 ∣ critic_nllloss : 26420.810352 ∣ critic_ganloss : -1020.928583 ∣ generator_nllloss : 5363.484375 ∣ generator_ganloss : 980.341113 ∣     [  std_z : 0.99  real_sub_fake : 3354.36 ]
[  epoch 0007/0040] 0880/4800, lr:1.0e-04 ∣ avg_100 : 31870.941851 ∣ critic_nllloss : 26458.407031 ∣ critic_ganloss : -453.411813 ∣ generator_nllloss : 5305.453906 ∣ generator_ganloss : 1064.071582 ∣     [  std_z : 0.99  real_sub_fake : 3039.80 ]
[  epoch 0007/0040] 0890/4800, lr:1.0e-04 ∣ avg_100 : 31876.955157 ∣ critic_nllloss : 26200.440625 ∣ critic_ganloss : -318.073909 ∣ generator_nllloss : 5306.004687 ∣ generator_ganloss : 1072.907324 ∣     [  std_z : 0.98  real_sub_fake : 801.47 ]
[  epoch 0007/0040] 0900/4800, lr:1.0e-04 ∣ avg_100 : 31877.303439 ∣ critic_nllloss : 26228.896484 ∣ critic_ganloss : -534.309103 ∣ generator_nllloss : 5209.498438 ∣ generator_ganloss : 994.855469 ∣  [  std_z : 0.99  real_sub_fake : 1594.90 ]
[  epoch 0007/0040] 0910/4800, lr:1.0e-04 ∣ avg_100 : 31876.170341 ∣ critic_nllloss : 26300.071094 ∣ critic_ganloss : -597.210718 ∣ generator_nllloss : 5136.761719 ∣ generator_ganloss : 990.907715 ∣  [  std_z : 0.99  real_sub_fake : 2525.47 ]
[  epoch 0007/0040] 0920/4800, lr:1.0e-04 ∣ avg_100 : 31871.751953 ∣ critic_nllloss : 26267.056836 ∣ critic_ganloss : -758.451080 ∣ generator_nllloss : 5196.953125 ∣ generator_ganloss : 992.954346 ∣  [  std_z : 0.99  real_sub_fake : 2376.53 ]
[  epoch 0007/0040] 0930/4800, lr:1.0e-04 ∣ avg_100 : 31875.456484 ∣ critic_nllloss : 26317.360156 ∣ critic_ganloss : -646.463385 ∣ generator_nllloss : 5311.018555 ∣ generator_ganloss : 1048.469824 ∣     [  std_z : 0.98  real_sub_fake : 3377.01 ]
[  epoch 0007/0040] 0940/4800, lr:1.0e-04 ∣ avg_100 : 31873.423495 ∣ critic_nllloss : 26387.028125 ∣ critic_ganloss : -647.332532 ∣ generator_nllloss : 5338.233008 ∣ generator_ganloss : 1055.045459 ∣     [  std_z : 0.98  real_sub_fake : 2175.32 ]
[  epoch 0007/0040] 0950/4800, lr:1.0e-04 ∣ avg_100 : 31874.708890 ∣ critic_nllloss : 26522.119141 ∣ critic_ganloss : -831.972003 ∣ generator_nllloss : 5221.333398 ∣ generator_ganloss : 1022.407617 ∣     [  std_z : 0.98  real_sub_fake : 2711.19 ]
[  epoch 0007/0040] 0960/4800, lr:1.0e-04 ∣ avg_100 : 31872.926465 ∣ critic_nllloss : 26316.607812 ∣ critic_ganloss : -775.745978 ∣ generator_nllloss : 5237.830664 ∣ generator_ganloss : 1012.202344 ∣     [  std_z : 0.98  real_sub_fake : 3534.46 ]
[  epoch 0007/0040] 0970/4800, lr:1.0e-04 ∣ avg_100 : 31872.869296 ∣ critic_nllloss : 26361.396094 ∣ critic_ganloss : -790.794208 ∣ generator_nllloss : 5272.014453 ∣ generator_ganloss : 994.619971 ∣  [  std_z : 0.98  real_sub_fake : 2709.11 ]
[  epoch 0007/0040] 0980/4800, lr:1.0e-04 ∣ avg_100 : 31875.837180 ∣ critic_nllloss : 26386.818750 ∣ critic_ganloss : -621.981879 ∣ generator_nllloss : 5320.780859 ∣ generator_ganloss : 1025.864795 ∣     [  std_z : 0.98  real_sub_fake : 2874.88 ]
[  epoch 0007/0040] 0990/4800, lr:1.0e-04 ∣ avg_100 : 31879.793131 ∣ critic_nllloss : 26400.575391 ∣ critic_ganloss : -757.592407 ∣ generator_nllloss : 5352.102344 ∣ generator_ganloss : 1037.050098 ∣     [  std_z : 0.99  real_sub_fake : 2308.62 ]
[  epoch 0007/0040] 1000/4800, lr:1.0e-04 ∣ avg_100 : 31877.877101 ∣ critic_nllloss : 26320.464453 ∣ critic_ganloss : -711.230377 ∣ generator_nllloss : 5240.362500 ∣ generator_ganloss : 1029.963770 ∣     [  std_z : 0.98  real_sub_fake : 3312.02 ]
[  epoch 0007/0040] 1010/4800, lr:1.0e-04 ∣ avg_100 : 31878.169814 ∣ critic_nllloss : 26327.027344 ∣ critic_ganloss : -602.615558 ∣ generator_nllloss : 5277.296484 ∣ generator_ganloss : 1008.377197 ∣     [  std_z : 0.97  real_sub_fake : 2292.91 ]
[  epoch 0007/0040] 1020/4800, lr:1.0e-04 ∣ avg_100 : 31878.303769 ∣ critic_nllloss : 26242.487109 ∣ critic_ganloss : -705.696149 ∣ generator_nllloss : 5263.849023 ∣ generator_ganloss : 970.902246 ∣  [  std_z : 0.98  real_sub_fake : 2426.16 ]
[  epoch 0007/0040] 1030/4800, lr:1.0e-04 ∣ avg_100 : 31878.886887 ∣ critic_nllloss : 26517.763672 ∣ critic_ganloss : -856.394843 ∣ generator_nllloss : 5349.169531 ∣ generator_ganloss : 892.270850 ∣  [  std_z : 1.00  real_sub_fake : 3717.19 ]
[  epoch 0007/0040] 1040/4800, lr:1.0e-04 ∣ avg_100 : 31874.240509 ∣ critic_nllloss : 26439.532813 ∣ critic_ganloss : -924.533765 ∣ generator_nllloss : 5183.566211 ∣ generator_ganloss : 867.685889 ∣  [  std_z : 0.99  real_sub_fake : 3181.52 ]
[  epoch 0007/0040] 1050/4800, lr:1.0e-04 ∣ avg_100 : 31870.130760 ∣ critic_nllloss : 26028.237500 ∣ critic_ganloss : -709.540662 ∣ generator_nllloss : 5180.532812 ∣ generator_ganloss : 909.885693 ∣  [  std_z : 0.97  real_sub_fake : 2777.57 ]
[  epoch 0007/0040] 1060/4800, lr:1.0e-04 ∣ avg_100 : 31870.605789 ∣ critic_nllloss : 26495.325586 ∣ critic_ganloss : -807.452148 ∣ generator_nllloss : 5270.501172 ∣ generator_ganloss : 871.628369 ∣  [  std_z : 0.98  real_sub_fake : 3015.71 ]
[  epoch 0007/0040] 1070/4800, lr:1.0e-04 ∣ avg_100 : 31873.913667 ∣ critic_nllloss : 26332.847461 ∣ critic_ganloss : -603.461758 ∣ generator_nllloss : 5332.479883 ∣ generator_ganloss : 920.827783 ∣  [  std_z : 0.98  real_sub_fake : 2753.40 ]
[  epoch 0007/0040] 1080/4800, lr:1.0e-04 ∣ avg_100 : 31874.940371 ∣ critic_nllloss : 26441.462305 ∣ critic_ganloss : -744.575409 ∣ generator_nllloss : 5290.103906 ∣ generator_ganloss : 909.038525 ∣  [  std_z : 0.99  real_sub_fake : 2288.85 ]
[  epoch 0007/0040] 1090/4800, lr:1.0e-04 ∣ avg_100 : 31869.440200 ∣ critic_nllloss : 26282.039648 ∣ critic_ganloss : -840.373999 ∣ generator_nllloss : 5232.192187 ∣ generator_ganloss : 915.154590 ∣  [  std_z : 1.00  real_sub_fake : 3544.11 ]
[  epoch 0007/0040] 1100/4800, lr:1.0e-04 ∣ avg_100 : 31864.477433 ∣ critic_nllloss : 26336.931055 ∣ critic_ganloss : -713.775275 ∣ generator_nllloss : 5190.049219 ∣ generator_ganloss : 994.873242 ∣  [  std_z : 1.00  real_sub_fake : 2707.65 ]
[  epoch 0007/0040] 1110/4800, lr:1.0e-04 ∣ avg_100 : 31859.654505 ∣ critic_nllloss : 26030.752148 ∣ critic_ganloss : -600.122272 ∣ generator_nllloss : 5220.348633 ∣ generator_ganloss : 952.895020 ∣  [  std_z : 0.98  real_sub_fake : 2448.75 ]
[  epoch 0007/0040] 1120/4800, lr:1.0e-04 ∣ avg_100 : 31859.166325 ∣ critic_nllloss : 26429.087109 ∣ critic_ganloss : -771.646643 ∣ generator_nllloss : 5249.655859 ∣ generator_ganloss : 899.397656 ∣  [  std_z : 0.97  real_sub_fake : 2824.38 ]
[  epoch 0007/0040] 1130/4800, lr:1.0e-04 ∣ avg_100 : 31854.903176 ∣ critic_nllloss : 26172.124219 ∣ critic_ganloss : -703.891418 ∣ generator_nllloss : 5283.343555 ∣ generator_ganloss : 931.543945 ∣  [  std_z : 0.97  real_sub_fake : 2851.23 ]
[  epoch 0007/0040] 1140/4800, lr:1.0e-04 ∣ avg_100 : 31850.266509 ∣ critic_nllloss : 26327.909570 ∣ critic_ganloss : -623.222205 ∣ generator_nllloss : 5239.329102 ∣ generator_ganloss : 933.553809 ∣  [  std_z : 0.98  real_sub_fake : 2114.06 ]
[  epoch 0007/0040] 1150/4800, lr:1.0e-04 ∣ avg_100 : 31847.598440 ∣ critic_nllloss : 26408.392383 ∣ critic_ganloss : -618.836548 ∣ generator_nllloss : 5176.492773 ∣ generator_ganloss : 949.597461 ∣  [  std_z : 0.99  real_sub_fake : 2661.31 ]
[  epoch 0007/0040] 1160/4800, lr:1.0e-04 ∣ avg_100 : 31844.885925 ∣ critic_nllloss : 26379.928125 ∣ critic_ganloss : -700.716937 ∣ generator_nllloss : 5271.885547 ∣ generator_ganloss : 938.076221 ∣  [  std_z : 1.00  real_sub_fake : 2669.79 ]
[  epoch 0007/0040] 1170/4800, lr:1.0e-04 ∣ avg_100 : 31843.177829 ∣ critic_nllloss : 26348.590430 ∣ critic_ganloss : -863.082269 ∣ generator_nllloss : 5293.622070 ∣ generator_ganloss : 921.489648 ∣  [  std_z : 0.99  real_sub_fake : 3081.72 ]
[  epoch 0007/0040] 1180/4800, lr:1.0e-04 ∣ avg_100 : 31841.008517 ∣ critic_nllloss : 26443.315820 ∣ critic_ganloss : -817.471448 ∣ generator_nllloss : 5236.695703 ∣ generator_ganloss : 906.017822 ∣  [  std_z : 0.97  real_sub_fake : 3113.83 ]
[  epoch 0007/0040] 1190/4800, lr:1.0e-04 ∣ avg_100 : 31841.117267 ∣ critic_nllloss : 26343.508398 ∣ critic_ganloss : -868.823126 ∣ generator_nllloss : 5297.132422 ∣ generator_ganloss : 925.939648 ∣  [  std_z : 0.97  real_sub_fake : 3692.13 ]
[  epoch 0007/0040] 1200/4800, lr:1.0e-04 ∣ avg_100 : 31838.702573 ∣ critic_nllloss : 26260.713867 ∣ critic_ganloss : -668.302228 ∣ generator_nllloss : 5200.333008 ∣ generator_ganloss : 902.015625 ∣  [  std_z : 0.98  real_sub_fake : 2639.49 ]
[  epoch 0007/0040] 1210/4800, lr:1.0e-04 ∣ avg_100 : 31838.043359 ∣ critic_nllloss : 26336.104492 ∣ critic_ganloss : -762.129553 ∣ generator_nllloss : 5285.188281 ∣ generator_ganloss : 869.987012 ∣  [  std_z : 1.00  real_sub_fake : 2440.44 ]
[  epoch 0007/0040] 1220/4800, lr:1.0e-04 ∣ avg_100 : 31833.770051 ∣ critic_nllloss : 26488.947656 ∣ critic_ganloss : -985.621008 ∣ generator_nllloss : 5281.915039 ∣ generator_ganloss : 864.000195 ∣  [  std_z : 1.01  real_sub_fake : 3847.54 ]
[  epoch 0007/0040] 1230/4800, lr:1.0e-04 ∣ avg_100 : 31832.001608 ∣ critic_nllloss : 26324.436719 ∣ critic_ganloss : -818.091144 ∣ generator_nllloss : 5212.310742 ∣ generator_ganloss : 897.678174 ∣  [  std_z : 0.98  real_sub_fake : 3286.34 ]
[  epoch 0007/0040] 1240/4800, lr:1.0e-04 ∣ avg_100 : 31830.547724 ∣ critic_nllloss : 26314.264453 ∣ critic_ganloss : -895.952411 ∣ generator_nllloss : 5294.875586 ∣ generator_ganloss : 893.043848 ∣  [  std_z : 0.97  real_sub_fake : 3337.68 ]
[  epoch 0007/0040] 1250/4800, lr:1.0e-04 ∣ avg_100 : 31824.835565 ∣ critic_nllloss : 26314.313086 ∣ critic_ganloss : -923.307721 ∣ generator_nllloss : 5189.563281 ∣ generator_ganloss : 944.135889 ∣  [  std_z : 0.98  real_sub_fake : 3789.60 ]
[  epoch 0007/0040] 1260/4800, lr:1.0e-04 ∣ avg_100 : 31826.515171 ∣ critic_nllloss : 26367.420703 ∣ critic_ganloss : -542.842056 ∣ generator_nllloss : 5233.948633 ∣ generator_ganloss : 1060.534570 ∣     [  std_z : 1.00  real_sub_fake : 1879.11 ]
[  epoch 0007/0040] 1270/4800, lr:1.0e-04 ∣ avg_100 : 31825.800956 ∣ critic_nllloss : 26327.175391 ∣ critic_ganloss : -718.299628 ∣ generator_nllloss : 5283.663672 ∣ generator_ganloss : 992.193604 ∣  [  std_z : 1.00  real_sub_fake : 2942.58 ]
[  epoch 0007/0040] 1280/4800, lr:1.0e-04 ∣ avg_100 : 31826.724480 ∣ critic_nllloss : 26291.454297 ∣ critic_ganloss : -752.973334 ∣ generator_nllloss : 5247.191797 ∣ generator_ganloss : 929.020557 ∣  [  std_z : 0.99  real_sub_fake : 2744.49 ]
[  epoch 0007/0040] 1290/4800, lr:1.0e-04 ∣ avg_100 : 31827.238347 ∣ critic_nllloss : 26382.217187 ∣ critic_ganloss : -719.104175 ∣ generator_nllloss : 5295.753125 ∣ generator_ganloss : 840.264160 ∣  [  std_z : 0.99  real_sub_fake : 2733.00 ]
[  epoch 0007/0040] 1300/4800, lr:1.0e-04 ∣ avg_100 : 31830.257040 ∣ critic_nllloss : 26338.928906 ∣ critic_ganloss : -724.664169 ∣ generator_nllloss : 5221.683008 ∣ generator_ganloss : 888.355713 ∣  [  std_z : 0.99  real_sub_fake : 2708.93 ]
[  epoch 0007/0040] 1310/4800, lr:1.0e-04 ∣ avg_100 : 31824.485255 ∣ critic_nllloss : 26265.380273 ∣ critic_ganloss : -800.742639 ∣ generator_nllloss : 5207.159180 ∣ generator_ganloss : 897.777051 ∣  [  std_z : 0.99  real_sub_fake : 3308.02 ]
[  epoch 0007/0040] 1320/4800, lr:1.0e-04 ∣ avg_100 : 31825.278144 ∣ critic_nllloss : 26380.898047 ∣ critic_ganloss : -771.347180 ∣ generator_nllloss : 5306.354688 ∣ generator_ganloss : 916.111377 ∣  [  std_z : 0.98  real_sub_fake : 2990.88 ]
[  epoch 0007/0040] 1330/4800, lr:1.0e-04 ∣ avg_100 : 31829.824763 ∣ critic_nllloss : 26303.014648 ∣ critic_ganloss : -704.367328 ∣ generator_nllloss : 5256.429883 ∣ generator_ganloss : 854.454443 ∣  [  std_z : 0.98  real_sub_fake : 2685.66 ]
[  epoch 0007/0040] 1340/4800, lr:1.0e-04 ∣ avg_100 : 31830.791197 ∣ critic_nllloss : 26471.592969 ∣ critic_ganloss : -865.109448 ∣ generator_nllloss : 5337.011328 ∣ generator_ganloss : 913.032324 ∣  [  std_z : 0.98  real_sub_fake : 3033.98 ]
[  epoch 0007/0040] 1350/4800, lr:1.0e-04 ∣ avg_100 : 31831.417871 ∣ critic_nllloss : 26360.649414 ∣ critic_ganloss : -734.882916 ∣ generator_nllloss : 5291.862500 ∣ generator_ganloss : 952.026855 ∣  [  std_z : 0.98  real_sub_fake : 2969.88 ]
[  epoch 0007/0040] 1360/4800, lr:1.0e-04 ∣ avg_100 : 31831.957031 ∣ critic_nllloss : 26389.801758 ∣ critic_ganloss : -673.879388 ∣ generator_nllloss : 5219.439844 ∣ generator_ganloss : 981.045020 ∣  [  std_z : 0.99  real_sub_fake : 2705.10 ]
[  epoch 0007/0040] 1370/4800, lr:1.0e-04 ∣ avg_100 : 31832.935162 ∣ critic_nllloss : 26490.359961 ∣ critic_ganloss : -638.995239 ∣ generator_nllloss : 5367.735937 ∣ generator_ganloss : 924.731494 ∣  [  std_z : 1.00  real_sub_fake : 2445.45 ]
[  epoch 0007/0040] 1380/4800, lr:1.0e-04 ∣ avg_100 : 31829.026459 ∣ critic_nllloss : 26317.817773 ∣ critic_ganloss : -930.590436 ∣ generator_nllloss : 5226.446094 ∣ generator_ganloss : 961.846484 ∣  [  std_z : 0.98  real_sub_fake : 3157.50 ]
[  epoch 0007/0040] 1390/4800, lr:1.0e-04 ∣ avg_100 : 31830.925771 ∣ critic_nllloss : 26333.162109 ∣ critic_ganloss : -790.338068 ∣ generator_nllloss : 5316.770703 ∣ generator_ganloss : 918.521582 ∣  [  std_z : 0.98  real_sub_fake : 3500.60 ]
[  epoch 0007/0040] 1400/4800, lr:1.0e-04 ∣ avg_100 : 31832.337572 ∣ critic_nllloss : 26365.821484 ∣ critic_ganloss : -672.116278 ∣ generator_nllloss : 5275.131836 ∣ generator_ganloss : 984.438477 ∣  [  std_z : 0.98  real_sub_fake : 2558.79 ]
[  epoch 0007/0040] 1410/4800, lr:1.0e-04 ∣ avg_100 : 31831.638258 ∣ critic_nllloss : 26158.600586 ∣ critic_ganloss : -646.750775 ∣ generator_nllloss : 5193.420898 ∣ generator_ganloss : 946.047363 ∣  [  std_z : 0.98  real_sub_fake : 2461.69 ]
[  epoch 0007/0040] 1420/4800, lr:1.0e-04 ∣ avg_100 : 31831.402764 ∣ critic_nllloss : 26317.590039 ∣ critic_ganloss : -672.108246 ∣ generator_nllloss : 5286.415039 ∣ generator_ganloss : 973.876123 ∣  [  std_z : 0.98  real_sub_fake : 2472.46 ]
[  epoch 0007/0040] 1430/4800, lr:1.0e-04 ∣ avg_100 : 31833.920214 ∣ critic_nllloss : 26528.883203 ∣ critic_ganloss : -685.583417 ∣ generator_nllloss : 5343.553906 ∣ generator_ganloss : 970.848291 ∣  [  std_z : 0.99  real_sub_fake : 2978.97 ]
[  epoch 0007/0040] 1440/4800, lr:1.0e-04 ∣ avg_100 : 31835.987275 ∣ critic_nllloss : 26447.543164 ∣ critic_ganloss : -570.521347 ∣ generator_nllloss : 5274.188672 ∣ generator_ganloss : 960.428125 ∣  [  std_z : 0.98  real_sub_fake : 1975.59 ]
[  epoch 0007/0040] 1450/4800, lr:1.0e-04 ∣ avg_100 : 31837.600327 ∣ critic_nllloss : 26570.934180 ∣ critic_ganloss : -774.874487 ∣ generator_nllloss : 5363.911719 ∣ generator_ganloss : 954.897363 ∣  [  std_z : 0.99  real_sub_fake : 2715.43 ]
[  epoch 0007/0040] 1460/4800, lr:1.0e-04 ∣ avg_100 : 31839.524428 ∣ critic_nllloss : 26420.280078 ∣ critic_ganloss : -516.631586 ∣ generator_nllloss : 5315.040625 ∣ generator_ganloss : 942.073730 ∣  [  std_z : 0.97  real_sub_fake : 2794.01 ]
[  epoch 0007/0040] 1470/4800, lr:1.0e-04 ∣ avg_100 : 31844.514777 ∣ critic_nllloss : 26461.628516 ∣ critic_ganloss : -632.179898 ∣ generator_nllloss : 5350.119531 ∣ generator_ganloss : 892.967773 ∣  [  std_z : 0.96  real_sub_fake : 1963.56 ]
[  epoch 0007/0040] 1480/4800, lr:1.0e-04 ∣ avg_100 : 31844.706858 ∣ critic_nllloss : 26386.684961 ∣ critic_ganloss : -739.554175 ∣ generator_nllloss : 5272.146094 ∣ generator_ganloss : 877.275000 ∣  [  std_z : 0.97  real_sub_fake : 2744.15 ]
[  epoch 0007/0040] 1490/4800, lr:1.0e-04 ∣ avg_100 : 31847.873438 ∣ critic_nllloss : 26549.101562 ∣ critic_ganloss : -734.100946 ∣ generator_nllloss : 5315.420898 ∣ generator_ganloss : 917.295850 ∣  [  std_z : 0.99  real_sub_fake : 3003.65 ]
[  epoch 0007/0040] 1500/4800, lr:1.0e-04 ∣ avg_100 : 31850.087474 ∣ critic_nllloss : 26293.571289 ∣ critic_ganloss : -644.463269 ∣ generator_nllloss : 5249.803711 ∣ generator_ganloss : 925.398193 ∣  [  std_z : 0.99  real_sub_fake : 2620.50 ]
[  epoch 0007/0040] 1510/4800, lr:1.0e-04 ∣ avg_100 : 31848.881126 ∣ critic_nllloss : 26151.286133 ∣ critic_ganloss : -735.269940 ∣ generator_nllloss : 5252.999219 ∣ generator_ganloss : 909.089307 ∣  [  std_z : 0.99  real_sub_fake : 2568.33 ]
[  epoch 0007/0040] 1520/4800, lr:1.0e-04 ∣ avg_100 : 31850.941921 ∣ critic_nllloss : 26216.420898 ∣ critic_ganloss : -663.133313 ∣ generator_nllloss : 5273.710547 ∣ generator_ganloss : 885.420996 ∣  [  std_z : 0.98  real_sub_fake : 2874.78 ]
[  epoch 0007/0040] 1530/4800, lr:1.0e-04 ∣ avg_100 : 31854.599163 ∣ critic_nllloss : 26527.164062 ∣ critic_ganloss : -679.124084 ∣ generator_nllloss : 5286.924023 ∣ generator_ganloss : 920.635352 ∣  [  std_z : 0.98  real_sub_fake : 2202.92 ]
[  epoch 0007/0040] 1540/4800, lr:1.0e-04 ∣ avg_100 : 31850.290907 ∣ critic_nllloss : 26253.055273 ∣ critic_ganloss : -731.430450 ∣ generator_nllloss : 5183.743555 ∣ generator_ganloss : 907.796826 ∣  [  std_z : 0.99  real_sub_fake : 2917.57 ]
[  epoch 0007/0040] 1550/4800, lr:1.0e-04 ∣ avg_100 : 31847.112888 ∣ critic_nllloss : 26250.560742 ∣ critic_ganloss : -830.247028 ∣ generator_nllloss : 5226.999219 ∣ generator_ganloss : 923.948047 ∣  [  std_z : 0.99  real_sub_fake : 3099.96 ]
[  epoch 0007/0040] 1560/4800, lr:1.0e-04 ∣ avg_100 : 31844.893614 ∣ critic_nllloss : 26201.054883 ∣ critic_ganloss : -647.506586 ∣ generator_nllloss : 5261.161328 ∣ generator_ganloss : 979.884375 ∣  [  std_z : 0.97  real_sub_fake : 2676.53 ]
[  epoch 0007/0040] 1570/4800, lr:1.0e-04 ∣ avg_100 : 31841.953503 ∣ critic_nllloss : 26329.799805 ∣ critic_ganloss : -740.725183 ∣ generator_nllloss : 5235.520312 ∣ generator_ganloss : 971.712354 ∣  [  std_z : 0.97  real_sub_fake : 2884.17 ]
[  epoch 0007/0040] 1580/4800, lr:1.0e-04 ∣ avg_100 : 31843.844007 ∣ critic_nllloss : 26367.587695 ∣ critic_ganloss : -553.634491 ∣ generator_nllloss : 5199.822266 ∣ generator_ganloss : 923.591992 ∣  [  std_z : 0.97  real_sub_fake : 2675.86 ]
[  epoch 0007/0040] 1590/4800, lr:1.0e-04 ∣ avg_100 : 31852.132961 ∣ critic_nllloss : 26443.585156 ∣ critic_ganloss : -531.130460 ∣ generator_nllloss : 5311.052734 ∣ generator_ganloss : 892.697168 ∣  [  std_z : 0.98  real_sub_fake : 1551.04 ]
[  epoch 0007/0040] 1600/4800, lr:1.0e-04 ∣ avg_100 : 31854.363689 ∣ critic_nllloss : 26413.344336 ∣ critic_ganloss : -628.753662 ∣ generator_nllloss : 5249.876562 ∣ generator_ganloss : 908.211816 ∣  [  std_z : 0.99  real_sub_fake : 2061.05 ]
[  epoch 0007/0040] 1610/4800, lr:1.0e-04 ∣ avg_100 : 31850.777235 ∣ critic_nllloss : 26267.366797 ∣ critic_ganloss : -750.579822 ∣ generator_nllloss : 5298.161328 ∣ generator_ganloss : 890.522803 ∣  [  std_z : 0.99  real_sub_fake : 2922.81 ]
[  epoch 0007/0040] 1620/4800, lr:1.0e-04 ∣ avg_100 : 31851.087007 ∣ critic_nllloss : 26302.955078 ∣ critic_ganloss : -723.172137 ∣ generator_nllloss : 5319.724805 ∣ generator_ganloss : 940.086035 ∣  [  std_z : 0.98  real_sub_fake : 2850.38 ]
[  epoch 0007/0040] 1630/4800, lr:1.0e-04 ∣ avg_100 : 31850.832427 ∣ critic_nllloss : 26356.920703 ∣ critic_ganloss : -641.097290 ∣ generator_nllloss : 5285.115430 ∣ generator_ganloss : 893.374023 ∣  [  std_z : 0.98  real_sub_fake : 2549.23 ]
[  epoch 0007/0040] 1640/4800, lr:1.0e-04 ∣ avg_100 : 31848.311980 ∣ critic_nllloss : 26396.714258 ∣ critic_ganloss : -921.810858 ∣ generator_nllloss : 5248.876367 ∣ generator_ganloss : 895.810889 ∣  [  std_z : 1.00  real_sub_fake : 3085.29 ]
[  epoch 0007/0040] 1650/4800, lr:1.0e-04 ∣ avg_100 : 31852.507033 ∣ critic_nllloss : 26538.243945 ∣ critic_ganloss : -847.610571 ∣ generator_nllloss : 5394.668164 ∣ generator_ganloss : 915.018750 ∣  [  std_z : 1.00  real_sub_fake : 3473.66 ]
[  epoch 0007/0040] 1660/4800, lr:1.0e-04 ∣ avg_100 : 31856.591258 ∣ critic_nllloss : 26490.830664 ∣ critic_ganloss : -603.001172 ∣ generator_nllloss : 5283.556836 ∣ generator_ganloss : 1011.936670 ∣     [  std_z : 0.99  real_sub_fake : 2720.81 ]
[  epoch 0007/0040] 1670/4800, lr:1.0e-04 ∣ avg_100 : 31858.908774 ∣ critic_nllloss : 26256.128320 ∣ critic_ganloss : -584.602319 ∣ generator_nllloss : 5261.900977 ∣ generator_ganloss : 984.877734 ∣  [  std_z : 0.99  real_sub_fake : 2052.05 ]
[  epoch 0007/0040] 1680/4800, lr:1.0e-04 ∣ avg_100 : 31858.597667 ∣ critic_nllloss : 26196.174805 ∣ critic_ganloss : -832.244556 ∣ generator_nllloss : 5249.362109 ∣ generator_ganloss : 952.089209 ∣  [  std_z : 0.98  real_sub_fake : 2828.04 ]
[  epoch 0007/0040] 1690/4800, lr:1.0e-04 ∣ avg_100 : 31857.274054 ∣ critic_nllloss : 26376.550781 ∣ critic_ganloss : -797.605505 ∣ generator_nllloss : 5326.115625 ∣ generator_ganloss : 981.812158 ∣  [  std_z : 0.98  real_sub_fake : 3587.98 ]
[  epoch 0007/0040] 1700/4800, lr:1.0e-04 ∣ avg_100 : 31856.638292 ∣ critic_nllloss : 26213.091797 ∣ critic_ganloss : -762.244489 ∣ generator_nllloss : 5281.147461 ∣ generator_ganloss : 1054.070410 ∣     [  std_z : 0.97  real_sub_fake : 2248.18 ]
[  epoch 0007/0040] 1710/4800, lr:1.0e-04 ∣ avg_100 : 31857.169171 ∣ critic_nllloss : 26247.401758 ∣ critic_ganloss : -619.934943 ∣ generator_nllloss : 5207.391016 ∣ generator_ganloss : 1024.212305 ∣     [  std_z : 0.98  real_sub_fake : 2756.24 ]
[  epoch 0007/0040] 1720/4800, lr:1.0e-04 ∣ avg_100 : 31862.496875 ∣ critic_nllloss : 26640.930469 ∣ critic_ganloss : -685.443225 ∣ generator_nllloss : 5307.358203 ∣ generator_ganloss : 963.257715 ∣  [  std_z : 0.99  real_sub_fake : 2717.10 ]
[  epoch 0007/0040] 1730/4800, lr:1.0e-04 ∣ avg_100 : 31862.231809 ∣ critic_nllloss : 26382.426953 ∣ critic_ganloss : -786.149573 ∣ generator_nllloss : 5160.205078 ∣ generator_ganloss : 969.495020 ∣  [  std_z : 0.99  real_sub_fake : 2866.74 ]
[  epoch 0007/0040] 1740/4800, lr:1.0e-04 ∣ avg_100 : 31860.744694 ∣ critic_nllloss : 26263.062500 ∣ critic_ganloss : -822.413586 ∣ generator_nllloss : 5265.075781 ∣ generator_ganloss : 973.776416 ∣  [  std_z : 0.99  real_sub_fake : 3051.15 ]
[  epoch 0007/0040] 1750/4800, lr:1.0e-04 ∣ avg_100 : 31863.283708 ∣ critic_nllloss : 26314.973438 ∣ critic_ganloss : -759.404059 ∣ generator_nllloss : 5282.333008 ∣ generator_ganloss : 971.605566 ∣  [  std_z : 0.98  real_sub_fake : 3330.08 ]
[  epoch 0007/0040] 1760/4800, lr:1.0e-04 ∣ avg_100 : 31865.885561 ∣ critic_nllloss : 26536.286328 ∣ critic_ganloss : -836.884131 ∣ generator_nllloss : 5363.741406 ∣ generator_ganloss : 983.486621 ∣  [  std_z : 0.99  real_sub_fake : 2852.53 ]
[  epoch 0007/0040] 1770/4800, lr:1.0e-04 ∣ avg_100 : 31861.771115 ∣ critic_nllloss : 26314.375977 ∣ critic_ganloss : -808.407288 ∣ generator_nllloss : 5260.359961 ∣ generator_ganloss : 946.539355 ∣  [  std_z : 0.99  real_sub_fake : 3272.89 ]
[  epoch 0007/0040] 1780/4800, lr:1.0e-04 ∣ avg_100 : 31859.984276 ∣ critic_nllloss : 26330.227734 ∣ critic_ganloss : -738.495435 ∣ generator_nllloss : 5342.962695 ∣ generator_ganloss : 970.518994 ∣  [  std_z : 0.99  real_sub_fake : 2658.61 ]
[  epoch 0007/0040] 1790/4800, lr:1.0e-04 ∣ avg_100 : 31855.075247 ∣ critic_nllloss : 26332.774805 ∣ critic_ganloss : -882.119171 ∣ generator_nllloss : 5282.954687 ∣ generator_ganloss : 987.473730 ∣  [  std_z : 0.99  real_sub_fake : 3611.35 ]
[  epoch 0007/0040] 1800/4800, lr:1.0e-04 ∣ avg_100 : 31858.663152 ∣ critic_nllloss : 26577.146289 ∣ critic_ganloss : -692.221765 ∣ generator_nllloss : 5364.133789 ∣ generator_ganloss : 954.977930 ∣  [  std_z : 0.99  real_sub_fake : 2886.83 ]
[  epoch 0007/0040] 1810/4800, lr:1.0e-04 ∣ avg_100 : 31856.505989 ∣ critic_nllloss : 26347.389844 ∣ critic_ganloss : -671.501196 ∣ generator_nllloss : 5223.982617 ∣ generator_ganloss : 956.541846 ∣  [  std_z : 0.97  real_sub_fake : 2513.69 ]
[  epoch 0007/0040] 1820/4800, lr:1.0e-04 ∣ avg_100 : 31853.720429 ∣ critic_nllloss : 26368.028125 ∣ critic_ganloss : -723.426733 ∣ generator_nllloss : 5324.875391 ∣ generator_ganloss : 953.256006 ∣  [  std_z : 0.99  real_sub_fake : 2394.00 ]
[  epoch 0007/0040] 1830/4800, lr:1.0e-04 ∣ avg_100 : 31850.348193 ∣ critic_nllloss : 26482.755664 ∣ critic_ganloss : -889.803528 ∣ generator_nllloss : 5324.702148 ∣ generator_ganloss : 959.114404 ∣  [  std_z : 0.99  real_sub_fake : 3608.35 ]
[  epoch 0007/0040] 1840/4800, lr:1.0e-04 ∣ avg_100 : 31848.816144 ∣ critic_nllloss : 26556.875000 ∣ critic_ganloss : -977.279083 ∣ generator_nllloss : 5273.211328 ∣ generator_ganloss : 975.536328 ∣  [  std_z : 1.00  real_sub_fake : 3534.24 ]
[  epoch 0007/0040] 1850/4800, lr:1.0e-04 ∣ avg_100 : 31845.668726 ∣ critic_nllloss : 26300.708789 ∣ critic_ganloss : -1029.120367 ∣ generator_nllloss : 5192.133789 ∣ generator_ganloss : 1038.238330 ∣    [  std_z : 0.99  real_sub_fake : 3741.12 ]
[  epoch 0007/0040] 1860/4800, lr:1.0e-04 ∣ avg_100 : 31845.474173 ∣ critic_nllloss : 26399.429102 ∣ critic_ganloss : -1004.141150 ∣ generator_nllloss : 5251.496484 ∣ generator_ganloss : 1133.024219 ∣    [  std_z : 0.98  real_sub_fake : 3979.76 ]
[  epoch 0007/0040] 1870/4800, lr:1.0e-04 ∣ avg_100 : 31850.361683 ∣ critic_nllloss : 26148.440234 ∣ critic_ganloss : -399.678055 ∣ generator_nllloss : 5212.715625 ∣ generator_ganloss : 1270.980420 ∣     [  std_z : 0.98  real_sub_fake : 1643.29 ]
[  epoch 0007/0040] 1880/4800, lr:1.0e-04 ∣ avg_100 : 31849.885867 ∣ critic_nllloss : 26283.736133 ∣ critic_ganloss : -553.734683 ∣ generator_nllloss : 5352.123438 ∣ generator_ganloss : 1244.814209 ∣     [  std_z : 0.99  real_sub_fake : 1600.46 ]
[  epoch 0007/0040] 1890/4800, lr:1.0e-04 ∣ avg_100 : 31848.483897 ∣ critic_nllloss : 26291.099609 ∣ critic_ganloss : -653.443878 ∣ generator_nllloss : 5377.109766 ∣ generator_ganloss : 1106.316260 ∣     [  std_z : 1.00  real_sub_fake : 2932.78 ]
[  epoch 0007/0040] 1900/4800, lr:1.0e-04 ∣ avg_100 : 31850.549365 ∣ critic_nllloss : 26332.604883 ∣ critic_ganloss : -608.493756 ∣ generator_nllloss : 5285.302539 ∣ generator_ganloss : 1096.074414 ∣     [  std_z : 0.97  real_sub_fake : 2310.44 ]
[  epoch 0007/0040] 1910/4800, lr:1.0e-04 ∣ avg_100 : 31850.690267 ∣ critic_nllloss : 26267.241211 ∣ critic_ganloss : -776.911346 ∣ generator_nllloss : 5358.384961 ∣ generator_ganloss : 995.905225 ∣  [  std_z : 0.96  real_sub_fake : 2723.12 ]
[  epoch 0007/0040] 1920/4800, lr:1.0e-04 ∣ avg_100 : 31854.098181 ∣ critic_nllloss : 26493.371094 ∣ critic_ganloss : -751.749762 ∣ generator_nllloss : 5260.364844 ∣ generator_ganloss : 1037.318408 ∣     [  std_z : 0.97  real_sub_fake : 3514.77 ]
[  epoch 0007/0040] 1930/4800, lr:1.0e-04 ∣ avg_100 : 31852.218877 ∣ critic_nllloss : 26404.342969 ∣ critic_ganloss : -840.063513 ∣ generator_nllloss : 5227.264063 ∣ generator_ganloss : 1050.911230 ∣     [  std_z : 0.99  real_sub_fake : 2515.20 ]
[  epoch 0007/0040] 1940/4800, lr:1.0e-04 ∣ avg_100 : 31851.565608 ∣ critic_nllloss : 26436.624414 ∣ critic_ganloss : -776.554462 ∣ generator_nllloss : 5372.737695 ∣ generator_ganloss : 1034.839502 ∣     [  std_z : 1.00  real_sub_fake : 3558.99 ]
[  epoch 0007/0040] 1950/4800, lr:1.0e-04 ∣ avg_100 : 31854.415339 ∣ critic_nllloss : 26512.701562 ∣ critic_ganloss : -747.463477 ∣ generator_nllloss : 5377.822852 ∣ generator_ganloss : 1075.800342 ∣     [  std_z : 0.98  real_sub_fake : 2699.65 ]
[  epoch 0007/0040] 1960/4800, lr:1.0e-04 ∣ avg_100 : 31855.607266 ∣ critic_nllloss : 26373.609961 ∣ critic_ganloss : -742.474689 ∣ generator_nllloss : 5225.936328 ∣ generator_ganloss : 1053.015918 ∣     [  std_z : 0.97  real_sub_fake : 2887.00 ]
[  epoch 0007/0040] 1970/4800, lr:1.0e-04 ∣ avg_100 : 31854.857010 ∣ critic_nllloss : 26434.410547 ∣ critic_ganloss : -958.000952 ∣ generator_nllloss : 5252.397852 ∣ generator_ganloss : 1033.403271 ∣     [  std_z : 0.98  real_sub_fake : 3637.17 ]
[  epoch 0007/0040] 1980/4800, lr:1.0e-04 ∣ avg_100 : 31857.116495 ∣ critic_nllloss : 26512.871875 ∣ critic_ganloss : -692.168268 ∣ generator_nllloss : 5355.011914 ∣ generator_ganloss : 1161.715527 ∣     [  std_z : 1.01  real_sub_fake : 3071.42 ]
[  epoch 0007/0040] 1990/4800, lr:1.0e-04 ∣ avg_100 : 31857.488608 ∣ critic_nllloss : 26349.854883 ∣ critic_ganloss : -675.077466 ∣ generator_nllloss : 5300.750586 ∣ generator_ganloss : 1093.818750 ∣     [  std_z : 1.00  real_sub_fake : 2106.75 ]
[  epoch 0007/0040] 2000/4800, lr:1.0e-04 ∣ avg_100 : 31857.895068 ∣ critic_nllloss : 26432.203906 ∣ critic_ganloss : -804.488934 ∣ generator_nllloss : 5205.634180 ∣ generator_ganloss : 1086.857129 ∣     [  std_z : 0.99  real_sub_fake : 3239.74 ]
[  epoch 0007/0040] 2010/4800, lr:1.0e-04 ∣ avg_100 : 31855.568298 ∣ critic_nllloss : 26162.069531 ∣ critic_ganloss : -737.652246 ∣ generator_nllloss : 5255.607031 ∣ generator_ganloss : 1097.384180 ∣     [  std_z : 0.97  real_sub_fake : 2699.20 ]
[  epoch 0007/0040] 2020/4800, lr:1.0e-04 ∣ avg_100 : 31858.183225 ∣ critic_nllloss : 26335.586914 ∣ critic_ganloss : -647.439661 ∣ generator_nllloss : 5222.961719 ∣ generator_ganloss : 1121.925977 ∣     [  std_z : 0.98  real_sub_fake : 2726.36 ]
[  epoch 0007/0040] 2030/4800, lr:1.0e-04 ∣ avg_100 : 31860.455124 ∣ critic_nllloss : 26443.059375 ∣ critic_ganloss : -617.422662 ∣ generator_nllloss : 5252.056641 ∣ generator_ganloss : 1052.305762 ∣     [  std_z : 0.99  real_sub_fake : 2477.35 ]
[  epoch 0007/0040] 2040/4800, lr:1.0e-04 ∣ avg_100 : 31867.582630 ∣ critic_nllloss : 26583.865430 ∣ critic_ganloss : -629.459821 ∣ generator_nllloss : 5268.065430 ∣ generator_ganloss : 1056.530664 ∣     [  std_z : 1.00  real_sub_fake : 2332.62 ]
[  epoch 0007/0040] 2050/4800, lr:1.0e-04 ∣ avg_100 : 31872.556513 ∣ critic_nllloss : 26344.360938 ∣ critic_ganloss : -700.189655 ∣ generator_nllloss : 5232.027539 ∣ generator_ganloss : 1030.304883 ∣     [  std_z : 0.98  real_sub_fake : 2480.73 ]
[  epoch 0007/0040] 2060/4800, lr:1.0e-04 ∣ avg_100 : 31873.846271 ∣ critic_nllloss : 26389.248047 ∣ critic_ganloss : -750.148029 ∣ generator_nllloss : 5275.142773 ∣ generator_ganloss : 1044.735938 ∣     [  std_z : 0.97  real_sub_fake : 2885.03 ]
[  epoch 0007/0040] 2070/4800, lr:1.0e-04 ∣ avg_100 : 31872.469850 ∣ critic_nllloss : 26307.231836 ∣ critic_ganloss : -784.652460 ∣ generator_nllloss : 5293.218555 ∣ generator_ganloss : 1029.253320 ∣     [  std_z : 0.97  real_sub_fake : 3139.16 ]
[  epoch 0007/0040] 2080/4800, lr:1.0e-04 ∣ avg_100 : 31869.911425 ∣ critic_nllloss : 26152.112305 ∣ critic_ganloss : -818.960956 ∣ generator_nllloss : 5260.491406 ∣ generator_ganloss : 1046.544141 ∣     [  std_z : 0.98  real_sub_fake : 2853.85 ]
[  epoch 0007/0040] 2090/4800, lr:1.0e-04 ∣ avg_100 : 31872.270330 ∣ critic_nllloss : 26265.807422 ∣ critic_ganloss : -724.199481 ∣ generator_nllloss : 5256.009180 ∣ generator_ganloss : 1027.285791 ∣     [  std_z : 1.00  real_sub_fake : 3187.87 ]
[  epoch 0007/0040] 2100/4800, lr:1.0e-04 ∣ avg_100 : 31872.288439 ∣ critic_nllloss : 26282.496875 ∣ critic_ganloss : -749.924042 ∣ generator_nllloss : 5271.502539 ∣ generator_ganloss : 1005.813770 ∣     [  std_z : 0.99  real_sub_fake : 2937.28 ]
[  epoch 0007/0040] 2110/4800, lr:1.0e-04 ∣ avg_100 : 31874.842888 ∣ critic_nllloss : 26222.136719 ∣ critic_ganloss : -626.264349 ∣ generator_nllloss : 5308.777344 ∣ generator_ganloss : 954.668652 ∣  [  std_z : 0.98  real_sub_fake : 2574.25 ]
[  epoch 0007/0040] 2120/4800, lr:1.0e-04 ∣ avg_100 : 31874.504651 ∣ critic_nllloss : 26282.780078 ∣ critic_ganloss : -788.158252 ∣ generator_nllloss : 5306.256445 ∣ generator_ganloss : 971.792090 ∣  [  std_z : 0.98  real_sub_fake : 2536.69 ]
[  epoch 0007/0040] 2130/4800, lr:1.0e-04 ∣ avg_100 : 31876.989475 ∣ critic_nllloss : 26413.446484 ∣ critic_ganloss : -694.232306 ∣ generator_nllloss : 5283.517383 ∣ generator_ganloss : 928.871143 ∣  [  std_z : 0.98  real_sub_fake : 3065.96 ]
[  epoch 0007/0040] 2140/4800, lr:1.0e-04 ∣ avg_100 : 31877.675094 ∣ critic_nllloss : 26316.335742 ∣ critic_ganloss : -611.620923 ∣ generator_nllloss : 5297.778125 ∣ generator_ganloss : 943.639209 ∣  [  std_z : 0.98  real_sub_fake : 2177.52 ]
[  epoch 0007/0040] 2150/4800, lr:1.0e-04 ∣ avg_100 : 31875.736606 ∣ critic_nllloss : 26240.440430 ∣ critic_ganloss : -670.513110 ∣ generator_nllloss : 5211.357422 ∣ generator_ganloss : 940.512500 ∣  [  std_z : 0.99  real_sub_fake : 2435.62 ]
[  epoch 0007/0040] 2160/4800, lr:1.0e-04 ∣ avg_100 : 31874.516162 ∣ critic_nllloss : 26263.431836 ∣ critic_ganloss : -830.279871 ∣ generator_nllloss : 5308.691211 ∣ generator_ganloss : 1025.285352 ∣     [  std_z : 0.99  real_sub_fake : 2806.08 ]
[  epoch 0007/0040] 2170/4800, lr:1.0e-04 ∣ avg_100 : 31875.364705 ∣ critic_nllloss : 26203.447461 ∣ critic_ganloss : -723.375275 ∣ generator_nllloss : 5279.991602 ∣ generator_ganloss : 1025.410400 ∣     [  std_z : 0.99  real_sub_fake : 3252.83 ]
[  epoch 0007/0040] 2180/4800, lr:1.0e-04 ∣ avg_100 : 31878.055164 ∣ critic_nllloss : 26323.112109 ∣ critic_ganloss : -637.936050 ∣ generator_nllloss : 5261.756055 ∣ generator_ganloss : 1090.671680 ∣     [  std_z : 0.99  real_sub_fake : 2245.54 ]
[  epoch 0007/0040] 2190/4800, lr:1.0e-04 ∣ avg_100 : 31875.634679 ∣ critic_nllloss : 26232.498242 ∣ critic_ganloss : -973.202130 ∣ generator_nllloss : 5173.099219 ∣ generator_ganloss : 1023.313574 ∣     [  std_z : 0.99  real_sub_fake : 3456.69 ]
[  epoch 0007/0040] 2200/4800, lr:1.0e-04 ∣ avg_100 : 31882.688214 ∣ critic_nllloss : 26336.488281 ∣ critic_ganloss : -450.520844 ∣ generator_nllloss : 5371.243359 ∣ generator_ganloss : 1142.902930 ∣     [  std_z : 0.99  real_sub_fake : 2574.34 ]
[  epoch 0007/0040] 2210/4800, lr:1.0e-04 ∣ avg_100 : 31891.209517 ∣ critic_nllloss : 26561.076758 ∣ critic_ganloss : -493.769513 ∣ generator_nllloss : 5366.428516 ∣ generator_ganloss : 1147.544775 ∣     [  std_z : 0.97  real_sub_fake : 1411.19 ]
[  epoch 0007/0040] 2220/4800, lr:1.0e-04 ∣ avg_100 : 31896.727660 ∣ critic_nllloss : 26471.202344 ∣ critic_ganloss : -706.795636 ∣ generator_nllloss : 5352.796094 ∣ generator_ganloss : 1083.853369 ∣     [  std_z : 0.96  real_sub_fake : 2561.38 ]
[  epoch 0007/0040] 2230/4800, lr:1.0e-04 ∣ avg_100 : 31901.018344 ∣ critic_nllloss : 26368.919336 ∣ critic_ganloss : -676.026587 ∣ generator_nllloss : 5222.441797 ∣ generator_ganloss : 1130.068408 ∣     [  std_z : 0.97  real_sub_fake : 2752.65 ]
[  epoch 0007/0040] 2240/4800, lr:1.0e-04 ∣ avg_100 : 31905.441163 ∣ critic_nllloss : 26362.431445 ∣ critic_ganloss : -746.520081 ∣ generator_nllloss : 5282.437695 ∣ generator_ganloss : 1150.164307 ∣     [  std_z : 0.99  real_sub_fake : 2854.27 ]
[  epoch 0007/0040] 2250/4800, lr:1.0e-04 ∣ avg_100 : 31913.429849 ∣ critic_nllloss : 26542.933789 ∣ critic_ganloss : -759.032397 ∣ generator_nllloss : 5350.863867 ∣ generator_ganloss : 1188.807812 ∣     [  std_z : 1.01  real_sub_fake : 3017.82 ]
[  epoch 0007/0040] 2260/4800, lr:1.0e-04 ∣ avg_100 : 31911.981719 ∣ critic_nllloss : 26257.453320 ∣ critic_ganloss : -743.821271 ∣ generator_nllloss : 5266.806836 ∣ generator_ganloss : 1193.809961 ∣     [  std_z : 0.98  real_sub_fake : 2554.64 ]
[  epoch 0007/0040] 2270/4800, lr:1.0e-04 ∣ avg_100 : 31913.923776 ∣ critic_nllloss : 26201.743945 ∣ critic_ganloss : -632.891840 ∣ generator_nllloss : 5305.290625 ∣ generator_ganloss : 1204.796045 ∣     [  std_z : 0.97  real_sub_fake : 2707.93 ]
[  epoch 0007/0040] 2280/4800, lr:1.0e-04 ∣ avg_100 : 31917.246137 ∣ critic_nllloss : 26466.909961 ∣ critic_ganloss : -778.574475 ∣ generator_nllloss : 5240.903125 ∣ generator_ganloss : 1117.690820 ∣     [  std_z : 0.97  real_sub_fake : 2955.17 ]
[  epoch 0007/0040] 2290/4800, lr:1.0e-04 ∣ avg_100 : 31918.536824 ∣ critic_nllloss : 26338.611914 ∣ critic_ganloss : -678.022687 ∣ generator_nllloss : 5204.176758 ∣ generator_ganloss : 1063.432959 ∣     [  std_z : 0.99  real_sub_fake : 2721.08 ]
[  epoch 0007/0040] 2300/4800, lr:1.0e-04 ∣ avg_100 : 31920.664240 ∣ critic_nllloss : 26320.459180 ∣ critic_ganloss : -695.043451 ∣ generator_nllloss : 5237.236523 ∣ generator_ganloss : 1074.392871 ∣     [  std_z : 1.02  real_sub_fake : 2464.20 ]
[  epoch 0007/0040] 2310/4800, lr:1.0e-04 ∣ avg_100 : 31923.842736 ∣ critic_nllloss : 26235.040625 ∣ critic_ganloss : -642.174530 ∣ generator_nllloss : 5269.791797 ∣ generator_ganloss : 1024.765576 ∣     [  std_z : 1.01  real_sub_fake : 2852.60 ]
[  epoch 0007/0040] 2320/4800, lr:1.0e-04 ∣ avg_100 : 31926.574056 ∣ critic_nllloss : 26483.434180 ∣ critic_ganloss : -786.136688 ∣ generator_nllloss : 5330.742383 ∣ generator_ganloss : 1077.109033 ∣     [  std_z : 0.98  real_sub_fake : 2412.70 ]
[  epoch 0007/0040] 2330/4800, lr:1.0e-04 ∣ avg_100 : 31928.242414 ∣ critic_nllloss : 26276.191016 ∣ critic_ganloss : -629.048285 ∣ generator_nllloss : 5231.669922 ∣ generator_ganloss : 997.554785 ∣  [  std_z : 0.96  real_sub_fake : 3082.79 ]
[  epoch 0007/0040] 2340/4800, lr:1.0e-04 ∣ avg_100 : 31931.571438 ∣ critic_nllloss : 26408.364648 ∣ critic_ganloss : -684.089856 ∣ generator_nllloss : 5388.089844 ∣ generator_ganloss : 1077.064941 ∣     [  std_z : 0.97  real_sub_fake : 2409.11 ]
[  epoch 0007/0040] 2350/4800, lr:1.0e-04 ∣ avg_100 : 31935.694576 ∣ critic_nllloss : 26528.196289 ∣ critic_ganloss : -586.338147 ∣ generator_nllloss : 5342.842969 ∣ generator_ganloss : 997.268555 ∣  [  std_z : 0.98  real_sub_fake : 2796.35 ]
[  epoch 0007/0040] 2360/4800, lr:1.0e-04 ∣ avg_100 : 31932.632352 ∣ critic_nllloss : 26120.022656 ∣ critic_ganloss : -691.882239 ∣ generator_nllloss : 5218.128320 ∣ generator_ganloss : 963.916064 ∣  [  std_z : 0.98  real_sub_fake : 1978.18 ]
[  epoch 0007/0040] 2370/4800, lr:1.0e-04 ∣ avg_100 : 31929.186254 ∣ critic_nllloss : 26292.051367 ∣ critic_ganloss : -741.638043 ∣ generator_nllloss : 5295.084570 ∣ generator_ganloss : 953.724512 ∣  [  std_z : 0.98  real_sub_fake : 2704.98 ]
[  epoch 0007/0040] 2380/4800, lr:1.0e-04 ∣ avg_100 : 31930.855651 ∣ critic_nllloss : 26467.748437 ∣ critic_ganloss : -1013.373413 ∣ generator_nllloss : 5332.415430 ∣ generator_ganloss : 955.669092 ∣     [  std_z : 0.98  real_sub_fake : 3573.59 ]
[  epoch 0007/0040] 2390/4800, lr:1.0e-04 ∣ avg_100 : 31932.399834 ∣ critic_nllloss : 26307.134375 ∣ critic_ganloss : -600.212878 ∣ generator_nllloss : 5205.780273 ∣ generator_ganloss : 1019.832910 ∣     [  std_z : 0.98  real_sub_fake : 3039.84 ]
[  epoch 0007/0040] 2400/4800, lr:1.0e-04 ∣ avg_100 : 31930.258657 ∣ critic_nllloss : 26139.572266 ∣ critic_ganloss : -628.953705 ∣ generator_nllloss : 5222.365039 ∣ generator_ganloss : 1006.174219 ∣     [  std_z : 0.98  real_sub_fake : 2328.13 ]
[  epoch 0007/0040] 2410/4800, lr:1.0e-04 ∣ avg_100 : 31936.768016 ∣ critic_nllloss : 26550.898047 ∣ critic_ganloss : -514.698578 ∣ generator_nllloss : 5274.348047 ∣ generator_ganloss : 991.706445 ∣  [  std_z : 1.01  real_sub_fake : 2159.20 ]
[  epoch 0007/0040] 2420/4800, lr:1.0e-04 ∣ avg_100 : 31937.498343 ∣ critic_nllloss : 26195.080273 ∣ critic_ganloss : -501.217191 ∣ generator_nllloss : 5292.721875 ∣ generator_ganloss : 992.220654 ∣  [  std_z : 1.00  real_sub_fake : 1747.64 ]
[  epoch 0007/0040] 2430/4800, lr:1.0e-04 ∣ avg_100 : 31932.305988 ∣ critic_nllloss : 26190.748633 ∣ critic_ganloss : -730.475128 ∣ generator_nllloss : 5220.686328 ∣ generator_ganloss : 957.506641 ∣  [  std_z : 0.99  real_sub_fake : 2517.71 ]
[  epoch 0007/0040] 2440/4800, lr:1.0e-04 ∣ avg_100 : 31929.680495 ∣ critic_nllloss : 26330.958203 ∣ critic_ganloss : -749.119080 ∣ generator_nllloss : 5255.527344 ∣ generator_ganloss : 1011.722900 ∣     [  std_z : 0.97  real_sub_fake : 3337.81 ]
[  epoch 0007/0040] 2450/4800, lr:1.0e-04 ∣ avg_100 : 31927.022516 ∣ critic_nllloss : 26220.345508 ∣ critic_ganloss : -661.279480 ∣ generator_nllloss : 5254.685352 ∣ generator_ganloss : 1035.319482 ∣     [  std_z : 0.97  real_sub_fake : 2354.72 ]
[  epoch 0007/0040] 2460/4800, lr:1.0e-04 ∣ avg_100 : 31924.410119 ∣ critic_nllloss : 26402.507812 ∣ critic_ganloss : -761.920239 ∣ generator_nllloss : 5255.253125 ∣ generator_ganloss : 1003.682471 ∣     [  std_z : 1.00  real_sub_fake : 2954.47 ]
[  epoch 0007/0040] 2470/4800, lr:1.0e-04 ∣ avg_100 : 31921.822523 ∣ critic_nllloss : 26195.106055 ∣ critic_ganloss : -691.067712 ∣ generator_nllloss : 5328.498242 ∣ generator_ganloss : 981.239697 ∣  [  std_z : 0.99  real_sub_fake : 2982.49 ]
[  epoch 0007/0040] 2480/4800, lr:1.0e-04 ∣ avg_100 : 31923.516577 ∣ critic_nllloss : 26321.042969 ∣ critic_ganloss : -629.065350 ∣ generator_nllloss : 5311.227539 ∣ generator_ganloss : 962.752100 ∣  [  std_z : 1.00  real_sub_fake : 2322.76 ]
[  epoch 0007/0040] 2490/4800, lr:1.0e-04 ∣ avg_100 : 31921.983809 ∣ critic_nllloss : 26422.939844 ∣ critic_ganloss : -715.024884 ∣ generator_nllloss : 5232.286719 ∣ generator_ganloss : 954.238965 ∣  [  std_z : 0.98  real_sub_fake : 2621.05 ]
[  epoch 0007/0040] 2500/4800, lr:1.0e-04 ∣ avg_100 : 31922.194001 ∣ critic_nllloss : 26331.720117 ∣ critic_ganloss : -789.027557 ∣ generator_nllloss : 5323.435156 ∣ generator_ganloss : 979.201416 ∣  [  std_z : 0.97  real_sub_fake : 2778.48 ]
[  epoch 0007/0040] 2510/4800, lr:1.0e-04 ∣ avg_100 : 31926.674525 ∣ critic_nllloss : 26407.878516 ∣ critic_ganloss : -697.529449 ∣ generator_nllloss : 5306.262500 ∣ generator_ganloss : 1009.545557 ∣     [  std_z : 0.98  real_sub_fake : 3021.65 ]
[  epoch 0007/0040] 2520/4800, lr:1.0e-04 ∣ avg_100 : 31931.522384 ∣ critic_nllloss : 26672.439453 ∣ critic_ganloss : -863.251831 ∣ generator_nllloss : 5371.891797 ∣ generator_ganloss : 1016.125537 ∣     [  std_z : 1.00  real_sub_fake : 3146.02 ]
[  epoch 0007/0040] 2530/4800, lr:1.0e-04 ∣ avg_100 : 31934.389720 ∣ critic_nllloss : 26548.724219 ∣ critic_ganloss : -493.136945 ∣ generator_nllloss : 5378.829883 ∣ generator_ganloss : 907.915820 ∣  [  std_z : 1.01  real_sub_fake : 2219.33 ]
[  epoch 0007/0040] 2540/4800, lr:1.0e-04 ∣ avg_100 : 31938.458798 ∣ critic_nllloss : 26449.021680 ∣ critic_ganloss : -552.262161 ∣ generator_nllloss : 5297.382422 ∣ generator_ganloss : 825.931030 ∣  [  std_z : 0.99  real_sub_fake : 1758.58 ]
[  epoch 0007/0040] 2550/4800, lr:1.0e-04 ∣ avg_100 : 31943.486662 ∣ critic_nllloss : 26550.357617 ∣ critic_ganloss : -640.978174 ∣ generator_nllloss : 5297.683984 ∣ generator_ganloss : 866.984033 ∣  [  std_z : 0.98  real_sub_fake : 2674.54 ]
[  epoch 0007/0040] 2560/4800, lr:1.0e-04 ∣ avg_100 : 31941.766300 ∣ critic_nllloss : 26235.316016 ∣ critic_ganloss : -661.519507 ∣ generator_nllloss : 5210.342773 ∣ generator_ganloss : 838.418457 ∣  [  std_z : 0.99  real_sub_fake : 2500.89 ]
[  epoch 0007/0040] 2570/4800, lr:1.0e-04 ∣ avg_100 : 31939.593535 ∣ critic_nllloss : 26225.132812 ∣ critic_ganloss : -742.693066 ∣ generator_nllloss : 5216.131641 ∣ generator_ganloss : 880.459375 ∣  [  std_z : 0.99  real_sub_fake : 2744.38 ]
[  epoch 0007/0040] 2580/4800, lr:1.0e-04 ∣ avg_100 : 31938.006844 ∣ critic_nllloss : 26277.231445 ∣ critic_ganloss : -655.019464 ∣ generator_nllloss : 5264.153125 ∣ generator_ganloss : 892.333301 ∣  [  std_z : 0.98  real_sub_fake : 2926.33 ]
[  epoch 0007/0040] 2590/4800, lr:1.0e-04 ∣ avg_100 : 31935.695694 ∣ critic_nllloss : 26216.768945 ∣ critic_ganloss : -508.631479 ∣ generator_nllloss : 5249.554102 ∣ generator_ganloss : 927.397998 ∣  [  std_z : 0.97  real_sub_fake : 1890.75 ]
[  epoch 0007/0040] 2600/4800, lr:1.0e-04 ∣ avg_100 : 31935.667878 ∣ critic_nllloss : 26379.423242 ∣ critic_ganloss : -575.841965 ∣ generator_nllloss : 5215.556641 ∣ generator_ganloss : 920.759570 ∣  [  std_z : 0.98  real_sub_fake : 2003.62 ]
[  epoch 0007/0040] 2610/4800, lr:1.0e-04 ∣ avg_100 : 31934.588137 ∣ critic_nllloss : 26211.685742 ∣ critic_ganloss : -744.227710 ∣ generator_nllloss : 5201.796484 ∣ generator_ganloss : 928.242480 ∣  [  std_z : 0.99  real_sub_fake : 2617.98 ]
[  epoch 0007/0040] 2620/4800, lr:1.0e-04 ∣ avg_100 : 31936.732063 ∣ critic_nllloss : 26517.799414 ∣ critic_ganloss : -750.990814 ∣ generator_nllloss : 5343.437500 ∣ generator_ganloss : 943.740234 ∣  [  std_z : 1.01  real_sub_fake : 3078.76 ]
[  epoch 0007/0040] 2630/4800, lr:1.0e-04 ∣ avg_100 : 31939.790050 ∣ critic_nllloss : 26675.783594 ∣ critic_ganloss : -904.252771 ∣ generator_nllloss : 5445.961328 ∣ generator_ganloss : 982.619434 ∣  [  std_z : 0.99  real_sub_fake : 2987.72 ]
[  epoch 0007/0040] 2640/4800, lr:1.0e-04 ∣ avg_100 : 31940.851040 ∣ critic_nllloss : 26209.409766 ∣ critic_ganloss : -720.099670 ∣ generator_nllloss : 5228.681055 ∣ generator_ganloss : 1007.698535 ∣     [  std_z : 0.96  real_sub_fake : 3527.88 ]
[  epoch 0007/0040] 2650/4800, lr:1.0e-04 ∣ avg_100 : 31938.927882 ∣ critic_nllloss : 26240.287695 ∣ critic_ganloss : -799.929272 ∣ generator_nllloss : 5350.131445 ∣ generator_ganloss : 1017.514648 ∣     [  std_z : 0.97  real_sub_fake : 2742.16 ]
[  epoch 0007/0040] 2660/4800, lr:1.0e-04 ∣ avg_100 : 31934.936615 ∣ critic_nllloss : 26339.266602 ∣ critic_ganloss : -771.030115 ∣ generator_nllloss : 5279.217188 ∣ generator_ganloss : 936.742578 ∣  [  std_z : 0.99  real_sub_fake : 3036.14 ]
[  epoch 0007/0040] 2670/4800, lr:1.0e-04 ∣ avg_100 : 31934.809931 ∣ critic_nllloss : 26511.983984 ∣ critic_ganloss : -847.216406 ∣ generator_nllloss : 5267.503125 ∣ generator_ganloss : 973.365674 ∣  [  std_z : 1.00  real_sub_fake : 3059.55 ]
[  epoch 0007/0040] 2680/4800, lr:1.0e-04 ∣ avg_100 : 31941.160906 ∣ critic_nllloss : 26608.828711 ∣ critic_ganloss : -636.899115 ∣ generator_nllloss : 5300.205664 ∣ generator_ganloss : 928.343799 ∣  [  std_z : 1.00  real_sub_fake : 2691.24 ]
[  epoch 0007/0040] 2690/4800, lr:1.0e-04 ∣ avg_100 : 31938.911603 ∣ critic_nllloss : 26192.208984 ∣ critic_ganloss : -734.355353 ∣ generator_nllloss : 5276.857813 ∣ generator_ganloss : 927.231299 ∣  [  std_z : 0.98  real_sub_fake : 2632.08 ]
[  epoch 0007/0040] 2700/4800, lr:1.0e-04 ∣ avg_100 : 31937.087874 ∣ critic_nllloss : 26205.821094 ∣ critic_ganloss : -824.432056 ∣ generator_nllloss : 5289.125195 ∣ generator_ganloss : 933.178027 ∣  [  std_z : 0.97  real_sub_fake : 3086.90 ]
[  epoch 0007/0040] 2710/4800, lr:1.0e-04 ∣ avg_100 : 31941.409049 ∣ critic_nllloss : 26401.936914 ∣ critic_ganloss : -521.101337 ∣ generator_nllloss : 5348.614062 ∣ generator_ganloss : 1061.737988 ∣     [  std_z : 0.98  real_sub_fake : 2346.11 ]
[  epoch 0007/0040] 2720/4800, lr:1.0e-04 ∣ avg_100 : 31940.403556 ∣ critic_nllloss : 26364.106250 ∣ critic_ganloss : -568.447522 ∣ generator_nllloss : 5284.620313 ∣ generator_ganloss : 1045.274805 ∣     [  std_z : 1.00  real_sub_fake : 1778.71 ]
[  epoch 0007/0040] 2730/4800, lr:1.0e-04 ∣ avg_100 : 31943.009724 ∣ critic_nllloss : 26449.016602 ∣ critic_ganloss : -749.956750 ∣ generator_nllloss : 5312.273633 ∣ generator_ganloss : 975.260840 ∣  [  std_z : 1.01  real_sub_fake : 3109.19 ]
[  epoch 0007/0040] 2740/4800, lr:1.0e-04 ∣ avg_100 : 31943.364371 ∣ critic_nllloss : 26260.846875 ∣ critic_ganloss : -697.016992 ∣ generator_nllloss : 5250.728711 ∣ generator_ganloss : 900.407178 ∣  [  std_z : 0.99  real_sub_fake : 2875.20 ]
[  epoch 0007/0040] 2750/4800, lr:1.0e-04 ∣ avg_100 : 31944.242974 ∣ critic_nllloss : 26456.214844 ∣ critic_ganloss : -718.564581 ∣ generator_nllloss : 5260.315430 ∣ generator_ganloss : 899.402588 ∣  [  std_z : 0.98  real_sub_fake : 2712.47 ]
[  epoch 0007/0040] 2760/4800, lr:1.0e-04 ∣ avg_100 : 31939.853097 ∣ critic_nllloss : 26233.047070 ∣ critic_ganloss : -761.250592 ∣ generator_nllloss : 5204.166016 ∣ generator_ganloss : 931.679980 ∣  [  std_z : 0.96  real_sub_fake : 2645.92 ]
[  epoch 0007/0040] 2770/4800, lr:1.0e-04 ∣ avg_100 : 31942.827233 ∣ critic_nllloss : 26393.671680 ∣ critic_ganloss : -655.288348 ∣ generator_nllloss : 5319.137695 ∣ generator_ganloss : 952.760645 ∣  [  std_z : 0.98  real_sub_fake : 3034.39 ]
[  epoch 0007/0040] 2780/4800, lr:1.0e-04 ∣ avg_100 : 31945.799859 ∣ critic_nllloss : 26411.104492 ∣ critic_ganloss : -419.177109 ∣ generator_nllloss : 5281.761133 ∣ generator_ganloss : 928.788037 ∣  [  std_z : 0.99  real_sub_fake : 1728.42 ]
[  epoch 0007/0040] 2790/4800, lr:1.0e-04 ∣ avg_100 : 31947.911629 ∣ critic_nllloss : 26391.740820 ∣ critic_ganloss : -650.579120 ∣ generator_nllloss : 5259.866992 ∣ generator_ganloss : 931.232373 ∣  [  std_z : 1.00  real_sub_fake : 2071.46 ]
[  epoch 0007/0040] 2800/4800, lr:1.0e-04 ∣ avg_100 : 31943.986781 ∣ critic_nllloss : 26391.950195 ∣ critic_ganloss : -714.669519 ∣ generator_nllloss : 5237.971875 ∣ generator_ganloss : 896.298926 ∣  [  std_z : 1.00  real_sub_fake : 2650.53 ]
[  epoch 0007/0040] 2810/4800, lr:1.0e-04 ∣ avg_100 : 31946.472462 ∣ critic_nllloss : 26518.409766 ∣ critic_ganloss : -606.520886 ∣ generator_nllloss : 5306.273438 ∣ generator_ganloss : 886.818896 ∣  [  std_z : 1.00  real_sub_fake : 2567.69 ]
[  epoch 0007/0040] 2820/4800, lr:1.0e-04 ∣ avg_100 : 31941.403492 ∣ critic_nllloss : 26218.541406 ∣ critic_ganloss : -857.093555 ∣ generator_nllloss : 5183.470312 ∣ generator_ganloss : 870.917529 ∣  [  std_z : 0.98  real_sub_fake : 2921.65 ]
[  epoch 0007/0040] 2830/4800, lr:1.0e-04 ∣ avg_100 : 31943.970665 ∣ critic_nllloss : 26599.109766 ∣ critic_ganloss : -622.624579 ∣ generator_nllloss : 5319.005078 ∣ generator_ganloss : 837.995752 ∣  [  std_z : 0.99  real_sub_fake : 2908.49 ]
[  epoch 0007/0040] 2840/4800, lr:1.0e-04 ∣ avg_100 : 31945.266964 ∣ critic_nllloss : 26433.345703 ∣ critic_ganloss : -620.677307 ∣ generator_nllloss : 5288.421875 ∣ generator_ganloss : 856.883203 ∣  [  std_z : 0.98  real_sub_fake : 2171.34 ]
[  epoch 0007/0040] 2850/4800, lr:1.0e-04 ∣ avg_100 : 31947.229245 ∣ critic_nllloss : 26223.283594 ∣ critic_ganloss : -630.431653 ∣ generator_nllloss : 5237.353125 ∣ generator_ganloss : 867.983569 ∣  [  std_z : 0.98  real_sub_fake : 2376.80 ]
[  epoch 0007/0040] 2860/4800, lr:1.0e-04 ∣ avg_100 : 31949.414140 ∣ critic_nllloss : 26476.873633 ∣ critic_ganloss : -723.266437 ∣ generator_nllloss : 5318.070508 ∣ generator_ganloss : 926.620508 ∣  [  std_z : 0.99  real_sub_fake : 2805.77 ]
[  epoch 0007/0040] 2870/4800, lr:1.0e-04 ∣ avg_100 : 31946.880973 ∣ critic_nllloss : 26546.147852 ∣ critic_ganloss : -917.440039 ∣ generator_nllloss : 5341.891406 ∣ generator_ganloss : 1008.542236 ∣     [  std_z : 0.98  real_sub_fake : 3316.19 ]
[  epoch 0007/0040] 2880/4800, lr:1.0e-04 ∣ avg_100 : 31944.783801 ∣ critic_nllloss : 26419.194727 ∣ critic_ganloss : -634.544794 ∣ generator_nllloss : 5284.085938 ∣ generator_ganloss : 1048.486084 ∣     [  std_z : 0.96  real_sub_fake : 2734.16 ]
[  epoch 0007/0040] 2890/4800, lr:1.0e-04 ∣ avg_100 : 31942.971365 ∣ critic_nllloss : 26350.169922 ∣ critic_ganloss : -662.350024 ∣ generator_nllloss : 5284.641992 ∣ generator_ganloss : 967.376270 ∣  [  std_z : 0.97  real_sub_fake : 2250.24 ]
[  epoch 0007/0040] 2900/4800, lr:1.0e-04 ∣ avg_100 : 31941.936345 ∣ critic_nllloss : 26417.747656 ∣ critic_ganloss : -691.671814 ∣ generator_nllloss : 5353.095703 ∣ generator_ganloss : 922.814551 ∣  [  std_z : 0.99  real_sub_fake : 2905.70 ]
[  epoch 0007/0040] 2910/4800, lr:1.0e-04 ∣ avg_100 : 31942.206268 ∣ critic_nllloss : 26316.285352 ∣ critic_ganloss : -559.797577 ∣ generator_nllloss : 5187.089453 ∣ generator_ganloss : 928.035059 ∣  [  std_z : 0.99  real_sub_fake : 2279.75 ]
[  epoch 0007/0040] 2920/4800, lr:1.0e-04 ∣ avg_100 : 31941.319573 ∣ critic_nllloss : 26542.168945 ∣ critic_ganloss : -735.093607 ∣ generator_nllloss : 5246.505273 ∣ generator_ganloss : 897.054541 ∣  [  std_z : 1.00  real_sub_fake : 2385.23 ]
[  epoch 0007/0040] 2930/4800, lr:1.0e-04 ∣ avg_100 : 31939.890881 ∣ critic_nllloss : 26293.884766 ∣ critic_ganloss : -798.851648 ∣ generator_nllloss : 5259.722461 ∣ generator_ganloss : 944.829883 ∣  [  std_z : 0.98  real_sub_fake : 3059.69 ]
[  epoch 0007/0040] 2940/4800, lr:1.0e-04 ∣ avg_100 : 31936.201866 ∣ critic_nllloss : 26358.833008 ∣ critic_ganloss : -808.686078 ∣ generator_nllloss : 5205.662305 ∣ generator_ganloss : 942.936426 ∣  [  std_z : 0.96  real_sub_fake : 3250.09 ]
[  epoch 0007/0040] 2950/4800, lr:1.0e-04 ∣ avg_100 : 31932.382660 ∣ critic_nllloss : 26303.881055 ∣ critic_ganloss : -653.438245 ∣ generator_nllloss : 5266.064453 ∣ generator_ganloss : 920.433496 ∣  [  std_z : 0.96  real_sub_fake : 2881.88 ]
[  epoch 0007/0040] 2960/4800, lr:1.0e-04 ∣ avg_100 : 31930.369890 ∣ critic_nllloss : 26316.771680 ∣ critic_ganloss : -753.212170 ∣ generator_nllloss : 5264.606445 ∣ generator_ganloss : 880.644531 ∣  [  std_z : 0.99  real_sub_fake : 2624.93 ]
[  epoch 0007/0040] 2970/4800, lr:1.0e-04 ∣ avg_100 : 31927.669715 ∣ critic_nllloss : 26287.503906 ∣ critic_ganloss : -956.946191 ∣ generator_nllloss : 5230.672852 ∣ generator_ganloss : 930.962598 ∣  [  std_z : 1.01  real_sub_fake : 3684.06 ]
[  epoch 0007/0040] 2980/4800, lr:1.0e-04 ∣ avg_100 : 31922.902253 ∣ critic_nllloss : 26363.194922 ∣ critic_ganloss : -799.985675 ∣ generator_nllloss : 5367.036328 ∣ generator_ganloss : 930.439355 ∣  [  std_z : 1.01  real_sub_fake : 3376.57 ]
[  epoch 0007/0040] 2990/4800, lr:1.0e-04 ∣ avg_100 : 31923.449349 ∣ critic_nllloss : 26759.072656 ∣ critic_ganloss : -924.301373 ∣ generator_nllloss : 5409.441406 ∣ generator_ganloss : 879.843652 ∣  [  std_z : 0.98  real_sub_fake : 3234.85 ]
[  epoch 0007/0040] 3000/4800, lr:1.0e-04 ∣ avg_100 : 31923.407269 ∣ critic_nllloss : 26463.936523 ∣ critic_ganloss : -794.464386 ∣ generator_nllloss : 5323.346484 ∣ generator_ganloss : 923.179590 ∣  [  std_z : 0.96  real_sub_fake : 3152.31 ]
[  epoch 0007/0040] 3010/4800, lr:1.0e-04 ∣ avg_100 : 31923.752315 ∣ critic_nllloss : 26256.587891 ∣ critic_ganloss : -675.696637 ∣ generator_nllloss : 5229.222461 ∣ generator_ganloss : 1001.799463 ∣     [  std_z : 0.95  real_sub_fake : 2426.96 ]
[  epoch 0007/0040] 3020/4800, lr:1.0e-04 ∣ avg_100 : 31922.609216 ∣ critic_nllloss : 26469.825977 ∣ critic_ganloss : -840.754523 ∣ generator_nllloss : 5321.615234 ∣ generator_ganloss : 968.038330 ∣  [  std_z : 0.99  real_sub_fake : 3776.25 ]
[  epoch 0007/0040] 3030/4800, lr:1.0e-04 ∣ avg_100 : 31921.520852 ∣ critic_nllloss : 26314.966992 ∣ critic_ganloss : -650.871320 ∣ generator_nllloss : 5365.335156 ∣ generator_ganloss : 991.731885 ∣  [  std_z : 1.01  real_sub_fake : 2106.27 ]
[  epoch 0007/0040] 3040/4800, lr:1.0e-04 ∣ avg_100 : 31918.301634 ∣ critic_nllloss : 26468.320508 ∣ critic_ganloss : -758.913495 ∣ generator_nllloss : 5266.387891 ∣ generator_ganloss : 981.284961 ∣  [  std_z : 1.01  real_sub_fake : 2802.22 ]
[  epoch 0007/0040] 3050/4800, lr:1.0e-04 ∣ avg_100 : 31918.463296 ∣ critic_nllloss : 26357.674805 ∣ critic_ganloss : -705.022510 ∣ generator_nllloss : 5304.355273 ∣ generator_ganloss : 965.662402 ∣  [  std_z : 0.98  real_sub_fake : 2917.28 ]
[  epoch 0007/0040] 3060/4800, lr:1.0e-04 ∣ avg_100 : 31918.659197 ∣ critic_nllloss : 26304.805273 ∣ critic_ganloss : -666.509387 ∣ generator_nllloss : 5329.299609 ∣ generator_ganloss : 1010.973291 ∣     [  std_z : 0.95  real_sub_fake : 2280.18 ]
[  epoch 0007/0040] 3070/4800, lr:1.0e-04 ∣ avg_100 : 31918.068854 ∣ critic_nllloss : 26355.955273 ∣ critic_ganloss : -831.286108 ∣ generator_nllloss : 5302.674805 ∣ generator_ganloss : 958.672998 ∣  [  std_z : 0.96  real_sub_fake : 3099.35 ]
[  epoch 0007/0040] 3080/4800, lr:1.0e-04 ∣ avg_100 : 31921.666725 ∣ critic_nllloss : 26407.334375 ∣ critic_ganloss : -782.286438 ∣ generator_nllloss : 5291.183398 ∣ generator_ganloss : 1083.742627 ∣     [  std_z : 0.99  real_sub_fake : 2899.21 ]
[  epoch 0007/0040] 3090/4800, lr:1.0e-04 ∣ avg_100 : 31924.813760 ∣ critic_nllloss : 26517.069727 ∣ critic_ganloss : -707.931891 ∣ generator_nllloss : 5289.151367 ∣ generator_ganloss : 1041.317236 ∣     [  std_z : 1.00  real_sub_fake : 3230.12 ]
[  epoch 0007/0040] 3100/4800, lr:1.0e-04 ∣ avg_100 : 31924.665698 ∣ critic_nllloss : 26208.208594 ∣ critic_ganloss : -723.675555 ∣ generator_nllloss : 5243.836133 ∣ generator_ganloss : 1066.713770 ∣     [  std_z : 0.99  real_sub_fake : 2649.12 ]
[  epoch 0007/0040] 3110/4800, lr:1.0e-04 ∣ avg_100 : 31923.107293 ∣ critic_nllloss : 26223.978711 ∣ critic_ganloss : -684.837714 ∣ generator_nllloss : 5189.440430 ∣ generator_ganloss : 974.896436 ∣  [  std_z : 0.99  real_sub_fake : 2551.74 ]
[  epoch 0007/0040] 3120/4800, lr:1.0e-04 ∣ avg_100 : 31923.964515 ∣ critic_nllloss : 26368.138477 ∣ critic_ganloss : -772.407300 ∣ generator_nllloss : 5310.977734 ∣ generator_ganloss : 951.683643 ∣  [  std_z : 0.98  real_sub_fake : 2892.11 ]
[  epoch 0007/0040] 3130/4800, lr:1.0e-04 ∣ avg_100 : 31922.712785 ∣ critic_nllloss : 26402.217969 ∣ critic_ganloss : -885.346527 ∣ generator_nllloss : 5286.063867 ∣ generator_ganloss : 1003.494434 ∣     [  std_z : 0.97  real_sub_fake : 3398.00 ]
[  epoch 0007/0040] 3140/4800, lr:1.0e-04 ∣ avg_100 : 31921.900963 ∣ critic_nllloss : 26318.900195 ∣ critic_ganloss : -732.517456 ∣ generator_nllloss : 5265.195703 ∣ generator_ganloss : 1013.371484 ∣     [  std_z : 0.98  real_sub_fake : 3052.85 ]
[  epoch 0007/0040] 3150/4800, lr:1.0e-04 ∣ avg_100 : 31924.977924 ∣ critic_nllloss : 26420.413086 ∣ critic_ganloss : -639.128870 ∣ generator_nllloss : 5282.304297 ∣ generator_ganloss : 965.904785 ∣  [  std_z : 0.99  real_sub_fake : 2375.42 ]
[  epoch 0007/0040] 3160/4800, lr:1.0e-04 ∣ avg_100 : 31927.900836 ∣ critic_nllloss : 26477.853516 ∣ critic_ganloss : -695.012592 ∣ generator_nllloss : 5267.035742 ∣ generator_ganloss : 1009.543066 ∣     [  std_z : 0.99  real_sub_fake : 2647.57 ]
[  epoch 0007/0040] 3170/4800, lr:1.0e-04 ∣ avg_100 : 31928.309714 ∣ critic_nllloss : 26331.498047 ∣ critic_ganloss : -781.252380 ∣ generator_nllloss : 5273.464648 ∣ generator_ganloss : 1002.651660 ∣     [  std_z : 0.98  real_sub_fake : 2949.56 ]
[  epoch 0007/0040] 3180/4800, lr:1.0e-04 ∣ avg_100 : 31930.314649 ∣ critic_nllloss : 26476.962500 ∣ critic_ganloss : -591.613312 ∣ generator_nllloss : 5314.496680 ∣ generator_ganloss : 1038.251465 ∣     [  std_z : 0.98  real_sub_fake : 2348.01 ]
[  epoch 0007/0040] 3190/4800, lr:1.0e-04 ∣ avg_100 : 31934.834108 ∣ critic_nllloss : 26248.169727 ∣ critic_ganloss : -561.898956 ∣ generator_nllloss : 5213.541992 ∣ generator_ganloss : 1007.842041 ∣     [  std_z : 0.99  real_sub_fake : 2185.88 ]
[  epoch 0007/0040] 3200/4800, lr:1.0e-04 ∣ avg_100 : 31933.117043 ∣ critic_nllloss : 26340.901758 ∣ critic_ganloss : -491.818643 ∣ generator_nllloss : 5306.391211 ∣ generator_ganloss : 1072.932861 ∣     [  std_z : 0.99  real_sub_fake : 1958.99 ]
[  epoch 0007/0040] 3210/4800, lr:1.0e-04 ∣ avg_100 : 31928.268944 ∣ critic_nllloss : 26344.566992 ∣ critic_ganloss : -563.954163 ∣ generator_nllloss : 5350.533008 ∣ generator_ganloss : 965.324854 ∣  [  std_z : 0.99  real_sub_fake : 2043.62 ]
[  epoch 0007/0040] 3220/4800, lr:1.0e-04 ∣ avg_100 : 31925.554595 ∣ critic_nllloss : 26234.029883 ∣ critic_ganloss : -591.206238 ∣ generator_nllloss : 5261.389453 ∣ generator_ganloss : 1025.408203 ∣     [  std_z : 0.98  real_sub_fake : 2241.71 ]
[  epoch 0007/0040] 3230/4800, lr:1.0e-04 ∣ avg_100 : 31925.084652 ∣ critic_nllloss : 26358.141406 ∣ critic_ganloss : -689.695709 ∣ generator_nllloss : 5323.614453 ∣ generator_ganloss : 1006.348486 ∣     [  std_z : 0.98  real_sub_fake : 2844.15 ]
[  epoch 0007/0040] 3240/4800, lr:1.0e-04 ∣ avg_100 : 31921.499717 ∣ critic_nllloss : 26297.507227 ∣ critic_ganloss : -877.796356 ∣ generator_nllloss : 5302.612695 ∣ generator_ganloss : 967.696240 ∣  [  std_z : 0.97  real_sub_fake : 2799.76 ]
[  epoch 0007/0040] 3250/4800, lr:1.0e-04 ∣ avg_100 : 31919.512946 ∣ critic_nllloss : 26404.050391 ∣ critic_ganloss : -522.827469 ∣ generator_nllloss : 5291.033984 ∣ generator_ganloss : 952.639111 ∣  [  std_z : 0.99  real_sub_fake : 3098.60 ]
[  epoch 0007/0040] 3260/4800, lr:1.0e-04 ∣ avg_100 : 31924.411080 ∣ critic_nllloss : 26417.768750 ∣ critic_ganloss : -278.637695 ∣ generator_nllloss : 5317.757031 ∣ generator_ganloss : 1007.174121 ∣     [  std_z : 1.00  real_sub_fake : 707.88 ]
[  epoch 0007/0040] 3270/4800, lr:1.0e-04 ∣ avg_100 : 31926.697160 ∣ critic_nllloss : 26368.944141 ∣ critic_ganloss : -338.548590 ∣ generator_nllloss : 5292.986523 ∣ generator_ganloss : 984.164697 ∣  [  std_z : 0.99  real_sub_fake : 937.26 ]
[  epoch 0007/0040] 3280/4800, lr:1.0e-04 ∣ avg_100 : 31923.992151 ∣ critic_nllloss : 26270.050391 ∣ critic_ganloss : -620.357706 ∣ generator_nllloss : 5202.930469 ∣ generator_ganloss : 923.805371 ∣  [  std_z : 0.99  real_sub_fake : 1989.19 ]
[  epoch 0007/0040] 3290/4800, lr:1.0e-04 ∣ avg_100 : 31924.600328 ∣ critic_nllloss : 26419.176953 ∣ critic_ganloss : -722.884381 ∣ generator_nllloss : 5324.719531 ∣ generator_ganloss : 968.004590 ∣  [  std_z : 0.97  real_sub_fake : 3182.04 ]
[  epoch 0007/0040] 3300/4800, lr:1.0e-04 ∣ avg_100 : 31924.561365 ∣ critic_nllloss : 26462.754883 ∣ critic_ganloss : -787.540735 ∣ generator_nllloss : 5283.052344 ∣ generator_ganloss : 974.882324 ∣  [  std_z : 0.99  real_sub_fake : 2719.60 ]
[  epoch 0007/0040] 3310/4800, lr:1.0e-04 ∣ avg_100 : 31923.393168 ∣ critic_nllloss : 26202.120508 ∣ critic_ganloss : -699.361432 ∣ generator_nllloss : 5268.025781 ∣ generator_ganloss : 999.818896 ∣  [  std_z : 0.99  real_sub_fake : 2871.16 ]
[  epoch 0007/0040] 3320/4800, lr:1.0e-04 ∣ avg_100 : 31920.738779 ∣ critic_nllloss : 26348.462305 ∣ critic_ganloss : -715.613220 ∣ generator_nllloss : 5198.854102 ∣ generator_ganloss : 1008.006787 ∣     [  std_z : 0.99  real_sub_fake : 2817.05 ]
[  epoch 0007/0040] 3330/4800, lr:1.0e-04 ∣ avg_100 : 31921.773869 ∣ critic_nllloss : 26383.516602 ∣ critic_ganloss : -716.887964 ∣ generator_nllloss : 5313.125586 ∣ generator_ganloss : 1000.122266 ∣     [  std_z : 0.98  real_sub_fake : 2629.18 ]
[  epoch 0007/0040] 3340/4800, lr:1.0e-04 ∣ avg_100 : 31919.800395 ∣ critic_nllloss : 26453.016016 ∣ critic_ganloss : -671.361694 ∣ generator_nllloss : 5235.456055 ∣ generator_ganloss : 974.971777 ∣  [  std_z : 0.98  real_sub_fake : 2838.21 ]
[  epoch 0007/0040] 3350/4800, lr:1.0e-04 ∣ avg_100 : 31913.703753 ∣ critic_nllloss : 26215.492383 ∣ critic_ganloss : -790.641034 ∣ generator_nllloss : 5260.076563 ∣ generator_ganloss : 987.377539 ∣  [  std_z : 0.99  real_sub_fake : 2602.89 ]
[  epoch 0007/0040] 3360/4800, lr:1.0e-04 ∣ avg_100 : 31918.126323 ∣ critic_nllloss : 26405.931445 ∣ critic_ganloss : -663.388727 ∣ generator_nllloss : 5289.889063 ∣ generator_ganloss : 1020.010059 ∣     [  std_z : 1.01  real_sub_fake : 3324.15 ]
[  epoch 0007/0040] 3370/4800, lr:1.0e-04 ∣ avg_100 : 31920.441457 ∣ critic_nllloss : 26424.134570 ∣ critic_ganloss : -691.375775 ∣ generator_nllloss : 5238.623047 ∣ generator_ganloss : 1059.354004 ∣     [  std_z : 1.00  real_sub_fake : 2041.05 ]
[  epoch 0007/0040] 3380/4800, lr:1.0e-04 ∣ avg_100 : 31923.226755 ∣ critic_nllloss : 26440.435547 ∣ critic_ganloss : -707.789569 ∣ generator_nllloss : 5261.337891 ∣ generator_ganloss : 1027.005420 ∣     [  std_z : 0.99  real_sub_fake : 3121.28 ]
[  epoch 0007/0040] 3390/4800, lr:1.0e-04 ∣ avg_100 : 31925.922918 ∣ critic_nllloss : 26275.075781 ∣ critic_ganloss : -487.357614 ∣ generator_nllloss : 5338.422070 ∣ generator_ganloss : 1076.010791 ∣     [  std_z : 0.98  real_sub_fake : 1847.62 ]
[  epoch 0007/0040] 3400/4800, lr:1.0e-04 ∣ avg_100 : 31926.834158 ∣ critic_nllloss : 26227.494922 ∣ critic_ganloss : -613.839832 ∣ generator_nllloss : 5208.098242 ∣ generator_ganloss : 1008.528418 ∣     [  std_z : 0.98  real_sub_fake : 1968.88 ]
[  epoch 0007/0040] 3410/4800, lr:1.0e-04 ∣ avg_100 : 31922.156853 ∣ critic_nllloss : 26267.547266 ∣ critic_ganloss : -644.848761 ∣ generator_nllloss : 5220.781250 ∣ generator_ganloss : 991.043701 ∣  [  std_z : 0.99  real_sub_fake : 2582.82 ]
[  epoch 0007/0040] 3420/4800, lr:1.0e-04 ∣ avg_100 : 31922.373842 ∣ critic_nllloss : 26346.989648 ∣ critic_ganloss : -580.487994 ∣ generator_nllloss : 5233.221094 ∣ generator_ganloss : 1000.781787 ∣     [  std_z : 0.99  real_sub_fake : 2511.71 ]
[  epoch 0007/0040] 3430/4800, lr:1.0e-04 ∣ avg_100 : 31922.263754 ∣ critic_nllloss : 26299.659961 ∣ critic_ganloss : -807.495154 ∣ generator_nllloss : 5170.516016 ∣ generator_ganloss : 964.776904 ∣  [  std_z : 0.99  real_sub_fake : 2633.81 ]
[  epoch 0007/0040] 3440/4800, lr:1.0e-04 ∣ avg_100 : 31925.994036 ∣ critic_nllloss : 26457.456836 ∣ critic_ganloss : -568.593152 ∣ generator_nllloss : 5335.817578 ∣ generator_ganloss : 997.436230 ∣  [  std_z : 0.98  real_sub_fake : 2655.73 ]
[  epoch 0007/0040] 3450/4800, lr:1.0e-04 ∣ avg_100 : 31929.043341 ∣ critic_nllloss : 26461.593750 ∣ critic_ganloss : -601.425479 ∣ generator_nllloss : 5307.992578 ∣ generator_ganloss : 985.840527 ∣  [  std_z : 0.99  real_sub_fake : 1951.03 ]
[  epoch 0007/0040] 3460/4800, lr:1.0e-04 ∣ avg_100 : 31931.468958 ∣ critic_nllloss : 26389.825586 ∣ critic_ganloss : -577.448773 ∣ generator_nllloss : 5336.401172 ∣ generator_ganloss : 993.306934 ∣  [  std_z : 0.98  real_sub_fake : 3098.96 ]
[  epoch 0007/0040] 3470/4800, lr:1.0e-04 ∣ avg_100 : 31933.987050 ∣ critic_nllloss : 26484.384766 ∣ critic_ganloss : -591.760825 ∣ generator_nllloss : 5282.066602 ∣ generator_ganloss : 890.894922 ∣  [  std_z : 0.99  real_sub_fake : 2129.87 ]
[  epoch 0007/0040] 3480/4800, lr:1.0e-04 ∣ avg_100 : 31933.797991 ∣ critic_nllloss : 26437.391797 ∣ critic_ganloss : -663.463629 ∣ generator_nllloss : 5288.184375 ∣ generator_ganloss : 884.938770 ∣  [  std_z : 0.98  real_sub_fake : 1912.37 ]
[  epoch 0007/0040] 3490/4800, lr:1.0e-04 ∣ avg_100 : 31932.672096 ∣ critic_nllloss : 26311.218359 ∣ critic_ganloss : -725.788519 ∣ generator_nllloss : 5267.239062 ∣ generator_ganloss : 929.182275 ∣  [  std_z : 0.97  real_sub_fake : 2778.13 ]
[  epoch 0007/0040] 3500/4800, lr:1.0e-04 ∣ avg_100 : 31934.340238 ∣ critic_nllloss : 26383.589258 ∣ critic_ganloss : -598.323853 ∣ generator_nllloss : 5289.569531 ∣ generator_ganloss : 937.308398 ∣  [  std_z : 0.99  real_sub_fake : 2704.19 ]
[  epoch 0007/0040] 3510/4800, lr:1.0e-04 ∣ avg_100 : 31934.380816 ∣ critic_nllloss : 26456.417773 ∣ critic_ganloss : -637.790372 ∣ generator_nllloss : 5291.317383 ∣ generator_ganloss : 920.270117 ∣  [  std_z : 1.00  real_sub_fake : 1979.96 ]
[  epoch 0007/0040] 3520/4800, lr:1.0e-04 ∣ avg_100 : 31934.023197 ∣ critic_nllloss : 26528.868750 ∣ critic_ganloss : -607.216757 ∣ generator_nllloss : 5300.234180 ∣ generator_ganloss : 939.556885 ∣  [  std_z : 0.99  real_sub_fake : 2478.30 ]
[  epoch 0007/0040] 3530/4800, lr:1.0e-04 ∣ avg_100 : 31930.606149 ∣ critic_nllloss : 26394.181055 ∣ critic_ganloss : -615.475055 ∣ generator_nllloss : 5273.766797 ∣ generator_ganloss : 948.155420 ∣  [  std_z : 0.97  real_sub_fake : 2281.57 ]
[  epoch 0007/0040] 3540/4800, lr:1.0e-04 ∣ avg_100 : 31930.986076 ∣ critic_nllloss : 26496.373047 ∣ critic_ganloss : -744.743585 ∣ generator_nllloss : 5341.648828 ∣ generator_ganloss : 964.787402 ∣  [  std_z : 0.97  real_sub_fake : 2926.91 ]
[  epoch 0007/0040] 3550/4800, lr:1.0e-04 ∣ avg_100 : 31928.152344 ∣ critic_nllloss : 26547.855664 ∣ critic_ganloss : -871.374542 ∣ generator_nllloss : 5208.766211 ∣ generator_ganloss : 905.426904 ∣  [  std_z : 1.00  real_sub_fake : 3297.13 ]
[  epoch 0007/0040] 3560/4800, lr:1.0e-04 ∣ avg_100 : 31927.555016 ∣ critic_nllloss : 26181.087500 ∣ critic_ganloss : -765.731915 ∣ generator_nllloss : 5255.556445 ∣ generator_ganloss : 891.912939 ∣  [  std_z : 1.00  real_sub_fake : 3226.31 ]
[  epoch 0007/0040] 3570/4800, lr:1.0e-04 ∣ avg_100 : 31928.979314 ∣ critic_nllloss : 26184.365039 ∣ critic_ganloss : -573.251038 ∣ generator_nllloss : 5211.395703 ∣ generator_ganloss : 898.950781 ∣  [  std_z : 1.00  real_sub_fake : 2445.91 ]
[  epoch 0007/0040] 3580/4800, lr:1.0e-04 ∣ avg_100 : 31930.174741 ∣ critic_nllloss : 26390.705664 ∣ critic_ganloss : -650.726001 ∣ generator_nllloss : 5275.084766 ∣ generator_ganloss : 883.176660 ∣  [  std_z : 0.97  real_sub_fake : 2289.95 ]
[  epoch 0007/0040] 3590/4800, lr:1.0e-04 ∣ avg_100 : 31930.731675 ∣ critic_nllloss : 26286.777148 ∣ critic_ganloss : -486.736026 ∣ generator_nllloss : 5316.054688 ∣ generator_ganloss : 824.687207 ∣  [  std_z : 0.96  real_sub_fake : 2364.77 ]
[  epoch 0007/0040] 3600/4800, lr:1.0e-04 ∣ avg_100 : 31931.623073 ∣ critic_nllloss : 26464.815039 ∣ critic_ganloss : -608.307886 ∣ generator_nllloss : 5358.666992 ∣ generator_ganloss : 813.863110 ∣  [  std_z : 0.98  real_sub_fake : 1803.06 ]
[  epoch 0007/0040] 3610/4800, lr:1.0e-04 ∣ avg_100 : 31933.736302 ∣ critic_nllloss : 26412.252734 ∣ critic_ganloss : -593.078748 ∣ generator_nllloss : 5226.246680 ∣ generator_ganloss : 763.399243 ∣  [  std_z : 0.99  real_sub_fake : 2421.44 ]
[  epoch 0007/0040] 3620/4800, lr:1.0e-04 ∣ avg_100 : 31930.470093 ∣ critic_nllloss : 26243.954297 ∣ critic_ganloss : -617.264233 ∣ generator_nllloss : 5246.188867 ∣ generator_ganloss : 854.486523 ∣  [  std_z : 1.00  real_sub_fake : 2242.22 ]
[  epoch 0007/0040] 3630/4800, lr:1.0e-04 ∣ avg_100 : 31926.968840 ∣ critic_nllloss : 26482.616992 ∣ critic_ganloss : -732.487061 ∣ generator_nllloss : 5239.201758 ∣ generator_ganloss : 860.654541 ∣  [  std_z : 0.99  real_sub_fake : 2610.85 ]
[  epoch 0007/0040] 3640/4800, lr:1.0e-04 ∣ avg_100 : 31926.785054 ∣ critic_nllloss : 26318.034570 ∣ critic_ganloss : -698.608966 ∣ generator_nllloss : 5218.694922 ∣ generator_ganloss : 869.190625 ∣  [  std_z : 0.99  real_sub_fake : 2981.89 ]
[  epoch 0007/0040] 3650/4800, lr:1.0e-04 ∣ avg_100 : 31927.500940 ∣ critic_nllloss : 26369.775391 ∣ critic_ganloss : -682.170667 ∣ generator_nllloss : 5282.037891 ∣ generator_ganloss : 909.950488 ∣  [  std_z : 0.98  real_sub_fake : 2406.30 ]
[  epoch 0007/0040] 3660/4800, lr:1.0e-04 ∣ avg_100 : 31929.210648 ∣ critic_nllloss : 26556.516797 ∣ critic_ganloss : -701.272888 ∣ generator_nllloss : 5217.794922 ∣ generator_ganloss : 882.128223 ∣  [  std_z : 0.99  real_sub_fake : 2751.18 ]
[  epoch 0007/0040] 3670/4800, lr:1.0e-04 ∣ avg_100 : 31927.927899 ∣ critic_nllloss : 26277.755664 ∣ critic_ganloss : -699.707379 ∣ generator_nllloss : 5269.588672 ∣ generator_ganloss : 929.724561 ∣  [  std_z : 0.99  real_sub_fake : 2848.41 ]
[  epoch 0007/0040] 3680/4800, lr:1.0e-04 ∣ avg_100 : 31920.489504 ∣ critic_nllloss : 26003.334375 ∣ critic_ganloss : -717.640863 ∣ generator_nllloss : 5242.398438 ∣ generator_ganloss : 928.547607 ∣  [  std_z : 0.98  real_sub_fake : 2601.71 ]
[  epoch 0007/0040] 3690/4800, lr:1.0e-04 ∣ avg_100 : 31920.790853 ∣ critic_nllloss : 26367.671875 ∣ critic_ganloss : -876.506201 ∣ generator_nllloss : 5281.830469 ∣ generator_ganloss : 919.081445 ∣  [  std_z : 0.99  real_sub_fake : 3080.31 ]
[  epoch 0007/0040] 3700/4800, lr:1.0e-04 ∣ avg_100 : 31927.616609 ∣ critic_nllloss : 26422.109766 ∣ critic_ganloss : -500.746353 ∣ generator_nllloss : 5313.555859 ∣ generator_ganloss : 1051.348584 ∣     [  std_z : 1.00  real_sub_fake : 2347.75 ]
[  epoch 0007/0040] 3710/4800, lr:1.0e-04 ∣ avg_100 : 31921.802376 ∣ critic_nllloss : 26282.625977 ∣ critic_ganloss : -730.622137 ∣ generator_nllloss : 5180.608594 ∣ generator_ganloss : 977.151953 ∣  [  std_z : 1.01  real_sub_fake : 2420.04 ]
[  epoch 0007/0040] 3720/4800, lr:1.0e-04 ∣ avg_100 : 31922.610242 ∣ critic_nllloss : 26672.919531 ∣ critic_ganloss : -812.019098 ∣ generator_nllloss : 5351.220703 ∣ generator_ganloss : 994.219238 ∣  [  std_z : 1.01  real_sub_fake : 3245.49 ]
[  epoch 0007/0040] 3730/4800, lr:1.0e-04 ∣ avg_100 : 31923.287285 ∣ critic_nllloss : 26499.574414 ∣ critic_ganloss : -766.624097 ∣ generator_nllloss : 5341.170117 ∣ generator_ganloss : 980.178174 ∣  [  std_z : 0.99  real_sub_fake : 3259.09 ]
[  epoch 0007/0040] 3740/4800, lr:1.0e-04 ∣ avg_100 : 31926.904113 ∣ critic_nllloss : 26504.794727 ∣ critic_ganloss : -788.896136 ∣ generator_nllloss : 5372.856836 ∣ generator_ganloss : 987.893213 ∣  [  std_z : 0.97  real_sub_fake : 2558.61 ]
[  epoch 0007/0040] 3750/4800, lr:1.0e-04 ∣ avg_100 : 31926.376834 ∣ critic_nllloss : 26293.828516 ∣ critic_ganloss : -668.612231 ∣ generator_nllloss : 5257.870313 ∣ generator_ganloss : 961.553760 ∣  [  std_z : 0.96  real_sub_fake : 3059.96 ]
[  epoch 0007/0040] 3760/4800, lr:1.0e-04 ∣ avg_100 : 31929.066372 ∣ critic_nllloss : 26281.135937 ∣ critic_ganloss : -687.407190 ∣ generator_nllloss : 5280.623047 ∣ generator_ganloss : 1002.244482 ∣     [  std_z : 0.98  real_sub_fake : 2557.50 ]
[  epoch 0007/0040] 3770/4800, lr:1.0e-04 ∣ avg_100 : 31930.994453 ∣ critic_nllloss : 26503.218750 ∣ critic_ganloss : -621.212622 ∣ generator_nllloss : 5290.090820 ∣ generator_ganloss : 1030.992871 ∣     [  std_z : 1.00  real_sub_fake : 2249.83 ]
[  epoch 0007/0040] 3780/4800, lr:1.0e-04 ∣ avg_100 : 31927.842941 ∣ critic_nllloss : 26227.104687 ∣ critic_ganloss : -583.335693 ∣ generator_nllloss : 5264.067969 ∣ generator_ganloss : 979.488379 ∣  [  std_z : 1.00  real_sub_fake : 2462.28 ]
[  epoch 0007/0040] 3790/4800, lr:1.0e-04 ∣ avg_100 : 31926.510232 ∣ critic_nllloss : 26240.424805 ∣ critic_ganloss : -670.213751 ∣ generator_nllloss : 5243.246680 ∣ generator_ganloss : 985.532422 ∣  [  std_z : 0.98  real_sub_fake : 2224.08 ]
[  epoch 0007/0040] 3800/4800, lr:1.0e-04 ∣ avg_100 : 31928.087933 ∣ critic_nllloss : 26450.356836 ∣ critic_ganloss : -770.335425 ∣ generator_nllloss : 5311.246289 ∣ generator_ganloss : 978.053809 ∣  [  std_z : 0.97  real_sub_fake : 3382.64 ]
[  epoch 0007/0040] 3810/4800, lr:1.0e-04 ∣ avg_100 : 31926.944401 ∣ critic_nllloss : 26574.436914 ∣ critic_ganloss : -904.419318 ∣ generator_nllloss : 5329.032031 ∣ generator_ganloss : 991.578418 ∣  [  std_z : 0.99  real_sub_fake : 2957.55 ]
[  epoch 0007/0040] 3820/4800, lr:1.0e-04 ∣ avg_100 : 31933.399339 ∣ critic_nllloss : 26380.251758 ∣ critic_ganloss : -590.345837 ∣ generator_nllloss : 5237.862500 ∣ generator_ganloss : 1033.561084 ∣     [  std_z : 0.99  real_sub_fake : 2428.04 ]
[  epoch 0007/0040] 3830/4800, lr:1.0e-04 ∣ avg_100 : 31932.043463 ∣ critic_nllloss : 26322.198633 ∣ critic_ganloss : -642.432507 ∣ generator_nllloss : 5293.649805 ∣ generator_ganloss : 1024.482471 ∣     [  std_z : 0.98  real_sub_fake : 2427.87 ]
[  epoch 0007/0040] 3840/4800, lr:1.0e-04 ∣ avg_100 : 31928.571783 ∣ critic_nllloss : 25995.570508 ∣ critic_ganloss : -571.584821 ∣ generator_nllloss : 5155.880273 ∣ generator_ganloss : 1030.939502 ∣     [  std_z : 0.97  real_sub_fake : 2479.86 ]
[  epoch 0007/0040] 3850/4800, lr:1.0e-04 ∣ avg_100 : 31931.591185 ∣ critic_nllloss : 26389.650000 ∣ critic_ganloss : -646.303189 ∣ generator_nllloss : 5224.544141 ∣ generator_ganloss : 1032.237891 ∣     [  std_z : 0.97  real_sub_fake : 2097.56 ]
[  epoch 0007/0040] 3860/4800, lr:1.0e-04 ∣ avg_100 : 31931.071509 ∣ critic_nllloss : 26234.342969 ∣ critic_ganloss : -522.567383 ∣ generator_nllloss : 5249.387695 ∣ generator_ganloss : 985.167383 ∣  [  std_z : 1.00  real_sub_fake : 2400.51 ]
[  epoch 0007/0040] 3870/4800, lr:1.0e-04 ∣ avg_100 : 31934.670619 ∣ critic_nllloss : 26422.619141 ∣ critic_ganloss : -348.396674 ∣ generator_nllloss : 5235.886719 ∣ generator_ganloss : 1028.943213 ∣     [  std_z : 1.00  real_sub_fake : 1585.39 ]
[  epoch 0007/0040] 3880/4800, lr:1.0e-04 ∣ avg_100 : 31934.401515 ∣ critic_nllloss : 26283.576953 ∣ critic_ganloss : -425.716817 ∣ generator_nllloss : 5233.075977 ∣ generator_ganloss : 999.375488 ∣  [  std_z : 0.99  real_sub_fake : 1261.55 ]
[  epoch 0007/0040] 3890/4800, lr:1.0e-04 ∣ avg_100 : 31937.237833 ∣ critic_nllloss : 26462.395508 ∣ critic_ganloss : -505.535516 ∣ generator_nllloss : 5333.195898 ∣ generator_ganloss : 933.414062 ∣  [  std_z : 0.99  real_sub_fake : 2056.29 ]
[  epoch 0007/0040] 3900/4800, lr:1.0e-04 ∣ avg_100 : 31936.294760 ∣ critic_nllloss : 26332.791406 ∣ critic_ganloss : -573.766147 ∣ generator_nllloss : 5194.968750 ∣ generator_ganloss : 953.684814 ∣  [  std_z : 0.97  real_sub_fake : 2080.90 ]
[  epoch 0007/0040] 3910/4800, lr:1.0e-04 ∣ avg_100 : 31939.048757 ∣ critic_nllloss : 26523.166602 ∣ critic_ganloss : -552.038434 ∣ generator_nllloss : 5274.056055 ∣ generator_ganloss : 901.827734 ∣  [  std_z : 0.99  real_sub_fake : 2359.89 ]
[  epoch 0007/0040] 3920/4800, lr:1.0e-04 ∣ avg_100 : 31939.963982 ∣ critic_nllloss : 26372.068555 ∣ critic_ganloss : -577.478790 ∣ generator_nllloss : 5308.943750 ∣ generator_ganloss : 938.624121 ∣  [  std_z : 0.99  real_sub_fake : 1801.40 ]
[  epoch 0007/0040] 3930/4800, lr:1.0e-04 ∣ avg_100 : 31942.198301 ∣ critic_nllloss : 26410.511328 ∣ critic_ganloss : -638.018195 ∣ generator_nllloss : 5263.614844 ∣ generator_ganloss : 886.909424 ∣  [  std_z : 0.98  real_sub_fake : 2348.01 ]
[  epoch 0007/0040] 3940/4800, lr:1.0e-04 ∣ avg_100 : 31941.704287 ∣ critic_nllloss : 26161.842187 ∣ critic_ganloss : -631.036707 ∣ generator_nllloss : 5198.118555 ∣ generator_ganloss : 920.420215 ∣  [  std_z : 0.97  real_sub_fake : 2567.86 ]
[  epoch 0007/0040] 3950/4800, lr:1.0e-04 ∣ avg_100 : 31941.524378 ∣ critic_nllloss : 26350.885156 ∣ critic_ganloss : -806.518109 ∣ generator_nllloss : 5334.647461 ∣ generator_ganloss : 939.935303 ∣  [  std_z : 0.98  real_sub_fake : 2967.19 ]
[  epoch 0007/0040] 3960/4800, lr:1.0e-04 ∣ avg_100 : 31946.371476 ∣ critic_nllloss : 26357.528125 ∣ critic_ganloss : -494.011636 ∣ generator_nllloss : 5255.227344 ∣ generator_ganloss : 1074.776465 ∣     [  std_z : 0.98  real_sub_fake : 2716.02 ]
[  epoch 0007/0040] 3970/4800, lr:1.0e-04 ∣ avg_100 : 31956.937127 ∣ critic_nllloss : 26433.443359 ∣ critic_ganloss : -321.860834 ∣ generator_nllloss : 5366.757422 ∣ generator_ganloss : 1070.418311 ∣     [  std_z : 0.99  real_sub_fake : 1039.50 ]
[  epoch 0007/0040] 3980/4800, lr:1.0e-04 ∣ avg_100 : 31964.237727 ∣ critic_nllloss : 26459.558789 ∣ critic_ganloss : -266.087599 ∣ generator_nllloss : 5293.452344 ∣ generator_ganloss : 1103.821387 ∣     [  std_z : 0.99  real_sub_fake : 878.64 ]
[  epoch 0007/0040] 3990/4800, lr:1.0e-04 ∣ avg_100 : 31968.672488 ∣ critic_nllloss : 26522.348633 ∣ critic_ganloss : -399.977188 ∣ generator_nllloss : 5364.382227 ∣ generator_ganloss : 1080.778809 ∣     [  std_z : 0.99  real_sub_fake : 1250.65 ]
[  epoch 0007/0040] 4000/4800, lr:1.0e-04 ∣ avg_100 : 31969.646164 ∣ critic_nllloss : 26277.160156 ∣ critic_ganloss : -481.885709 ∣ generator_nllloss : 5164.952734 ∣ generator_ganloss : 1053.138574 ∣     [  std_z : 0.97  real_sub_fake : 1748.89 ]
[  epoch 0007/0040] 4010/4800, lr:1.0e-04 ∣ avg_100 : 31969.980361 ∣ critic_nllloss : 26248.638867 ∣ critic_ganloss : -737.079687 ∣ generator_nllloss : 5324.305859 ∣ generator_ganloss : 1009.467920 ∣     [  std_z : 0.98  real_sub_fake : 2740.98 ]
[  epoch 0007/0040] 4020/4800, lr:1.0e-04 ∣ avg_100 : 31975.097147 ∣ critic_nllloss : 26559.061328 ∣ critic_ganloss : -511.671094 ∣ generator_nllloss : 5298.740820 ∣ generator_ganloss : 1084.272510 ∣     [  std_z : 1.00  real_sub_fake : 2289.15 ]
[  epoch 0007/0040] 4030/4800, lr:1.0e-04 ∣ avg_100 : 31972.845390 ∣ critic_nllloss : 26193.988086 ∣ critic_ganloss : -653.016559 ∣ generator_nllloss : 5249.583789 ∣ generator_ganloss : 1005.431738 ∣     [  std_z : 0.99  real_sub_fake : 2069.20 ]
[  epoch 0007/0040] 4040/4800, lr:1.0e-04 ∣ avg_100 : 31972.257408 ∣ critic_nllloss : 26181.164453 ∣ critic_ganloss : -516.632520 ∣ generator_nllloss : 5181.491016 ∣ generator_ganloss : 1052.258691 ∣     [  std_z : 0.99  real_sub_fake : 2644.08 ]
[  epoch 0007/0040] 4050/4800, lr:1.0e-04 ∣ avg_100 : 31975.522118 ∣ critic_nllloss : 26432.843750 ∣ critic_ganloss : -499.843533 ∣ generator_nllloss : 5277.842773 ∣ generator_ganloss : 1038.297949 ∣     [  std_z : 0.99  real_sub_fake : 1680.79 ]
[  epoch 0007/0040] 4060/4800, lr:1.0e-04 ∣ avg_100 : 31974.944563 ∣ critic_nllloss : 26204.720313 ∣ critic_ganloss : -521.506830 ∣ generator_nllloss : 5273.433789 ∣ generator_ganloss : 964.166064 ∣  [  std_z : 0.98  real_sub_fake : 1934.95 ]
[  epoch 0007/0040] 4070/4800, lr:1.0e-04 ∣ avg_100 : 31976.247451 ∣ critic_nllloss : 26385.816406 ∣ critic_ganloss : -656.157574 ∣ generator_nllloss : 5226.998438 ∣ generator_ganloss : 959.648438 ∣  [  std_z : 0.99  real_sub_fake : 2323.20 ]
[  epoch 0007/0040] 4080/4800, lr:1.0e-04 ∣ avg_100 : 31974.761049 ∣ critic_nllloss : 26318.974805 ∣ critic_ganloss : -673.068842 ∣ generator_nllloss : 5274.955078 ∣ generator_ganloss : 930.472803 ∣  [  std_z : 1.00  real_sub_fake : 2872.89 ]
[  epoch 0007/0040] 4090/4800, lr:1.0e-04 ∣ avg_100 : 31972.445018 ∣ critic_nllloss : 26251.616797 ∣ critic_ganloss : -549.465613 ∣ generator_nllloss : 5216.098242 ∣ generator_ganloss : 989.753857 ∣  [  std_z : 0.98  real_sub_fake : 2184.86 ]
[  epoch 0007/0040] 4100/4800, lr:1.0e-04 ∣ avg_100 : 31973.203864 ∣ critic_nllloss : 26226.047656 ∣ critic_ganloss : -587.594882 ∣ generator_nllloss : 5295.359961 ∣ generator_ganloss : 937.154785 ∣  [  std_z : 0.97  real_sub_fake : 1846.68 ]
[  epoch 0007/0040] 4110/4800, lr:1.0e-04 ∣ avg_100 : 31973.074694 ∣ critic_nllloss : 26217.110156 ∣ critic_ganloss : -754.355591 ∣ generator_nllloss : 5284.824609 ∣ generator_ganloss : 942.981738 ∣  [  std_z : 0.98  real_sub_fake : 2871.25 ]
[  epoch 0007/0040] 4120/4800, lr:1.0e-04 ∣ avg_100 : 31971.575031 ∣ critic_nllloss : 26483.358398 ∣ critic_ganloss : -973.384937 ∣ generator_nllloss : 5206.339844 ∣ generator_ganloss : 992.112891 ∣  [  std_z : 0.98  real_sub_fake : 3657.66 ]
[  epoch 0007/0040] 4130/4800, lr:1.0e-04 ∣ avg_100 : 31970.287034 ∣ critic_nllloss : 26140.461523 ∣ critic_ganloss : -637.757513 ∣ generator_nllloss : 5212.512891 ∣ generator_ganloss : 962.413184 ∣  [  std_z : 0.99  real_sub_fake : 2907.85 ]
[  epoch 0007/0040] 4140/4800, lr:1.0e-04 ∣ avg_100 : 31972.241486 ∣ critic_nllloss : 26660.956836 ∣ critic_ganloss : -873.467999 ∣ generator_nllloss : 5296.857617 ∣ generator_ganloss : 976.048633 ∣  [  std_z : 0.99  real_sub_fake : 3031.80 ]
[  epoch 0007/0040] 4150/4800, lr:1.0e-04 ∣ avg_100 : 31965.706172 ∣ critic_nllloss : 26036.241016 ∣ critic_ganloss : -725.268140 ∣ generator_nllloss : 5165.758203 ∣ generator_ganloss : 899.230811 ∣  [  std_z : 0.99  real_sub_fake : 3061.52 ]
[  epoch 0007/0040] 4160/4800, lr:1.0e-04 ∣ avg_100 : 31965.108271 ∣ critic_nllloss : 26344.001172 ∣ critic_ganloss : -493.470309 ∣ generator_nllloss : 5266.438086 ∣ generator_ganloss : 882.660693 ∣  [  std_z : 1.00  real_sub_fake : 1948.17 ]
[  epoch 0007/0040] 4170/4800, lr:1.0e-04 ∣ avg_100 : 31964.261579 ∣ critic_nllloss : 26129.316406 ∣ critic_ganloss : -547.435727 ∣ generator_nllloss : 5313.432813 ∣ generator_ganloss : 846.379346 ∣  [  std_z : 0.99  real_sub_fake : 1938.39 ]
[  epoch 0007/0040] 4180/4800, lr:1.0e-04 ∣ avg_100 : 31960.564378 ∣ critic_nllloss : 26361.963867 ∣ critic_ganloss : -676.508282 ∣ generator_nllloss : 5308.172656 ∣ generator_ganloss : 874.748926 ∣  [  std_z : 0.97  real_sub_fake : 2736.48 ]
[  epoch 0007/0040] 4190/4800, lr:1.0e-04 ∣ avg_100 : 31960.210281 ∣ critic_nllloss : 26372.398047 ∣ critic_ganloss : -697.613348 ∣ generator_nllloss : 5321.472266 ∣ generator_ganloss : 875.988184 ∣  [  std_z : 0.96  real_sub_fake : 2721.57 ]
[  epoch 0007/0040] 4200/4800, lr:1.0e-04 ∣ avg_100 : 31954.295798 ∣ critic_nllloss : 26279.676367 ∣ critic_ganloss : -714.706964 ∣ generator_nllloss : 5156.549414 ∣ generator_ganloss : 915.440088 ∣  [  std_z : 0.98  real_sub_fake : 2631.86 ]
[  epoch 0007/0040] 4210/4800, lr:1.0e-04 ∣ avg_100 : 31950.139383 ∣ critic_nllloss : 26173.623437 ∣ critic_ganloss : -622.218542 ∣ generator_nllloss : 5231.525781 ∣ generator_ganloss : 897.898486 ∣  [  std_z : 0.99  real_sub_fake : 2550.39 ]
[  epoch 0007/0040] 4220/4800, lr:1.0e-04 ∣ avg_100 : 31951.332905 ∣ critic_nllloss : 26446.266406 ∣ critic_ganloss : -661.895526 ∣ generator_nllloss : 5336.529492 ∣ generator_ganloss : 928.073145 ∣  [  std_z : 1.00  real_sub_fake : 2380.47 ]
[  epoch 0007/0040] 4230/4800, lr:1.0e-04 ∣ avg_100 : 31947.850175 ∣ critic_nllloss : 26236.983594 ∣ critic_ganloss : -725.542487 ∣ generator_nllloss : 5236.493555 ∣ generator_ganloss : 902.200928 ∣  [  std_z : 0.98  real_sub_fake : 2620.70 ]
[  epoch 0007/0040] 4240/4800, lr:1.0e-04 ∣ avg_100 : 31950.879907 ∣ critic_nllloss : 26325.336719 ∣ critic_ganloss : -565.901239 ∣ generator_nllloss : 5312.393164 ∣ generator_ganloss : 921.164355 ∣  [  std_z : 0.97  real_sub_fake : 2358.14 ]
[  epoch 0007/0040] 4250/4800, lr:1.0e-04 ∣ avg_100 : 31945.318833 ∣ critic_nllloss : 26162.406836 ∣ critic_ganloss : -703.497131 ∣ generator_nllloss : 5208.263477 ∣ generator_ganloss : 901.615527 ∣  [  std_z : 0.98  real_sub_fake : 2355.36 ]
[  epoch 0007/0040] 4260/4800, lr:1.0e-04 ∣ avg_100 : 31942.180554 ∣ critic_nllloss : 26578.251563 ∣ critic_ganloss : -740.859686 ∣ generator_nllloss : 5357.079687 ∣ generator_ganloss : 955.762695 ∣  [  std_z : 0.98  real_sub_fake : 3248.92 ]
[  epoch 0007/0040] 4270/4800, lr:1.0e-04 ∣ avg_100 : 31938.033865 ∣ critic_nllloss : 26259.272461 ∣ critic_ganloss : -669.681049 ∣ generator_nllloss : 5331.483398 ∣ generator_ganloss : 971.803076 ∣  [  std_z : 0.98  real_sub_fake : 2434.13 ]
[  epoch 0007/0040] 4280/4800, lr:1.0e-04 ∣ avg_100 : 31940.205887 ∣ critic_nllloss : 26422.845117 ∣ critic_ganloss : -724.575647 ∣ generator_nllloss : 5255.276172 ∣ generator_ganloss : 1040.085107 ∣     [  std_z : 1.00  real_sub_fake : 2699.97 ]
[  epoch 0007/0040] 4290/4800, lr:1.0e-04 ∣ avg_100 : 31942.214767 ∣ critic_nllloss : 26424.601562 ∣ critic_ganloss : -387.718420 ∣ generator_nllloss : 5257.099219 ∣ generator_ganloss : 895.922314 ∣  [  std_z : 0.98  real_sub_fake : 2026.44 ]
[  epoch 0007/0040] 4300/4800, lr:1.0e-04 ∣ avg_100 : 31941.911412 ∣ critic_nllloss : 26362.884570 ∣ critic_ganloss : -649.437598 ∣ generator_nllloss : 5268.873633 ∣ generator_ganloss : 920.492725 ∣  [  std_z : 0.98  real_sub_fake : 1949.63 ]
[  epoch 0007/0040] 4310/4800, lr:1.0e-04 ∣ avg_100 : 31942.517631 ∣ critic_nllloss : 26432.176172 ∣ critic_ganloss : -757.340790 ∣ generator_nllloss : 5271.961719 ∣ generator_ganloss : 884.428516 ∣  [  std_z : 0.99  real_sub_fake : 2982.26 ]
[  epoch 0007/0040] 4320/4800, lr:1.0e-04 ∣ avg_100 : 31944.396299 ∣ critic_nllloss : 26409.271680 ∣ critic_ganloss : -622.817468 ∣ generator_nllloss : 5316.961719 ∣ generator_ganloss : 924.160889 ∣  [  std_z : 0.99  real_sub_fake : 2587.99 ]
[  epoch 0007/0040] 4330/4800, lr:1.0e-04 ∣ avg_100 : 31943.231657 ∣ critic_nllloss : 26203.461328 ∣ critic_ganloss : -588.644507 ∣ generator_nllloss : 5256.817578 ∣ generator_ganloss : 991.777832 ∣  [  std_z : 0.98  real_sub_fake : 1855.04 ]
[  epoch 0007/0040] 4340/4800, lr:1.0e-04 ∣ avg_100 : 31943.871223 ∣ critic_nllloss : 26448.808008 ∣ critic_ganloss : -662.934314 ∣ generator_nllloss : 5302.982813 ∣ generator_ganloss : 967.182227 ∣  [  std_z : 0.98  real_sub_fake : 2583.72 ]
[  epoch 0007/0040] 4350/4800, lr:1.0e-04 ∣ avg_100 : 31947.321433 ∣ critic_nllloss : 26338.629102 ∣ critic_ganloss : -583.695044 ∣ generator_nllloss : 5280.161719 ∣ generator_ganloss : 982.230664 ∣  [  std_z : 0.97  real_sub_fake : 2344.51 ]
[  epoch 0007/0040] 4360/4800, lr:1.0e-04 ∣ avg_100 : 31943.883035 ∣ critic_nllloss : 26224.110156 ∣ critic_ganloss : -694.907562 ∣ generator_nllloss : 5192.914648 ∣ generator_ganloss : 986.484814 ∣  [  std_z : 0.98  real_sub_fake : 2587.13 ]
[  epoch 0007/0040] 4370/4800, lr:1.0e-04 ∣ avg_100 : 31946.540390 ∣ critic_nllloss : 26363.142969 ∣ critic_ganloss : -280.160498 ∣ generator_nllloss : 5357.313281 ∣ generator_ganloss : 856.175586 ∣  [  std_z : 0.99  real_sub_fake : 2012.76 ]
[  epoch 0007/0040] 4380/4800, lr:1.0e-04 ∣ avg_100 : 31945.764546 ∣ critic_nllloss : 26164.812109 ∣ critic_ganloss : -353.719144 ∣ generator_nllloss : 5222.091211 ∣ generator_ganloss : 910.220752 ∣  [  std_z : 0.98  real_sub_fake : 904.39 ]
[  epoch 0007/0040] 4390/4800, lr:1.0e-04 ∣ avg_100 : 31946.141804 ∣ critic_nllloss : 26522.324414 ∣ critic_ganloss : -511.422168 ∣ generator_nllloss : 5386.087695 ∣ generator_ganloss : 842.886865 ∣  [  std_z : 0.98  real_sub_fake : 1498.84 ]
[  epoch 0007/0040] 4400/4800, lr:1.0e-04 ∣ avg_100 : 31944.586616 ∣ critic_nllloss : 26237.928320 ∣ critic_ganloss : -606.154187 ∣ generator_nllloss : 5184.336719 ∣ generator_ganloss : 858.652100 ∣  [  std_z : 0.97  real_sub_fake : 2131.56 ]
[  epoch 0007/0040] 4410/4800, lr:1.0e-04 ∣ avg_100 : 31945.869886 ∣ critic_nllloss : 26343.795703 ∣ critic_ganloss : -619.178131 ∣ generator_nllloss : 5281.034766 ∣ generator_ganloss : 957.198145 ∣  [  std_z : 0.98  real_sub_fake : 2338.64 ]
[  epoch 0007/0040] 4420/4800, lr:1.0e-04 ∣ avg_100 : 31944.109666 ∣ critic_nllloss : 26243.394531 ∣ critic_ganloss : -566.026562 ∣ generator_nllloss : 5226.898828 ∣ generator_ganloss : 920.215723 ∣  [  std_z : 0.99  real_sub_fake : 2336.43 ]
[  epoch 0007/0040] 4430/4800, lr:1.0e-04 ∣ avg_100 : 31946.136786 ∣ critic_nllloss : 26264.989648 ∣ critic_ganloss : -554.757031 ∣ generator_nllloss : 5174.323633 ∣ generator_ganloss : 945.613525 ∣  [  std_z : 1.00  real_sub_fake : 2043.69 ]
[  epoch 0007/0040] 4440/4800, lr:1.0e-04 ∣ avg_100 : 31943.317834 ∣ critic_nllloss : 26322.036133 ∣ critic_ganloss : -683.299011 ∣ generator_nllloss : 5361.071875 ∣ generator_ganloss : 940.413281 ∣  [  std_z : 0.99  real_sub_fake : 2347.10 ]
[  epoch 0007/0040] 4450/4800, lr:1.0e-04 ∣ avg_100 : 31939.790891 ∣ critic_nllloss : 26250.047070 ∣ critic_ganloss : -627.002417 ∣ generator_nllloss : 5220.862500 ∣ generator_ganloss : 957.399854 ∣  [  std_z : 0.98  real_sub_fake : 2684.12 ]
[  epoch 0007/0040] 4460/4800, lr:1.0e-04 ∣ avg_100 : 31938.036277 ∣ critic_nllloss : 26303.332422 ∣ critic_ganloss : -598.150937 ∣ generator_nllloss : 5286.373242 ∣ generator_ganloss : 975.068848 ∣  [  std_z : 0.97  real_sub_fake : 2388.86 ]
[  epoch 0007/0040] 4470/4800, lr:1.0e-04 ∣ avg_100 : 31935.457219 ∣ critic_nllloss : 26366.485742 ∣ critic_ganloss : -654.555609 ∣ generator_nllloss : 5175.159375 ∣ generator_ganloss : 920.590137 ∣  [  std_z : 0.97  real_sub_fake : 2505.33 ]
[  epoch 0007/0040] 4480/4800, lr:1.0e-04 ∣ avg_100 : 31935.128141 ∣ critic_nllloss : 26247.227930 ∣ critic_ganloss : -569.588922 ∣ generator_nllloss : 5295.198828 ∣ generator_ganloss : 941.305664 ∣  [  std_z : 0.99  real_sub_fake : 2451.25 ]
[  epoch 0007/0040] 4490/4800, lr:1.0e-04 ∣ avg_100 : 31935.898344 ∣ critic_nllloss : 26389.694141 ∣ critic_ganloss : -739.333685 ∣ generator_nllloss : 5290.207812 ∣ generator_ganloss : 918.303223 ∣  [  std_z : 1.00  real_sub_fake : 2396.86 ]
[  epoch 0007/0040] 4500/4800, lr:1.0e-04 ∣ avg_100 : 31935.497567 ∣ critic_nllloss : 26401.183008 ∣ critic_ganloss : -640.427997 ∣ generator_nllloss : 5235.833203 ∣ generator_ganloss : 975.477441 ∣  [  std_z : 1.01  real_sub_fake : 2573.70 ]
[  epoch 0007/0040] 4510/4800, lr:1.0e-04 ∣ avg_100 : 31936.814683 ∣ critic_nllloss : 26425.654687 ∣ critic_ganloss : -540.404877 ∣ generator_nllloss : 5333.070312 ∣ generator_ganloss : 943.606348 ∣  [  std_z : 0.98  real_sub_fake : 2034.95 ]
[  epoch 0007/0040] 4520/4800, lr:1.0e-04 ∣ avg_100 : 31933.467589 ∣ critic_nllloss : 26216.895117 ∣ critic_ganloss : -670.958142 ∣ generator_nllloss : 5319.467773 ∣ generator_ganloss : 961.328906 ∣  [  std_z : 0.96  real_sub_fake : 2563.67 ]
[  epoch 0007/0040] 4530/4800, lr:1.0e-04 ∣ avg_100 : 31933.731438 ∣ critic_nllloss : 26333.071484 ∣ critic_ganloss : -520.274084 ∣ generator_nllloss : 5204.432617 ∣ generator_ganloss : 1009.783105 ∣     [  std_z : 0.97  real_sub_fake : 2341.47 ]
[  epoch 0007/0040] 4540/4800, lr:1.0e-04 ∣ avg_100 : 31932.006803 ∣ critic_nllloss : 26228.359180 ∣ critic_ganloss : -628.042206 ∣ generator_nllloss : 5281.947656 ∣ generator_ganloss : 1003.337549 ∣     [  std_z : 0.99  real_sub_fake : 1948.72 ]
[  epoch 0007/0040] 4550/4800, lr:1.0e-04 ∣ avg_100 : 31935.294706 ∣ critic_nllloss : 26480.862500 ∣ critic_ganloss : -635.746179 ∣ generator_nllloss : 5291.995703 ∣ generator_ganloss : 982.352588 ∣  [  std_z : 1.01  real_sub_fake : 2481.23 ]
[  epoch 0007/0040] 4560/4800, lr:1.0e-04 ∣ avg_100 : 31938.563732 ∣ critic_nllloss : 26318.041406 ∣ critic_ganloss : -654.201337 ∣ generator_nllloss : 5276.911328 ∣ generator_ganloss : 948.976123 ∣  [  std_z : 1.00  real_sub_fake : 2921.85 ]
[  epoch 0007/0040] 4570/4800, lr:1.0e-04 ∣ avg_100 : 31940.909149 ∣ critic_nllloss : 26355.864453 ∣ critic_ganloss : -695.701825 ∣ generator_nllloss : 5310.463867 ∣ generator_ganloss : 985.375684 ∣  [  std_z : 0.98  real_sub_fake : 2244.74 ]
[  epoch 0007/0040] 4580/4800, lr:1.0e-04 ∣ avg_100 : 31939.727164 ∣ critic_nllloss : 26348.264453 ∣ critic_ganloss : -803.510449 ∣ generator_nllloss : 5253.758398 ∣ generator_ganloss : 981.530225 ∣  [  std_z : 0.98  real_sub_fake : 2926.80 ]
[  epoch 0007/0040] 4590/4800, lr:1.0e-04 ∣ avg_100 : 31937.391369 ∣ critic_nllloss : 26125.263086 ∣ critic_ganloss : -523.586017 ∣ generator_nllloss : 5203.518750 ∣ generator_ganloss : 902.007666 ∣  [  std_z : 0.98  real_sub_fake : 2853.80 ]
[  epoch 0007/0040] 4600/4800, lr:1.0e-04 ∣ avg_100 : 31936.278757 ∣ critic_nllloss : 26394.318750 ∣ critic_ganloss : -634.358392 ∣ generator_nllloss : 5286.735156 ∣ generator_ganloss : 871.080566 ∣  [  std_z : 1.00  real_sub_fake : 2039.85 ]
[  epoch 0007/0040] 4610/4800, lr:1.0e-04 ∣ avg_100 : 31935.036784 ∣ critic_nllloss : 26196.541602 ∣ critic_ganloss : -684.634332 ∣ generator_nllloss : 5344.774609 ∣ generator_ganloss : 827.940674 ∣  [  std_z : 1.00  real_sub_fake : 2712.21 ]
[  epoch 0007/0040] 4620/4800, lr:1.0e-04 ∣ avg_100 : 31935.163212 ∣ critic_nllloss : 26299.225000 ∣ critic_ganloss : -663.136346 ∣ generator_nllloss : 5243.044141 ∣ generator_ganloss : 860.875488 ∣  [  std_z : 0.98  real_sub_fake : 2559.29 ]
[  epoch 0007/0040] 4630/4800, lr:1.0e-04 ∣ avg_100 : 31935.640925 ∣ critic_nllloss : 26352.921094 ∣ critic_ganloss : -607.461908 ∣ generator_nllloss : 5222.428125 ∣ generator_ganloss : 929.870215 ∣  [  std_z : 0.97  real_sub_fake : 2096.14 ]
[  epoch 0007/0040] 4640/4800, lr:1.0e-04 ∣ avg_100 : 31938.690994 ∣ critic_nllloss : 26315.112500 ∣ critic_ganloss : -545.967035 ∣ generator_nllloss : 5307.755469 ∣ generator_ganloss : 935.417090 ∣  [  std_z : 0.99  real_sub_fake : 2362.32 ]
[  epoch 0007/0040] 4650/4800, lr:1.0e-04 ∣ avg_100 : 31938.985130 ∣ critic_nllloss : 26432.662500 ∣ critic_ganloss : -708.629999 ∣ generator_nllloss : 5235.403125 ∣ generator_ganloss : 949.571094 ∣  [  std_z : 1.00  real_sub_fake : 2270.64 ]
[  epoch 0007/0040] 4660/4800, lr:1.0e-04 ∣ avg_100 : 31937.298870 ∣ critic_nllloss : 26329.382227 ∣ critic_ganloss : -805.681964 ∣ generator_nllloss : 5276.841992 ∣ generator_ganloss : 985.998828 ∣  [  std_z : 0.99  real_sub_fake : 3076.51 ]
[  epoch 0007/0040] 4670/4800, lr:1.0e-04 ∣ avg_100 : 31939.765728 ∣ critic_nllloss : 26445.517969 ∣ critic_ganloss : -743.561188 ∣ generator_nllloss : 5299.260352 ∣ generator_ganloss : 1022.830176 ∣     [  std_z : 0.97  real_sub_fake : 3177.82 ]
[  epoch 0007/0040] 4680/4800, lr:1.0e-04 ∣ avg_100 : 31944.830517 ∣ critic_nllloss : 26342.802539 ∣ critic_ganloss : -701.758972 ∣ generator_nllloss : 5274.590625 ∣ generator_ganloss : 1047.484277 ∣     [  std_z : 0.97  real_sub_fake : 2512.42 ]
[  epoch 0007/0040] 4690/4800, lr:1.0e-04 ∣ avg_100 : 31946.832878 ∣ critic_nllloss : 26326.487695 ∣ critic_ganloss : -717.354407 ∣ generator_nllloss : 5245.999023 ∣ generator_ganloss : 1037.181348 ∣     [  std_z : 0.98  real_sub_fake : 3119.85 ]
[  epoch 0007/0040] 4700/4800, lr:1.0e-04 ∣ avg_100 : 31942.159151 ∣ critic_nllloss : 26056.452930 ∣ critic_ganloss : -473.809381 ∣ generator_nllloss : 5191.590039 ∣ generator_ganloss : 1044.661621 ∣     [  std_z : 0.99  real_sub_fake : 1811.70 ]
[  epoch 0007/0040] 4710/4800, lr:1.0e-04 ∣ avg_100 : 31944.388173 ∣ critic_nllloss : 26276.849414 ∣ critic_ganloss : -604.890543 ∣ generator_nllloss : 5233.507812 ∣ generator_ganloss : 1027.199854 ∣     [  std_z : 1.01  real_sub_fake : 2049.21 ]
[  epoch 0007/0040] 4720/4800, lr:1.0e-04 ∣ avg_100 : 31940.224685 ∣ critic_nllloss : 26243.621875 ∣ critic_ganloss : -763.763416 ∣ generator_nllloss : 5277.566602 ∣ generator_ganloss : 1032.566504 ∣     [  std_z : 0.99  real_sub_fake : 2953.81 ]
[  epoch 0007/0040] 4730/4800, lr:1.0e-04 ∣ avg_100 : 31936.773369 ∣ critic_nllloss : 26383.785742 ∣ critic_ganloss : -950.235870 ∣ generator_nllloss : 5234.313672 ∣ generator_ganloss : 1041.303516 ∣     [  std_z : 0.98  real_sub_fake : 3440.36 ]
[  epoch 0007/0040] 4740/4800, lr:1.0e-04 ∣ avg_100 : 31940.040009 ∣ critic_nllloss : 26463.129102 ∣ critic_ganloss : -435.663788 ∣ generator_nllloss : 5310.096680 ∣ generator_ganloss : 1065.750586 ∣     [  std_z : 0.99  real_sub_fake : 2402.92 ]
[  epoch 0007/0040] 4750/4800, lr:1.0e-04 ∣ avg_100 : 31940.968265 ∣ critic_nllloss : 26358.162109 ∣ critic_ganloss : -614.611493 ∣ generator_nllloss : 5195.878320 ∣ generator_ganloss : 998.037061 ∣  [  std_z : 0.99  real_sub_fake : 1960.03 ]
[  epoch 0007/0040] 4760/4800, lr:1.0e-04 ∣ avg_100 : 31939.844930 ∣ critic_nllloss : 26289.537891 ∣ critic_ganloss : -734.854956 ∣ generator_nllloss : 5218.198047 ∣ generator_ganloss : 991.381738 ∣  [  std_z : 0.99  real_sub_fake : 2600.19 ]
[  epoch 0007/0040] 4770/4800, lr:1.0e-04 ∣ avg_100 : 31938.757273 ∣ critic_nllloss : 26408.872656 ∣ critic_ganloss : -602.130524 ∣ generator_nllloss : 5281.045117 ∣ generator_ganloss : 1006.536914 ∣     [  std_z : 0.98  real_sub_fake : 3033.04 ]
[  epoch 0007/0040] 4780/4800, lr:1.0e-04 ∣ avg_100 : 31940.253383 ∣ critic_nllloss : 26386.037500 ∣ critic_ganloss : -645.822009 ∣ generator_nllloss : 5270.780859 ∣ generator_ganloss : 1025.940039 ∣     [  std_z : 0.97  real_sub_fake : 2114.96 ]
[  epoch 0007/0040] 4790/4800, lr:1.0e-04 ∣ avg_100 : 31941.688844 ∣ critic_nllloss : 26354.614063 ∣ critic_ganloss : -605.344019 ∣ generator_nllloss : 5260.045117 ∣ generator_ganloss : 933.221094 ∣  [  std_z : 0.97  real_sub_fake : 2364.16 ]
[  epoch 0007/0040] 4800/4800, lr:1.0e-04 ∣ avg_100 : 31941.453370 ∣ critic_nllloss : 26275.001367 ∣ critic_ganloss : -474.833896 ∣ generator_nllloss : 5208.795313 ∣ generator_ganloss : 936.811328 ∣  [  std_z : 0.99  real_sub_fake : 2092.49 ]
[    val 007    ] Done! KLD: 0.071746: 0.048372y, 1:01:30, total: 1 day, 6:20:00                    
[  epoch 0008/0040] 0010/4800, lr:1.0e-04 ∣ avg_100 : 31940.141799 ∣ critic_nllloss : 26297.749414 ∣ critic_ganloss : -503.068243 ∣ generator_nllloss : 5165.757422 ∣ generator_ganloss : 899.032324 ∣  [  std_z : 0.99  real_sub_fake : 1564.53 ]
[  epoch 0008/0040] 0020/4800, lr:1.0e-04 ∣ avg_100 : 31936.564218 ∣ critic_nllloss : 26288.331445 ∣ critic_ganloss : -725.028973 ∣ generator_nllloss : 5224.198438 ∣ generator_ganloss : 916.070508 ∣  [  std_z : 0.99  real_sub_fake : 2459.73 ]
[  epoch 0008/0040] 0030/4800, lr:1.0e-04 ∣ avg_100 : 31936.177276 ∣ critic_nllloss : 26291.592383 ∣ critic_ganloss : -535.683093 ∣ generator_nllloss : 5271.852539 ∣ generator_ganloss : 931.442383 ∣  [  std_z : 0.98  real_sub_fake : 2314.19 ]
[  epoch 0008/0040] 0040/4800, lr:1.0e-04 ∣ avg_100 : 31941.761045 ∣ critic_nllloss : 26518.376563 ∣ critic_ganloss : -637.689886 ∣ generator_nllloss : 5292.320508 ∣ generator_ganloss : 996.175146 ∣  [  std_z : 0.99  real_sub_fake : 2534.65 ]
[  epoch 0008/0040] 0050/4800, lr:1.0e-04 ∣ avg_100 : 31941.491061 ∣ critic_nllloss : 26488.065430 ∣ critic_ganloss : -752.328333 ∣ generator_nllloss : 5248.707422 ∣ generator_ganloss : 988.685938 ∣  [  std_z : 0.98  real_sub_fake : 2935.96 ]
[  epoch 0008/0040] 0060/4800, lr:1.0e-04 ∣ avg_100 : 31941.900013 ∣ critic_nllloss : 26187.407422 ∣ critic_ganloss : -486.463358 ∣ generator_nllloss : 5231.711328 ∣ generator_ganloss : 1054.570410 ∣     [  std_z : 0.98  real_sub_fake : 2107.40 ]
[  epoch 0008/0040] 0070/4800, lr:1.0e-04 ∣ avg_100 : 31937.586557 ∣ critic_nllloss : 26199.689844 ∣ critic_ganloss : -601.691626 ∣ generator_nllloss : 5271.271680 ∣ generator_ganloss : 1038.436914 ∣     [  std_z : 0.99  real_sub_fake : 1823.46 ]
[  epoch 0008/0040] 0080/4800, lr:1.0e-04 ∣ avg_100 : 31938.038375 ∣ critic_nllloss : 26451.695703 ∣ critic_ganloss : -631.223743 ∣ generator_nllloss : 5315.578906 ∣ generator_ganloss : 999.442529 ∣  [  std_z : 0.98  real_sub_fake : 2483.33 ]
[  epoch 0008/0040] 0090/4800, lr:1.0e-04 ∣ avg_100 : 31933.449675 ∣ critic_nllloss : 26161.312695 ∣ critic_ganloss : -600.880377 ∣ generator_nllloss : 5227.407031 ∣ generator_ganloss : 976.760596 ∣  [  std_z : 0.98  real_sub_fake : 2605.38 ]
[  epoch 0008/0040] 0100/4800, lr:1.0e-04 ∣ avg_100 : 31934.001327 ∣ critic_nllloss : 26338.712500 ∣ critic_ganloss : -717.706470 ∣ generator_nllloss : 5316.739453 ∣ generator_ganloss : 1025.098535 ∣     [  std_z : 0.98  real_sub_fake : 2404.05 ]
[  epoch 0008/0040] 0110/4800, lr:1.0e-04 ∣ avg_100 : 31933.829400 ∣ critic_nllloss : 26233.163867 ∣ critic_ganloss : -454.033282 ∣ generator_nllloss : 5273.925000 ∣ generator_ganloss : 1076.763721 ∣     [  std_z : 0.98  real_sub_fake : 2172.11 ]
[  epoch 0008/0040] 0120/4800, lr:1.0e-04 ∣ avg_100 : 31933.867774 ∣ critic_nllloss : 26315.798438 ∣ critic_ganloss : -608.688623 ∣ generator_nllloss : 5316.058398 ∣ generator_ganloss : 1022.826855 ∣     [  std_z : 0.99  real_sub_fake : 2095.73 ]
[  epoch 0008/0040] 0130/4800, lr:1.0e-04 ∣ avg_100 : 31938.809247 ∣ critic_nllloss : 26608.426563 ∣ critic_ganloss : -655.277640 ∣ generator_nllloss : 5411.923242 ∣ generator_ganloss : 1052.092480 ∣     [  std_z : 1.00  real_sub_fake : 2522.43 ]
[  epoch 0008/0040] 0140/4800, lr:1.0e-04 ∣ avg_100 : 31943.177478 ∣ critic_nllloss : 26367.952930 ∣ critic_ganloss : -611.224866 ∣ generator_nllloss : 5277.010547 ∣ generator_ganloss : 1052.428711 ∣     [  std_z : 0.98  real_sub_fake : 2388.56 ]
[  epoch 0008/0040] 0150/4800, lr:1.0e-04 ∣ avg_100 : 31945.832514 ∣ critic_nllloss : 26388.429883 ∣ critic_ganloss : -639.557745 ∣ generator_nllloss : 5283.208594 ∣ generator_ganloss : 1052.372754 ∣     [  std_z : 0.98  real_sub_fake : 2343.73 ]
[  epoch 0008/0040] 0160/4800, lr:1.0e-04 ∣ avg_100 : 31939.744396 ∣ critic_nllloss : 26068.900000 ∣ critic_ganloss : -655.046121 ∣ generator_nllloss : 5112.768750 ∣ generator_ganloss : 1058.085840 ∣     [  std_z : 0.99  real_sub_fake : 2331.20 ]
[  epoch 0008/0040] 0170/4800, lr:1.0e-04 ∣ avg_100 : 31934.072527 ∣ critic_nllloss : 26368.838281 ∣ critic_ganloss : -668.563354 ∣ generator_nllloss : 5262.105859 ∣ generator_ganloss : 1019.190576 ∣     [  std_z : 1.00  real_sub_fake : 2708.06 ]
[  epoch 0008/0040] 0180/4800, lr:1.0e-04 ∣ avg_100 : 31930.653086 ∣ critic_nllloss : 26585.661719 ∣ critic_ganloss : -673.186664 ∣ generator_nllloss : 5308.191602 ∣ generator_ganloss : 1028.134131 ∣     [  std_z : 1.00  real_sub_fake : 2718.77 ]
[  epoch 0008/0040] 0190/4800, lr:1.0e-04 ∣ avg_100 : 31924.343526 ∣ critic_nllloss : 26340.106250 ∣ critic_ganloss : -734.259970 ∣ generator_nllloss : 5299.977930 ∣ generator_ganloss : 1030.752344 ∣     [  std_z : 0.97  real_sub_fake : 2534.59 ]
[  epoch 0008/0040] 0200/4800, lr:1.0e-04 ∣ avg_100 : 31921.417103 ∣ critic_nllloss : 26232.401758 ∣ critic_ganloss : -726.994006 ∣ generator_nllloss : 5191.350977 ∣ generator_ganloss : 1023.964697 ∣     [  std_z : 0.97  real_sub_fake : 2799.85 ]
[  epoch 0008/0040] 0210/4800, lr:1.0e-04 ∣ avg_100 : 31923.465176 ∣ critic_nllloss : 26242.572656 ∣ critic_ganloss : -515.680878 ∣ generator_nllloss : 5234.320508 ∣ generator_ganloss : 1088.927979 ∣     [  std_z : 0.98  real_sub_fake : 2315.03 ]
[  epoch 0008/0040] 0220/4800, lr:1.0e-04 ∣ avg_100 : 31920.476940 ∣ critic_nllloss : 26418.911719 ∣ critic_ganloss : -689.610626 ∣ generator_nllloss : 5319.747656 ∣ generator_ganloss : 1082.531152 ∣     [  std_z : 1.00  real_sub_fake : 2098.81 ]
[  epoch 0008/0040] 0230/4800, lr:1.0e-04 ∣ avg_100 : 31922.044007 ∣ critic_nllloss : 26426.785352 ∣ critic_ganloss : -789.666400 ∣ generator_nllloss : 5236.631641 ∣ generator_ganloss : 1078.943164 ∣     [  std_z : 1.01  real_sub_fake : 3213.73 ]
[  epoch 0008/0040] 0240/4800, lr:1.0e-04 ∣ avg_100 : 31927.488601 ∣ critic_nllloss : 26608.998047 ∣ critic_ganloss : -643.489923 ∣ generator_nllloss : 5431.703125 ∣ generator_ganloss : 1045.529785 ∣     [  std_z : 1.00  real_sub_fake : 2946.96 ]
[  epoch 0008/0040] 0250/4800, lr:1.0e-04 ∣ avg_100 : 31926.319721 ∣ critic_nllloss : 26298.199609 ∣ critic_ganloss : -552.658347 ∣ generator_nllloss : 5300.082812 ∣ generator_ganloss : 1086.628906 ∣     [  std_z : 0.96  real_sub_fake : 1726.20 ]
[  epoch 0008/0040] 0260/4800, lr:1.0e-04 ∣ avg_100 : 31925.700943 ∣ critic_nllloss : 26302.849805 ∣ critic_ganloss : -737.943463 ∣ generator_nllloss : 5263.493750 ∣ generator_ganloss : 1030.535449 ∣     [  std_z : 0.96  real_sub_fake : 2762.39 ]
[  epoch 0008/0040] 0270/4800, lr:1.0e-04 ∣ avg_100 : 31926.299760 ∣ critic_nllloss : 26354.186523 ∣ critic_ganloss : -619.329669 ∣ generator_nllloss : 5304.215820 ∣ generator_ganloss : 937.114746 ∣  [  std_z : 0.98  real_sub_fake : 2888.67 ]
[  epoch 0008/0040] 0280/4800, lr:1.0e-04 ∣ avg_100 : 31926.480624 ∣ critic_nllloss : 26297.086328 ∣ critic_ganloss : -615.278564 ∣ generator_nllloss : 5230.891406 ∣ generator_ganloss : 956.721045 ∣  [  std_z : 0.98  real_sub_fake : 1930.16 ]
[  epoch 0008/0040] 0290/4800, lr:1.0e-04 ∣ avg_100 : 31927.794541 ∣ critic_nllloss : 26485.101172 ∣ critic_ganloss : -635.142682 ∣ generator_nllloss : 5240.262500 ∣ generator_ganloss : 949.173975 ∣  [  std_z : 0.98  real_sub_fake : 2728.13 ]
[  epoch 0008/0040] 0300/4800, lr:1.0e-04 ∣ avg_100 : 31927.479619 ∣ critic_nllloss : 26351.475977 ∣ critic_ganloss : -710.556061 ∣ generator_nllloss : 5252.690430 ∣ generator_ganloss : 945.865039 ∣  [  std_z : 0.99  real_sub_fake : 2388.97 ]
[  epoch 0008/0040] 0310/4800, lr:1.0e-04 ∣ avg_100 : 31929.150261 ∣ critic_nllloss : 26309.380859 ∣ critic_ganloss : -656.340784 ∣ generator_nllloss : 5254.125977 ∣ generator_ganloss : 950.458984 ∣  [  std_z : 1.00  real_sub_fake : 2572.19 ]
[  epoch 0008/0040] 0320/4800, lr:1.0e-04 ∣ avg_100 : 31931.747918 ∣ critic_nllloss : 26426.342187 ∣ critic_ganloss : -764.438544 ∣ generator_nllloss : 5359.196875 ∣ generator_ganloss : 947.091406 ∣  [  std_z : 1.00  real_sub_fake : 3069.90 ]
[  epoch 0008/0040] 0330/4800, lr:1.0e-04 ∣ avg_100 : 31934.328593 ∣ critic_nllloss : 26275.038477 ∣ critic_ganloss : -634.950964 ∣ generator_nllloss : 5304.811719 ∣ generator_ganloss : 990.798389 ∣  [  std_z : 0.99  real_sub_fake : 2552.17 ]
[  epoch 0008/0040] 0340/4800, lr:1.0e-04 ∣ avg_100 : 31934.890583 ∣ critic_nllloss : 26482.898047 ∣ critic_ganloss : -656.647919 ∣ generator_nllloss : 5267.575391 ∣ generator_ganloss : 1022.768555 ∣     [  std_z : 0.98  real_sub_fake : 2173.57 ]
[  epoch 0008/0040] 0350/4800, lr:1.0e-04 ∣ avg_100 : 31942.829557 ∣ critic_nllloss : 26485.866992 ∣ critic_ganloss : -643.551862 ∣ generator_nllloss : 5308.074219 ∣ generator_ganloss : 1019.469971 ∣     [  std_z : 0.98  real_sub_fake : 2790.33 ]
[  epoch 0008/0040] 0360/4800, lr:1.0e-04 ∣ avg_100 : 31940.430917 ∣ critic_nllloss : 26260.842187 ∣ critic_ganloss : -825.493085 ∣ generator_nllloss : 5327.875586 ∣ generator_ganloss : 996.540918 ∣  [  std_z : 0.98  real_sub_fake : 2783.81 ]
[  epoch 0008/0040] 0370/4800, lr:1.0e-04 ∣ avg_100 : 31941.859571 ∣ critic_nllloss : 26490.105859 ∣ critic_ganloss : -787.637805 ∣ generator_nllloss : 5173.294531 ∣ generator_ganloss : 1008.795605 ∣     [  std_z : 0.98  real_sub_fake : 3388.45 ]
[  epoch 0008/0040] 0380/4800, lr:1.0e-04 ∣ avg_100 : 31940.881317 ∣ critic_nllloss : 26240.650195 ∣ critic_ganloss : -722.306329 ∣ generator_nllloss : 5216.816797 ∣ generator_ganloss : 1035.391162 ∣     [  std_z : 0.99  real_sub_fake : 2697.60 ]
[  epoch 0008/0040] 0390/4800, lr:1.0e-04 ∣ avg_100 : 31937.150236 ∣ critic_nllloss : 26143.525977 ∣ critic_ganloss : -805.309253 ∣ generator_nllloss : 5204.123633 ∣ generator_ganloss : 956.796729 ∣  [  std_z : 0.99  real_sub_fake : 3218.73 ]
[  epoch 0008/0040] 0400/4800, lr:1.0e-04 ∣ avg_100 : 31940.326856 ∣ critic_nllloss : 26315.796680 ∣ critic_ganloss : -585.524915 ∣ generator_nllloss : 5273.796875 ∣ generator_ganloss : 950.552197 ∣  [  std_z : 0.98  real_sub_fake : 2415.87 ]
[  epoch 0008/0040] 0410/4800, lr:1.0e-04 ∣ avg_100 : 31943.005886 ∣ critic_nllloss : 26256.406836 ∣ critic_ganloss : -457.586377 ∣ generator_nllloss : 5197.289453 ∣ generator_ganloss : 952.622314 ∣  [  std_z : 0.98  real_sub_fake : 1843.35 ]
[  epoch 0008/0040] 0420/4800, lr:1.0e-04 ∣ avg_100 : 31943.368697 ∣ critic_nllloss : 26268.041016 ∣ critic_ganloss : -392.268542 ∣ generator_nllloss : 5204.544531 ∣ generator_ganloss : 1004.937598 ∣     [  std_z : 0.97  real_sub_fake : 1251.89 ]
[  epoch 0008/0040] 0430/4800, lr:1.0e-04 ∣ avg_100 : 31948.550418 ∣ critic_nllloss : 26541.650000 ∣ critic_ganloss : -635.429108 ∣ generator_nllloss : 5304.663086 ∣ generator_ganloss : 957.423682 ∣  [  std_z : 0.98  real_sub_fake : 1994.27 ]
[  epoch 0008/0040] 0440/4800, lr:1.0e-04 ∣ avg_100 : 31949.891408 ∣ critic_nllloss : 26436.698242 ∣ critic_ganloss : -652.412244 ∣ generator_nllloss : 5352.283984 ∣ generator_ganloss : 990.521973 ∣  [  std_z : 0.99  real_sub_fake : 2923.32 ]
[  epoch 0008/0040] 0450/4800, lr:1.0e-04 ∣ avg_100 : 31951.124055 ∣ critic_nllloss : 26186.346875 ∣ critic_ganloss : -724.938977 ∣ generator_nllloss : 5286.985156 ∣ generator_ganloss : 943.660352 ∣  [  std_z : 0.99  real_sub_fake : 2653.21 ]
[  epoch 0008/0040] 0460/4800, lr:1.0e-04 ∣ avg_100 : 31949.903594 ∣ critic_nllloss : 26511.732422 ∣ critic_ganloss : -802.640332 ∣ generator_nllloss : 5336.421875 ∣ generator_ganloss : 982.674268 ∣  [  std_z : 0.99  real_sub_fake : 2900.26 ]
[  epoch 0008/0040] 0470/4800, lr:1.0e-04 ∣ avg_100 : 31951.161406 ∣ critic_nllloss : 26339.418164 ∣ critic_ganloss : -549.800439 ∣ generator_nllloss : 5265.686328 ∣ generator_ganloss : 963.355029 ∣  [  std_z : 0.98  real_sub_fake : 2387.30 ]
[  epoch 0008/0040] 0480/4800, lr:1.0e-04 ∣ avg_100 : 31948.925947 ∣ critic_nllloss : 26190.260547 ∣ critic_ganloss : -593.990369 ∣ generator_nllloss : 5226.233203 ∣ generator_ganloss : 947.581494 ∣  [  std_z : 0.97  real_sub_fake : 2238.38 ]
[  epoch 0008/0040] 0490/4800, lr:1.0e-04 ∣ avg_100 : 31942.764160 ∣ critic_nllloss : 26330.458984 ∣ critic_ganloss : -936.022925 ∣ generator_nllloss : 5271.083984 ∣ generator_ganloss : 908.205908 ∣  [  std_z : 0.98  real_sub_fake : 3209.60 ]
[  epoch 0008/0040] 0500/4800, lr:1.0e-04 ∣ avg_100 : 31943.210642 ∣ critic_nllloss : 26166.994141 ∣ critic_ganloss : -400.003189 ∣ generator_nllloss : 5220.754687 ∣ generator_ganloss : 959.715820 ∣  [  std_z : 0.98  real_sub_fake : 2352.21 ]
[  epoch 0008/0040] 0510/4800, lr:1.0e-04 ∣ avg_100 : 31949.693184 ∣ critic_nllloss : 26511.584180 ∣ critic_ganloss : -303.826100 ∣ generator_nllloss : 5335.218945 ∣ generator_ganloss : 936.502832 ∣  [  std_z : 0.98  real_sub_fake : 942.65 ]
[  epoch 0008/0040] 0520/4800, lr:1.0e-04 ∣ avg_100 : 31948.742871 ∣ critic_nllloss : 26131.091016 ∣ critic_ganloss : -320.445720 ∣ generator_nllloss : 5212.386133 ∣ generator_ganloss : 909.514063 ∣  [  std_z : 0.98  real_sub_fake : 1111.85 ]
[  epoch 0008/0040] 0530/4800, lr:1.0e-04 ∣ avg_100 : 31952.252084 ∣ critic_nllloss : 26455.590430 ∣ critic_ganloss : -387.986743 ∣ generator_nllloss : 5257.123242 ∣ generator_ganloss : 889.606592 ∣  [  std_z : 0.99  real_sub_fake : 1396.73 ]
[  epoch 0008/0040] 0540/4800, lr:1.0e-04 ∣ avg_100 : 31949.048269 ∣ critic_nllloss : 26197.309375 ∣ critic_ganloss : -560.261932 ∣ generator_nllloss : 5231.039062 ∣ generator_ganloss : 867.570801 ∣  [  std_z : 0.98  real_sub_fake : 1888.80 ]
[  epoch 0008/0040] 0550/4800, lr:1.0e-04 ∣ avg_100 : 31947.803308 ∣ critic_nllloss : 26462.126953 ∣ critic_ganloss : -658.328259 ∣ generator_nllloss : 5270.174219 ∣ generator_ganloss : 818.857422 ∣  [  std_z : 0.98  real_sub_fake : 2666.33 ]
[  epoch 0008/0040] 0560/4800, lr:1.0e-04 ∣ avg_100 : 31948.002128 ∣ critic_nllloss : 26282.039062 ∣ critic_ganloss : -686.473059 ∣ generator_nllloss : 5267.636914 ∣ generator_ganloss : 865.281104 ∣  [  std_z : 1.00  real_sub_fake : 2821.06 ]
[  epoch 0008/0040] 0570/4800, lr:1.0e-04 ∣ avg_100 : 31942.958099 ∣ critic_nllloss : 26414.437891 ∣ critic_ganloss : -794.355890 ∣ generator_nllloss : 5309.952148 ∣ generator_ganloss : 862.034326 ∣  [  std_z : 1.00  real_sub_fake : 2721.89 ]
[  epoch 0008/0040] 0580/4800, lr:1.0e-04 ∣ avg_100 : 31946.368601 ∣ critic_nllloss : 26591.378711 ∣ critic_ganloss : -503.455298 ∣ generator_nllloss : 5313.320312 ∣ generator_ganloss : 883.211426 ∣  [  std_z : 0.99  real_sub_fake : 2814.07 ]
[  epoch 0008/0040] 0590/4800, lr:1.0e-04 ∣ avg_100 : 31944.238763 ∣ critic_nllloss : 26531.378125 ∣ critic_ganloss : -632.211163 ∣ generator_nllloss : 5272.286328 ∣ generator_ganloss : 855.439648 ∣  [  std_z : 0.97  real_sub_fake : 1997.38 ]
[  epoch 0008/0040] 0600/4800, lr:1.0e-04 ∣ avg_100 : 31944.478806 ∣ critic_nllloss : 26355.801563 ∣ critic_ganloss : -767.372971 ∣ generator_nllloss : 5306.458984 ∣ generator_ganloss : 803.879736 ∣  [  std_z : 0.97  real_sub_fake : 2468.55 ]
[  epoch 0008/0040] 0610/4800, lr:1.0e-04 ∣ avg_100 : 31944.957791 ∣ critic_nllloss : 26371.449023 ∣ critic_ganloss : -659.560651 ∣ generator_nllloss : 5373.357227 ∣ generator_ganloss : 925.503320 ∣  [  std_z : 0.99  real_sub_fake : 2666.22 ]
[  epoch 0008/0040] 0620/4800, lr:1.0e-04 ∣ avg_100 : 31945.131913 ∣ critic_nllloss : 26328.044531 ∣ critic_ganloss : -729.778485 ∣ generator_nllloss : 5321.267969 ∣ generator_ganloss : 922.360742 ∣  [  std_z : 1.00  real_sub_fake : 2966.96 ]
[  epoch 0008/0040] 0630/4800, lr:1.0e-04 ∣ avg_100 : 31948.578918 ∣ critic_nllloss : 26501.137305 ∣ critic_ganloss : -647.693140 ∣ generator_nllloss : 5346.386328 ∣ generator_ganloss : 975.039746 ∣  [  std_z : 0.99  real_sub_fake : 2683.96 ]
[  epoch 0008/0040] 0640/4800, lr:1.0e-04 ∣ avg_100 : 31945.365389 ∣ critic_nllloss : 26147.551172 ∣ critic_ganloss : -717.873022 ∣ generator_nllloss : 5215.435547 ∣ generator_ganloss : 973.755664 ∣  [  std_z : 0.97  real_sub_fake : 2393.98 ]
[  epoch 0008/0040] 0650/4800, lr:1.0e-04 ∣ avg_100 : 31946.982489 ∣ critic_nllloss : 26323.376758 ∣ critic_ganloss : -631.172864 ∣ generator_nllloss : 5266.427344 ∣ generator_ganloss : 1004.385791 ∣     [  std_z : 0.97  real_sub_fake : 2962.49 ]
[  epoch 0008/0040] 0660/4800, lr:1.0e-04 ∣ avg_100 : 31945.061162 ∣ critic_nllloss : 26285.955469 ∣ critic_ganloss : -754.140784 ∣ generator_nllloss : 5271.566992 ∣ generator_ganloss : 971.109229 ∣  [  std_z : 0.99  real_sub_fake : 2299.13 ]
[  epoch 0008/0040] 0670/4800, lr:1.0e-04 ∣ avg_100 : 31948.491026 ∣ critic_nllloss : 26453.080469 ∣ critic_ganloss : -660.233551 ∣ generator_nllloss : 5313.051953 ∣ generator_ganloss : 1044.767188 ∣     [  std_z : 1.00  real_sub_fake : 2770.38 ]
[  epoch 0008/0040] 0680/4800, lr:1.0e-04 ∣ avg_100 : 31947.580398 ∣ critic_nllloss : 26085.245117 ∣ critic_ganloss : -538.979202 ∣ generator_nllloss : 5298.248438 ∣ generator_ganloss : 978.566309 ∣  [  std_z : 0.97  real_sub_fake : 2319.24 ]
[  epoch 0008/0040] 0690/4800, lr:1.0e-04 ∣ avg_100 : 31948.586290 ∣ critic_nllloss : 26253.608594 ∣ critic_ganloss : -514.373883 ∣ generator_nllloss : 5244.016016 ∣ generator_ganloss : 976.210010 ∣  [  std_z : 0.98  real_sub_fake : 1966.34 ]
[  epoch 0008/0040] 0700/4800, lr:1.0e-04 ∣ avg_100 : 31945.975413 ∣ critic_nllloss : 26093.218359 ∣ critic_ganloss : -560.105914 ∣ generator_nllloss : 5281.158203 ∣ generator_ganloss : 896.707275 ∣  [  std_z : 0.98  real_sub_fake : 2237.33 ]
[  epoch 0008/0040] 0710/4800, lr:1.0e-04 ∣ avg_100 : 31945.728373 ∣ critic_nllloss : 26385.128711 ∣ critic_ganloss : -525.020660 ∣ generator_nllloss : 5316.725000 ∣ generator_ganloss : 960.389453 ∣  [  std_z : 0.98  real_sub_fake : 1997.78 ]
[  epoch 0008/0040] 0720/4800, lr:1.0e-04 ∣ avg_100 : 31946.867045 ∣ critic_nllloss : 26417.257617 ∣ critic_ganloss : -676.143756 ∣ generator_nllloss : 5284.623047 ∣ generator_ganloss : 914.863916 ∣  [  std_z : 0.98  real_sub_fake : 2145.65 ]
[  epoch 0008/0040] 0730/4800, lr:1.0e-04 ∣ avg_100 : 31944.761916 ∣ critic_nllloss : 26261.507031 ∣ critic_ganloss : -651.918976 ∣ generator_nllloss : 5231.591211 ∣ generator_ganloss : 975.320996 ∣  [  std_z : 0.98  real_sub_fake : 2607.75 ]
[  epoch 0008/0040] 0740/4800, lr:1.0e-04 ∣ avg_100 : 31941.353419 ∣ critic_nllloss : 26182.162109 ∣ critic_ganloss : -782.823370 ∣ generator_nllloss : 5174.839258 ∣ generator_ganloss : 970.574463 ∣  [  std_z : 1.00  real_sub_fake : 3146.98 ]
[  epoch 0008/0040] 0750/4800, lr:1.0e-04 ∣ avg_100 : 31935.239789 ∣ critic_nllloss : 26181.530273 ∣ critic_ganloss : -866.189441 ∣ generator_nllloss : 5271.800391 ∣ generator_ganloss : 920.960400 ∣  [  std_z : 0.99  real_sub_fake : 3014.88 ]
[  epoch 0008/0040] 0760/4800, lr:1.0e-04 ∣ avg_100 : 31939.031811 ∣ critic_nllloss : 26557.035938 ∣ critic_ganloss : -604.689502 ∣ generator_nllloss : 5314.502148 ∣ generator_ganloss : 1002.081055 ∣     [  std_z : 0.98  real_sub_fake : 3070.71 ]
[  epoch 0008/0040] 0770/4800, lr:1.0e-04 ∣ avg_100 : 31938.460858 ∣ critic_nllloss : 26189.407031 ∣ critic_ganloss : -556.649036 ∣ generator_nllloss : 5233.586914 ∣ generator_ganloss : 1032.562061 ∣     [  std_z : 0.97  real_sub_fake : 1755.36 ]
[  epoch 0008/0040] 0780/4800, lr:1.0e-04 ∣ avg_100 : 31944.152078 ∣ critic_nllloss : 26593.464648 ∣ critic_ganloss : -626.264886 ∣ generator_nllloss : 5378.325781 ∣ generator_ganloss : 1003.639014 ∣     [  std_z : 0.99  real_sub_fake : 2147.51 ]
[  epoch 0008/0040] 0790/4800, lr:1.0e-04 ∣ avg_100 : 31944.965804 ∣ critic_nllloss : 26231.097656 ∣ critic_ganloss : -643.807092 ∣ generator_nllloss : 5199.041211 ∣ generator_ganloss : 1002.244336 ∣     [  std_z : 1.00  real_sub_fake : 2481.53 ]
[  epoch 0008/0040] 0800/4800, lr:1.0e-04 ∣ avg_100 : 31943.704743 ∣ critic_nllloss : 26235.552734 ∣ critic_ganloss : -682.421796 ∣ generator_nllloss : 5231.595898 ∣ generator_ganloss : 1006.943164 ∣     [  std_z : 1.01  real_sub_fake : 2794.13 ]
[  epoch 0008/0040] 0810/4800, lr:1.0e-04 ∣ avg_100 : 31942.104585 ∣ critic_nllloss : 26114.003125 ∣ critic_ganloss : -872.242841 ∣ generator_nllloss : 5268.446289 ∣ generator_ganloss : 1014.400195 ∣     [  std_z : 0.99  real_sub_fake : 2838.77 ]
[  epoch 0008/0040] 0820/4800, lr:1.0e-04 ∣ avg_100 : 31943.067707 ∣ critic_nllloss : 26069.598828 ∣ critic_ganloss : -584.637552 ∣ generator_nllloss : 5286.463477 ∣ generator_ganloss : 1064.895654 ∣     [  std_z : 0.96  real_sub_fake : 2707.89 ]
[  epoch 0008/0040] 0830/4800, lr:1.0e-04 ∣ avg_100 : 31947.158628 ∣ critic_nllloss : 26347.075000 ∣ critic_ganloss : -348.201743 ∣ generator_nllloss : 5178.129492 ∣ generator_ganloss : 1129.846875 ∣     [  std_z : 0.98  real_sub_fake : 1135.17 ]
[  epoch 0008/0040] 0840/4800, lr:1.0e-04 ∣ avg_100 : 31946.299604 ∣ critic_nllloss : 26178.626563 ∣ critic_ganloss : -497.410913 ∣ generator_nllloss : 5188.776367 ∣ generator_ganloss : 1056.423633 ∣     [  std_z : 0.99  real_sub_fake : 1827.62 ]
[  epoch 0008/0040] 0850/4800, lr:1.0e-04 ∣ avg_100 : 31946.314090 ∣ critic_nllloss : 26308.901953 ∣ critic_ganloss : -705.717926 ∣ generator_nllloss : 5275.711523 ∣ generator_ganloss : 1031.559766 ∣     [  std_z : 1.01  real_sub_fake : 2700.12 ]
[  epoch 0008/0040] 0860/4800, lr:1.0e-04 ∣ avg_100 : 31950.656691 ∣ critic_nllloss : 26630.445117 ∣ critic_ganloss : -852.528430 ∣ generator_nllloss : 5428.954102 ∣ generator_ganloss : 1013.930420 ∣     [  std_z : 1.00  real_sub_fake : 3175.06 ]
[  epoch 0008/0040] 0870/4800, lr:1.0e-04 ∣ avg_100 : 31948.002207 ∣ critic_nllloss : 26247.327734 ∣ critic_ganloss : -804.595398 ∣ generator_nllloss : 5252.227148 ∣ generator_ganloss : 1063.639453 ∣     [  std_z : 0.96  real_sub_fake : 3220.15 ]
[  epoch 0008/0040] 0880/4800, lr:1.0e-04 ∣ avg_100 : 31950.197456 ∣ critic_nllloss : 26439.312695 ∣ critic_ganloss : -703.750500 ∣ generator_nllloss : 5367.177148 ∣ generator_ganloss : 1079.903955 ∣     [  std_z : 0.96  real_sub_fake : 2667.34 ]
[  epoch 0008/0040] 0890/4800, lr:1.0e-04 ∣ avg_100 : 31950.505607 ∣ critic_nllloss : 26192.125781 ∣ critic_ganloss : -556.019800 ∣ generator_nllloss : 5230.297656 ∣ generator_ganloss : 1056.725195 ∣     [  std_z : 0.97  real_sub_fake : 2873.27 ]
[  epoch 0008/0040] 0900/4800, lr:1.0e-04 ∣ avg_100 : 31952.236907 ∣ critic_nllloss : 26360.719141 ∣ critic_ganloss : -573.880240 ∣ generator_nllloss : 5197.775391 ∣ generator_ganloss : 1007.410840 ∣     [  std_z : 1.00  real_sub_fake : 1786.87 ]
[  epoch 0008/0040] 0910/4800, lr:1.0e-04 ∣ avg_100 : 31950.409630 ∣ critic_nllloss : 26202.411523 ∣ critic_ganloss : -618.768011 ∣ generator_nllloss : 5209.593945 ∣ generator_ganloss : 956.701416 ∣  [  std_z : 1.01  real_sub_fake : 2281.94 ]
[  epoch 0008/0040] 0920/4800, lr:1.0e-04 ∣ avg_100 : 31951.046979 ∣ critic_nllloss : 26367.798047 ∣ critic_ganloss : -765.584558 ∣ generator_nllloss : 5302.220117 ∣ generator_ganloss : 949.292871 ∣  [  std_z : 0.99  real_sub_fake : 2886.92 ]
[  epoch 0008/0040] 0930/4800, lr:1.0e-04 ∣ avg_100 : 31953.096428 ∣ critic_nllloss : 26443.718945 ∣ critic_ganloss : -757.321838 ∣ generator_nllloss : 5246.668945 ∣ generator_ganloss : 981.045850 ∣  [  std_z : 0.97  real_sub_fake : 2776.77 ]
[  epoch 0008/0040] 0940/4800, lr:1.0e-04 ∣ avg_100 : 31945.955292 ∣ critic_nllloss : 26259.806055 ∣ critic_ganloss : -825.066705 ∣ generator_nllloss : 5238.520508 ∣ generator_ganloss : 1015.939160 ∣     [  std_z : 0.98  real_sub_fake : 3133.42 ]
[  epoch 0008/0040] 0950/4800, lr:1.0e-04 ∣ avg_100 : 31948.604878 ∣ critic_nllloss : 26505.842969 ∣ critic_ganloss : -613.017346 ∣ generator_nllloss : 5297.774805 ∣ generator_ganloss : 1011.824219 ∣     [  std_z : 1.00  real_sub_fake : 2668.91 ]
[  epoch 0008/0040] 0960/4800, lr:1.0e-04 ∣ avg_100 : 31950.521573 ∣ critic_nllloss : 26216.956445 ∣ critic_ganloss : -647.067902 ∣ generator_nllloss : 5344.780078 ∣ generator_ganloss : 1041.263525 ∣     [  std_z : 1.00  real_sub_fake : 2423.36 ]
[  epoch 0008/0040] 0970/4800, lr:1.0e-04 ∣ avg_100 : 31951.925315 ∣ critic_nllloss : 26377.415820 ∣ critic_ganloss : -524.939313 ∣ generator_nllloss : 5343.125781 ∣ generator_ganloss : 1039.096094 ∣     [  std_z : 1.00  real_sub_fake : 2251.91 ]
[  epoch 0008/0040] 0980/4800, lr:1.0e-04 ∣ avg_100 : 31954.349128 ∣ critic_nllloss : 26497.492383 ∣ critic_ganloss : -586.175317 ∣ generator_nllloss : 5360.985742 ∣ generator_ganloss : 1007.014941 ∣     [  std_z : 0.97  real_sub_fake : 1955.51 ]
[  epoch 0008/0040] 0990/4800, lr:1.0e-04 ∣ avg_100 : 31956.563428 ∣ critic_nllloss : 26440.566992 ∣ critic_ganloss : -657.568896 ∣ generator_nllloss : 5395.077344 ∣ generator_ganloss : 985.890723 ∣  [  std_z : 0.95  real_sub_fake : 2622.95 ]
[  epoch 0008/0040] 1000/4800, lr:1.0e-04 ∣ avg_100 : 31959.135927 ∣ critic_nllloss : 26503.080273 ∣ critic_ganloss : -624.687024 ∣ generator_nllloss : 5344.166406 ∣ generator_ganloss : 980.464404 ∣  [  std_z : 0.96  real_sub_fake : 2392.15 ]
[  epoch 0008/0040] 1010/4800, lr:1.0e-04 ∣ avg_100 : 31960.496396 ∣ critic_nllloss : 26237.370898 ∣ critic_ganloss : -640.416602 ∣ generator_nllloss : 5337.025391 ∣ generator_ganloss : 1061.538086 ∣     [  std_z : 0.98  real_sub_fake : 2260.58 ]
[  epoch 0008/0040] 1020/4800, lr:1.0e-04 ∣ avg_100 : 31962.979827 ∣ critic_nllloss : 26197.576562 ∣ critic_ganloss : -487.296906 ∣ generator_nllloss : 5227.072656 ∣ generator_ganloss : 1014.562207 ∣     [  std_z : 1.01  real_sub_fake : 2603.02 ]
[  epoch 0008/0040] 1030/4800, lr:1.0e-04 ∣ avg_100 : 31962.139327 ∣ critic_nllloss : 26211.825391 ∣ critic_ganloss : -635.830255 ∣ generator_nllloss : 5295.622656 ∣ generator_ganloss : 1003.536475 ∣     [  std_z : 1.00  real_sub_fake : 1993.09 ]
[  epoch 0008/0040] 1040/4800, lr:1.0e-04 ∣ avg_100 : 31957.611738 ∣ critic_nllloss : 26204.653125 ∣ critic_ganloss : -630.154346 ∣ generator_nllloss : 5231.101367 ∣ generator_ganloss : 910.823242 ∣  [  std_z : 0.97  real_sub_fake : 2387.70 ]
[  epoch 0008/0040] 1050/4800, lr:1.0e-04 ∣ avg_100 : 31959.920780 ∣ critic_nllloss : 26532.003711 ∣ critic_ganloss : -577.585242 ∣ generator_nllloss : 5284.973242 ∣ generator_ganloss : 964.642920 ∣  [  std_z : 0.97  real_sub_fake : 2420.73 ]
[  epoch 0008/0040] 1060/4800, lr:1.0e-04 ∣ avg_100 : 31961.127774 ∣ critic_nllloss : 26480.142383 ∣ critic_ganloss : -676.478632 ∣ generator_nllloss : 5346.104492 ∣ generator_ganloss : 958.157031 ∣  [  std_z : 0.97  real_sub_fake : 2255.79 ]
[  epoch 0008/0040] 1070/4800, lr:1.0e-04 ∣ avg_100 : 31964.420626 ∣ critic_nllloss : 26469.872266 ∣ critic_ganloss : -525.947449 ∣ generator_nllloss : 5338.487695 ∣ generator_ganloss : 954.579492 ∣  [  std_z : 0.98  real_sub_fake : 2352.33 ]
[  epoch 0008/0040] 1080/4800, lr:1.0e-04 ∣ avg_100 : 31962.018598 ∣ critic_nllloss : 26263.255273 ∣ critic_ganloss : -650.524445 ∣ generator_nllloss : 5320.550586 ∣ generator_ganloss : 962.009131 ∣  [  std_z : 0.99  real_sub_fake : 2222.99 ]
[  epoch 0008/0040] 1090/4800, lr:1.0e-04 ∣ avg_100 : 31961.421892 ∣ critic_nllloss : 26363.278711 ∣ critic_ganloss : -820.239142 ∣ generator_nllloss : 5247.920313 ∣ generator_ganloss : 913.969531 ∣  [  std_z : 0.98  real_sub_fake : 2883.31 ]
[  epoch 0008/0040] 1100/4800, lr:1.0e-04 ∣ avg_100 : 31960.535489 ∣ critic_nllloss : 26330.320312 ∣ critic_ganloss : -649.217706 ∣ generator_nllloss : 5220.539258 ∣ generator_ganloss : 972.561816 ∣  [  std_z : 0.98  real_sub_fake : 2783.45 ]
[  epoch 0008/0040] 1110/4800, lr:1.0e-04 ∣ avg_100 : 31961.709513 ∣ critic_nllloss : 26330.955469 ∣ critic_ganloss : -366.141064 ∣ generator_nllloss : 5276.183984 ∣ generator_ganloss : 1006.223291 ∣     [  std_z : 0.98  real_sub_fake : 2392.99 ]
[  epoch 0008/0040] 1120/4800, lr:1.0e-04 ∣ avg_100 : 31965.120854 ∣ critic_nllloss : 26190.125391 ∣ critic_ganloss : -97.632418 ∣ generator_nllloss : 5242.262695 ∣ generator_ganloss : 1052.373486 ∣  [  std_z : 0.99  real_sub_fake : 358.93 ]
[  epoch 0008/0040] 1130/4800, lr:1.0e-04 ∣ avg_100 : 31967.040398 ∣ critic_nllloss : 26352.736133 ∣ critic_ganloss : -70.635183 ∣ generator_nllloss : 5263.519141 ∣ generator_ganloss : 1063.499023 ∣  [  std_z : 1.00  real_sub_fake : 219.62 ]
[  epoch 0008/0040] 1140/4800, lr:1.0e-04 ∣ avg_100 : 31974.522992 ∣ critic_nllloss : 26474.947461 ∣ critic_ganloss : -63.000402 ∣ generator_nllloss : 5354.364453 ∣ generator_ganloss : 1068.115234 ∣  [  std_z : 0.99  real_sub_fake : 183.68 ]
[  epoch 0008/0040] 1150/4800, lr:1.0e-04 ∣ avg_100 : 31977.081235 ∣ critic_nllloss : 26194.972852 ∣ critic_ganloss : -91.191459 ∣ generator_nllloss : 5184.967969 ∣ generator_ganloss : 1051.528369 ∣  [  std_z : 0.97  real_sub_fake : 236.92 ]
[  epoch 0008/0040] 1160/4800, lr:1.0e-04 ∣ avg_100 : 31985.489731 ∣ critic_nllloss : 26255.421484 ∣ critic_ganloss : -114.709394 ∣ generator_nllloss : 5265.742188 ∣ generator_ganloss : 1019.103809 ∣     [  std_z : 0.98  real_sub_fake : 311.09 ]
[  epoch 0008/0040] 1170/4800, lr:1.0e-04 ∣ avg_100 : 31990.366128 ∣ critic_nllloss : 26381.487305 ∣ critic_ganloss : -173.366179 ∣ generator_nllloss : 5273.757422 ∣ generator_ganloss : 987.332471 ∣  [  std_z : 1.00  real_sub_fake : 484.74 ]
[  epoch 0008/0040] 1180/4800, lr:1.0e-04 ∣ avg_100 : 31985.881925 ∣ critic_nllloss : 25915.389258 ∣ critic_ganloss : -242.754671 ∣ generator_nllloss : 5164.930664 ∣ generator_ganloss : 962.815283 ∣  [  std_z : 1.01  real_sub_fake : 682.92 ]
[  epoch 0008/0040] 1190/4800, lr:1.0e-04 ∣ avg_100 : 31987.869956 ∣ critic_nllloss : 26377.539453 ∣ critic_ganloss : -337.033411 ∣ generator_nllloss : 5153.839258 ∣ generator_ganloss : 941.034326 ∣  [  std_z : 1.00  real_sub_fake : 1080.51 ]
[  epoch 0008/0040] 1200/4800, lr:1.0e-04 ∣ avg_100 : 31989.617413 ∣ critic_nllloss : 26242.387500 ∣ critic_ganloss : -453.364758 ∣ generator_nllloss : 5195.717969 ∣ generator_ganloss : 910.728467 ∣  [  std_z : 0.98  real_sub_fake : 1507.44 ]
[  epoch 0008/0040] 1210/4800, lr:1.0e-04 ∣ avg_100 : 31986.704137 ∣ critic_nllloss : 26228.652734 ∣ critic_ganloss : -549.136707 ∣ generator_nllloss : 5190.565430 ∣ generator_ganloss : 888.731152 ∣  [  std_z : 0.98  real_sub_fake : 1944.42 ]
[  epoch 0008/0040] 1220/4800, lr:1.0e-04 ∣ avg_100 : 31984.679174 ∣ critic_nllloss : 26105.941992 ∣ critic_ganloss : -383.455685 ∣ generator_nllloss : 5310.577148 ∣ generator_ganloss : 896.020117 ∣  [  std_z : 0.98  real_sub_fake : 1751.57 ]
[  epoch 0008/0040] 1230/4800, lr:1.0e-04 ∣ avg_100 : 31985.161712 ∣ critic_nllloss : 26265.829492 ∣ critic_ganloss : -443.158804 ∣ generator_nllloss : 5269.957812 ∣ generator_ganloss : 908.319092 ∣  [  std_z : 0.99  real_sub_fake : 1536.12 ]
[  epoch 0008/0040] 1240/4800, lr:1.0e-04 ∣ avg_100 : 31980.984307 ∣ critic_nllloss : 26353.639062 ∣ critic_ganloss : -528.814322 ∣ generator_nllloss : 5268.549219 ∣ generator_ganloss : 931.626611 ∣  [  std_z : 0.99  real_sub_fake : 1894.78 ]
[  epoch 0008/0040] 1250/4800, lr:1.0e-04 ∣ avg_100 : 31978.967868 ∣ critic_nllloss : 26187.634375 ∣ critic_ganloss : -554.988794 ∣ generator_nllloss : 5335.740234 ∣ generator_ganloss : 962.223242 ∣  [  std_z : 0.99  real_sub_fake : 2262.07 ]
[  epoch 0008/0040] 1260/4800, lr:1.0e-04 ∣ avg_100 : 31979.524428 ∣ critic_nllloss : 26314.208594 ∣ critic_ganloss : -587.683307 ∣ generator_nllloss : 5264.552539 ∣ generator_ganloss : 923.513672 ∣  [  std_z : 0.98  real_sub_fake : 2137.17 ]
[  epoch 0008/0040] 1270/4800, lr:1.0e-04 ∣ avg_100 : 31980.127953 ∣ critic_nllloss : 26336.712305 ∣ critic_ganloss : -547.800430 ∣ generator_nllloss : 5318.015039 ∣ generator_ganloss : 929.613086 ∣  [  std_z : 0.97  real_sub_fake : 2137.86 ]
[  epoch 0008/0040] 1280/4800, lr:1.0e-04 ∣ avg_100 : 31980.005309 ∣ critic_nllloss : 26246.975000 ∣ critic_ganloss : -566.843008 ∣ generator_nllloss : 5219.726953 ∣ generator_ganloss : 957.296875 ∣  [  std_z : 0.98  real_sub_fake : 2013.55 ]
[  epoch 0008/0040] 1290/4800, lr:1.0e-04 ∣ avg_100 : 31978.560134 ∣ critic_nllloss : 26212.681055 ∣ critic_ganloss : -597.247150 ∣ generator_nllloss : 5283.533203 ∣ generator_ganloss : 995.910303 ∣  [  std_z : 0.99  real_sub_fake : 2334.16 ]
[  epoch 0008/0040] 1300/4800, lr:1.0e-04 ∣ avg_100 : 31979.297856 ∣ critic_nllloss : 26481.270117 ∣ critic_ganloss : -778.763562 ∣ generator_nllloss : 5217.578516 ∣ generator_ganloss : 993.162500 ∣  [  std_z : 0.98  real_sub_fake : 3021.33 ]
[  epoch 0008/0040] 1310/4800, lr:1.0e-04 ∣ avg_100 : 31980.140443 ∣ critic_nllloss : 26233.781445 ∣ critic_ganloss : -489.821097 ∣ generator_nllloss : 5215.055859 ∣ generator_ganloss : 982.867578 ∣  [  std_z : 0.97  real_sub_fake : 2307.12 ]
[  epoch 0008/0040] 1320/4800, lr:1.0e-04 ∣ avg_100 : 31981.056435 ∣ critic_nllloss : 26367.600195 ∣ critic_ganloss : -526.112802 ∣ generator_nllloss : 5277.492773 ∣ generator_ganloss : 940.810889 ∣  [  std_z : 0.98  real_sub_fake : 1773.50 ]
[  epoch 0008/0040] 1330/4800, lr:1.0e-04 ∣ avg_100 : 31977.772668 ∣ critic_nllloss : 26283.156836 ∣ critic_ganloss : -762.100592 ∣ generator_nllloss : 5166.028125 ∣ generator_ganloss : 920.236572 ∣  [  std_z : 0.99  real_sub_fake : 2571.51 ]
[  epoch 0008/0040] 1340/4800, lr:1.0e-04 ∣ avg_100 : 31974.153159 ∣ critic_nllloss : 26251.749414 ∣ critic_ganloss : -646.691986 ∣ generator_nllloss : 5164.426172 ∣ generator_ganloss : 985.159570 ∣  [  std_z : 0.99  real_sub_fake : 3018.79 ]
[  epoch 0008/0040] 1350/4800, lr:1.0e-04 ∣ avg_100 : 31973.032889 ∣ critic_nllloss : 26293.694922 ∣ critic_ganloss : -584.271667 ∣ generator_nllloss : 5309.291602 ∣ generator_ganloss : 1039.117480 ∣     [  std_z : 1.00  real_sub_fake : 2074.68 ]
[  epoch 0008/0040] 1360/4800, lr:1.0e-04 ∣ avg_100 : 31975.348387 ∣ critic_nllloss : 26360.927734 ∣ critic_ganloss : -647.363007 ∣ generator_nllloss : 5241.606055 ∣ generator_ganloss : 1036.144629 ∣     [  std_z : 1.00  real_sub_fake : 2353.07 ]
[  epoch 0008/0040] 1370/4800, lr:1.0e-04 ∣ avg_100 : 31973.855389 ∣ critic_nllloss : 26096.553320 ∣ critic_ganloss : -639.286884 ∣ generator_nllloss : 5209.791016 ∣ generator_ganloss : 1068.200928 ∣     [  std_z : 0.99  real_sub_fake : 2356.35 ]
[  epoch 0008/0040] 1380/4800, lr:1.0e-04 ∣ avg_100 : 31977.089404 ∣ critic_nllloss : 26413.271289 ∣ critic_ganloss : -754.611877 ∣ generator_nllloss : 5389.907812 ∣ generator_ganloss : 1045.386133 ∣     [  std_z : 0.98  real_sub_fake : 2850.03 ]
[  epoch 0008/0040] 1390/4800, lr:1.0e-04 ∣ avg_100 : 31983.914847 ∣ critic_nllloss : 26426.017773 ∣ critic_ganloss : -677.682190 ∣ generator_nllloss : 5360.387695 ∣ generator_ganloss : 1072.958057 ∣     [  std_z : 0.98  real_sub_fake : 2475.69 ]
[  epoch 0008/0040] 1400/4800, lr:1.0e-04 ∣ avg_100 : 31985.432425 ∣ critic_nllloss : 26451.862500 ∣ critic_ganloss : -696.990094 ∣ generator_nllloss : 5299.706445 ∣ generator_ganloss : 1051.799854 ∣     [  std_z : 0.99  real_sub_fake : 2856.81 ]
[  epoch 0008/0040] 1410/4800, lr:1.0e-04 ∣ avg_100 : 31986.216659 ∣ critic_nllloss : 26371.064063 ∣ critic_ganloss : -657.314401 ∣ generator_nllloss : 5287.819531 ∣ generator_ganloss : 1025.586426 ∣     [  std_z : 0.99  real_sub_fake : 2359.22 ]
[  epoch 0008/0040] 1420/4800, lr:1.0e-04 ∣ avg_100 : 31985.054296 ∣ critic_nllloss : 26256.848633 ∣ critic_ganloss : -563.584433 ∣ generator_nllloss : 5249.186719 ∣ generator_ganloss : 1026.567383 ∣     [  std_z : 0.96  real_sub_fake : 2534.03 ]
[  epoch 0008/0040] 1430/4800, lr:1.0e-04 ∣ avg_100 : 31984.465448 ∣ critic_nllloss : 26370.867188 ∣ critic_ganloss : -554.071216 ∣ generator_nllloss : 5308.160937 ∣ generator_ganloss : 984.465967 ∣  [  std_z : 0.96  real_sub_fake : 2078.57 ]
[  epoch 0008/0040] 1440/4800, lr:1.0e-04 ∣ avg_100 : 31978.914811 ∣ critic_nllloss : 26007.945312 ∣ critic_ganloss : -561.177124 ∣ generator_nllloss : 5161.747070 ∣ generator_ganloss : 963.512988 ∣  [  std_z : 0.98  real_sub_fake : 2150.23 ]
[  epoch 0008/0040] 1450/4800, lr:1.0e-04 ∣ avg_100 : 31978.676273 ∣ critic_nllloss : 26170.847852 ∣ critic_ganloss : -626.629730 ∣ generator_nllloss : 5155.941016 ∣ generator_ganloss : 968.040479 ∣  [  std_z : 1.00  real_sub_fake : 2415.57 ]
[  epoch 0008/0040] 1460/4800, lr:1.0e-04 ∣ avg_100 : 31980.005044 ∣ critic_nllloss : 26396.141602 ∣ critic_ganloss : -573.585333 ∣ generator_nllloss : 5289.518750 ∣ generator_ganloss : 1048.990234 ∣     [  std_z : 0.99  real_sub_fake : 2272.30 ]
[  epoch 0008/0040] 1470/4800, lr:1.0e-04 ∣ avg_100 : 31980.912386 ∣ critic_nllloss : 26215.749219 ∣ critic_ganloss : -548.809735 ∣ generator_nllloss : 5299.515234 ∣ generator_ganloss : 1142.938574 ∣     [  std_z : 0.98  real_sub_fake : 2024.80 ]
[  epoch 0008/0040] 1480/4800, lr:1.0e-04 ∣ avg_100 : 31984.610838 ∣ critic_nllloss : 26230.330273 ∣ critic_ganloss : -547.481174 ∣ generator_nllloss : 5299.366797 ∣ generator_ganloss : 1157.714160 ∣     [  std_z : 0.97  real_sub_fake : 2167.51 ]
[  epoch 0008/0040] 1490/4800, lr:1.0e-04 ∣ avg_100 : 31991.989119 ∣ critic_nllloss : 26402.833008 ∣ critic_ganloss : -500.953833 ∣ generator_nllloss : 5266.832227 ∣ generator_ganloss : 1142.842676 ∣     [  std_z : 0.99  real_sub_fake : 1877.49 ]
[  epoch 0008/0040] 1500/4800, lr:1.0e-04 ∣ avg_100 : 31990.672536 ∣ critic_nllloss : 26158.573633 ∣ critic_ganloss : -590.795935 ∣ generator_nllloss : 5164.933203 ∣ generator_ganloss : 1083.092236 ∣     [  std_z : 0.98  real_sub_fake : 2137.93 ]
[  epoch 0008/0040] 1510/4800, lr:1.0e-04 ∣ avg_100 : 31987.574036 ∣ critic_nllloss : 26287.774219 ∣ critic_ganloss : -505.906845 ∣ generator_nllloss : 5287.748828 ∣ generator_ganloss : 1100.013672 ∣     [  std_z : 0.98  real_sub_fake : 2097.55 ]
[  epoch 0008/0040] 1520/4800, lr:1.0e-04 ∣ avg_100 : 31992.062662 ∣ critic_nllloss : 26397.626172 ∣ critic_ganloss : -406.319760 ∣ generator_nllloss : 5258.317383 ∣ generator_ganloss : 1131.784277 ∣     [  std_z : 0.97  real_sub_fake : 1786.97 ]
[  epoch 0008/0040] 1530/4800, lr:1.0e-04 ∣ avg_100 : 31989.712786 ∣ critic_nllloss : 26285.211328 ∣ critic_ganloss : -640.260226 ∣ generator_nllloss : 5285.350000 ∣ generator_ganloss : 1049.044824 ∣     [  std_z : 0.98  real_sub_fake : 2001.34 ]
[  epoch 0008/0040] 1540/4800, lr:1.0e-04 ∣ avg_100 : 31996.760866 ∣ critic_nllloss : 26509.349023 ∣ critic_ganloss : -495.569202 ∣ generator_nllloss : 5328.990039 ∣ generator_ganloss : 1097.695459 ∣     [  std_z : 0.99  real_sub_fake : 2395.35 ]
[  epoch 0008/0040] 1550/4800, lr:1.0e-04 ∣ avg_100 : 31999.623296 ∣ critic_nllloss : 26273.186523 ∣ critic_ganloss : -465.882257 ∣ generator_nllloss : 5249.179102 ∣ generator_ganloss : 1122.589941 ∣     [  std_z : 0.97  real_sub_fake : 1597.41 ]
[  epoch 0008/0040] 1560/4800, lr:1.0e-04 ∣ avg_100 : 32002.175430 ∣ critic_nllloss : 26159.764453 ∣ critic_ganloss : -512.968967 ∣ generator_nllloss : 5241.640820 ∣ generator_ganloss : 1095.261182 ∣     [  std_z : 0.97  real_sub_fake : 2013.67 ]
[  epoch 0008/0040] 1570/4800, lr:1.0e-04 ∣ avg_100 : 32005.070728 ∣ critic_nllloss : 26127.264258 ∣ critic_ganloss : -416.382916 ∣ generator_nllloss : 5211.080078 ∣ generator_ganloss : 1159.636816 ∣     [  std_z : 0.99  real_sub_fake : 1682.74 ]
[  epoch 0008/0040] 1580/4800, lr:1.0e-04 ∣ avg_100 : 32003.332795 ∣ critic_nllloss : 26278.472266 ∣ critic_ganloss : -585.100946 ∣ generator_nllloss : 5303.092773 ∣ generator_ganloss : 1114.197754 ∣     [  std_z : 0.99  real_sub_fake : 1892.39 ]
[  epoch 0008/0040] 1590/4800, lr:1.0e-04 ∣ avg_100 : 32004.729163 ∣ critic_nllloss : 26359.533789 ∣ critic_ganloss : -593.905371 ∣ generator_nllloss : 5278.589844 ∣ generator_ganloss : 1122.311523 ∣     [  std_z : 0.99  real_sub_fake : 2507.95 ]
[  epoch 0008/0040] 1600/4800, lr:1.0e-04 ∣ avg_100 : 32010.459330 ∣ critic_nllloss : 26549.385352 ∣ critic_ganloss : -701.582263 ∣ generator_nllloss : 5291.135156 ∣ generator_ganloss : 1132.845703 ∣     [  std_z : 0.99  real_sub_fake : 2496.67 ]
[  epoch 0008/0040] 1610/4800, lr:1.0e-04 ∣ avg_100 : 32011.617820 ∣ critic_nllloss : 26177.783398 ∣ critic_ganloss : -500.802609 ∣ generator_nllloss : 5273.243555 ∣ generator_ganloss : 1176.373633 ∣     [  std_z : 0.99  real_sub_fake : 2021.09 ]
[  epoch 0008/0040] 1620/4800, lr:1.0e-04 ∣ avg_100 : 32014.735655 ∣ critic_nllloss : 26330.974609 ∣ critic_ganloss : -548.367459 ∣ generator_nllloss : 5218.612109 ∣ generator_ganloss : 1152.459033 ∣     [  std_z : 0.99  real_sub_fake : 2145.88 ]
[  epoch 0008/0040] 1630/4800, lr:1.0e-04 ∣ avg_100 : 32016.132390 ∣ critic_nllloss : 26499.905859 ∣ critic_ganloss : -584.181354 ∣ generator_nllloss : 5257.384766 ∣ generator_ganloss : 1141.434375 ∣     [  std_z : 0.99  real_sub_fake : 2234.23 ]
[  epoch 0008/0040] 1640/4800, lr:1.0e-04 ∣ avg_100 : 32023.448863 ∣ critic_nllloss : 26474.133008 ∣ critic_ganloss : -565.293646 ∣ generator_nllloss : 5290.507617 ∣ generator_ganloss : 1151.169727 ∣     [  std_z : 0.99  real_sub_fake : 2289.15 ]
[  epoch 0008/0040] 1650/4800, lr:1.0e-04 ∣ avg_100 : 32025.450158 ∣ critic_nllloss : 26463.408594 ∣ critic_ganloss : -652.990460 ∣ generator_nllloss : 5183.188672 ∣ generator_ganloss : 1169.539746 ∣     [  std_z : 0.98  real_sub_fake : 2228.57 ]
[  epoch 0008/0040] 1660/4800, lr:1.0e-04 ∣ avg_100 : 32028.383239 ∣ critic_nllloss : 26235.691211 ∣ critic_ganloss : -651.780438 ∣ generator_nllloss : 5268.405273 ∣ generator_ganloss : 1215.482959 ∣     [  std_z : 1.00  real_sub_fake : 2594.11 ]
[  epoch 0008/0040] 1670/4800, lr:1.0e-04 ∣ avg_100 : 32029.737552 ∣ critic_nllloss : 26314.780664 ∣ critic_ganloss : -506.600171 ∣ generator_nllloss : 5282.332617 ∣ generator_ganloss : 1195.584180 ∣     [  std_z : 1.01  real_sub_fake : 2069.13 ]
[  epoch 0008/0040] 1680/4800, lr:1.0e-04 ∣ avg_100 : 32034.791481 ∣ critic_nllloss : 26197.098633 ∣ critic_ganloss : -366.437729 ∣ generator_nllloss : 5297.896289 ∣ generator_ganloss : 1199.916406 ∣     [  std_z : 0.99  real_sub_fake : 1412.17 ]
[  epoch 0008/0040] 1690/4800, lr:1.0e-04 ∣ avg_100 : 32037.506323 ∣ critic_nllloss : 26336.063867 ∣ critic_ganloss : -551.627670 ∣ generator_nllloss : 5347.516406 ∣ generator_ganloss : 1098.992334 ∣     [  std_z : 0.98  real_sub_fake : 1761.91 ]
[  epoch 0008/0040] 1700/4800, lr:1.0e-04 ∣ avg_100 : 32042.292327 ∣ critic_nllloss : 26367.106055 ∣ critic_ganloss : -522.450342 ∣ generator_nllloss : 5254.638477 ∣ generator_ganloss : 1090.284180 ∣     [  std_z : 0.97  real_sub_fake : 2163.30 ]
[  epoch 0008/0040] 1710/4800, lr:1.0e-04 ∣ avg_100 : 32042.176272 ∣ critic_nllloss : 26284.354297 ∣ critic_ganloss : -628.702325 ∣ generator_nllloss : 5373.827734 ∣ generator_ganloss : 1096.137256 ∣     [  std_z : 0.99  real_sub_fake : 2298.64 ]
[  epoch 0008/0040] 1720/4800, lr:1.0e-04 ∣ avg_100 : 32044.543625 ∣ critic_nllloss : 26343.432812 ∣ critic_ganloss : -605.794482 ∣ generator_nllloss : 5331.186133 ∣ generator_ganloss : 1108.511670 ∣     [  std_z : 1.00  real_sub_fake : 2710.51 ]
[  epoch 0008/0040] 1730/4800, lr:1.0e-04 ∣ avg_100 : 32047.026722 ∣ critic_nllloss : 26335.735352 ∣ critic_ganloss : -627.429578 ∣ generator_nllloss : 5265.388672 ∣ generator_ganloss : 1091.115527 ∣     [  std_z : 0.98  real_sub_fake : 2097.07 ]
[  epoch 0008/0040] 1740/4800, lr:1.0e-04 ∣ avg_100 : 32055.168749 ∣ critic_nllloss : 26362.348828 ∣ critic_ganloss : -381.631613 ∣ generator_nllloss : 5203.945703 ∣ generator_ganloss : 1174.292236 ∣     [  std_z : 0.98  real_sub_fake : 1894.21 ]
[  epoch 0008/0040] 1750/4800, lr:1.0e-04 ∣ avg_100 : 32060.943440 ∣ critic_nllloss : 26279.152344 ∣ critic_ganloss : -519.645557 ∣ generator_nllloss : 5226.512500 ∣ generator_ganloss : 1099.551465 ∣     [  std_z : 0.99  real_sub_fake : 1760.48 ]
[  epoch 0008/0040] 1760/4800, lr:1.0e-04 ∣ avg_100 : 32059.283439 ∣ critic_nllloss : 26396.656445 ∣ critic_ganloss : -634.234418 ∣ generator_nllloss : 5257.494727 ∣ generator_ganloss : 1083.012695 ∣     [  std_z : 0.99  real_sub_fake : 2637.46 ]
[  epoch 0008/0040] 1770/4800, lr:1.0e-04 ∣ avg_100 : 32061.306534 ∣ critic_nllloss : 26233.814453 ∣ critic_ganloss : -483.922400 ∣ generator_nllloss : 5282.272070 ∣ generator_ganloss : 1069.052393 ∣     [  std_z : 0.99  real_sub_fake : 1889.15 ]
[  epoch 0008/0040] 1780/4800, lr:1.0e-04 ∣ avg_100 : 32060.997996 ∣ critic_nllloss : 26358.568164 ∣ critic_ganloss : -452.342679 ∣ generator_nllloss : 5341.252930 ∣ generator_ganloss : 1070.832373 ∣     [  std_z : 0.98  real_sub_fake : 1576.75 ]
[  epoch 0008/0040] 1790/4800, lr:1.0e-04 ∣ avg_100 : 32063.884058 ∣ critic_nllloss : 26295.191992 ∣ critic_ganloss : -551.240512 ∣ generator_nllloss : 5274.077344 ∣ generator_ganloss : 1059.153467 ∣     [  std_z : 0.98  real_sub_fake : 2067.96 ]
[  epoch 0008/0040] 1800/4800, lr:1.0e-04 ∣ avg_100 : 32067.067143 ∣ critic_nllloss : 26263.212305 ∣ critic_ganloss : -493.711700 ∣ generator_nllloss : 5257.960352 ∣ generator_ganloss : 1082.517578 ∣     [  std_z : 0.97  real_sub_fake : 1996.97 ]
[  epoch 0008/0040] 1810/4800, lr:1.0e-04 ∣ avg_100 : 32075.074352 ∣ critic_nllloss : 26446.616016 ∣ critic_ganloss : -508.161081 ∣ generator_nllloss : 5307.375977 ∣ generator_ganloss : 1079.496680 ∣     [  std_z : 0.98  real_sub_fake : 1952.88 ]
[  epoch 0008/0040] 1820/4800, lr:1.0e-04 ∣ avg_100 : 32077.806398 ∣ critic_nllloss : 26323.649609 ∣ critic_ganloss : -602.152209 ∣ generator_nllloss : 5305.080469 ∣ generator_ganloss : 1082.947168 ∣     [  std_z : 1.00  real_sub_fake : 2199.05 ]
[  epoch 0008/0040] 1830/4800, lr:1.0e-04 ∣ avg_100 : 32073.731378 ∣ critic_nllloss : 26277.471680 ∣ critic_ganloss : -629.523450 ∣ generator_nllloss : 5221.832812 ∣ generator_ganloss : 1029.566553 ∣     [  std_z : 1.00  real_sub_fake : 2328.17 ]
[  epoch 0008/0040] 1840/4800, lr:1.0e-04 ∣ avg_100 : 32075.642107 ∣ critic_nllloss : 26395.495312 ∣ critic_ganloss : -663.651764 ∣ generator_nllloss : 5309.007422 ∣ generator_ganloss : 1076.637598 ∣     [  std_z : 0.98  real_sub_fake : 2462.44 ]
[  epoch 0008/0040] 1850/4800, lr:1.0e-04 ∣ avg_100 : 32077.837943 ∣ critic_nllloss : 26297.108398 ∣ critic_ganloss : -470.113409 ∣ generator_nllloss : 5203.509180 ∣ generator_ganloss : 1099.534717 ∣     [  std_z : 0.98  real_sub_fake : 2160.40 ]
[  epoch 0008/0040] 1860/4800, lr:1.0e-04 ∣ avg_100 : 32078.084568 ∣ critic_nllloss : 26397.685742 ∣ critic_ganloss : -579.984995 ∣ generator_nllloss : 5322.001172 ∣ generator_ganloss : 1105.761816 ∣     [  std_z : 0.97  real_sub_fake : 1644.04 ]
[  epoch 0008/0040] 1870/4800, lr:1.0e-04 ∣ avg_100 : 32086.202055 ∣ critic_nllloss : 26564.437500 ∣ critic_ganloss : -419.276288 ∣ generator_nllloss : 5357.119922 ∣ generator_ganloss : 1068.066553 ∣     [  std_z : 0.98  real_sub_fake : 2559.03 ]
[  epoch 0008/0040] 1880/4800, lr:1.0e-04 ∣ avg_100 : 32084.865123 ∣ critic_nllloss : 26229.380078 ∣ critic_ganloss : -490.899225 ∣ generator_nllloss : 5285.865430 ∣ generator_ganloss : 1024.603760 ∣     [  std_z : 0.99  real_sub_fake : 1395.92 ]
[  epoch 0008/0040] 1890/4800, lr:1.0e-04 ∣ avg_100 : 32085.116128 ∣ critic_nllloss : 26348.012695 ∣ critic_ganloss : -677.293323 ∣ generator_nllloss : 5265.620898 ∣ generator_ganloss : 1011.889111 ∣     [  std_z : 0.99  real_sub_fake : 2391.19 ]
[  epoch 0008/0040] 1900/4800, lr:1.0e-04 ∣ avg_100 : 32087.906376 ∣ critic_nllloss : 26460.175391 ∣ critic_ganloss : -625.416327 ∣ generator_nllloss : 5389.656445 ∣ generator_ganloss : 1046.634424 ∣     [  std_z : 0.99  real_sub_fake : 2666.61 ]
[  epoch 0008/0040] 1910/4800, lr:1.0e-04 ∣ avg_100 : 32090.243358 ∣ critic_nllloss : 26349.031445 ∣ critic_ganloss : -721.445374 ∣ generator_nllloss : 5294.157422 ∣ generator_ganloss : 1061.893604 ∣     [  std_z : 0.99  real_sub_fake : 2558.91 ]
[  epoch 0008/0040] 1920/4800, lr:1.0e-04 ∣ avg_100 : 32095.492743 ∣ critic_nllloss : 26474.391602 ∣ critic_ganloss : -535.855469 ∣ generator_nllloss : 5329.249609 ∣ generator_ganloss : 1110.879199 ∣     [  std_z : 0.97  real_sub_fake : 2419.27 ]
[  epoch 0008/0040] 1930/4800, lr:1.0e-04 ∣ avg_100 : 32099.050163 ∣ critic_nllloss : 26424.897852 ∣ critic_ganloss : -543.102689 ∣ generator_nllloss : 5270.078125 ∣ generator_ganloss : 1117.980566 ∣     [  std_z : 0.97  real_sub_fake : 1789.26 ]
[  epoch 0008/0040] 1940/4800, lr:1.0e-04 ∣ avg_100 : 32103.404649 ∣ critic_nllloss : 26250.239453 ∣ critic_ganloss : -472.895688 ∣ generator_nllloss : 5256.516406 ∣ generator_ganloss : 1090.787451 ∣     [  std_z : 0.99  real_sub_fake : 2311.16 ]
[  epoch 0008/0040] 1950/4800, lr:1.0e-04 ∣ avg_100 : 32102.302208 ∣ critic_nllloss : 26378.386328 ∣ critic_ganloss : -577.864688 ∣ generator_nllloss : 5271.573438 ∣ generator_ganloss : 1020.085498 ∣     [  std_z : 1.00  real_sub_fake : 1742.12 ]
[  epoch 0008/0040] 1960/4800, lr:1.0e-04 ∣ avg_100 : 32102.406980 ∣ critic_nllloss : 26354.229883 ∣ critic_ganloss : -592.467798 ∣ generator_nllloss : 5173.619727 ∣ generator_ganloss : 1031.027490 ∣     [  std_z : 1.00  real_sub_fake : 2396.16 ]
[  epoch 0008/0040] 1970/4800, lr:1.0e-04 ∣ avg_100 : 32098.716580 ∣ critic_nllloss : 26173.511523 ∣ critic_ganloss : -644.823370 ∣ generator_nllloss : 5298.682813 ∣ generator_ganloss : 1038.287500 ∣     [  std_z : 0.98  real_sub_fake : 2219.87 ]
[  epoch 0008/0040] 1980/4800, lr:1.0e-04 ∣ avg_100 : 32094.859077 ∣ critic_nllloss : 26222.662891 ∣ critic_ganloss : -664.144727 ∣ generator_nllloss : 5281.816406 ∣ generator_ganloss : 1053.232861 ∣     [  std_z : 0.97  real_sub_fake : 2674.81 ]
[  epoch 0008/0040] 1990/4800, lr:1.0e-04 ∣ avg_100 : 32094.741891 ∣ critic_nllloss : 26397.480664 ∣ critic_ganloss : -623.942914 ∣ generator_nllloss : 5319.426172 ∣ generator_ganloss : 1059.283594 ∣     [  std_z : 0.97  real_sub_fake : 2278.78 ]
[  epoch 0008/0040] 2000/4800, lr:1.0e-04 ∣ avg_100 : 32092.350926 ∣ critic_nllloss : 26224.809766 ∣ critic_ganloss : -611.063940 ∣ generator_nllloss : 5255.224414 ∣ generator_ganloss : 1094.957373 ∣     [  std_z : 0.97  real_sub_fake : 2691.89 ]
[  epoch 0008/0040] 2010/4800, lr:1.0e-04 ∣ avg_100 : 32091.012009 ∣ critic_nllloss : 26295.099805 ∣ critic_ganloss : -723.244183 ∣ generator_nllloss : 5236.892187 ∣ generator_ganloss : 1052.878223 ∣     [  std_z : 0.99  real_sub_fake : 2464.86 ]
[  epoch 0008/0040] 2020/4800, lr:1.0e-04 ∣ avg_100 : 32090.378309 ∣ critic_nllloss : 26143.140820 ∣ critic_ganloss : -657.555957 ∣ generator_nllloss : 5365.141016 ∣ generator_ganloss : 1037.818652 ∣     [  std_z : 0.98  real_sub_fake : 2450.82 ]
[  epoch 0008/0040] 2030/4800, lr:1.0e-04 ∣ avg_100 : 32091.081519 ∣ critic_nllloss : 26350.874023 ∣ critic_ganloss : -718.739166 ∣ generator_nllloss : 5238.585547 ∣ generator_ganloss : 1074.754883 ∣     [  std_z : 0.97  real_sub_fake : 2999.31 ]
[  epoch 0008/0040] 2040/4800, lr:1.0e-04 ∣ avg_100 : 32096.003375 ∣ critic_nllloss : 26299.029687 ∣ critic_ganloss : -465.800989 ∣ generator_nllloss : 5231.645508 ∣ generator_ganloss : 1143.734766 ∣     [  std_z : 0.97  real_sub_fake : 1939.46 ]
[  epoch 0008/0040] 2050/4800, lr:1.0e-04 ∣ avg_100 : 32094.915482 ∣ critic_nllloss : 26339.549023 ∣ critic_ganloss : -518.205893 ∣ generator_nllloss : 5151.928906 ∣ generator_ganloss : 1121.973291 ∣     [  std_z : 0.99  real_sub_fake : 1835.67 ]
[  epoch 0008/0040] 2060/4800, lr:1.0e-04 ∣ avg_100 : 32098.534282 ∣ critic_nllloss : 26544.658203 ∣ critic_ganloss : -463.834418 ∣ generator_nllloss : 5287.477539 ∣ generator_ganloss : 1101.504004 ∣     [  std_z : 1.01  real_sub_fake : 2013.03 ]
[  epoch 0008/0040] 2070/4800, lr:1.0e-04 ∣ avg_100 : 32095.928854 ∣ critic_nllloss : 26208.048242 ∣ critic_ganloss : -529.622919 ∣ generator_nllloss : 5247.669531 ∣ generator_ganloss : 1050.354297 ∣     [  std_z : 1.01  real_sub_fake : 1905.10 ]
[  epoch 0008/0040] 2080/4800, lr:1.0e-04 ∣ avg_100 : 32100.398579 ∣ critic_nllloss : 26573.016602 ∣ critic_ganloss : -573.739294 ∣ generator_nllloss : 5260.065820 ∣ generator_ganloss : 1082.919922 ∣     [  std_z : 0.98  real_sub_fake : 2362.72 ]
[  epoch 0008/0040] 2090/4800, lr:1.0e-04 ∣ avg_100 : 32105.513786 ∣ critic_nllloss : 26246.935156 ∣ critic_ganloss : -436.997803 ∣ generator_nllloss : 5291.150391 ∣ generator_ganloss : 1115.362402 ∣     [  std_z : 0.96  real_sub_fake : 1634.99 ]
[  epoch 0008/0040] 2100/4800, lr:1.0e-04 ∣ avg_100 : 32110.318537 ∣ critic_nllloss : 26421.153320 ∣ critic_ganloss : -538.817880 ∣ generator_nllloss : 5351.470117 ∣ generator_ganloss : 1120.873145 ∣     [  std_z : 0.97  real_sub_fake : 1761.51 ]
[  epoch 0008/0040] 2110/4800, lr:1.0e-04 ∣ avg_100 : 32106.771315 ∣ critic_nllloss : 26056.817383 ∣ critic_ganloss : -490.980847 ∣ generator_nllloss : 5211.269727 ∣ generator_ganloss : 1115.393311 ∣     [  std_z : 0.98  real_sub_fake : 2282.04 ]
[  epoch 0008/0040] 2120/4800, lr:1.0e-04 ∣ avg_100 : 32103.544186 ∣ critic_nllloss : 26252.966797 ∣ critic_ganloss : -555.827698 ∣ generator_nllloss : 5201.369141 ∣ generator_ganloss : 1165.907959 ∣     [  std_z : 1.01  real_sub_fake : 1643.20 ]
[  epoch 0008/0040] 2130/4800, lr:1.0e-04 ∣ avg_100 : 32099.316735 ∣ critic_nllloss : 26332.722461 ∣ critic_ganloss : -608.566846 ∣ generator_nllloss : 5309.174609 ∣ generator_ganloss : 1153.043848 ∣     [  std_z : 1.01  real_sub_fake : 2439.33 ]
[  epoch 0008/0040] 2140/4800, lr:1.0e-04 ∣ avg_100 : 32093.428179 ∣ critic_nllloss : 26312.954102 ∣ critic_ganloss : -545.730600 ∣ generator_nllloss : 5313.671484 ∣ generator_ganloss : 1164.676074 ∣     [  std_z : 0.98  real_sub_fake : 2237.02 ]
[  epoch 0008/0040] 2150/4800, lr:1.0e-04 ∣ avg_100 : 32094.814304 ∣ critic_nllloss : 26490.972852 ∣ critic_ganloss : -539.291891 ∣ generator_nllloss : 5332.558008 ∣ generator_ganloss : 1194.651270 ∣     [  std_z : 0.97  real_sub_fake : 2118.56 ]
[  epoch 0008/0040] 2160/4800, lr:1.0e-04 ∣ avg_100 : 32094.704306 ∣ critic_nllloss : 26381.653906 ∣ critic_ganloss : -455.927359 ∣ generator_nllloss : 5280.424219 ∣ generator_ganloss : 1208.407568 ∣     [  std_z : 0.97  real_sub_fake : 1692.37 ]
[  epoch 0008/0040] 2170/4800, lr:1.0e-04 ∣ avg_100 : 32091.755227 ∣ critic_nllloss : 26297.328711 ∣ critic_ganloss : -536.326309 ∣ generator_nllloss : 5254.917578 ∣ generator_ganloss : 1158.383105 ∣     [  std_z : 0.97  real_sub_fake : 1886.21 ]
[  epoch 0008/0040] 2180/4800, lr:1.0e-04 ∣ avg_100 : 32095.119771 ∣ critic_nllloss : 26261.307227 ∣ critic_ganloss : -585.645789 ∣ generator_nllloss : 5360.589648 ∣ generator_ganloss : 1100.583887 ∣     [  std_z : 0.99  real_sub_fake : 2434.90 ]
[  epoch 0008/0040] 2190/4800, lr:1.0e-04 ∣ avg_100 : 32093.101091 ∣ critic_nllloss : 26185.111914 ∣ critic_ganloss : -572.097580 ∣ generator_nllloss : 5191.642969 ∣ generator_ganloss : 1128.854346 ∣     [  std_z : 0.98  real_sub_fake : 1944.38 ]
[  epoch 0008/0040] 2200/4800, lr:1.0e-04 ∣ avg_100 : 32094.761949 ∣ critic_nllloss : 26223.915234 ∣ critic_ganloss : -600.474078 ∣ generator_nllloss : 5319.806250 ∣ generator_ganloss : 1118.307520 ∣     [  std_z : 0.98  real_sub_fake : 2347.73 ]
[  epoch 0008/0040] 2210/4800, lr:1.0e-04 ∣ avg_100 : 32099.878530 ∣ critic_nllloss : 26297.393945 ∣ critic_ganloss : -465.625418 ∣ generator_nllloss : 5269.825000 ∣ generator_ganloss : 1168.877148 ∣     [  std_z : 0.98  real_sub_fake : 2206.92 ]
[  epoch 0008/0040] 2220/4800, lr:1.0e-04 ∣ avg_100 : 32105.510649 ∣ critic_nllloss : 26409.453906 ∣ critic_ganloss : -367.306955 ∣ generator_nllloss : 5282.449219 ∣ generator_ganloss : 1167.699316 ∣     [  std_z : 0.98  real_sub_fake : 1139.35 ]
[  epoch 0008/0040] 2230/4800, lr:1.0e-04 ∣ avg_100 : 32106.648394 ∣ critic_nllloss : 26217.712500 ∣ critic_ganloss : -513.191315 ∣ generator_nllloss : 5291.883203 ∣ generator_ganloss : 1118.317725 ∣     [  std_z : 0.98  real_sub_fake : 1846.84 ]
[  epoch 0008/0040] 2240/4800, lr:1.0e-04 ∣ avg_100 : 32110.546125 ∣ critic_nllloss : 26506.656836 ∣ critic_ganloss : -607.631342 ∣ generator_nllloss : 5341.716406 ∣ generator_ganloss : 1174.031738 ∣     [  std_z : 0.98  real_sub_fake : 2548.50 ]
[  epoch 0008/0040] 2250/4800, lr:1.0e-04 ∣ avg_100 : 32109.442450 ∣ critic_nllloss : 26009.491602 ∣ critic_ganloss : -545.277267 ∣ generator_nllloss : 5165.116016 ∣ generator_ganloss : 1190.911279 ∣     [  std_z : 0.98  real_sub_fake : 1813.57 ]
[  epoch 0008/0040] 2260/4800, lr:1.0e-04 ∣ avg_100 : 32113.985086 ∣ critic_nllloss : 26433.346484 ∣ critic_ganloss : -647.902173 ∣ generator_nllloss : 5417.131055 ∣ generator_ganloss : 1166.279736 ∣     [  std_z : 0.98  real_sub_fake : 2418.09 ]
[  epoch 0008/0040] 2270/4800, lr:1.0e-04 ∣ avg_100 : 32114.869932 ∣ critic_nllloss : 26243.071094 ∣ critic_ganloss : -540.787018 ∣ generator_nllloss : 5256.056836 ∣ generator_ganloss : 1166.683691 ∣     [  std_z : 0.99  real_sub_fake : 2431.12 ]
[  epoch 0008/0040] 2280/4800, lr:1.0e-04 ∣ avg_100 : 32117.192526 ∣ critic_nllloss : 26154.409570 ∣ critic_ganloss : -417.719858 ∣ generator_nllloss : 5171.255859 ∣ generator_ganloss : 1181.469580 ∣     [  std_z : 1.00  real_sub_fake : 1464.69 ]
[  epoch 0008/0040] 2290/4800, lr:1.0e-04 ∣ avg_100 : 32119.741754 ∣ critic_nllloss : 26333.270117 ∣ critic_ganloss : -626.102524 ∣ generator_nllloss : 5262.795508 ∣ generator_ganloss : 1179.837109 ∣     [  std_z : 0.99  real_sub_fake : 2212.72 ]
[  epoch 0008/0040] 2300/4800, lr:1.0e-04 ∣ avg_100 : 32120.898831 ∣ critic_nllloss : 26123.904297 ∣ critic_ganloss : -494.803485 ∣ generator_nllloss : 5207.426367 ∣ generator_ganloss : 1192.428125 ∣     [  std_z : 0.98  real_sub_fake : 2241.53 ]
[  epoch 0008/0040] 2310/4800, lr:1.0e-04 ∣ avg_100 : 32123.581558 ∣ critic_nllloss : 26431.991406 ∣ critic_ganloss : -609.350494 ∣ generator_nllloss : 5236.258203 ∣ generator_ganloss : 1151.257324 ∣     [  std_z : 0.98  real_sub_fake : 2291.89 ]
[  epoch 0008/0040] 2320/4800, lr:1.0e-04 ∣ avg_100 : 32122.749230 ∣ critic_nllloss : 26155.852539 ∣ critic_ganloss : -642.670679 ∣ generator_nllloss : 5260.126758 ∣ generator_ganloss : 1203.249707 ∣     [  std_z : 0.98  real_sub_fake : 2070.64 ]
[  epoch 0008/0040] 2330/4800, lr:1.0e-04 ∣ avg_100 : 32128.271631 ∣ critic_nllloss : 26233.682227 ∣ critic_ganloss : -470.312128 ∣ generator_nllloss : 5230.951758 ∣ generator_ganloss : 1165.239160 ∣     [  std_z : 1.00  real_sub_fake : 2079.69 ]
[  epoch 0008/0040] 2340/4800, lr:1.0e-04 ∣ avg_100 : 32133.433139 ∣ critic_nllloss : 26409.555859 ∣ critic_ganloss : -522.298721 ∣ generator_nllloss : 5274.835938 ∣ generator_ganloss : 1108.700879 ∣     [  std_z : 1.01  real_sub_fake : 2056.23 ]
[  epoch 0008/0040] 2350/4800, lr:1.0e-04 ∣ avg_100 : 32133.168896 ∣ critic_nllloss : 26314.867578 ∣ critic_ganloss : -537.613910 ∣ generator_nllloss : 5181.719531 ∣ generator_ganloss : 1072.434863 ∣     [  std_z : 0.98  real_sub_fake : 2056.43 ]
[  epoch 0008/0040] 2360/4800, lr:1.0e-04 ∣ avg_100 : 32135.528503 ∣ critic_nllloss : 26299.826758 ∣ critic_ganloss : -532.563452 ∣ generator_nllloss : 5343.059180 ∣ generator_ganloss : 1116.953564 ∣     [  std_z : 0.97  real_sub_fake : 2068.59 ]
[  epoch 0008/0040] 2370/4800, lr:1.0e-04 ∣ avg_100 : 32138.829991 ∣ critic_nllloss : 26250.892383 ∣ critic_ganloss : -599.139197 ∣ generator_nllloss : 5299.047266 ∣ generator_ganloss : 1114.606738 ∣     [  std_z : 0.97  real_sub_fake : 2330.38 ]
[  epoch 0008/0040] 2380/4800, lr:1.0e-04 ∣ avg_100 : 32138.627306 ∣ critic_nllloss : 26326.668555 ∣ critic_ganloss : -619.137756 ∣ generator_nllloss : 5233.854883 ∣ generator_ganloss : 1132.299219 ∣     [  std_z : 0.98  real_sub_fake : 2475.63 ]
[  epoch 0008/0040] 2390/4800, lr:1.0e-04 ∣ avg_100 : 32139.761256 ∣ critic_nllloss : 26211.466211 ∣ critic_ganloss : -403.633350 ∣ generator_nllloss : 5238.156445 ∣ generator_ganloss : 1249.087061 ∣     [  std_z : 0.98  real_sub_fake : 1634.87 ]
[  epoch 0008/0040] 2400/4800, lr:1.0e-04 ∣ avg_100 : 32142.271766 ∣ critic_nllloss : 26468.410938 ∣ critic_ganloss : -558.255096 ∣ generator_nllloss : 5246.817383 ∣ generator_ganloss : 1200.456445 ∣     [  std_z : 0.99  real_sub_fake : 1704.84 ]
[  epoch 0008/0040] 2410/4800, lr:1.0e-04 ∣ avg_100 : 32145.945739 ∣ critic_nllloss : 26355.861523 ∣ critic_ganloss : -470.964636 ∣ generator_nllloss : 5227.695898 ∣ generator_ganloss : 1281.960156 ∣     [  std_z : 0.98  real_sub_fake : 1965.09 ]
[  epoch 0008/0040] 2420/4800, lr:1.0e-04 ∣ avg_100 : 32150.532835 ∣ critic_nllloss : 26422.711914 ∣ critic_ganloss : -469.289474 ∣ generator_nllloss : 5238.736328 ∣ generator_ganloss : 1235.569141 ∣     [  std_z : 0.99  real_sub_fake : 1888.08 ]
[  epoch 0008/0040] 2430/4800, lr:1.0e-04 ∣ avg_100 : 32153.803381 ∣ critic_nllloss : 26525.746875 ∣ critic_ganloss : -695.753857 ∣ generator_nllloss : 5331.046875 ∣ generator_ganloss : 1275.437500 ∣     [  std_z : 0.98  real_sub_fake : 2282.87 ]
[  epoch 0008/0040] 2440/4800, lr:1.0e-04 ∣ avg_100 : 32159.141218 ∣ critic_nllloss : 26152.584180 ∣ critic_ganloss : -483.934351 ∣ generator_nllloss : 5183.102734 ∣ generator_ganloss : 1254.059473 ∣     [  std_z : 0.98  real_sub_fake : 2469.67 ]
[  epoch 0008/0040] 2450/4800, lr:1.0e-04 ∣ avg_100 : 32168.412600 ∣ critic_nllloss : 26464.664844 ∣ critic_ganloss : -461.411597 ∣ generator_nllloss : 5341.674414 ∣ generator_ganloss : 1250.410107 ∣     [  std_z : 0.99  real_sub_fake : 1499.89 ]
[  epoch 0008/0040] 2460/4800, lr:1.0e-04 ∣ avg_100 : 32167.335274 ∣ critic_nllloss : 26102.887109 ∣ critic_ganloss : -523.204779 ∣ generator_nllloss : 5238.781641 ∣ generator_ganloss : 1234.868652 ∣     [  std_z : 0.98  real_sub_fake : 2096.41 ]
[  epoch 0008/0040] 2470/4800, lr:1.0e-04 ∣ avg_100 : 32170.870842 ∣ critic_nllloss : 26425.938672 ∣ critic_ganloss : -560.477435 ∣ generator_nllloss : 5384.645312 ∣ generator_ganloss : 1212.843604 ∣     [  std_z : 0.98  real_sub_fake : 2288.92 ]
[  epoch 0008/0040] 2480/4800, lr:1.0e-04 ∣ avg_100 : 32171.649327 ∣ critic_nllloss : 26288.569141 ∣ critic_ganloss : -520.990408 ∣ generator_nllloss : 5207.219922 ∣ generator_ganloss : 1242.979834 ∣     [  std_z : 0.98  real_sub_fake : 1687.75 ]
[  epoch 0008/0040] 2490/4800, lr:1.0e-04 ∣ avg_100 : 32171.498719 ∣ critic_nllloss : 26329.421484 ∣ critic_ganloss : -566.216815 ∣ generator_nllloss : 5322.587109 ∣ generator_ganloss : 1210.701514 ∣     [  std_z : 0.98  real_sub_fake : 2263.64 ]
[  epoch 0008/0040] 2500/4800, lr:1.0e-04 ∣ avg_100 : 32172.634751 ∣ critic_nllloss : 26034.621680 ∣ critic_ganloss : -507.988428 ∣ generator_nllloss : 5211.096875 ∣ generator_ganloss : 1191.676221 ∣     [  std_z : 0.98  real_sub_fake : 2120.12 ]
[  epoch 0008/0040] 2510/4800, lr:1.0e-04 ∣ avg_100 : 32172.707353 ∣ critic_nllloss : 26237.947070 ∣ critic_ganloss : -601.141980 ∣ generator_nllloss : 5347.901563 ∣ generator_ganloss : 1192.183398 ∣     [  std_z : 0.99  real_sub_fake : 1975.39 ]
[  epoch 0008/0040] 2520/4800, lr:1.0e-04 ∣ avg_100 : 32169.885016 ∣ critic_nllloss : 26323.317578 ∣ critic_ganloss : -544.244116 ∣ generator_nllloss : 5147.551562 ∣ generator_ganloss : 1172.549365 ∣     [  std_z : 0.97  real_sub_fake : 2231.49 ]
[  epoch 0008/0040] 2530/4800, lr:1.0e-04 ∣ avg_100 : 32172.318957 ∣ critic_nllloss : 26358.220313 ∣ critic_ganloss : -583.190741 ∣ generator_nllloss : 5306.839063 ∣ generator_ganloss : 1140.871387 ∣     [  std_z : 0.99  real_sub_fake : 2173.26 ]
[  epoch 0008/0040] 2540/4800, lr:1.0e-04 ∣ avg_100 : 32168.663497 ∣ critic_nllloss : 26149.941797 ∣ critic_ganloss : -461.845517 ∣ generator_nllloss : 5232.358789 ∣ generator_ganloss : 1154.464258 ∣     [  std_z : 0.99  real_sub_fake : 1978.64 ]
[  epoch 0008/0040] 2550/4800, lr:1.0e-04 ∣ avg_100 : 32171.099971 ∣ critic_nllloss : 26482.262695 ∣ critic_ganloss : -582.075452 ∣ generator_nllloss : 5385.599609 ∣ generator_ganloss : 1136.933887 ∣     [  std_z : 1.00  real_sub_fake : 2009.49 ]
[  epoch 0008/0040] 2560/4800, lr:1.0e-04 ∣ avg_100 : 32173.088950 ∣ critic_nllloss : 26413.076953 ∣ critic_ganloss : -591.302863 ∣ generator_nllloss : 5268.359375 ∣ generator_ganloss : 1092.461865 ∣     [  std_z : 1.00  real_sub_fake : 2431.09 ]
[  epoch 0008/0040] 2570/4800, lr:1.0e-04 ∣ avg_100 : 32174.929995 ∣ critic_nllloss : 26431.291016 ∣ critic_ganloss : -498.587848 ∣ generator_nllloss : 5253.760938 ∣ generator_ganloss : 1079.238721 ∣     [  std_z : 0.98  real_sub_fake : 1933.54 ]
[  epoch 0008/0040] 2580/4800, lr:1.0e-04 ∣ avg_100 : 32176.171913 ∣ critic_nllloss : 26410.827148 ∣ critic_ganloss : -535.772156 ∣ generator_nllloss : 5256.324023 ∣ generator_ganloss : 1103.474609 ∣     [  std_z : 0.97  real_sub_fake : 2024.93 ]
[  epoch 0008/0040] 2590/4800, lr:1.0e-04 ∣ avg_100 : 32176.445823 ∣ critic_nllloss : 26482.658203 ∣ critic_ganloss : -646.365570 ∣ generator_nllloss : 5296.941602 ∣ generator_ganloss : 1060.686523 ∣     [  std_z : 0.99  real_sub_fake : 2484.46 ]
[  epoch 0008/0040] 2600/4800, lr:1.0e-04 ∣ avg_100 : 32176.708615 ∣ critic_nllloss : 26382.175586 ∣ critic_ganloss : -496.160657 ∣ generator_nllloss : 5272.995508 ∣ generator_ganloss : 1139.052686 ∣     [  std_z : 1.00  real_sub_fake : 1950.88 ]
[  epoch 0008/0040] 2610/4800, lr:1.0e-04 ∣ avg_100 : 32178.438559 ∣ critic_nllloss : 26314.073437 ∣ critic_ganloss : -459.627652 ∣ generator_nllloss : 5317.375391 ∣ generator_ganloss : 1127.771191 ∣     [  std_z : 1.00  real_sub_fake : 1690.55 ]
[  epoch 0008/0040] 2620/4800, lr:1.0e-04 ∣ avg_100 : 32177.436679 ∣ critic_nllloss : 26335.553906 ∣ critic_ganloss : -533.549063 ∣ generator_nllloss : 5116.308594 ∣ generator_ganloss : 1135.176904 ∣     [  std_z : 1.00  real_sub_fake : 1894.48 ]
[  epoch 0008/0040] 2630/4800, lr:1.0e-04 ∣ avg_100 : 32173.372794 ∣ critic_nllloss : 26122.110156 ∣ critic_ganloss : -623.907330 ∣ generator_nllloss : 5283.244727 ∣ generator_ganloss : 1126.707617 ∣     [  std_z : 0.98  real_sub_fake : 2649.16 ]
[  epoch 0008/0040] 2640/4800, lr:1.0e-04 ∣ avg_100 : 32172.320960 ∣ critic_nllloss : 26337.745703 ∣ critic_ganloss : -552.147504 ∣ generator_nllloss : 5295.192187 ∣ generator_ganloss : 1164.542920 ∣     [  std_z : 1.00  real_sub_fake : 1968.41 ]
[  epoch 0008/0040] 2650/4800, lr:1.0e-04 ∣ avg_100 : 32172.236955 ∣ critic_nllloss : 26219.331836 ∣ critic_ganloss : -476.129144 ∣ generator_nllloss : 5231.500391 ∣ generator_ganloss : 1180.042920 ∣     [  std_z : 0.98  real_sub_fake : 1911.52 ]
[  epoch 0008/0040] 2660/4800, lr:1.0e-04 ∣ avg_100 : 32175.783292 ∣ critic_nllloss : 26427.273242 ∣ critic_ganloss : -493.069342 ∣ generator_nllloss : 5286.377539 ∣ generator_ganloss : 1201.851270 ∣     [  std_z : 0.99  real_sub_fake : 1819.06 ]
[  epoch 0008/0040] 2670/4800, lr:1.0e-04 ∣ avg_100 : 32172.755129 ∣ critic_nllloss : 26233.610938 ∣ critic_ganloss : -599.197003 ∣ generator_nllloss : 5200.433789 ∣ generator_ganloss : 1148.433301 ∣     [  std_z : 0.98  real_sub_fake : 2390.14 ]
[  epoch 0008/0040] 2680/4800, lr:1.0e-04 ∣ avg_100 : 32171.430914 ∣ critic_nllloss : 26392.511719 ∣ critic_ganloss : -613.297284 ∣ generator_nllloss : 5283.319141 ∣ generator_ganloss : 1133.518457 ∣     [  std_z : 0.98  real_sub_fake : 2296.25 ]
[  epoch 0008/0040] 2690/4800, lr:1.0e-04 ∣ avg_100 : 32172.844504 ∣ critic_nllloss : 26449.765430 ∣ critic_ganloss : -541.942639 ∣ generator_nllloss : 5376.950391 ∣ generator_ganloss : 1087.530762 ∣     [  std_z : 0.99  real_sub_fake : 2109.50 ]
[  epoch 0008/0040] 2700/4800, lr:1.0e-04 ∣ avg_100 : 32171.561575 ∣ critic_nllloss : 26352.979102 ∣ critic_ganloss : -602.266852 ∣ generator_nllloss : 5239.311719 ∣ generator_ganloss : 1071.261523 ∣     [  std_z : 0.98  real_sub_fake : 2251.58 ]
[  epoch 0008/0040] 2710/4800, lr:1.0e-04 ∣ avg_100 : 32170.363750 ∣ critic_nllloss : 26256.769531 ∣ critic_ganloss : -605.094165 ∣ generator_nllloss : 5266.545703 ∣ generator_ganloss : 1087.613379 ∣     [  std_z : 0.97  real_sub_fake : 2448.78 ]
[  epoch 0008/0040] 2720/4800, lr:1.0e-04 ∣ avg_100 : 32170.695992 ∣ critic_nllloss : 26230.365039 ∣ critic_ganloss : -481.212869 ∣ generator_nllloss : 5291.103320 ∣ generator_ganloss : 1170.304883 ∣     [  std_z : 0.99  real_sub_fake : 1763.69 ]
[  epoch 0008/0040] 2730/4800, lr:1.0e-04 ∣ avg_100 : 32170.372258 ∣ critic_nllloss : 26341.116211 ∣ critic_ganloss : -649.771008 ∣ generator_nllloss : 5209.947266 ∣ generator_ganloss : 1131.144092 ∣     [  std_z : 1.00  real_sub_fake : 2282.90 ]
[  epoch 0008/0040] 2740/4800, lr:1.0e-04 ∣ avg_100 : 32166.880972 ∣ critic_nllloss : 26158.421875 ∣ critic_ganloss : -527.615942 ∣ generator_nllloss : 5286.594727 ∣ generator_ganloss : 1092.425928 ∣     [  std_z : 1.00  real_sub_fake : 2455.34 ]
[  epoch 0008/0040] 2750/4800, lr:1.0e-04 ∣ avg_100 : 32167.615625 ∣ critic_nllloss : 26442.296094 ∣ critic_ganloss : -652.676343 ∣ generator_nllloss : 5287.249609 ∣ generator_ganloss : 1082.166699 ∣     [  std_z : 0.98  real_sub_fake : 2039.47 ]
[  epoch 0008/0040] 2760/4800, lr:1.0e-04 ∣ avg_100 : 32169.813214 ∣ critic_nllloss : 26342.209375 ∣ critic_ganloss : -493.243671 ∣ generator_nllloss : 5340.867969 ∣ generator_ganloss : 1132.854590 ∣     [  std_z : 0.97  real_sub_fake : 2472.70 ]
[  epoch 0008/0040] 2770/4800, lr:1.0e-04 ∣ avg_100 : 32168.006996 ∣ critic_nllloss : 26068.053711 ∣ critic_ganloss : -505.288535 ∣ generator_nllloss : 5241.366211 ∣ generator_ganloss : 1116.463330 ∣     [  std_z : 0.96  real_sub_fake : 1680.50 ]
[  epoch 0008/0040] 2780/4800, lr:1.0e-04 ∣ avg_100 : 32165.080928 ∣ critic_nllloss : 26112.961328 ∣ critic_ganloss : -523.191443 ∣ generator_nllloss : 5319.726953 ∣ generator_ganloss : 1116.207227 ∣     [  std_z : 0.99  real_sub_fake : 1904.12 ]
[  epoch 0008/0040] 2790/4800, lr:1.0e-04 ∣ avg_100 : 32164.815493 ∣ critic_nllloss : 26257.181250 ∣ critic_ganloss : -566.604059 ∣ generator_nllloss : 5231.306641 ∣ generator_ganloss : 1128.754932 ∣     [  std_z : 1.00  real_sub_fake : 2158.64 ]
[  epoch 0008/0040] 2800/4800, lr:1.0e-04 ∣ avg_100 : 32164.491865 ∣ critic_nllloss : 26257.760742 ∣ critic_ganloss : -565.050336 ∣ generator_nllloss : 5280.608203 ∣ generator_ganloss : 1104.297168 ∣     [  std_z : 1.00  real_sub_fake : 2278.21 ]
[  epoch 0008/0040] 2810/4800, lr:1.0e-04 ∣ avg_100 : 32162.173810 ∣ critic_nllloss : 26226.895703 ∣ critic_ganloss : -486.457712 ∣ generator_nllloss : 5209.661719 ∣ generator_ganloss : 1143.422363 ∣     [  std_z : 0.98  real_sub_fake : 1899.50 ]
[  epoch 0008/0040] 2820/4800, lr:1.0e-04 ∣ avg_100 : 32163.986243 ∣ critic_nllloss : 26385.772852 ∣ critic_ganloss : -501.729401 ∣ generator_nllloss : 5258.884180 ∣ generator_ganloss : 1147.840674 ∣     [  std_z : 0.98  real_sub_fake : 1966.16 ]
[  epoch 0008/0040] 2830/4800, lr:1.0e-04 ∣ avg_100 : 32164.725063 ∣ critic_nllloss : 26274.404492 ∣ critic_ganloss : -617.921289 ∣ generator_nllloss : 5189.357227 ∣ generator_ganloss : 1127.389209 ∣     [  std_z : 0.98  real_sub_fake : 2389.07 ]
[  epoch 0008/0040] 2840/4800, lr:1.0e-04 ∣ avg_100 : 32163.352668 ∣ critic_nllloss : 26184.070312 ∣ critic_ganloss : -537.348825 ∣ generator_nllloss : 5196.069727 ∣ generator_ganloss : 1137.457813 ∣     [  std_z : 0.99  real_sub_fake : 2124.55 ]
[  epoch 0008/0040] 2850/4800, lr:1.0e-04 ∣ avg_100 : 32164.468883 ∣ critic_nllloss : 26251.507031 ∣ critic_ganloss : -444.400256 ∣ generator_nllloss : 5274.908594 ∣ generator_ganloss : 1159.645020 ∣     [  std_z : 1.01  real_sub_fake : 1657.09 ]
[  epoch 0008/0040] 2860/4800, lr:1.0e-04 ∣ avg_100 : 32163.993828 ∣ critic_nllloss : 26269.844141 ∣ critic_ganloss : -474.284015 ∣ generator_nllloss : 5233.473437 ∣ generator_ganloss : 1168.924707 ∣     [  std_z : 0.99  real_sub_fake : 1846.96 ]
[  epoch 0008/0040] 2870/4800, lr:1.0e-04 ∣ avg_100 : 32160.364875 ∣ critic_nllloss : 26356.179102 ∣ critic_ganloss : -540.794968 ∣ generator_nllloss : 5233.050781 ∣ generator_ganloss : 1159.017480 ∣     [  std_z : 0.97  real_sub_fake : 1802.19 ]
[  epoch 0008/0040] 2880/4800, lr:1.0e-04 ∣ avg_100 : 32162.448171 ∣ critic_nllloss : 26352.664453 ∣ critic_ganloss : -569.152438 ∣ generator_nllloss : 5341.771484 ∣ generator_ganloss : 1131.996143 ∣     [  std_z : 0.96  real_sub_fake : 2141.37 ]
[  epoch 0008/0040] 2890/4800, lr:1.0e-04 ∣ avg_100 : 32162.969701 ∣ critic_nllloss : 26096.326562 ∣ critic_ganloss : -453.493588 ∣ generator_nllloss : 5192.388281 ∣ generator_ganloss : 1165.161084 ∣     [  std_z : 0.99  real_sub_fake : 1884.47 ]
[  epoch 0008/0040] 2900/4800, lr:1.0e-04 ∣ avg_100 : 32161.722278 ∣ critic_nllloss : 26274.399805 ∣ critic_ganloss : -584.474768 ∣ generator_nllloss : 5297.790430 ∣ generator_ganloss : 1158.592139 ∣     [  std_z : 1.00  real_sub_fake : 2000.97 ]
[  epoch 0008/0040] 2910/4800, lr:1.0e-04 ∣ avg_100 : 32163.664192 ∣ critic_nllloss : 26358.970313 ∣ critic_ganloss : -610.517151 ∣ generator_nllloss : 5286.069336 ∣ generator_ganloss : 1143.306006 ∣     [  std_z : 1.00  real_sub_fake : 2796.88 ]
[  epoch 0008/0040] 2920/4800, lr:1.0e-04 ∣ avg_100 : 32166.255688 ∣ critic_nllloss : 26575.939844 ∣ critic_ganloss : -463.141986 ∣ generator_nllloss : 5315.582422 ∣ generator_ganloss : 1209.434277 ∣     [  std_z : 0.99  real_sub_fake : 1616.57 ]
[  epoch 0008/0040] 2930/4800, lr:1.0e-04 ∣ avg_100 : 32162.351091 ∣ critic_nllloss : 26229.881641 ∣ critic_ganloss : -711.621967 ∣ generator_nllloss : 5263.846680 ∣ generator_ganloss : 1097.287842 ∣     [  std_z : 0.97  real_sub_fake : 2396.73 ]
[  epoch 0008/0040] 2940/4800, lr:1.0e-04 ∣ avg_100 : 32163.356211 ∣ critic_nllloss : 26352.079102 ∣ critic_ganloss : -515.104156 ∣ generator_nllloss : 5278.964844 ∣ generator_ganloss : 1109.219775 ∣     [  std_z : 0.98  real_sub_fake : 2522.43 ]
[  epoch 0008/0040] 2950/4800, lr:1.0e-04 ∣ avg_100 : 32164.771444 ∣ critic_nllloss : 26294.252930 ∣ critic_ganloss : -512.996301 ∣ generator_nllloss : 5384.693164 ∣ generator_ganloss : 1067.754150 ∣     [  std_z : 1.00  real_sub_fake : 1784.25 ]
[  epoch 0008/0040] 2960/4800, lr:1.0e-04 ∣ avg_100 : 32166.578192 ∣ critic_nllloss : 26461.087891 ∣ critic_ganloss : -667.109039 ∣ generator_nllloss : 5296.131641 ∣ generator_ganloss : 1056.973584 ∣     [  std_z : 0.98  real_sub_fake : 2379.67 ]
[  epoch 0008/0040] 2970/4800, lr:1.0e-04 ∣ avg_100 : 32169.457101 ∣ critic_nllloss : 26339.087305 ∣ critic_ganloss : -555.773895 ∣ generator_nllloss : 5242.966211 ∣ generator_ganloss : 1127.269727 ∣     [  std_z : 0.97  real_sub_fake : 2355.72 ]
[  epoch 0008/0040] 2980/4800, lr:1.0e-04 ∣ avg_100 : 32172.861923 ∣ critic_nllloss : 26426.620312 ∣ critic_ganloss : -615.303656 ∣ generator_nllloss : 5262.700391 ∣ generator_ganloss : 1160.032617 ∣     [  std_z : 0.99  real_sub_fake : 2067.75 ]
[  epoch 0008/0040] 2990/4800, lr:1.0e-04 ∣ avg_100 : 32170.473005 ∣ critic_nllloss : 26109.343945 ∣ critic_ganloss : -552.455676 ∣ generator_nllloss : 5193.421094 ∣ generator_ganloss : 1163.046338 ∣     [  std_z : 0.99  real_sub_fake : 2097.97 ]
[  epoch 0008/0040] 3000/4800, lr:1.0e-04 ∣ avg_100 : 32170.471203 ∣ critic_nllloss : 26035.688672 ∣ critic_ganloss : -524.346478 ∣ generator_nllloss : 5284.787109 ∣ generator_ganloss : 1167.618115 ∣     [  std_z : 0.99  real_sub_fake : 2243.51 ]
[  epoch 0008/0040] 3010/4800, lr:1.0e-04 ∣ avg_100 : 32173.501402 ∣ critic_nllloss : 26320.677930 ∣ critic_ganloss : -517.432263 ∣ generator_nllloss : 5217.581641 ∣ generator_ganloss : 1143.818555 ∣     [  std_z : 0.98  real_sub_fake : 2192.80 ]
[  epoch 0008/0040] 3020/4800, lr:1.0e-04 ∣ avg_100 : 32177.449768 ∣ critic_nllloss : 26507.178516 ∣ critic_ganloss : -596.710474 ∣ generator_nllloss : 5253.963672 ∣ generator_ganloss : 1118.949463 ∣     [  std_z : 0.98  real_sub_fake : 1937.24 ]
[  epoch 0008/0040] 3030/4800, lr:1.0e-04 ∣ avg_100 : 32178.064344 ∣ critic_nllloss : 26330.221289 ∣ critic_ganloss : -603.695111 ∣ generator_nllloss : 5203.974609 ∣ generator_ganloss : 1076.432129 ∣     [  std_z : 0.98  real_sub_fake : 2475.25 ]
[  epoch 0008/0040] 3040/4800, lr:1.0e-04 ∣ avg_100 : 32179.096473 ∣ critic_nllloss : 26444.640430 ∣ critic_ganloss : -562.455804 ∣ generator_nllloss : 5341.551562 ∣ generator_ganloss : 1088.085693 ∣     [  std_z : 1.01  real_sub_fake : 2244.74 ]
[  epoch 0008/0040] 3050/4800, lr:1.0e-04 ∣ avg_100 : 32178.491257 ∣ critic_nllloss : 26299.799219 ∣ critic_ganloss : -613.376410 ∣ generator_nllloss : 5276.273633 ∣ generator_ganloss : 1072.027295 ∣     [  std_z : 1.00  real_sub_fake : 2020.67 ]
[  epoch 0008/0040] 3060/4800, lr:1.0e-04 ∣ avg_100 : 32173.792901 ∣ critic_nllloss : 26196.522266 ∣ critic_ganloss : -591.212280 ∣ generator_nllloss : 5310.030664 ∣ generator_ganloss : 1084.629004 ∣     [  std_z : 0.99  real_sub_fake : 2599.97 ]
[  epoch 0008/0040] 3070/4800, lr:1.0e-04 ∣ avg_100 : 32176.407162 ∣ critic_nllloss : 26371.593945 ∣ critic_ganloss : -561.411157 ∣ generator_nllloss : 5324.868945 ∣ generator_ganloss : 1102.823535 ∣     [  std_z : 0.99  real_sub_fake : 2076.06 ]
[  epoch 0008/0040] 3080/4800, lr:1.0e-04 ∣ avg_100 : 32170.281293 ∣ critic_nllloss : 26036.815039 ∣ critic_ganloss : -561.739957 ∣ generator_nllloss : 5168.594727 ∣ generator_ganloss : 1086.006348 ∣     [  std_z : 0.98  real_sub_fake : 2159.34 ]
[  epoch 0008/0040] 3090/4800, lr:1.0e-04 ∣ avg_100 : 32166.724836 ∣ critic_nllloss : 26169.579102 ∣ critic_ganloss : -641.801633 ∣ generator_nllloss : 5295.556836 ∣ generator_ganloss : 1037.470117 ∣     [  std_z : 0.98  real_sub_fake : 2261.64 ]
[  epoch 0008/0040] 3100/4800, lr:1.0e-04 ∣ avg_100 : 32164.257863 ∣ critic_nllloss : 26373.553125 ∣ critic_ganloss : -562.096130 ∣ generator_nllloss : 5257.063672 ∣ generator_ganloss : 1039.460742 ∣     [  std_z : 0.98  real_sub_fake : 2355.94 ]
[  epoch 0008/0040] 3110/4800, lr:1.0e-04 ∣ avg_100 : 32165.635215 ∣ critic_nllloss : 26188.563672 ∣ critic_ganloss : -512.890283 ∣ generator_nllloss : 5297.038281 ∣ generator_ganloss : 1057.523096 ∣     [  std_z : 0.99  real_sub_fake : 1746.36 ]
[  epoch 0008/0040] 3120/4800, lr:1.0e-04 ∣ avg_100 : 32169.542108 ∣ critic_nllloss : 26566.728516 ∣ critic_ganloss : -434.327658 ∣ generator_nllloss : 5244.466211 ∣ generator_ganloss : 1078.238477 ∣     [  std_z : 0.98  real_sub_fake : 2155.03 ]
[  epoch 0008/0040] 3130/4800, lr:1.0e-04 ∣ avg_100 : 32167.219602 ∣ critic_nllloss : 26184.069336 ∣ critic_ganloss : -583.931720 ∣ generator_nllloss : 5274.566211 ∣ generator_ganloss : 1079.419678 ∣     [  std_z : 0.97  real_sub_fake : 1759.72 ]
[  epoch 0008/0040] 3140/4800, lr:1.0e-04 ∣ avg_100 : 32165.080734 ∣ critic_nllloss : 26213.851562 ∣ critic_ganloss : -491.992603 ∣ generator_nllloss : 5212.247266 ∣ generator_ganloss : 1097.577979 ∣     [  std_z : 0.99  real_sub_fake : 2157.52 ]
[  epoch 0008/0040] 3150/4800, lr:1.0e-04 ∣ avg_100 : 32161.276345 ∣ critic_nllloss : 26328.654883 ∣ critic_ganloss : -495.028879 ∣ generator_nllloss : 5184.065820 ∣ generator_ganloss : 1080.759521 ∣     [  std_z : 0.99  real_sub_fake : 1893.02 ]
[  epoch 0008/0040] 3160/4800, lr:1.0e-04 ∣ avg_100 : 32155.427668 ∣ critic_nllloss : 26136.561719 ∣ critic_ganloss : -562.435080 ∣ generator_nllloss : 5214.625000 ∣ generator_ganloss : 1040.938965 ∣     [  std_z : 0.98  real_sub_fake : 2003.01 ]
[  epoch 0008/0040] 3170/4800, lr:1.0e-04 ∣ avg_100 : 32155.180803 ∣ critic_nllloss : 26209.240820 ∣ critic_ganloss : -502.327652 ∣ generator_nllloss : 5368.982617 ∣ generator_ganloss : 1073.720801 ∣     [  std_z : 0.98  real_sub_fake : 2034.26 ]
[  epoch 0008/0040] 3180/4800, lr:1.0e-04 ∣ avg_100 : 32154.439060 ∣ critic_nllloss : 26271.768750 ∣ critic_ganloss : -559.519513 ∣ generator_nllloss : 5259.243359 ∣ generator_ganloss : 1091.168066 ∣     [  std_z : 0.99  real_sub_fake : 1894.54 ]
[  epoch 0008/0040] 3190/4800, lr:1.0e-04 ∣ avg_100 : 32156.622926 ∣ critic_nllloss : 26208.425391 ∣ critic_ganloss : -479.028586 ∣ generator_nllloss : 5338.911328 ∣ generator_ganloss : 1083.590137 ∣     [  std_z : 0.98  real_sub_fake : 2163.53 ]
[  epoch 0008/0040] 3200/4800, lr:1.0e-04 ∣ avg_100 : 32155.905571 ∣ critic_nllloss : 26289.604883 ∣ critic_ganloss : -574.761432 ∣ generator_nllloss : 5217.226562 ∣ generator_ganloss : 1057.749463 ∣     [  std_z : 0.99  real_sub_fake : 1856.90 ]
[  epoch 0008/0040] 3210/4800, lr:1.0e-04 ∣ avg_100 : 32156.290227 ∣ critic_nllloss : 26529.383594 ∣ critic_ganloss : -689.643292 ∣ generator_nllloss : 5395.523633 ∣ generator_ganloss : 1073.672314 ∣     [  std_z : 1.00  real_sub_fake : 2781.45 ]
[  epoch 0008/0040] 3220/4800, lr:1.0e-04 ∣ avg_100 : 32150.731223 ∣ critic_nllloss : 26245.240625 ∣ critic_ganloss : -577.992883 ∣ generator_nllloss : 5198.656445 ∣ generator_ganloss : 1070.490869 ∣     [  std_z : 0.97  real_sub_fake : 2113.00 ]
[  epoch 0008/0040] 3230/4800, lr:1.0e-04 ∣ avg_100 : 32150.035631 ∣ critic_nllloss : 26239.143359 ∣ critic_ganloss : -550.241327 ∣ generator_nllloss : 5269.298437 ∣ generator_ganloss : 1086.962451 ∣     [  std_z : 0.97  real_sub_fake : 2328.40 ]
[  epoch 0008/0040] 3240/4800, lr:1.0e-04 ∣ avg_100 : 32148.197659 ∣ critic_nllloss : 26291.307812 ∣ critic_ganloss : -458.741098 ∣ generator_nllloss : 5264.193359 ∣ generator_ganloss : 1134.216357 ∣     [  std_z : 0.98  real_sub_fake : 1806.37 ]
[  epoch 0008/0040] 3250/4800, lr:1.0e-04 ∣ avg_100 : 32153.929126 ∣ critic_nllloss : 26376.758008 ∣ critic_ganloss : -445.376782 ∣ generator_nllloss : 5329.490234 ∣ generator_ganloss : 1132.516895 ∣     [  std_z : 1.00  real_sub_fake : 1741.71 ]
[  epoch 0008/0040] 3260/4800, lr:1.0e-04 ∣ avg_100 : 32152.237322 ∣ critic_nllloss : 26413.266406 ∣ critic_ganloss : -600.492731 ∣ generator_nllloss : 5294.450586 ∣ generator_ganloss : 1092.450488 ∣     [  std_z : 0.99  real_sub_fake : 2060.16 ]
[  epoch 0008/0040] 3270/4800, lr:1.0e-04 ∣ avg_100 : 32151.955192 ∣ critic_nllloss : 26250.471875 ∣ critic_ganloss : -525.326941 ∣ generator_nllloss : 5256.334961 ∣ generator_ganloss : 1115.331689 ∣     [  std_z : 0.99  real_sub_fake : 2341.23 ]
[  epoch 0008/0040] 3280/4800, lr:1.0e-04 ∣ avg_100 : 32150.529329 ∣ critic_nllloss : 26273.679297 ∣ critic_ganloss : -633.642151 ∣ generator_nllloss : 5208.347852 ∣ generator_ganloss : 1098.443848 ∣     [  std_z : 0.97  real_sub_fake : 2121.30 ]
[  epoch 0008/0040] 3290/4800, lr:1.0e-04 ∣ avg_100 : 32151.937689 ∣ critic_nllloss : 26460.164648 ∣ critic_ganloss : -544.072723 ∣ generator_nllloss : 5278.277148 ∣ generator_ganloss : 1096.267139 ∣     [  std_z : 0.97  real_sub_fake : 2439.51 ]
[  epoch 0008/0040] 3300/4800, lr:1.0e-04 ∣ avg_100 : 32152.896122 ∣ critic_nllloss : 26427.491406 ∣ critic_ganloss : -567.470242 ∣ generator_nllloss : 5211.913867 ∣ generator_ganloss : 1052.863525 ∣     [  std_z : 0.99  real_sub_fake : 2049.08 ]
[  epoch 0008/0040] 3310/4800, lr:1.0e-04 ∣ avg_100 : 32148.494940 ∣ critic_nllloss : 26103.648438 ∣ critic_ganloss : -512.105145 ∣ generator_nllloss : 5155.951953 ∣ generator_ganloss : 1022.543066 ∣     [  std_z : 1.00  real_sub_fake : 2148.26 ]
[  epoch 0008/0040] 3320/4800, lr:1.0e-04 ∣ avg_100 : 32149.017170 ∣ critic_nllloss : 26324.224414 ∣ critic_ganloss : -668.992126 ∣ generator_nllloss : 5335.055859 ∣ generator_ganloss : 1038.493115 ∣     [  std_z : 0.99  real_sub_fake : 2212.37 ]
[  epoch 0008/0040] 3330/4800, lr:1.0e-04 ∣ avg_100 : 32148.645324 ∣ critic_nllloss : 26408.149219 ∣ critic_ganloss : -624.904419 ∣ generator_nllloss : 5292.267578 ∣ generator_ganloss : 1046.864063 ∣     [  std_z : 0.97  real_sub_fake : 2460.59 ]
[  epoch 0008/0040] 3340/4800, lr:1.0e-04 ∣ avg_100 : 32146.547686 ∣ critic_nllloss : 26310.126953 ∣ critic_ganloss : -573.165381 ∣ generator_nllloss : 5275.450195 ∣ generator_ganloss : 1048.618359 ∣     [  std_z : 0.97  real_sub_fake : 2362.18 ]
[  epoch 0008/0040] 3350/4800, lr:1.0e-04 ∣ avg_100 : 32147.310938 ∣ critic_nllloss : 26251.191406 ∣ critic_ganloss : -469.007254 ∣ generator_nllloss : 5253.484570 ∣ generator_ganloss : 1072.064600 ∣     [  std_z : 0.98  real_sub_fake : 1928.33 ]
[  epoch 0008/0040] 3360/4800, lr:1.0e-04 ∣ avg_100 : 32146.323197 ∣ critic_nllloss : 26329.950977 ∣ critic_ganloss : -448.956720 ∣ generator_nllloss : 5182.138867 ∣ generator_ganloss : 1065.368750 ∣     [  std_z : 1.00  real_sub_fake : 1648.62 ]
[  epoch 0008/0040] 3370/4800, lr:1.0e-04 ∣ avg_100 : 32146.418402 ∣ critic_nllloss : 26249.947852 ∣ critic_ganloss : -520.245956 ∣ generator_nllloss : 5289.296680 ∣ generator_ganloss : 1055.929102 ∣     [  std_z : 0.99  real_sub_fake : 1824.74 ]
[  epoch 0008/0040] 3380/4800, lr:1.0e-04 ∣ avg_100 : 32143.589202 ∣ critic_nllloss : 26054.995703 ∣ critic_ganloss : -568.221881 ∣ generator_nllloss : 5269.076172 ∣ generator_ganloss : 1034.914990 ∣     [  std_z : 0.99  real_sub_fake : 2122.03 ]
[  epoch 0008/0040] 3390/4800, lr:1.0e-04 ∣ avg_100 : 32140.973088 ∣ critic_nllloss : 26263.796680 ∣ critic_ganloss : -502.134387 ∣ generator_nllloss : 5196.031641 ∣ generator_ganloss : 1075.771045 ∣     [  std_z : 0.98  real_sub_fake : 2145.74 ]
[  epoch 0008/0040] 3400/4800, lr:1.0e-04 ∣ avg_100 : 32140.895006 ∣ critic_nllloss : 26438.999805 ∣ critic_ganloss : -504.473273 ∣ generator_nllloss : 5385.916992 ∣ generator_ganloss : 1029.177930 ∣     [  std_z : 0.99  real_sub_fake : 2024.25 ]
[  epoch 0008/0040] 3410/4800, lr:1.0e-04 ∣ avg_100 : 32139.941049 ∣ critic_nllloss : 26468.310547 ∣ critic_ganloss : -520.664453 ∣ generator_nllloss : 5262.175586 ∣ generator_ganloss : 1089.335547 ∣     [  std_z : 0.98  real_sub_fake : 1850.40 ]
[  epoch 0008/0040] 3420/4800, lr:1.0e-04 ∣ avg_100 : 32134.883313 ∣ critic_nllloss : 26217.967773 ∣ critic_ganloss : -592.640363 ∣ generator_nllloss : 5239.666602 ∣ generator_ganloss : 1056.960254 ∣     [  std_z : 0.98  real_sub_fake : 2142.52 ]
[  epoch 0008/0040] 3430/4800, lr:1.0e-04 ∣ avg_100 : 32132.627281 ∣ critic_nllloss : 26419.399219 ∣ critic_ganloss : -560.823053 ∣ generator_nllloss : 5235.340430 ∣ generator_ganloss : 1116.957617 ∣     [  std_z : 1.00  real_sub_fake : 2277.46 ]
[  epoch 0008/0040] 3440/4800, lr:1.0e-04 ∣ avg_100 : 32134.367381 ∣ critic_nllloss : 26385.372852 ∣ critic_ganloss : -558.475031 ∣ generator_nllloss : 5337.146875 ∣ generator_ganloss : 1115.777344 ∣     [  std_z : 1.00  real_sub_fake : 2040.84 ]
[  epoch 0008/0040] 3450/4800, lr:1.0e-04 ∣ avg_100 : 32128.755577 ∣ critic_nllloss : 26312.549219 ∣ critic_ganloss : -577.453009 ∣ generator_nllloss : 5218.624609 ∣ generator_ganloss : 1080.436523 ∣     [  std_z : 0.98  real_sub_fake : 2513.66 ]
[  epoch 0008/0040] 3460/4800, lr:1.0e-04 ∣ avg_100 : 32131.550789 ∣ critic_nllloss : 26424.246484 ∣ critic_ganloss : -471.571548 ∣ generator_nllloss : 5269.058008 ∣ generator_ganloss : 1111.120898 ∣     [  std_z : 0.97  real_sub_fake : 1577.11 ]
[  epoch 0008/0040] 3470/4800, lr:1.0e-04 ∣ avg_100 : 32125.434926 ∣ critic_nllloss : 26193.448828 ∣ critic_ganloss : -614.402014 ∣ generator_nllloss : 5207.220703 ∣ generator_ganloss : 1065.096387 ∣     [  std_z : 0.98  real_sub_fake : 2258.18 ]
[  epoch 0008/0040] 3480/4800, lr:1.0e-04 ∣ avg_100 : 32122.858164 ∣ critic_nllloss : 26302.634375 ∣ critic_ganloss : -673.743219 ∣ generator_nllloss : 5231.195117 ∣ generator_ganloss : 1100.015967 ∣     [  std_z : 0.98  real_sub_fake : 2434.47 ]
[  epoch 0008/0040] 3490/4800, lr:1.0e-04 ∣ avg_100 : 32119.907760 ∣ critic_nllloss : 26305.127930 ∣ critic_ganloss : -689.213641 ∣ generator_nllloss : 5283.292383 ∣ generator_ganloss : 1102.246191 ∣     [  std_z : 0.99  real_sub_fake : 2559.78 ]
[  epoch 0008/0040] 3500/4800, lr:1.0e-04 ∣ avg_100 : 32120.512094 ∣ critic_nllloss : 26083.908398 ∣ critic_ganloss : -425.575372 ∣ generator_nllloss : 5179.844141 ∣ generator_ganloss : 1151.662646 ∣     [  std_z : 1.00  real_sub_fake : 1998.45 ]
[  epoch 0008/0040] 3510/4800, lr:1.0e-04 ∣ avg_100 : 32119.938777 ∣ critic_nllloss : 26353.433789 ∣ critic_ganloss : -607.946164 ∣ generator_nllloss : 5276.557422 ∣ generator_ganloss : 1097.513281 ∣     [  std_z : 1.00  real_sub_fake : 1919.61 ]
[  epoch 0008/0040] 3520/4800, lr:1.0e-04 ∣ avg_100 : 32123.026789 ∣ critic_nllloss : 26372.802148 ∣ critic_ganloss : -403.861047 ∣ generator_nllloss : 5362.964258 ∣ generator_ganloss : 1076.070264 ∣     [  std_z : 0.99  real_sub_fake : 2154.72 ]
[  epoch 0008/0040] 3530/4800, lr:1.0e-04 ∣ avg_100 : 32121.612291 ∣ critic_nllloss : 26200.968750 ∣ critic_ganloss : -455.261960 ∣ generator_nllloss : 5249.751953 ∣ generator_ganloss : 1085.831396 ∣     [  std_z : 0.97  real_sub_fake : 1436.45 ]
[  epoch 0008/0040] 3540/4800, lr:1.0e-04 ∣ avg_100 : 32124.896883 ∣ critic_nllloss : 26507.061328 ∣ critic_ganloss : -576.185223 ∣ generator_nllloss : 5407.291211 ∣ generator_ganloss : 1065.211230 ∣     [  std_z : 0.98  real_sub_fake : 2227.73 ]
[  epoch 0008/0040] 3550/4800, lr:1.0e-04 ∣ avg_100 : 32120.717650 ∣ critic_nllloss : 26294.127539 ∣ critic_ganloss : -626.959094 ∣ generator_nllloss : 5249.652930 ∣ generator_ganloss : 1087.976074 ∣     [  std_z : 0.97  real_sub_fake : 2327.64 ]
[  epoch 0008/0040] 3560/4800, lr:1.0e-04 ∣ avg_100 : 32115.608678 ∣ critic_nllloss : 26137.104883 ∣ critic_ganloss : -707.370917 ∣ generator_nllloss : 5177.661523 ∣ generator_ganloss : 1064.302637 ∣     [  std_z : 0.99  real_sub_fake : 2408.66 ]
[  epoch 0008/0040] 3570/4800, lr:1.0e-04 ∣ avg_100 : 32111.228388 ∣ critic_nllloss : 26088.468555 ∣ critic_ganloss : -610.501697 ∣ generator_nllloss : 5274.455469 ∣ generator_ganloss : 1075.251514 ∣     [  std_z : 0.99  real_sub_fake : 2799.67 ]
[  epoch 0008/0040] 3580/4800, lr:1.0e-04 ∣ avg_100 : 32109.874688 ∣ critic_nllloss : 26426.389648 ∣ critic_ganloss : -657.762366 ∣ generator_nllloss : 5286.424609 ∣ generator_ganloss : 1044.431738 ∣     [  std_z : 1.00  real_sub_fake : 2345.81 ]
[  epoch 0008/0040] 3590/4800, lr:1.0e-04 ∣ avg_100 : 32108.851780 ∣ critic_nllloss : 26300.084375 ∣ critic_ganloss : -477.844348 ∣ generator_nllloss : 5255.147266 ∣ generator_ganloss : 1014.242676 ∣     [  std_z : 1.00  real_sub_fake : 2315.61 ]
[  epoch 0008/0040] 3600/4800, lr:1.0e-04 ∣ avg_100 : 32103.397664 ∣ critic_nllloss : 26067.930859 ∣ critic_ganloss : -549.351419 ∣ generator_nllloss : 5225.114062 ∣ generator_ganloss : 1008.957959 ∣     [  std_z : 0.98  real_sub_fake : 1909.68 ]
[  epoch 0008/0040] 3610/4800, lr:1.0e-04 ∣ avg_100 : 32101.007596 ∣ critic_nllloss : 26325.748437 ∣ critic_ganloss : -600.300232 ∣ generator_nllloss : 5302.592773 ∣ generator_ganloss : 1032.544678 ∣     [  std_z : 0.97  real_sub_fake : 2062.20 ]
[  epoch 0008/0040] 3620/4800, lr:1.0e-04 ∣ avg_100 : 32103.073588 ∣ critic_nllloss : 26452.673828 ∣ critic_ganloss : -630.648615 ∣ generator_nllloss : 5400.577930 ∣ generator_ganloss : 1037.486328 ∣     [  std_z : 0.97  real_sub_fake : 2528.73 ]
[  epoch 0008/0040] 3630/4800, lr:1.0e-04 ∣ avg_100 : 32103.543189 ∣ critic_nllloss : 26290.850586 ∣ critic_ganloss : -654.951160 ∣ generator_nllloss : 5251.335352 ∣ generator_ganloss : 1067.880518 ∣     [  std_z : 0.97  real_sub_fake : 2339.44 ]
[  epoch 0008/0040] 3640/4800, lr:1.0e-04 ∣ avg_100 : 32107.132136 ∣ critic_nllloss : 26444.863672 ∣ critic_ganloss : -364.224371 ∣ generator_nllloss : 5380.430664 ∣ generator_ganloss : 1143.158057 ∣     [  std_z : 0.97  real_sub_fake : 1883.38 ]
[  epoch 0008/0040] 3650/4800, lr:1.0e-04 ∣ avg_100 : 32105.612283 ∣ critic_nllloss : 26137.326562 ∣ critic_ganloss : -469.864023 ∣ generator_nllloss : 5213.048047 ∣ generator_ganloss : 1122.250098 ∣     [  std_z : 0.99  real_sub_fake : 1389.16 ]
[  epoch 0008/0040] 3660/4800, lr:1.0e-04 ∣ avg_100 : 32102.163429 ∣ critic_nllloss : 26267.876563 ∣ critic_ganloss : -538.405591 ∣ generator_nllloss : 5201.736328 ∣ generator_ganloss : 1146.340039 ∣     [  std_z : 0.99  real_sub_fake : 2190.79 ]
[  epoch 0008/0040] 3670/4800, lr:1.0e-04 ∣ avg_100 : 32103.770141 ∣ critic_nllloss : 26438.300586 ∣ critic_ganloss : -587.165283 ∣ generator_nllloss : 5221.637109 ∣ generator_ganloss : 1071.179834 ∣     [  std_z : 0.99  real_sub_fake : 2144.77 ]
[  epoch 0008/0040] 3680/4800, lr:1.0e-04 ∣ avg_100 : 32103.228899 ∣ critic_nllloss : 26270.083008 ∣ critic_ganloss : -485.858273 ∣ generator_nllloss : 5258.683594 ∣ generator_ganloss : 1099.019434 ∣     [  std_z : 0.99  real_sub_fake : 1918.05 ]
[  epoch 0008/0040] 3690/4800, lr:1.0e-04 ∣ avg_100 : 32101.624388 ∣ critic_nllloss : 26361.816797 ∣ critic_ganloss : -523.267203 ∣ generator_nllloss : 5290.474609 ∣ generator_ganloss : 1082.828711 ∣     [  std_z : 0.99  real_sub_fake : 2028.88 ]
[  epoch 0008/0040] 3700/4800, lr:1.0e-04 ∣ avg_100 : 32100.813049 ∣ critic_nllloss : 26158.505664 ∣ critic_ganloss : -539.004590 ∣ generator_nllloss : 5291.675781 ∣ generator_ganloss : 1068.974707 ∣     [  std_z : 0.98  real_sub_fake : 2237.18 ]
[  epoch 0008/0040] 3710/4800, lr:1.0e-04 ∣ avg_100 : 32101.534314 ∣ critic_nllloss : 26307.515039 ∣ critic_ganloss : -595.393671 ∣ generator_nllloss : 5299.794531 ∣ generator_ganloss : 1066.045020 ∣     [  std_z : 0.98  real_sub_fake : 2133.42 ]
[  epoch 0008/0040] 3720/4800, lr:1.0e-04 ∣ avg_100 : 32100.910231 ∣ critic_nllloss : 26486.603711 ∣ critic_ganloss : -677.764539 ∣ generator_nllloss : 5322.625391 ∣ generator_ganloss : 1016.687500 ∣     [  std_z : 0.98  real_sub_fake : 2369.04 ]
[  epoch 0008/0040] 3730/4800, lr:1.0e-04 ∣ avg_100 : 32098.984411 ∣ critic_nllloss : 26192.201562 ∣ critic_ganloss : -640.576807 ∣ generator_nllloss : 5197.693750 ∣ generator_ganloss : 1090.536035 ∣     [  std_z : 0.98  real_sub_fake : 2504.48 ]
[  epoch 0008/0040] 3740/4800, lr:1.0e-04 ∣ avg_100 : 32097.375618 ∣ critic_nllloss : 26124.045312 ∣ critic_ganloss : -590.239886 ∣ generator_nllloss : 5201.146094 ∣ generator_ganloss : 1113.995850 ∣     [  std_z : 0.99  real_sub_fake : 2483.83 ]
[  epoch 0008/0040] 3750/4800, lr:1.0e-04 ∣ avg_100 : 32101.294489 ∣ critic_nllloss : 26602.899805 ∣ critic_ganloss : -497.860229 ∣ generator_nllloss : 5312.010156 ∣ generator_ganloss : 1133.873340 ∣     [  std_z : 1.01  real_sub_fake : 1890.20 ]
[  epoch 0008/0040] 3760/4800, lr:1.0e-04 ∣ avg_100 : 32100.589875 ∣ critic_nllloss : 26467.126172 ∣ critic_ganloss : -588.023962 ∣ generator_nllloss : 5268.900781 ∣ generator_ganloss : 1104.223877 ∣     [  std_z : 0.99  real_sub_fake : 2012.09 ]
[  epoch 0008/0040] 3770/4800, lr:1.0e-04 ∣ avg_100 : 32102.988586 ∣ critic_nllloss : 26383.611719 ∣ critic_ganloss : -542.967871 ∣ generator_nllloss : 5239.510938 ∣ generator_ganloss : 1080.311035 ∣     [  std_z : 0.98  real_sub_fake : 2350.18 ]
[  epoch 0008/0040] 3780/4800, lr:1.0e-04 ∣ avg_100 : 32100.870491 ∣ critic_nllloss : 25992.878516 ∣ critic_ganloss : -525.540524 ∣ generator_nllloss : 5244.522656 ∣ generator_ganloss : 1102.033984 ∣     [  std_z : 0.98  real_sub_fake : 1924.33 ]
[  epoch 0008/0040] 3790/4800, lr:1.0e-04 ∣ avg_100 : 32100.410959 ∣ critic_nllloss : 26363.196680 ∣ critic_ganloss : -677.339108 ∣ generator_nllloss : 5301.029688 ∣ generator_ganloss : 1017.798291 ∣     [  std_z : 1.01  real_sub_fake : 2197.47 ]
[  epoch 0008/0040] 3800/4800, lr:1.0e-04 ∣ avg_100 : 32100.094735 ∣ critic_nllloss : 26242.083008 ∣ critic_ganloss : -583.208057 ∣ generator_nllloss : 5298.749805 ∣ generator_ganloss : 1088.368652 ∣     [  std_z : 1.00  real_sub_fake : 2573.19 ]
[  epoch 0008/0040] 3810/4800, lr:1.0e-04 ∣ avg_100 : 32099.670951 ∣ critic_nllloss : 26200.800195 ∣ critic_ganloss : -518.872122 ∣ generator_nllloss : 5269.623438 ∣ generator_ganloss : 1099.592090 ∣     [  std_z : 0.97  real_sub_fake : 2050.64 ]
[  epoch 0008/0040] 3820/4800, lr:1.0e-04 ∣ avg_100 : 32098.623976 ∣ critic_nllloss : 26433.712500 ∣ critic_ganloss : -648.816470 ∣ generator_nllloss : 5317.430469 ∣ generator_ganloss : 1083.744336 ∣     [  std_z : 0.97  real_sub_fake : 2101.12 ]
[  epoch 0008/0040] 3830/4800, lr:1.0e-04 ∣ avg_100 : 32098.964281 ∣ critic_nllloss : 26277.436719 ∣ critic_ganloss : -593.927271 ∣ generator_nllloss : 5231.983594 ∣ generator_ganloss : 1091.767090 ∣     [  std_z : 0.98  real_sub_fake : 2866.87 ]
[  epoch 0008/0040] 3840/4800, lr:1.0e-04 ∣ avg_100 : 32099.219492 ∣ critic_nllloss : 26139.533984 ∣ critic_ganloss : -451.443619 ∣ generator_nllloss : 5181.297852 ∣ generator_ganloss : 1136.381934 ∣     [  std_z : 0.98  real_sub_fake : 1421.77 ]
[  epoch 0008/0040] 3850/4800, lr:1.0e-04 ∣ avg_100 : 32097.839851 ∣ critic_nllloss : 26310.793555 ∣ critic_ganloss : -524.890707 ∣ generator_nllloss : 5227.555469 ∣ generator_ganloss : 1090.237939 ∣     [  std_z : 0.99  real_sub_fake : 1806.99 ]
[  epoch 0008/0040] 3860/4800, lr:1.0e-04 ∣ avg_100 : 32094.525835 ∣ critic_nllloss : 26214.562695 ∣ critic_ganloss : -639.058295 ∣ generator_nllloss : 5179.742578 ∣ generator_ganloss : 1111.309668 ∣     [  std_z : 0.99  real_sub_fake : 2513.16 ]
[  epoch 0008/0040] 3870/4800, lr:1.0e-04 ∣ avg_100 : 32091.448664 ∣ critic_nllloss : 26200.462695 ∣ critic_ganloss : -593.456171 ∣ generator_nllloss : 5177.178711 ∣ generator_ganloss : 1115.550049 ∣     [  std_z : 0.99  real_sub_fake : 2473.39 ]
[  epoch 0008/0040] 3880/4800, lr:1.0e-04 ∣ avg_100 : 32093.624349 ∣ critic_nllloss : 26478.253320 ∣ critic_ganloss : -521.027835 ∣ generator_nllloss : 5406.410156 ∣ generator_ganloss : 1111.212549 ∣     [  std_z : 1.00  real_sub_fake : 1997.49 ]
[  epoch 0008/0040] 3890/4800, lr:1.0e-04 ∣ avg_100 : 32096.078602 ∣ critic_nllloss : 26359.007617 ∣ critic_ganloss : -606.684448 ∣ generator_nllloss : 5381.075586 ∣ generator_ganloss : 1112.408887 ∣     [  std_z : 0.98  real_sub_fake : 2024.31 ]
[  epoch 0008/0040] 3900/4800, lr:1.0e-04 ∣ avg_100 : 32094.630219 ∣ critic_nllloss : 26154.373828 ∣ critic_ganloss : -458.606204 ∣ generator_nllloss : 5232.065430 ∣ generator_ganloss : 1073.636230 ∣     [  std_z : 0.97  real_sub_fake : 2131.03 ]
[  epoch 0008/0040] 3910/4800, lr:1.0e-04 ∣ avg_100 : 32093.201951 ∣ critic_nllloss : 26207.125586 ∣ critic_ganloss : -514.068933 ∣ generator_nllloss : 5270.891797 ∣ generator_ganloss : 1071.053320 ∣     [  std_z : 0.98  real_sub_fake : 1557.42 ]
[  epoch 0008/0040] 3920/4800, lr:1.0e-04 ∣ avg_100 : 32088.429811 ∣ critic_nllloss : 26254.257227 ∣ critic_ganloss : -414.552374 ∣ generator_nllloss : 5257.692969 ∣ generator_ganloss : 1063.202734 ∣     [  std_z : 0.99  real_sub_fake : 2143.61 ]
[  epoch 0008/0040] 3930/4800, lr:1.0e-04 ∣ avg_100 : 32093.273850 ∣ critic_nllloss : 26461.366602 ∣ critic_ganloss : -495.767386 ∣ generator_nllloss : 5303.989844 ∣ generator_ganloss : 1094.208984 ∣     [  std_z : 1.00  real_sub_fake : 1732.04 ]
[  epoch 0008/0040] 3940/4800, lr:1.0e-04 ∣ avg_100 : 32090.403842 ∣ critic_nllloss : 26229.473633 ∣ critic_ganloss : -601.898547 ∣ generator_nllloss : 5256.370313 ∣ generator_ganloss : 1054.213330 ∣     [  std_z : 0.99  real_sub_fake : 2136.25 ]
[  epoch 0008/0040] 3950/4800, lr:1.0e-04 ∣ avg_100 : 32091.531256 ∣ critic_nllloss : 26515.817969 ∣ critic_ganloss : -607.699957 ∣ generator_nllloss : 5345.922070 ∣ generator_ganloss : 1092.405273 ∣     [  std_z : 0.98  real_sub_fake : 2246.72 ]
[  epoch 0008/0040] 3960/4800, lr:1.0e-04 ∣ avg_100 : 32091.642121 ∣ critic_nllloss : 26268.608008 ∣ critic_ganloss : -558.895276 ∣ generator_nllloss : 5278.251953 ∣ generator_ganloss : 1170.205908 ∣     [  std_z : 0.97  real_sub_fake : 2329.35 ]
[  epoch 0008/0040] 3970/4800, lr:1.0e-04 ∣ avg_100 : 32094.180627 ∣ critic_nllloss : 26208.432031 ∣ critic_ganloss : -280.892511 ∣ generator_nllloss : 5262.851562 ∣ generator_ganloss : 1217.008838 ∣     [  std_z : 0.98  real_sub_fake : 1073.06 ]
[  epoch 0008/0040] 3980/4800, lr:1.0e-04 ∣ avg_100 : 32094.350500 ∣ critic_nllloss : 26406.208203 ∣ critic_ganloss : -545.737115 ∣ generator_nllloss : 5217.405469 ∣ generator_ganloss : 1173.160449 ∣     [  std_z : 1.01  real_sub_fake : 1728.89 ]
[  epoch 0008/0040] 3990/4800, lr:1.0e-04 ∣ avg_100 : 32101.168896 ∣ critic_nllloss : 26356.210352 ∣ critic_ganloss : -368.613309 ∣ generator_nllloss : 5366.471875 ∣ generator_ganloss : 1241.126416 ∣     [  std_z : 1.01  real_sub_fake : 2063.97 ]
[  epoch 0008/0040] 4000/4800, lr:1.0e-04 ∣ avg_100 : 32103.909355 ∣ critic_nllloss : 26316.051758 ∣ critic_ganloss : -458.285553 ∣ generator_nllloss : 5212.517969 ∣ generator_ganloss : 1167.509082 ∣     [  std_z : 0.97  real_sub_fake : 1296.55 ]
[  epoch 0008/0040] 4010/4800, lr:1.0e-04 ∣ avg_100 : 32105.296589 ∣ critic_nllloss : 26370.906641 ∣ critic_ganloss : -555.379810 ∣ generator_nllloss : 5335.869141 ∣ generator_ganloss : 1151.973340 ∣     [  std_z : 0.97  real_sub_fake : 2040.23 ]
[  epoch 0008/0040] 4020/4800, lr:1.0e-04 ∣ avg_100 : 32102.690474 ∣ critic_nllloss : 26105.874609 ∣ critic_ganloss : -554.870239 ∣ generator_nllloss : 5317.694141 ∣ generator_ganloss : 1154.071094 ∣     [  std_z : 0.96  real_sub_fake : 2114.77 ]
[  epoch 0008/0040] 4030/4800, lr:1.0e-04 ∣ avg_100 : 32103.900308 ∣ critic_nllloss : 26198.734375 ∣ critic_ganloss : -448.309903 ∣ generator_nllloss : 5189.150977 ∣ generator_ganloss : 1188.340918 ∣     [  std_z : 0.99  real_sub_fake : 1854.90 ]
[  epoch 0008/0040] 4040/4800, lr:1.0e-04 ∣ avg_100 : 32103.967191 ∣ critic_nllloss : 26387.126758 ∣ critic_ganloss : -506.927722 ∣ generator_nllloss : 5287.746484 ∣ generator_ganloss : 1150.564697 ∣     [  std_z : 1.01  real_sub_fake : 2030.32 ]
[  epoch 0008/0040] 4050/4800, lr:1.0e-04 ∣ avg_100 : 32103.170615 ∣ critic_nllloss : 26042.852734 ∣ critic_ganloss : -552.110553 ∣ generator_nllloss : 5303.001758 ∣ generator_ganloss : 1161.322168 ∣     [  std_z : 0.99  real_sub_fake : 1915.10 ]
[  epoch 0008/0040] 4060/4800, lr:1.0e-04 ∣ avg_100 : 32103.670935 ∣ critic_nllloss : 26280.466797 ∣ critic_ganloss : -655.553613 ∣ generator_nllloss : 5297.742188 ∣ generator_ganloss : 1127.346240 ∣     [  std_z : 0.99  real_sub_fake : 2685.21 ]
[  epoch 0008/0040] 4070/4800, lr:1.0e-04 ∣ avg_100 : 32105.741857 ∣ critic_nllloss : 26356.444727 ∣ critic_ganloss : -380.686908 ∣ generator_nllloss : 5282.013672 ∣ generator_ganloss : 1187.196045 ∣     [  std_z : 0.97  real_sub_fake : 1612.02 ]
[  epoch 0008/0040] 4080/4800, lr:1.0e-04 ∣ avg_100 : 32108.257428 ∣ critic_nllloss : 26085.908398 ∣ critic_ganloss : -482.520480 ∣ generator_nllloss : 5214.024414 ∣ generator_ganloss : 1163.820898 ∣     [  std_z : 0.97  real_sub_fake : 1461.36 ]
[  epoch 0008/0040] 4090/4800, lr:1.0e-04 ∣ avg_100 : 32111.086942 ∣ critic_nllloss : 26412.193555 ∣ critic_ganloss : -654.629333 ∣ generator_nllloss : 5257.435742 ∣ generator_ganloss : 1128.755859 ∣     [  std_z : 0.99  real_sub_fake : 2730.32 ]
[  epoch 0008/0040] 4100/4800, lr:1.0e-04 ∣ avg_100 : 32111.099658 ∣ critic_nllloss : 26217.214844 ∣ critic_ganloss : -449.209985 ∣ generator_nllloss : 5210.358789 ∣ generator_ganloss : 1130.889307 ∣     [  std_z : 1.01  real_sub_fake : 1816.47 ]
[  epoch 0008/0040] 4110/4800, lr:1.0e-04 ∣ avg_100 : 32113.856261 ∣ critic_nllloss : 26420.157031 ∣ critic_ganloss : -532.800336 ∣ generator_nllloss : 5316.977148 ∣ generator_ganloss : 1101.561279 ∣     [  std_z : 1.00  real_sub_fake : 1821.82 ]
[  epoch 0008/0040] 4120/4800, lr:1.0e-04 ∣ avg_100 : 32109.937063 ∣ critic_nllloss : 26346.138086 ∣ critic_ganloss : -689.950952 ∣ generator_nllloss : 5312.180469 ∣ generator_ganloss : 1094.818115 ∣     [  std_z : 0.98  real_sub_fake : 2535.99 ]
[  epoch 0008/0040] 4130/4800, lr:1.0e-04 ∣ avg_100 : 32110.812187 ∣ critic_nllloss : 26165.528711 ∣ critic_ganloss : -477.290448 ∣ generator_nllloss : 5275.133984 ∣ generator_ganloss : 1078.263672 ∣     [  std_z : 0.98  real_sub_fake : 2250.60 ]
[  epoch 0008/0040] 4140/4800, lr:1.0e-04 ∣ avg_100 : 32111.516466 ∣ critic_nllloss : 26355.696484 ∣ critic_ganloss : -604.595734 ∣ generator_nllloss : 5260.118750 ∣ generator_ganloss : 1090.892578 ∣     [  std_z : 0.98  real_sub_fake : 1911.29 ]
[  epoch 0008/0040] 4150/4800, lr:1.0e-04 ∣ avg_100 : 32114.060586 ∣ critic_nllloss : 26560.504102 ∣ critic_ganloss : -570.213556 ∣ generator_nllloss : 5286.094141 ∣ generator_ganloss : 1076.478662 ∣     [  std_z : 0.98  real_sub_fake : 2395.25 ]
[  epoch 0008/0040] 4160/4800, lr:1.0e-04 ∣ avg_100 : 32118.764780 ∣ critic_nllloss : 26461.853516 ∣ critic_ganloss : -548.871265 ∣ generator_nllloss : 5284.964648 ∣ generator_ganloss : 1102.163135 ∣     [  std_z : 0.99  real_sub_fake : 1972.70 ]
[  epoch 0008/0040] 4170/4800, lr:1.0e-04 ∣ avg_100 : 32119.701556 ∣ critic_nllloss : 26460.425195 ∣ critic_ganloss : -604.426813 ∣ generator_nllloss : 5292.356250 ∣ generator_ganloss : 1094.939551 ∣     [  std_z : 0.99  real_sub_fake : 2378.70 ]
[  epoch 0008/0040] 4180/4800, lr:1.0e-04 ∣ avg_100 : 32119.640809 ∣ critic_nllloss : 26135.507617 ∣ critic_ganloss : -481.320709 ∣ generator_nllloss : 5276.536523 ∣ generator_ganloss : 1125.862500 ∣     [  std_z : 0.98  real_sub_fake : 1973.09 ]
[  epoch 0008/0040] 4190/4800, lr:1.0e-04 ∣ avg_100 : 32118.468032 ∣ critic_nllloss : 26323.113281 ∣ critic_ganloss : -603.660504 ∣ generator_nllloss : 5241.263281 ∣ generator_ganloss : 1073.904541 ∣     [  std_z : 0.98  real_sub_fake : 2067.14 ]
[  epoch 0008/0040] 4200/4800, lr:1.0e-04 ∣ avg_100 : 32118.567949 ∣ critic_nllloss : 26293.904297 ∣ critic_ganloss : -665.923340 ∣ generator_nllloss : 5344.522656 ∣ generator_ganloss : 1027.307568 ∣     [  std_z : 0.98  real_sub_fake : 2781.86 ]
[  epoch 0008/0040] 4210/4800, lr:1.0e-04 ∣ avg_100 : 32116.313682 ∣ critic_nllloss : 26355.769922 ∣ critic_ganloss : -635.045447 ∣ generator_nllloss : 5309.958398 ∣ generator_ganloss : 1052.826660 ∣     [  std_z : 0.99  real_sub_fake : 2464.19 ]
[  epoch 0008/0040] 4220/4800, lr:1.0e-04 ∣ avg_100 : 32114.738991 ∣ critic_nllloss : 26140.547461 ∣ critic_ganloss : -608.385028 ∣ generator_nllloss : 5213.280859 ∣ generator_ganloss : 1033.482715 ∣     [  std_z : 0.99  real_sub_fake : 2279.83 ]
[  epoch 0008/0040] 4230/4800, lr:1.0e-04 ∣ avg_100 : 32117.712920 ∣ critic_nllloss : 26660.005273 ∣ critic_ganloss : -685.820728 ∣ generator_nllloss : 5348.896875 ∣ generator_ganloss : 1019.474365 ∣     [  std_z : 0.99  real_sub_fake : 2550.28 ]
[  epoch 0008/0040] 4240/4800, lr:1.0e-04 ∣ avg_100 : 32116.420258 ∣ critic_nllloss : 26299.690039 ∣ critic_ganloss : -484.802582 ∣ generator_nllloss : 5263.146484 ∣ generator_ganloss : 1023.676270 ∣     [  std_z : 0.98  real_sub_fake : 2067.96 ]
[  epoch 0008/0040] 4250/4800, lr:1.0e-04 ∣ avg_100 : 32113.487425 ∣ critic_nllloss : 26351.204688 ∣ critic_ganloss : -620.914511 ∣ generator_nllloss : 5315.835938 ∣ generator_ganloss : 1053.978906 ∣     [  std_z : 0.98  real_sub_fake : 2117.16 ]
[  epoch 0008/0040] 4260/4800, lr:1.0e-04 ∣ avg_100 : 32112.451704 ∣ critic_nllloss : 26320.507227 ∣ critic_ganloss : -477.695007 ∣ generator_nllloss : 5216.414258 ∣ generator_ganloss : 1036.876270 ∣     [  std_z : 0.98  real_sub_fake : 2384.06 ]
[  epoch 0008/0040] 4270/4800, lr:1.0e-04 ∣ avg_100 : 32113.665300 ∣ critic_nllloss : 26379.067969 ∣ critic_ganloss : -536.686972 ∣ generator_nllloss : 5324.724805 ∣ generator_ganloss : 1051.065381 ∣     [  std_z : 0.99  real_sub_fake : 1717.64 ]
[  epoch 0008/0040] 4280/4800, lr:1.0e-04 ∣ avg_100 : 32113.225698 ∣ critic_nllloss : 26131.148047 ∣ critic_ganloss : -467.507605 ∣ generator_nllloss : 5216.307422 ∣ generator_ganloss : 1022.920703 ∣     [  std_z : 1.00  real_sub_fake : 1953.65 ]
[  epoch 0008/0040] 4290/4800, lr:1.0e-04 ∣ avg_100 : 32110.349960 ∣ critic_nllloss : 26216.657031 ∣ critic_ganloss : -539.958936 ∣ generator_nllloss : 5278.103516 ∣ generator_ganloss : 1048.260791 ∣     [  std_z : 0.99  real_sub_fake : 1781.96 ]
[  epoch 0008/0040] 4300/4800, lr:1.0e-04 ∣ avg_100 : 32110.607760 ∣ critic_nllloss : 26405.912695 ∣ critic_ganloss : -602.317114 ∣ generator_nllloss : 5308.308594 ∣ generator_ganloss : 1038.674463 ∣     [  std_z : 0.98  real_sub_fake : 2392.88 ]
[  epoch 0008/0040] 4310/4800, lr:1.0e-04 ∣ avg_100 : 32111.759959 ∣ critic_nllloss : 26386.727734 ∣ critic_ganloss : -822.518396 ∣ generator_nllloss : 5293.209180 ∣ generator_ganloss : 1027.839648 ∣     [  std_z : 0.96  real_sub_fake : 2641.91 ]
[  epoch 0008/0040] 4320/4800, lr:1.0e-04 ∣ avg_100 : 32112.091904 ∣ critic_nllloss : 26304.815234 ∣ critic_ganloss : -610.002551 ∣ generator_nllloss : 5267.156641 ∣ generator_ganloss : 1100.006445 ∣     [  std_z : 0.97  real_sub_fake : 2791.31 ]
[  epoch 0008/0040] 4330/4800, lr:1.0e-04 ∣ avg_100 : 32112.312677 ∣ critic_nllloss : 26381.297461 ∣ critic_ganloss : -557.509088 ∣ generator_nllloss : 5232.817773 ∣ generator_ganloss : 1087.847607 ∣     [  std_z : 1.00  real_sub_fake : 1978.29 ]
[  epoch 0008/0040] 4340/4800, lr:1.0e-04 ∣ avg_100 : 32115.347352 ∣ critic_nllloss : 26392.596289 ∣ critic_ganloss : -388.304834 ∣ generator_nllloss : 5247.228906 ∣ generator_ganloss : 1112.977246 ∣     [  std_z : 1.00  real_sub_fake : 1832.55 ]
[  epoch 0008/0040] 4350/4800, lr:1.0e-04 ∣ avg_100 : 32117.045661 ∣ critic_nllloss : 26328.458008 ∣ critic_ganloss : -498.632574 ∣ generator_nllloss : 5341.941016 ∣ generator_ganloss : 1105.797803 ∣     [  std_z : 0.98  real_sub_fake : 1494.24 ]
[  epoch 0008/0040] 4360/4800, lr:1.0e-04 ∣ avg_100 : 32117.265351 ∣ critic_nllloss : 26246.559375 ∣ critic_ganloss : -385.764594 ∣ generator_nllloss : 5175.033594 ∣ generator_ganloss : 1114.642480 ∣     [  std_z : 0.97  real_sub_fake : 1721.18 ]
[  epoch 0008/0040] 4370/4800, lr:1.0e-04 ∣ avg_100 : 32119.308598 ∣ critic_nllloss : 26356.792383 ∣ critic_ganloss : -501.008603 ∣ generator_nllloss : 5339.330664 ∣ generator_ganloss : 1084.137939 ∣     [  std_z : 0.98  real_sub_fake : 1855.42 ]
[  epoch 0008/0040] 4380/4800, lr:1.0e-04 ∣ avg_100 : 32122.404599 ∣ critic_nllloss : 26335.944531 ∣ critic_ganloss : -581.463412 ∣ generator_nllloss : 5284.470117 ∣ generator_ganloss : 1061.413867 ∣     [  std_z : 1.01  real_sub_fake : 2094.51 ]
[  epoch 0008/0040] 4390/4800, lr:1.0e-04 ∣ avg_100 : 32122.798075 ∣ critic_nllloss : 26322.512109 ∣ critic_ganloss : -545.352448 ∣ generator_nllloss : 5220.112500 ∣ generator_ganloss : 1075.540430 ∣     [  std_z : 1.00  real_sub_fake : 2183.87 ]
[  epoch 0008/0040] 4400/4800, lr:1.0e-04 ∣ avg_100 : 32120.584669 ∣ critic_nllloss : 26397.836133 ∣ critic_ganloss : -643.915680 ∣ generator_nllloss : 5302.868750 ∣ generator_ganloss : 1071.491602 ∣     [  std_z : 0.98  real_sub_fake : 2352.12 ]
[  epoch 0008/0040] 4410/4800, lr:1.0e-04 ∣ avg_100 : 32118.117253 ∣ critic_nllloss : 26242.746289 ∣ critic_ganloss : -595.710156 ∣ generator_nllloss : 5278.258203 ∣ generator_ganloss : 1127.121338 ∣     [  std_z : 0.98  real_sub_fake : 2400.15 ]
[  epoch 0008/0040] 4420/4800, lr:1.0e-04 ∣ avg_100 : 32120.507178 ∣ critic_nllloss : 26287.299219 ∣ critic_ganloss : -535.238483 ∣ generator_nllloss : 5273.228320 ∣ generator_ganloss : 1135.657715 ∣     [  std_z : 0.96  real_sub_fake : 2093.17 ]
[  epoch 0008/0040] 4430/4800, lr:1.0e-04 ∣ avg_100 : 32120.084933 ∣ critic_nllloss : 26334.034570 ∣ critic_ganloss : -475.731873 ∣ generator_nllloss : 5217.049805 ∣ generator_ganloss : 1093.297119 ∣     [  std_z : 0.98  real_sub_fake : 2095.79 ]
[  epoch 0008/0040] 4440/4800, lr:1.0e-04 ∣ avg_100 : 32119.415077 ∣ critic_nllloss : 26241.090039 ∣ critic_ganloss : -431.470694 ∣ generator_nllloss : 5260.708203 ∣ generator_ganloss : 1142.508887 ∣     [  std_z : 1.00  real_sub_fake : 1432.12 ]
[  epoch 0008/0040] 4450/4800, lr:1.0e-04 ∣ avg_100 : 32119.576911 ∣ critic_nllloss : 26140.624023 ∣ critic_ganloss : -452.386795 ∣ generator_nllloss : 5265.801953 ∣ generator_ganloss : 1096.301611 ∣     [  std_z : 1.00  real_sub_fake : 1633.99 ]
[  epoch 0008/0040] 4460/4800, lr:1.0e-04 ∣ avg_100 : 32119.375522 ∣ critic_nllloss : 26443.303711 ∣ critic_ganloss : -553.411188 ∣ generator_nllloss : 5323.676367 ∣ generator_ganloss : 1099.146094 ∣     [  std_z : 0.98  real_sub_fake : 2147.64 ]
[  epoch 0008/0040] 4470/4800, lr:1.0e-04 ∣ avg_100 : 32122.812484 ∣ critic_nllloss : 26327.477734 ∣ critic_ganloss : -527.842398 ∣ generator_nllloss : 5305.637500 ∣ generator_ganloss : 1089.787207 ∣     [  std_z : 0.96  real_sub_fake : 2094.79 ]
[  epoch 0008/0040] 4480/4800, lr:1.0e-04 ∣ avg_100 : 32125.801569 ∣ critic_nllloss : 26401.129492 ∣ critic_ganloss : -584.349661 ∣ generator_nllloss : 5319.025977 ∣ generator_ganloss : 1123.204932 ∣     [  std_z : 0.97  real_sub_fake : 2010.96 ]
[  epoch 0008/0040] 4490/4800, lr:1.0e-04 ∣ avg_100 : 32128.036415 ∣ critic_nllloss : 26389.323633 ∣ critic_ganloss : -569.715436 ∣ generator_nllloss : 5287.532031 ∣ generator_ganloss : 1117.797266 ∣     [  std_z : 1.00  real_sub_fake : 2131.44 ]
[  epoch 0008/0040] 4500/4800, lr:1.0e-04 ∣ avg_100 : 32131.464285 ∣ critic_nllloss : 26499.588086 ∣ critic_ganloss : -507.854501 ∣ generator_nllloss : 5239.843359 ∣ generator_ganloss : 1101.049854 ∣     [  std_z : 1.01  real_sub_fake : 2132.32 ]
[  epoch 0008/0040] 4510/4800, lr:1.0e-04 ∣ avg_100 : 32135.372416 ∣ critic_nllloss : 26600.895703 ∣ critic_ganloss : -478.007727 ∣ generator_nllloss : 5300.381641 ∣ generator_ganloss : 1087.101807 ∣     [  std_z : 0.99  real_sub_fake : 2049.59 ]
[  epoch 0008/0040] 4520/4800, lr:1.0e-04 ∣ avg_100 : 32132.625856 ∣ critic_nllloss : 26288.682617 ∣ critic_ganloss : -557.568671 ∣ generator_nllloss : 5297.014063 ∣ generator_ganloss : 1105.191650 ∣     [  std_z : 0.98  real_sub_fake : 1815.69 ]
[  epoch 0008/0040] 4530/4800, lr:1.0e-04 ∣ avg_100 : 32128.581707 ∣ critic_nllloss : 26018.976562 ∣ critic_ganloss : -660.417426 ∣ generator_nllloss : 5240.644922 ∣ generator_ganloss : 1077.671191 ∣     [  std_z : 0.96  real_sub_fake : 2595.95 ]
[  epoch 0008/0040] 4540/4800, lr:1.0e-04 ∣ avg_100 : 32125.999860 ∣ critic_nllloss : 26270.508984 ∣ critic_ganloss : -568.546027 ∣ generator_nllloss : 5368.483594 ∣ generator_ganloss : 1074.747266 ∣     [  std_z : 0.97  real_sub_fake : 2558.91 ]
[  epoch 0008/0040] 4550/4800, lr:1.0e-04 ∣ avg_100 : 32128.090793 ∣ critic_nllloss : 26362.659961 ∣ critic_ganloss : -478.992810 ∣ generator_nllloss : 5255.954297 ∣ generator_ganloss : 1074.269238 ∣     [  std_z : 0.98  real_sub_fake : 1677.97 ]
[  epoch 0008/0040] 4560/4800, lr:1.0e-04 ∣ avg_100 : 32133.453500 ∣ critic_nllloss : 26410.076367 ∣ critic_ganloss : -556.615805 ∣ generator_nllloss : 5293.885938 ∣ generator_ganloss : 1060.622363 ∣     [  std_z : 1.00  real_sub_fake : 1953.59 ]
[  epoch 0008/0040] 4570/4800, lr:1.0e-04 ∣ avg_100 : 32135.389078 ∣ critic_nllloss : 26217.012891 ∣ critic_ganloss : -535.872122 ∣ generator_nllloss : 5311.863086 ∣ generator_ganloss : 1028.227832 ∣     [  std_z : 0.99  real_sub_fake : 2242.10 ]
[  epoch 0008/0040] 4580/4800, lr:1.0e-04 ∣ avg_100 : 32134.682398 ∣ critic_nllloss : 26288.403711 ∣ critic_ganloss : -604.097211 ∣ generator_nllloss : 5277.072656 ∣ generator_ganloss : 1067.436426 ∣     [  std_z : 0.98  real_sub_fake : 2011.34 ]
[  epoch 0008/0040] 4590/4800, lr:1.0e-04 ∣ avg_100 : 32134.489225 ∣ critic_nllloss : 26375.031055 ∣ critic_ganloss : -605.751843 ∣ generator_nllloss : 5186.445703 ∣ generator_ganloss : 1116.587793 ∣     [  std_z : 0.98  real_sub_fake : 2661.82 ]
[  epoch 0008/0040] 4600/4800, lr:1.0e-04 ∣ avg_100 : 32137.883040 ∣ critic_nllloss : 26302.657422 ∣ critic_ganloss : -575.097168 ∣ generator_nllloss : 5248.523438 ∣ generator_ganloss : 1115.949268 ∣     [  std_z : 0.98  real_sub_fake : 2043.01 ]
[  epoch 0008/0040] 4610/4800, lr:1.0e-04 ∣ avg_100 : 32139.166251 ∣ critic_nllloss : 26344.926758 ∣ critic_ganloss : -543.962103 ∣ generator_nllloss : 5271.057031 ∣ generator_ganloss : 1116.885010 ∣     [  std_z : 0.99  real_sub_fake : 2051.40 ]
[  epoch 0008/0040] 4620/4800, lr:1.0e-04 ∣ avg_100 : 32137.243805 ∣ critic_nllloss : 26315.412695 ∣ critic_ganloss : -589.267410 ∣ generator_nllloss : 5260.694336 ∣ generator_ganloss : 1081.005322 ∣     [  std_z : 0.99  real_sub_fake : 2177.00 ]
[  epoch 0008/0040] 4630/4800, lr:1.0e-04 ∣ avg_100 : 32137.149449 ∣ critic_nllloss : 26229.241211 ∣ critic_ganloss : -609.640692 ∣ generator_nllloss : 5199.617188 ∣ generator_ganloss : 1126.461963 ∣     [  std_z : 0.98  real_sub_fake : 2197.57 ]
[  epoch 0008/0040] 4640/4800, lr:1.0e-04 ∣ avg_100 : 32133.226244 ∣ critic_nllloss : 26386.832617 ∣ critic_ganloss : -604.302637 ∣ generator_nllloss : 5330.604102 ∣ generator_ganloss : 1098.773438 ∣     [  std_z : 0.98  real_sub_fake : 2577.86 ]
[  epoch 0008/0040] 4650/4800, lr:1.0e-04 ∣ avg_100 : 32136.412951 ∣ critic_nllloss : 26363.806055 ∣ critic_ganloss : -439.694754 ∣ generator_nllloss : 5303.614453 ∣ generator_ganloss : 1093.705664 ∣     [  std_z : 0.99  real_sub_fake : 1693.65 ]
[  epoch 0008/0040] 4660/4800, lr:1.0e-04 ∣ avg_100 : 32133.105251 ∣ critic_nllloss : 26156.383594 ∣ critic_ganloss : -661.827582 ∣ generator_nllloss : 5196.856445 ∣ generator_ganloss : 1055.364893 ∣     [  std_z : 0.99  real_sub_fake : 2146.85 ]
[  epoch 0008/0040] 4670/4800, lr:1.0e-04 ∣ avg_100 : 32131.692553 ∣ critic_nllloss : 26304.787891 ∣ critic_ganloss : -608.031799 ∣ generator_nllloss : 5255.158789 ∣ generator_ganloss : 1050.767529 ∣     [  std_z : 1.00  real_sub_fake : 2684.02 ]
[  epoch 0008/0040] 4680/4800, lr:1.0e-04 ∣ avg_100 : 32127.717822 ∣ critic_nllloss : 26089.077148 ∣ critic_ganloss : -632.278757 ∣ generator_nllloss : 5203.019141 ∣ generator_ganloss : 1084.637158 ∣     [  std_z : 0.98  real_sub_fake : 2399.24 ]
[  epoch 0008/0040] 4690/4800, lr:1.0e-04 ∣ avg_100 : 32127.732558 ∣ critic_nllloss : 26384.322656 ∣ critic_ganloss : -490.614651 ∣ generator_nllloss : 5211.649414 ∣ generator_ganloss : 1107.969092 ∣     [  std_z : 0.98  real_sub_fake : 2079.51 ]
[  epoch 0008/0040] 4700/4800, lr:1.0e-04 ∣ avg_100 : 32128.583606 ∣ critic_nllloss : 26279.232422 ∣ critic_ganloss : -520.052216 ∣ generator_nllloss : 5181.086328 ∣ generator_ganloss : 1124.989795 ∣     [  std_z : 0.98  real_sub_fake : 1822.44 ]
[  epoch 0008/0040] 4710/4800, lr:1.0e-04 ∣ avg_100 : 32128.894475 ∣ critic_nllloss : 26310.949805 ∣ critic_ganloss : -572.980597 ∣ generator_nllloss : 5304.451758 ∣ generator_ganloss : 1066.626807 ∣     [  std_z : 0.99  real_sub_fake : 2404.32 ]
[  epoch 0008/0040] 4720/4800, lr:1.0e-04 ∣ avg_100 : 32127.026250 ∣ critic_nllloss : 26233.361914 ∣ critic_ganloss : -626.115717 ∣ generator_nllloss : 5358.368750 ∣ generator_ganloss : 995.714697 ∣  [  std_z : 1.00  real_sub_fake : 2290.13 ]
[  epoch 0008/0040] 4730/4800, lr:1.0e-04 ∣ avg_100 : 32130.569706 ∣ critic_nllloss : 26349.129297 ∣ critic_ganloss : -470.021808 ∣ generator_nllloss : 5300.027148 ∣ generator_ganloss : 1015.065430 ∣     [  std_z : 0.99  real_sub_fake : 1821.50 ]
[  epoch 0008/0040] 4740/4800, lr:1.0e-04 ∣ avg_100 : 32132.707543 ∣ critic_nllloss : 26260.845313 ∣ critic_ganloss : -410.728348 ∣ generator_nllloss : 5201.737500 ∣ generator_ganloss : 1010.876611 ∣     [  std_z : 0.98  real_sub_fake : 1660.59 ]
[  epoch 0008/0040] 4750/4800, lr:1.0e-04 ∣ avg_100 : 32128.013801 ∣ critic_nllloss : 26334.805664 ∣ critic_ganloss : -553.607034 ∣ generator_nllloss : 5270.663672 ∣ generator_ganloss : 1029.686572 ∣     [  std_z : 0.97  real_sub_fake : 1892.90 ]
[  epoch 0008/0040] 4760/4800, lr:1.0e-04 ∣ avg_100 : 32128.374633 ∣ critic_nllloss : 26460.902930 ∣ critic_ganloss : -557.764478 ∣ generator_nllloss : 5333.642969 ∣ generator_ganloss : 1051.528662 ∣     [  std_z : 0.99  real_sub_fake : 2532.21 ]
[  epoch 0008/0040] 4770/4800, lr:1.0e-04 ∣ avg_100 : 32126.634787 ∣ critic_nllloss : 26200.910742 ∣ critic_ganloss : -513.573816 ∣ generator_nllloss : 5257.127344 ∣ generator_ganloss : 1042.016943 ∣     [  std_z : 1.00  real_sub_fake : 1723.61 ]
[  epoch 0008/0040] 4780/4800, lr:1.0e-04 ∣ avg_100 : 32131.593088 ∣ critic_nllloss : 26450.208984 ∣ critic_ganloss : -584.301398 ∣ generator_nllloss : 5397.231250 ∣ generator_ganloss : 1046.585938 ∣     [  std_z : 1.00  real_sub_fake : 2212.43 ]
[  epoch 0008/0040] 4790/4800, lr:1.0e-04 ∣ avg_100 : 32133.479832 ∣ critic_nllloss : 26391.368750 ∣ critic_ganloss : -546.464536 ∣ generator_nllloss : 5316.026953 ∣ generator_ganloss : 1032.428711 ∣     [  std_z : 0.98  real_sub_fake : 2314.56 ]
[  epoch 0008/0040] 4800/4800, lr:1.0e-04 ∣ avg_100 : 32133.464862 ∣ critic_nllloss : 26315.596484 ∣ critic_ganloss : -544.574942 ∣ generator_nllloss : 5255.333203 ∣ generator_ganloss : 1018.141699 ∣     [  std_z : 0.97  real_sub_fake : 1940.75 ]
[    val 008    ] Done! KLD: 0.033052: 0.016199y, 0:15:50, total: 1 day, 6:19:47                    
[  epoch 0009/0040] 0010/4800, lr:1.0e-04 ∣ avg_100 : 32133.028118 ∣ critic_nllloss : 26141.114648 ∣ critic_ganloss : -352.219131 ∣ generator_nllloss : 5157.574609 ∣ generator_ganloss : 1060.999121 ∣     [  std_z : 0.99  real_sub_fake : 1627.61 ]
[  epoch 0009/0040] 0020/4800, lr:1.0e-04 ∣ avg_100 : 32132.474834 ∣ critic_nllloss : 26340.322852 ∣ critic_ganloss : -494.101910 ∣ generator_nllloss : 5273.743359 ∣ generator_ganloss : 1010.778076 ∣     [  std_z : 1.01  real_sub_fake : 1696.53 ]
[  epoch 0009/0040] 0030/4800, lr:1.0e-04 ∣ avg_100 : 32134.145613 ∣ critic_nllloss : 26475.311719 ∣ critic_ganloss : -643.818298 ∣ generator_nllloss : 5332.863086 ∣ generator_ganloss : 1009.981592 ∣     [  std_z : 1.00  real_sub_fake : 2193.67 ]
[  epoch 0009/0040] 0040/4800, lr:1.0e-04 ∣ avg_100 : 32133.393341 ∣ critic_nllloss : 26197.598242 ∣ critic_ganloss : -613.572388 ∣ generator_nllloss : 5330.978711 ∣ generator_ganloss : 1015.538330 ∣     [  std_z : 0.98  real_sub_fake : 2427.08 ]
[  epoch 0009/0040] 0050/4800, lr:1.0e-04 ∣ avg_100 : 32136.390346 ∣ critic_nllloss : 26591.173633 ∣ critic_ganloss : -592.612201 ∣ generator_nllloss : 5342.887305 ∣ generator_ganloss : 1061.947998 ∣     [  std_z : 0.97  real_sub_fake : 2187.92 ]
[  epoch 0009/0040] 0060/4800, lr:1.0e-04 ∣ avg_100 : 32136.842896 ∣ critic_nllloss : 26170.619922 ∣ critic_ganloss : -547.725977 ∣ generator_nllloss : 5217.264453 ∣ generator_ganloss : 1071.653271 ∣     [  std_z : 0.97  real_sub_fake : 2266.23 ]
[  epoch 0009/0040] 0070/4800, lr:1.0e-04 ∣ avg_100 : 32139.123298 ∣ critic_nllloss : 26399.318555 ∣ critic_ganloss : -540.855652 ∣ generator_nllloss : 5215.410937 ∣ generator_ganloss : 1053.901611 ∣     [  std_z : 0.99  real_sub_fake : 2273.17 ]
[  epoch 0009/0040] 0080/4800, lr:1.0e-04 ∣ avg_100 : 32134.710672 ∣ critic_nllloss : 26311.026367 ∣ critic_ganloss : -569.460660 ∣ generator_nllloss : 5275.921484 ∣ generator_ganloss : 1016.098438 ∣     [  std_z : 0.99  real_sub_fake : 2046.91 ]
[  epoch 0009/0040] 0090/4800, lr:1.0e-04 ∣ avg_100 : 32133.930409 ∣ critic_nllloss : 26518.913477 ∣ critic_ganloss : -728.199017 ∣ generator_nllloss : 5370.031445 ∣ generator_ganloss : 1007.035449 ∣     [  std_z : 0.99  real_sub_fake : 2643.17 ]
[  epoch 0009/0040] 0100/4800, lr:1.0e-04 ∣ avg_100 : 32133.607631 ∣ critic_nllloss : 26143.268164 ∣ critic_ganloss : -423.415131 ∣ generator_nllloss : 5232.486719 ∣ generator_ganloss : 1016.851758 ∣     [  std_z : 0.98  real_sub_fake : 2190.17 ]
[  epoch 0009/0040] 0110/4800, lr:1.0e-04 ∣ avg_100 : 32134.936143 ∣ critic_nllloss : 26252.104102 ∣ critic_ganloss : -406.925366 ∣ generator_nllloss : 5305.384961 ∣ generator_ganloss : 1017.289258 ∣     [  std_z : 0.99  real_sub_fake : 1173.08 ]
[  epoch 0009/0040] 0120/4800, lr:1.0e-04 ∣ avg_100 : 32134.603011 ∣ critic_nllloss : 26427.655273 ∣ critic_ganloss : -553.262012 ∣ generator_nllloss : 5283.516016 ∣ generator_ganloss : 969.378027 ∣  [  std_z : 0.99  real_sub_fake : 2225.74 ]
[  epoch 0009/0040] 0130/4800, lr:1.0e-04 ∣ avg_100 : 32130.685516 ∣ critic_nllloss : 26387.784766 ∣ critic_ganloss : -620.136133 ∣ generator_nllloss : 5189.289648 ∣ generator_ganloss : 1015.110254 ∣     [  std_z : 0.98  real_sub_fake : 2253.86 ]
[  epoch 0009/0040] 0140/4800, lr:1.0e-04 ∣ avg_100 : 32133.988124 ∣ critic_nllloss : 26370.347266 ∣ critic_ganloss : -318.480292 ∣ generator_nllloss : 5196.269922 ∣ generator_ganloss : 1020.282666 ∣     [  std_z : 0.98  real_sub_fake : 1833.66 ]
[  epoch 0009/0040] 0150/4800, lr:1.0e-04 ∣ avg_100 : 32132.830564 ∣ critic_nllloss : 26363.568555 ∣ critic_ganloss : -433.515280 ∣ generator_nllloss : 5281.249414 ∣ generator_ganloss : 1019.386621 ∣     [  std_z : 0.98  real_sub_fake : 1290.27 ]
[  epoch 0009/0040] 0160/4800, lr:1.0e-04 ∣ avg_100 : 32129.541954 ∣ critic_nllloss : 26157.552734 ∣ critic_ganloss : -550.673627 ∣ generator_nllloss : 5222.506250 ∣ generator_ganloss : 999.924268 ∣  [  std_z : 0.99  real_sub_fake : 1887.34 ]
[  epoch 0009/0040] 0170/4800, lr:1.0e-04 ∣ avg_100 : 32122.992269 ∣ critic_nllloss : 26210.204688 ∣ critic_ganloss : -680.460583 ∣ generator_nllloss : 5263.219922 ∣ generator_ganloss : 959.467432 ∣  [  std_z : 0.99  real_sub_fake : 2467.11 ]
[  epoch 0009/0040] 0180/4800, lr:1.0e-04 ∣ avg_100 : 32119.245560 ∣ critic_nllloss : 26224.593750 ∣ critic_ganloss : -543.101465 ∣ generator_nllloss : 5225.039453 ∣ generator_ganloss : 969.834326 ∣  [  std_z : 0.99  real_sub_fake : 2247.53 ]
[  epoch 0009/0040] 0190/4800, lr:1.0e-04 ∣ avg_100 : 32115.398420 ∣ critic_nllloss : 26440.675391 ∣ critic_ganloss : -455.531036 ∣ generator_nllloss : 5269.201563 ∣ generator_ganloss : 956.135449 ∣  [  std_z : 0.99  real_sub_fake : 1859.88 ]
[  epoch 0009/0040] 0200/4800, lr:1.0e-04 ∣ avg_100 : 32112.470488 ∣ critic_nllloss : 26296.383203 ∣ critic_ganloss : -500.336578 ∣ generator_nllloss : 5184.317187 ∣ generator_ganloss : 964.636279 ∣  [  std_z : 0.98  real_sub_fake : 1731.95 ]
[  epoch 0009/0040] 0210/4800, lr:1.0e-04 ∣ avg_100 : 32111.029928 ∣ critic_nllloss : 26349.752148 ∣ critic_ganloss : -484.049030 ∣ generator_nllloss : 5299.282031 ∣ generator_ganloss : 994.328125 ∣  [  std_z : 0.99  real_sub_fake : 2191.18 ]
[  epoch 0009/0040] 0220/4800, lr:1.0e-04 ∣ avg_100 : 32111.578303 ∣ critic_nllloss : 26256.289648 ∣ critic_ganloss : -435.213748 ∣ generator_nllloss : 5255.249805 ∣ generator_ganloss : 1001.281348 ∣     [  std_z : 0.98  real_sub_fake : 1643.33 ]
[  epoch 0009/0040] 0230/4800, lr:1.0e-04 ∣ avg_100 : 32110.680843 ∣ critic_nllloss : 26335.808008 ∣ critic_ganloss : -558.017920 ∣ generator_nllloss : 5293.294531 ∣ generator_ganloss : 967.085742 ∣  [  std_z : 0.98  real_sub_fake : 1987.89 ]
[  epoch 0009/0040] 0240/4800, lr:1.0e-04 ∣ avg_100 : 32109.097911 ∣ critic_nllloss : 26422.032227 ∣ critic_ganloss : -506.434311 ∣ generator_nllloss : 5255.811523 ∣ generator_ganloss : 988.807617 ∣  [  std_z : 0.99  real_sub_fake : 2082.54 ]
[  epoch 0009/0040] 0250/4800, lr:1.0e-04 ∣ avg_100 : 32109.297566 ∣ critic_nllloss : 26307.983594 ∣ critic_ganloss : -567.857867 ∣ generator_nllloss : 5252.832031 ∣ generator_ganloss : 982.073877 ∣  [  std_z : 0.99  real_sub_fake : 1928.94 ]
[  epoch 0009/0040] 0260/4800, lr:1.0e-04 ∣ avg_100 : 32106.579124 ∣ critic_nllloss : 26200.478125 ∣ critic_ganloss : -626.918115 ∣ generator_nllloss : 5232.379297 ∣ generator_ganloss : 972.218066 ∣  [  std_z : 0.98  real_sub_fake : 2430.93 ]
[  epoch 0009/0040] 0270/4800, lr:1.0e-04 ∣ avg_100 : 32101.458971 ∣ critic_nllloss : 26387.793555 ∣ critic_ganloss : -705.847699 ∣ generator_nllloss : 5279.808789 ∣ generator_ganloss : 971.197656 ∣  [  std_z : 0.99  real_sub_fake : 2765.65 ]
[  epoch 0009/0040] 0280/4800, lr:1.0e-04 ∣ avg_100 : 32105.216715 ∣ critic_nllloss : 26464.042578 ∣ critic_ganloss : -482.640274 ∣ generator_nllloss : 5323.705078 ∣ generator_ganloss : 1051.900195 ∣     [  std_z : 0.99  real_sub_fake : 1980.03 ]
[  epoch 0009/0040] 0290/4800, lr:1.0e-04 ∣ avg_100 : 32103.821053 ∣ critic_nllloss : 26400.762500 ∣ critic_ganloss : -557.232092 ∣ generator_nllloss : 5150.913672 ∣ generator_ganloss : 1009.745557 ∣     [  std_z : 0.99  real_sub_fake : 2064.37 ]
[  epoch 0009/0040] 0300/4800, lr:1.0e-04 ∣ avg_100 : 32102.769424 ∣ critic_nllloss : 26219.758789 ∣ critic_ganloss : -468.625497 ∣ generator_nllloss : 5256.381836 ∣ generator_ganloss : 996.574951 ∣  [  std_z : 1.00  real_sub_fake : 2184.07 ]
[  epoch 0009/0040] 0310/4800, lr:1.0e-04 ∣ avg_100 : 32105.022931 ∣ critic_nllloss : 26478.145898 ∣ critic_ganloss : -351.597572 ∣ generator_nllloss : 5328.560742 ∣ generator_ganloss : 1076.136719 ∣     [  std_z : 0.99  real_sub_fake : 1099.75 ]
[  epoch 0009/0040] 0320/4800, lr:1.0e-04 ∣ avg_100 : 32106.090128 ∣ critic_nllloss : 26299.048242 ∣ critic_ganloss : -426.011707 ∣ generator_nllloss : 5271.811719 ∣ generator_ganloss : 1025.057129 ∣     [  std_z : 0.98  real_sub_fake : 1419.09 ]
[  epoch 0009/0040] 0330/4800, lr:1.0e-04 ∣ avg_100 : 32109.483092 ∣ critic_nllloss : 26600.878125 ∣ critic_ganloss : -584.849225 ∣ generator_nllloss : 5347.030859 ∣ generator_ganloss : 1017.872559 ∣     [  std_z : 0.99  real_sub_fake : 2153.00 ]
[  epoch 0009/0040] 0340/4800, lr:1.0e-04 ∣ avg_100 : 32107.615290 ∣ critic_nllloss : 26220.685742 ∣ critic_ganloss : -484.550070 ∣ generator_nllloss : 5155.633203 ∣ generator_ganloss : 1023.563037 ∣     [  std_z : 1.00  real_sub_fake : 2159.83 ]
[  epoch 0009/0040] 0350/4800, lr:1.0e-04 ∣ avg_100 : 32103.202788 ∣ critic_nllloss : 26354.386523 ∣ critic_ganloss : -637.579822 ∣ generator_nllloss : 5150.467578 ∣ generator_ganloss : 1044.338867 ∣     [  std_z : 1.00  real_sub_fake : 2009.99 ]
[  epoch 0009/0040] 0360/4800, lr:1.0e-04 ∣ avg_100 : 32099.475505 ∣ critic_nllloss : 26227.069141 ∣ critic_ganloss : -572.354034 ∣ generator_nllloss : 5283.496484 ∣ generator_ganloss : 989.170117 ∣  [  std_z : 0.99  real_sub_fake : 2727.60 ]
[  epoch 0009/0040] 0370/4800, lr:1.0e-04 ∣ avg_100 : 32101.128870 ∣ critic_nllloss : 26323.378125 ∣ critic_ganloss : -206.231769 ∣ generator_nllloss : 5268.172852 ∣ generator_ganloss : 1023.311523 ∣     [  std_z : 0.98  real_sub_fake : 1033.84 ]
[  epoch 0009/0040] 0380/4800, lr:1.0e-04 ∣ avg_100 : 32105.497657 ∣ critic_nllloss : 26388.587891 ∣ critic_ganloss : -205.049222 ∣ generator_nllloss : 5299.358984 ∣ generator_ganloss : 1010.566992 ∣     [  std_z : 0.97  real_sub_fake : 480.58 ]
[  epoch 0009/0040] 0390/4800, lr:1.0e-04 ∣ avg_100 : 32104.653644 ∣ critic_nllloss : 26086.941602 ∣ critic_ganloss : -311.352567 ∣ generator_nllloss : 5221.946289 ∣ generator_ganloss : 952.683984 ∣  [  std_z : 0.97  real_sub_fake : 966.44 ]
[  epoch 0009/0040] 0400/4800, lr:1.0e-04 ∣ avg_100 : 32105.872095 ∣ critic_nllloss : 26307.103516 ∣ critic_ganloss : -388.963278 ∣ generator_nllloss : 5213.684180 ∣ generator_ganloss : 989.831787 ∣  [  std_z : 0.99  real_sub_fake : 1469.67 ]
[  epoch 0009/0040] 0410/4800, lr:1.0e-04 ∣ avg_100 : 32106.904071 ∣ critic_nllloss : 26272.394531 ∣ critic_ganloss : -454.467538 ∣ generator_nllloss : 5315.184570 ∣ generator_ganloss : 1053.595605 ∣     [  std_z : 1.00  real_sub_fake : 1644.61 ]
[  epoch 0009/0040] 0420/4800, lr:1.0e-04 ∣ avg_100 : 32110.638300 ∣ critic_nllloss : 26461.883398 ∣ critic_ganloss : -531.685245 ∣ generator_nllloss : 5198.730469 ∣ generator_ganloss : 1023.420264 ∣     [  std_z : 1.00  real_sub_fake : 2015.53 ]
[  epoch 0009/0040] 0430/4800, lr:1.0e-04 ∣ avg_100 : 32108.755484 ∣ critic_nllloss : 26532.768750 ∣ critic_ganloss : -704.881720 ∣ generator_nllloss : 5311.258594 ∣ generator_ganloss : 1015.128564 ∣     [  std_z : 1.00  real_sub_fake : 2499.14 ]
[  epoch 0009/0040] 0440/4800, lr:1.0e-04 ∣ avg_100 : 32105.954052 ∣ critic_nllloss : 26170.823633 ∣ critic_ganloss : -637.813745 ∣ generator_nllloss : 5272.470117 ∣ generator_ganloss : 1016.087061 ∣     [  std_z : 0.97  real_sub_fake : 2490.51 ]
[  epoch 0009/0040] 0450/4800, lr:1.0e-04 ∣ avg_100 : 32104.191060 ∣ critic_nllloss : 26241.098828 ∣ critic_ganloss : -566.883325 ∣ generator_nllloss : 5247.765234 ∣ generator_ganloss : 1001.825049 ∣     [  std_z : 0.97  real_sub_fake : 2368.44 ]
[  epoch 0009/0040] 0460/4800, lr:1.0e-04 ∣ avg_100 : 32100.537258 ∣ critic_nllloss : 26145.069141 ∣ critic_ganloss : -697.779150 ∣ generator_nllloss : 5233.977539 ∣ generator_ganloss : 1049.454980 ∣     [  std_z : 0.98  real_sub_fake : 2320.60 ]
[  epoch 0009/0040] 0470/4800, lr:1.0e-04 ∣ avg_100 : 32097.367945 ∣ critic_nllloss : 26253.604883 ∣ critic_ganloss : -628.711932 ∣ generator_nllloss : 5235.351953 ∣ generator_ganloss : 1040.995020 ∣     [  std_z : 1.00  real_sub_fake : 2607.83 ]
[  epoch 0009/0040] 0480/4800, lr:1.0e-04 ∣ avg_100 : 32101.166949 ∣ critic_nllloss : 26486.834375 ∣ critic_ganloss : -585.004529 ∣ generator_nllloss : 5364.550586 ∣ generator_ganloss : 1016.388574 ∣     [  std_z : 0.98  real_sub_fake : 2391.59 ]
[  epoch 0009/0040] 0490/4800, lr:1.0e-04 ∣ avg_100 : 32102.932980 ∣ critic_nllloss : 26399.745703 ∣ critic_ganloss : -545.426068 ∣ generator_nllloss : 5298.521289 ∣ generator_ganloss : 1026.824512 ∣     [  std_z : 0.98  real_sub_fake : 2068.26 ]
[  epoch 0009/0040] 0500/4800, lr:1.0e-04 ∣ avg_100 : 32102.026633 ∣ critic_nllloss : 26369.936914 ∣ critic_ganloss : -586.821997 ∣ generator_nllloss : 5314.515625 ∣ generator_ganloss : 962.313379 ∣  [  std_z : 0.98  real_sub_fake : 2214.52 ]
[  epoch 0009/0040] 0510/4800, lr:1.0e-04 ∣ avg_100 : 32099.820450 ∣ critic_nllloss : 26155.786328 ∣ critic_ganloss : -633.192340 ∣ generator_nllloss : 5192.648438 ∣ generator_ganloss : 949.397461 ∣  [  std_z : 0.99  real_sub_fake : 2419.78 ]
[  epoch 0009/0040] 0520/4800, lr:1.0e-04 ∣ avg_100 : 32099.135225 ∣ critic_nllloss : 26340.502344 ∣ critic_ganloss : -572.963855 ∣ generator_nllloss : 5241.772266 ∣ generator_ganloss : 984.142578 ∣  [  std_z : 1.00  real_sub_fake : 2329.75 ]
[  epoch 0009/0040] 0530/4800, lr:1.0e-04 ∣ avg_100 : 32099.108027 ∣ critic_nllloss : 26287.167969 ∣ critic_ganloss : -461.146060 ∣ generator_nllloss : 5368.136523 ∣ generator_ganloss : 947.575439 ∣  [  std_z : 0.99  real_sub_fake : 1843.34 ]
[  epoch 0009/0040] 0540/4800, lr:1.0e-04 ∣ avg_100 : 32094.311576 ∣ critic_nllloss : 26211.773047 ∣ critic_ganloss : -544.967874 ∣ generator_nllloss : 5281.169531 ∣ generator_ganloss : 936.877881 ∣  [  std_z : 0.97  real_sub_fake : 1910.63 ]
[  epoch 0009/0040] 0550/4800, lr:1.0e-04 ∣ avg_100 : 32090.677762 ∣ critic_nllloss : 26333.972852 ∣ critic_ganloss : -633.939746 ∣ generator_nllloss : 5259.560547 ∣ generator_ganloss : 954.589160 ∣  [  std_z : 0.98  real_sub_fake : 2439.57 ]
[  epoch 0009/0040] 0560/4800, lr:1.0e-04 ∣ avg_100 : 32090.623053 ∣ critic_nllloss : 26305.098828 ∣ critic_ganloss : -389.705145 ∣ generator_nllloss : 5211.368555 ∣ generator_ganloss : 1018.237744 ∣     [  std_z : 0.99  real_sub_fake : 2006.12 ]
[  epoch 0009/0040] 0570/4800, lr:1.0e-04 ∣ avg_100 : 32088.845620 ∣ critic_nllloss : 26251.140625 ∣ critic_ganloss : -370.604349 ∣ generator_nllloss : 5222.278711 ∣ generator_ganloss : 998.694043 ∣  [  std_z : 1.00  real_sub_fake : 1064.65 ]
[  epoch 0009/0040] 0580/4800, lr:1.0e-04 ∣ avg_100 : 32088.986490 ∣ critic_nllloss : 26199.539258 ∣ critic_ganloss : -387.434464 ∣ generator_nllloss : 5279.291992 ∣ generator_ganloss : 1023.055371 ∣     [  std_z : 0.99  real_sub_fake : 1483.32 ]
[  epoch 0009/0040] 0590/4800, lr:1.0e-04 ∣ avg_100 : 32086.220941 ∣ critic_nllloss : 26090.670312 ∣ critic_ganloss : -552.695795 ∣ generator_nllloss : 5208.926953 ∣ generator_ganloss : 1049.356152 ∣     [  std_z : 0.98  real_sub_fake : 1859.42 ]
[  epoch 0009/0040] 0600/4800, lr:1.0e-04 ∣ avg_100 : 32084.632441 ∣ critic_nllloss : 26293.353711 ∣ critic_ganloss : -632.992902 ∣ generator_nllloss : 5242.836719 ∣ generator_ganloss : 1066.233350 ∣     [  std_z : 0.97  real_sub_fake : 2422.79 ]
[  epoch 0009/0040] 0610/4800, lr:1.0e-04 ∣ avg_100 : 32086.457874 ∣ critic_nllloss : 26489.834766 ∣ critic_ganloss : -607.775946 ∣ generator_nllloss : 5310.207227 ∣ generator_ganloss : 1042.692871 ∣     [  std_z : 0.98  real_sub_fake : 2527.94 ]
[  epoch 0009/0040] 0620/4800, lr:1.0e-04 ∣ avg_100 : 32083.629208 ∣ critic_nllloss : 26081.951172 ∣ critic_ganloss : -459.579077 ∣ generator_nllloss : 5216.173047 ∣ generator_ganloss : 1039.535059 ∣     [  std_z : 1.00  real_sub_fake : 1615.42 ]
[  epoch 0009/0040] 0630/4800, lr:1.0e-04 ∣ avg_100 : 32081.716783 ∣ critic_nllloss : 26207.121680 ∣ critic_ganloss : -466.826675 ∣ generator_nllloss : 5204.570898 ∣ generator_ganloss : 1032.541260 ∣     [  std_z : 1.00  real_sub_fake : 1763.06 ]
[  epoch 0009/0040] 0640/4800, lr:1.0e-04 ∣ avg_100 : 32081.732532 ∣ critic_nllloss : 26546.643164 ∣ critic_ganloss : -646.748199 ∣ generator_nllloss : 5338.879102 ∣ generator_ganloss : 975.637207 ∣  [  std_z : 1.00  real_sub_fake : 2326.57 ]
[  epoch 0009/0040] 0650/4800, lr:1.0e-04 ∣ avg_100 : 32079.342339 ∣ critic_nllloss : 26085.250586 ∣ critic_ganloss : -487.885974 ∣ generator_nllloss : 5241.561328 ∣ generator_ganloss : 972.395557 ∣  [  std_z : 0.97  real_sub_fake : 2166.46 ]
[  epoch 0009/0040] 0660/4800, lr:1.0e-04 ∣ avg_100 : 32075.707523 ∣ critic_nllloss : 26281.906445 ∣ critic_ganloss : -632.353552 ∣ generator_nllloss : 5338.202148 ∣ generator_ganloss : 961.478320 ∣  [  std_z : 0.98  real_sub_fake : 2292.47 ]
[  epoch 0009/0040] 0670/4800, lr:1.0e-04 ∣ avg_100 : 32071.564943 ∣ critic_nllloss : 26241.507617 ∣ critic_ganloss : -613.990552 ∣ generator_nllloss : 5164.651953 ∣ generator_ganloss : 988.633057 ∣  [  std_z : 1.00  real_sub_fake : 2128.20 ]
[  epoch 0009/0040] 0680/4800, lr:1.0e-04 ∣ avg_100 : 32068.116562 ∣ critic_nllloss : 26351.950391 ∣ critic_ganloss : -752.855164 ∣ generator_nllloss : 5324.797852 ∣ generator_ganloss : 990.279590 ∣  [  std_z : 1.00  real_sub_fake : 2696.40 ]
[  epoch 0009/0040] 0690/4800, lr:1.0e-04 ∣ avg_100 : 32066.563247 ∣ critic_nllloss : 26364.426563 ∣ critic_ganloss : -626.440436 ∣ generator_nllloss : 5260.558008 ∣ generator_ganloss : 1071.061865 ∣     [  std_z : 0.99  real_sub_fake : 2596.74 ]
[  epoch 0009/0040] 0700/4800, lr:1.0e-04 ∣ avg_100 : 32061.991738 ∣ critic_nllloss : 26215.587109 ∣ critic_ganloss : -623.402380 ∣ generator_nllloss : 5264.205469 ∣ generator_ganloss : 1019.085645 ∣     [  std_z : 0.98  real_sub_fake : 2515.98 ]
[  epoch 0009/0040] 0710/4800, lr:1.0e-04 ∣ avg_100 : 32055.148473 ∣ critic_nllloss : 26233.072656 ∣ critic_ganloss : -674.670093 ∣ generator_nllloss : 5203.737891 ∣ generator_ganloss : 1063.904492 ∣     [  std_z : 0.98  real_sub_fake : 2277.83 ]
[  epoch 0009/0040] 0720/4800, lr:1.0e-04 ∣ avg_100 : 32055.610975 ∣ critic_nllloss : 26379.822656 ∣ critic_ganloss : -523.466302 ∣ generator_nllloss : 5225.957812 ∣ generator_ganloss : 1097.255664 ∣     [  std_z : 0.99  real_sub_fake : 2307.06 ]
[  epoch 0009/0040] 0730/4800, lr:1.0e-04 ∣ avg_100 : 32057.634278 ∣ critic_nllloss : 26121.574023 ∣ critic_ganloss : -572.958710 ∣ generator_nllloss : 5235.203320 ∣ generator_ganloss : 1095.386914 ∣     [  std_z : 1.00  real_sub_fake : 2055.91 ]
[  epoch 0009/0040] 0740/4800, lr:1.0e-04 ∣ avg_100 : 32057.570721 ∣ critic_nllloss : 26411.335547 ∣ critic_ganloss : -536.047314 ∣ generator_nllloss : 5253.516797 ∣ generator_ganloss : 1010.033105 ∣     [  std_z : 1.00  real_sub_fake : 2353.17 ]
[  epoch 0009/0040] 0750/4800, lr:1.0e-04 ∣ avg_100 : 32056.140185 ∣ critic_nllloss : 26265.283984 ∣ critic_ganloss : -555.292352 ∣ generator_nllloss : 5328.922852 ∣ generator_ganloss : 1031.922656 ∣     [  std_z : 0.99  real_sub_fake : 2098.00 ]
[  epoch 0009/0040] 0760/4800, lr:1.0e-04 ∣ avg_100 : 32055.029715 ∣ critic_nllloss : 26364.506641 ∣ critic_ganloss : -581.617389 ∣ generator_nllloss : 5288.102930 ∣ generator_ganloss : 1025.929688 ∣     [  std_z : 0.98  real_sub_fake : 1933.72 ]
[  epoch 0009/0040] 0770/4800, lr:1.0e-04 ∣ avg_100 : 32052.698257 ∣ critic_nllloss : 26121.597070 ∣ critic_ganloss : -561.529541 ∣ generator_nllloss : 5194.063477 ∣ generator_ganloss : 1033.954883 ∣     [  std_z : 0.98  real_sub_fake : 2407.53 ]
[  epoch 0009/0040] 0780/4800, lr:1.0e-04 ∣ avg_100 : 32052.371766 ∣ critic_nllloss : 26337.262695 ∣ critic_ganloss : -623.770294 ∣ generator_nllloss : 5198.700000 ∣ generator_ganloss : 1083.974023 ∣     [  std_z : 0.99  real_sub_fake : 2270.46 ]
[  epoch 0009/0040] 0790/4800, lr:1.0e-04 ∣ avg_100 : 32052.203321 ∣ critic_nllloss : 26314.389648 ∣ critic_ganloss : -702.771973 ∣ generator_nllloss : 5405.821484 ∣ generator_ganloss : 1038.029053 ∣     [  std_z : 0.99  real_sub_fake : 2886.26 ]
[  epoch 0009/0040] 0800/4800, lr:1.0e-04 ∣ avg_100 : 32054.406580 ∣ critic_nllloss : 26279.156641 ∣ critic_ganloss : -316.164230 ∣ generator_nllloss : 5249.310156 ∣ generator_ganloss : 1100.056348 ∣     [  std_z : 0.98  real_sub_fake : 1350.87 ]
[  epoch 0009/0040] 0810/4800, lr:1.0e-04 ∣ avg_100 : 32053.860454 ∣ critic_nllloss : 26166.861914 ∣ critic_ganloss : -353.802444 ∣ generator_nllloss : 5271.488867 ∣ generator_ganloss : 1049.745703 ∣     [  std_z : 0.97  real_sub_fake : 1123.67 ]
[  epoch 0009/0040] 0820/4800, lr:1.0e-04 ∣ avg_100 : 32054.995646 ∣ critic_nllloss : 26162.741602 ∣ critic_ganloss : -291.724423 ∣ generator_nllloss : 5252.950000 ∣ generator_ganloss : 1057.396973 ∣     [  std_z : 1.00  real_sub_fake : 1269.97 ]
[  epoch 0009/0040] 0830/4800, lr:1.0e-04 ∣ avg_100 : 32058.113454 ∣ critic_nllloss : 26279.690430 ∣ critic_ganloss : -347.632169 ∣ generator_nllloss : 5256.045117 ∣ generator_ganloss : 1069.357129 ∣     [  std_z : 1.00  real_sub_fake : 1397.00 ]
[  epoch 0009/0040] 0840/4800, lr:1.0e-04 ∣ avg_100 : 32053.979066 ∣ critic_nllloss : 25872.841016 ∣ critic_ganloss : -382.063284 ∣ generator_nllloss : 5210.863086 ∣ generator_ganloss : 1096.827881 ∣     [  std_z : 0.99  real_sub_fake : 1377.35 ]
[  epoch 0009/0040] 0850/4800, lr:1.0e-04 ∣ avg_100 : 32051.397107 ∣ critic_nllloss : 26302.098438 ∣ critic_ganloss : -578.723679 ∣ generator_nllloss : 5240.031641 ∣ generator_ganloss : 1099.829102 ∣     [  std_z : 0.98  real_sub_fake : 1976.42 ]
[  epoch 0009/0040] 0860/4800, lr:1.0e-04 ∣ avg_100 : 32053.863030 ∣ critic_nllloss : 26126.277734 ∣ critic_ganloss : -565.595099 ∣ generator_nllloss : 5296.281641 ∣ generator_ganloss : 1136.405420 ∣     [  std_z : 0.98  real_sub_fake : 2125.22 ]
[  epoch 0009/0040] 0870/4800, lr:1.0e-04 ∣ avg_100 : 32054.650775 ∣ critic_nllloss : 26160.778125 ∣ critic_ganloss : -472.316367 ∣ generator_nllloss : 5238.677148 ∣ generator_ganloss : 1154.317969 ∣     [  std_z : 0.98  real_sub_fake : 1948.25 ]
[  epoch 0009/0040] 0880/4800, lr:1.0e-04 ∣ avg_100 : 32061.076611 ∣ critic_nllloss : 26454.437891 ∣ critic_ganloss : -572.951025 ∣ generator_nllloss : 5360.993750 ∣ generator_ganloss : 1144.557715 ∣     [  std_z : 0.99  real_sub_fake : 1957.22 ]
[  epoch 0009/0040] 0890/4800, lr:1.0e-04 ∣ avg_100 : 32056.358004 ∣ critic_nllloss : 25985.779297 ∣ critic_ganloss : -600.611328 ∣ generator_nllloss : 5194.128320 ∣ generator_ganloss : 1162.169482 ∣     [  std_z : 0.97  real_sub_fake : 2446.12 ]
[  epoch 0009/0040] 0900/4800, lr:1.0e-04 ∣ avg_100 : 32059.598792 ∣ critic_nllloss : 26168.701172 ∣ critic_ganloss : -271.698438 ∣ generator_nllloss : 5254.696680 ∣ generator_ganloss : 1237.635742 ∣     [  std_z : 0.99  real_sub_fake : 1349.65 ]
[  epoch 0009/0040] 0910/4800, lr:1.0e-04 ∣ avg_100 : 32061.342302 ∣ critic_nllloss : 26174.116406 ∣ critic_ganloss : -342.454868 ∣ generator_nllloss : 5237.828516 ∣ generator_ganloss : 1213.908691 ∣     [  std_z : 0.97  real_sub_fake : 997.53 ]
[  epoch 0009/0040] 0920/4800, lr:1.0e-04 ∣ avg_100 : 32061.539547 ∣ critic_nllloss : 26255.636719 ∣ critic_ganloss : -590.122717 ∣ generator_nllloss : 5223.313477 ∣ generator_ganloss : 1092.226611 ∣     [  std_z : 0.97  real_sub_fake : 2145.55 ]
[  epoch 0009/0040] 0930/4800, lr:1.0e-04 ∣ avg_100 : 32061.041698 ∣ critic_nllloss : 26359.549414 ∣ critic_ganloss : -607.909534 ∣ generator_nllloss : 5259.904688 ∣ generator_ganloss : 1132.870605 ∣     [  std_z : 0.99  real_sub_fake : 2317.67 ]
[  epoch 0009/0040] 0940/4800, lr:1.0e-04 ∣ avg_100 : 32060.046887 ∣ critic_nllloss : 26221.788086 ∣ critic_ganloss : -494.566681 ∣ generator_nllloss : 5092.465625 ∣ generator_ganloss : 1143.562939 ∣     [  std_z : 1.00  real_sub_fake : 2216.10 ]
[  epoch 0009/0040] 0950/4800, lr:1.0e-04 ∣ avg_100 : 32060.630915 ∣ critic_nllloss : 26219.622461 ∣ critic_ganloss : -472.408521 ∣ generator_nllloss : 5248.689844 ∣ generator_ganloss : 1144.047949 ∣     [  std_z : 1.01  real_sub_fake : 1806.85 ]
[  epoch 0009/0040] 0960/4800, lr:1.0e-04 ∣ avg_100 : 32058.847221 ∣ critic_nllloss : 26271.276562 ∣ critic_ganloss : -539.403131 ∣ generator_nllloss : 5225.045117 ∣ generator_ganloss : 1153.022119 ∣     [  std_z : 0.99  real_sub_fake : 2197.45 ]
[  epoch 0009/0040] 0970/4800, lr:1.0e-04 ∣ avg_100 : 32062.701008 ∣ critic_nllloss : 26330.027344 ∣ critic_ganloss : -416.955417 ∣ generator_nllloss : 5298.812500 ∣ generator_ganloss : 1159.975488 ∣     [  std_z : 0.97  real_sub_fake : 1423.90 ]
[  epoch 0009/0040] 0980/4800, lr:1.0e-04 ∣ avg_100 : 32058.169007 ∣ critic_nllloss : 26039.914062 ∣ critic_ganloss : -584.377371 ∣ generator_nllloss : 5292.861719 ∣ generator_ganloss : 1108.126270 ∣     [  std_z : 0.96  real_sub_fake : 2154.95 ]
[  epoch 0009/0040] 0990/4800, lr:1.0e-04 ∣ avg_100 : 32059.507581 ∣ critic_nllloss : 26309.758398 ∣ critic_ganloss : -430.549527 ∣ generator_nllloss : 5282.727539 ∣ generator_ganloss : 1165.280859 ∣     [  std_z : 0.97  real_sub_fake : 1661.89 ]
[  epoch 0009/0040] 1000/4800, lr:1.0e-04 ∣ avg_100 : 32061.795315 ∣ critic_nllloss : 26452.790820 ∣ critic_ganloss : -597.918988 ∣ generator_nllloss : 5323.603125 ∣ generator_ganloss : 1094.794873 ∣     [  std_z : 0.98  real_sub_fake : 2285.33 ]
[  epoch 0009/0040] 1010/4800, lr:1.0e-04 ∣ avg_100 : 32064.290070 ∣ critic_nllloss : 26343.420508 ∣ critic_ganloss : -528.924042 ∣ generator_nllloss : 5295.115430 ∣ generator_ganloss : 1147.332861 ∣     [  std_z : 0.99  real_sub_fake : 2187.01 ]
[  epoch 0009/0040] 1020/4800, lr:1.0e-04 ∣ avg_100 : 32064.081126 ∣ critic_nllloss : 26291.363086 ∣ critic_ganloss : -592.700424 ∣ generator_nllloss : 5274.507422 ∣ generator_ganloss : 1136.677930 ∣     [  std_z : 0.99  real_sub_fake : 1947.27 ]
[  epoch 0009/0040] 1030/4800, lr:1.0e-04 ∣ avg_100 : 32065.598377 ∣ critic_nllloss : 26566.265820 ∣ critic_ganloss : -702.647424 ∣ generator_nllloss : 5299.715234 ∣ generator_ganloss : 1162.729541 ∣     [  std_z : 0.99  real_sub_fake : 2739.13 ]
[  epoch 0009/0040] 1040/4800, lr:1.0e-04 ∣ avg_100 : 32067.278777 ∣ critic_nllloss : 26314.207813 ∣ critic_ganloss : -587.701617 ∣ generator_nllloss : 5193.611719 ∣ generator_ganloss : 1178.464941 ∣     [  std_z : 0.98  real_sub_fake : 2200.48 ]
[  epoch 0009/0040] 1050/4800, lr:1.0e-04 ∣ avg_100 : 32067.455101 ∣ critic_nllloss : 26475.631836 ∣ critic_ganloss : -586.095032 ∣ generator_nllloss : 5332.634375 ∣ generator_ganloss : 1198.857959 ∣     [  std_z : 1.00  real_sub_fake : 2269.05 ]
[  epoch 0009/0040] 1060/4800, lr:1.0e-04 ∣ avg_100 : 32071.863962 ∣ critic_nllloss : 26373.267578 ∣ critic_ganloss : -560.331488 ∣ generator_nllloss : 5384.939258 ∣ generator_ganloss : 1154.822412 ∣     [  std_z : 1.00  real_sub_fake : 2138.70 ]
[  epoch 0009/0040] 1070/4800, lr:1.0e-04 ∣ avg_100 : 32071.967122 ∣ critic_nllloss : 26232.608008 ∣ critic_ganloss : -562.091730 ∣ generator_nllloss : 5279.330859 ∣ generator_ganloss : 1188.244385 ∣     [  std_z : 0.97  real_sub_fake : 2272.73 ]
[  epoch 0009/0040] 1080/4800, lr:1.0e-04 ∣ avg_100 : 32071.771640 ∣ critic_nllloss : 26286.649414 ∣ critic_ganloss : -669.668881 ∣ generator_nllloss : 5239.586523 ∣ generator_ganloss : 1157.470313 ∣     [  std_z : 0.97  real_sub_fake : 2273.92 ]
[  epoch 0009/0040] 1090/4800, lr:1.0e-04 ∣ avg_100 : 32072.466881 ∣ critic_nllloss : 26432.627734 ∣ critic_ganloss : -639.560516 ∣ generator_nllloss : 5285.849219 ∣ generator_ganloss : 1158.389014 ∣     [  std_z : 0.99  real_sub_fake : 2897.47 ]
[  epoch 0009/0040] 1100/4800, lr:1.0e-04 ∣ avg_100 : 32074.402357 ∣ critic_nllloss : 26168.332227 ∣ critic_ganloss : -404.839706 ∣ generator_nllloss : 5270.605859 ∣ generator_ganloss : 1128.640723 ∣     [  std_z : 1.01  real_sub_fake : 1772.74 ]
[  epoch 0009/0040] 1110/4800, lr:1.0e-04 ∣ avg_100 : 32072.706240 ∣ critic_nllloss : 26219.435742 ∣ critic_ganloss : -543.178766 ∣ generator_nllloss : 5230.473047 ∣ generator_ganloss : 1091.511279 ∣     [  std_z : 1.00  real_sub_fake : 1578.80 ]
[  epoch 0009/0040] 1120/4800, lr:1.0e-04 ∣ avg_100 : 32071.468614 ∣ critic_nllloss : 26291.029687 ∣ critic_ganloss : -673.443970 ∣ generator_nllloss : 5296.154297 ∣ generator_ganloss : 1089.784668 ∣     [  std_z : 0.98  real_sub_fake : 2494.11 ]
[  epoch 0009/0040] 1130/4800, lr:1.0e-04 ∣ avg_100 : 32074.771251 ∣ critic_nllloss : 26325.268359 ∣ critic_ganloss : -415.088284 ∣ generator_nllloss : 5270.312305 ∣ generator_ganloss : 1121.819873 ∣     [  std_z : 0.97  real_sub_fake : 2008.89 ]
[  epoch 0009/0040] 1140/4800, lr:1.0e-04 ∣ avg_100 : 32071.857225 ∣ critic_nllloss : 26169.016016 ∣ critic_ganloss : -510.390021 ∣ generator_nllloss : 5238.292773 ∣ generator_ganloss : 1080.098145 ∣     [  std_z : 0.97  real_sub_fake : 1660.94 ]
[  epoch 0009/0040] 1150/4800, lr:1.0e-04 ∣ avg_100 : 32069.746558 ∣ critic_nllloss : 26191.073828 ∣ critic_ganloss : -552.595483 ∣ generator_nllloss : 5318.455469 ∣ generator_ganloss : 1062.688867 ∣     [  std_z : 0.99  real_sub_fake : 2317.75 ]
[  epoch 0009/0040] 1160/4800, lr:1.0e-04 ∣ avg_100 : 32071.588376 ∣ critic_nllloss : 26255.212695 ∣ critic_ganloss : -567.560669 ∣ generator_nllloss : 5256.697656 ∣ generator_ganloss : 1069.141699 ∣     [  std_z : 1.01  real_sub_fake : 2018.01 ]
[  epoch 0009/0040] 1170/4800, lr:1.0e-04 ∣ avg_100 : 32071.317644 ∣ critic_nllloss : 26106.333398 ∣ critic_ganloss : -686.329327 ∣ generator_nllloss : 5222.382812 ∣ generator_ganloss : 1082.971387 ∣     [  std_z : 0.99  real_sub_fake : 2351.87 ]
[  epoch 0009/0040] 1180/4800, lr:1.0e-04 ∣ avg_100 : 32071.706996 ∣ critic_nllloss : 26338.218359 ∣ critic_ganloss : -753.054395 ∣ generator_nllloss : 5208.526172 ∣ generator_ganloss : 1121.611133 ∣     [  std_z : 0.98  real_sub_fake : 2804.68 ]
[  epoch 0009/0040] 1190/4800, lr:1.0e-04 ∣ avg_100 : 32069.758173 ∣ critic_nllloss : 26169.823828 ∣ critic_ganloss : -486.364307 ∣ generator_nllloss : 5194.361328 ∣ generator_ganloss : 1137.778223 ∣     [  std_z : 0.98  real_sub_fake : 2374.49 ]
[  epoch 0009/0040] 1200/4800, lr:1.0e-04 ∣ avg_100 : 32068.805808 ∣ critic_nllloss : 26074.716602 ∣ critic_ganloss : -539.863318 ∣ generator_nllloss : 5156.053320 ∣ generator_ganloss : 1158.857031 ∣     [  std_z : 0.99  real_sub_fake : 1612.24 ]
[  epoch 0009/0040] 1210/4800, lr:1.0e-04 ∣ avg_100 : 32069.260815 ∣ critic_nllloss : 26239.793359 ∣ critic_ganloss : -424.400507 ∣ generator_nllloss : 5326.738281 ∣ generator_ganloss : 1062.682764 ∣     [  std_z : 0.98  real_sub_fake : 2266.29 ]
[  epoch 0009/0040] 1220/4800, lr:1.0e-04 ∣ avg_100 : 32071.271948 ∣ critic_nllloss : 26461.207617 ∣ critic_ganloss : -511.193756 ∣ generator_nllloss : 5308.625391 ∣ generator_ganloss : 1020.081152 ∣     [  std_z : 0.99  real_sub_fake : 1832.38 ]
[  epoch 0009/0040] 1230/4800, lr:1.0e-04 ∣ avg_100 : 32069.995556 ∣ critic_nllloss : 26168.588477 ∣ critic_ganloss : -538.189261 ∣ generator_nllloss : 5275.481055 ∣ generator_ganloss : 1004.650879 ∣     [  std_z : 0.99  real_sub_fake : 2003.97 ]
[  epoch 0009/0040] 1240/4800, lr:1.0e-04 ∣ avg_100 : 32068.643330 ∣ critic_nllloss : 26414.042773 ∣ critic_ganloss : -624.619464 ∣ generator_nllloss : 5227.853516 ∣ generator_ganloss : 1007.717578 ∣     [  std_z : 0.99  real_sub_fake : 2310.86 ]
[  epoch 0009/0040] 1250/4800, lr:1.0e-04 ∣ avg_100 : 32068.574806 ∣ critic_nllloss : 26105.233398 ∣ critic_ganloss : -475.127612 ∣ generator_nllloss : 5214.083789 ∣ generator_ganloss : 1123.989746 ∣     [  std_z : 0.98  real_sub_fake : 1761.78 ]
[  epoch 0009/0040] 1260/4800, lr:1.0e-04 ∣ avg_100 : 32070.457416 ∣ critic_nllloss : 26175.489453 ∣ critic_ganloss : -515.731519 ∣ generator_nllloss : 5241.315234 ∣ generator_ganloss : 1065.345166 ∣     [  std_z : 0.99  real_sub_fake : 2154.24 ]
[  epoch 0009/0040] 1270/4800, lr:1.0e-04 ∣ avg_100 : 32071.097847 ∣ critic_nllloss : 26270.197656 ∣ critic_ganloss : -537.216425 ∣ generator_nllloss : 5167.058984 ∣ generator_ganloss : 1096.955176 ∣     [  std_z : 0.99  real_sub_fake : 2047.46 ]
[  epoch 0009/0040] 1280/4800, lr:1.0e-04 ∣ avg_100 : 32070.458191 ∣ critic_nllloss : 26422.966211 ∣ critic_ganloss : -547.324609 ∣ generator_nllloss : 5340.039258 ∣ generator_ganloss : 1077.361133 ∣     [  std_z : 1.00  real_sub_fake : 2212.23 ]
[  epoch 0009/0040] 1290/4800, lr:1.0e-04 ∣ avg_100 : 32071.162151 ∣ critic_nllloss : 26254.121875 ∣ critic_ganloss : -578.772028 ∣ generator_nllloss : 5311.631836 ∣ generator_ganloss : 1087.603955 ∣     [  std_z : 0.97  real_sub_fake : 2048.49 ]
[  epoch 0009/0040] 1300/4800, lr:1.0e-04 ∣ avg_100 : 32069.616047 ∣ critic_nllloss : 26083.119141 ∣ critic_ganloss : -464.987122 ∣ generator_nllloss : 5162.314258 ∣ generator_ganloss : 1069.033398 ∣     [  std_z : 0.98  real_sub_fake : 2067.12 ]
[  epoch 0009/0040] 1310/4800, lr:1.0e-04 ∣ avg_100 : 32065.543522 ∣ critic_nllloss : 26242.274609 ∣ critic_ganloss : -441.428619 ∣ generator_nllloss : 5268.522461 ∣ generator_ganloss : 1054.624854 ∣     [  std_z : 1.01  real_sub_fake : 1630.59 ]
[  epoch 0009/0040] 1320/4800, lr:1.0e-04 ∣ avg_100 : 32063.957249 ∣ critic_nllloss : 26148.908984 ∣ critic_ganloss : -440.573212 ∣ generator_nllloss : 5196.576172 ∣ generator_ganloss : 1106.366064 ∣     [  std_z : 1.01  real_sub_fake : 1600.50 ]
[  epoch 0009/0040] 1330/4800, lr:1.0e-04 ∣ avg_100 : 32059.338268 ∣ critic_nllloss : 26138.271875 ∣ critic_ganloss : -546.541229 ∣ generator_nllloss : 5240.076172 ∣ generator_ganloss : 1087.227441 ∣     [  std_z : 1.00  real_sub_fake : 1965.47 ]
[  epoch 0009/0040] 1340/4800, lr:1.0e-04 ∣ avg_100 : 32055.381409 ∣ critic_nllloss : 25993.738281 ∣ critic_ganloss : -666.719269 ∣ generator_nllloss : 5126.439453 ∣ generator_ganloss : 1066.187549 ∣     [  std_z : 0.97  real_sub_fake : 2481.28 ]
[  epoch 0009/0040] 1350/4800, lr:1.0e-04 ∣ avg_100 : 32056.281104 ∣ critic_nllloss : 26165.876172 ∣ critic_ganloss : -462.750198 ∣ generator_nllloss : 5189.718945 ∣ generator_ganloss : 1108.737744 ∣     [  std_z : 0.97  real_sub_fake : 2148.91 ]
[  epoch 0009/0040] 1360/4800, lr:1.0e-04 ∣ avg_100 : 32061.952682 ∣ critic_nllloss : 26345.845313 ∣ critic_ganloss : -262.467229 ∣ generator_nllloss : 5305.603516 ∣ generator_ganloss : 1105.557861 ∣     [  std_z : 1.00  real_sub_fake : 695.28 ]
[  epoch 0009/0040] 1370/4800, lr:1.0e-04 ∣ avg_100 : 32061.046863 ∣ critic_nllloss : 26343.571680 ∣ critic_ganloss : -333.747885 ∣ generator_nllloss : 5307.692578 ∣ generator_ganloss : 1000.532471 ∣     [  std_z : 1.01  real_sub_fake : 1171.79 ]
[  epoch 0009/0040] 1380/4800, lr:1.0e-04 ∣ avg_100 : 32055.319382 ∣ critic_nllloss : 26109.429297 ∣ critic_ganloss : -410.184915 ∣ generator_nllloss : 5190.383203 ∣ generator_ganloss : 1031.088965 ∣     [  std_z : 0.99  real_sub_fake : 1541.04 ]
[  epoch 0009/0040] 1390/4800, lr:1.0e-04 ∣ avg_100 : 32056.431590 ∣ critic_nllloss : 26202.610352 ∣ critic_ganloss : -450.464548 ∣ generator_nllloss : 5226.135742 ∣ generator_ganloss : 1083.158594 ∣     [  std_z : 0.98  real_sub_fake : 1765.03 ]
[  epoch 0009/0040] 1400/4800, lr:1.0e-04 ∣ avg_100 : 32052.726151 ∣ critic_nllloss : 25934.981250 ∣ critic_ganloss : -577.099121 ∣ generator_nllloss : 5241.435156 ∣ generator_ganloss : 1151.794971 ∣     [  std_z : 0.97  real_sub_fake : 2077.38 ]
[  epoch 0009/0040] 1410/4800, lr:1.0e-04 ∣ avg_100 : 32050.142165 ∣ critic_nllloss : 26087.864063 ∣ critic_ganloss : -556.041138 ∣ generator_nllloss : 5256.261914 ∣ generator_ganloss : 1140.223730 ∣     [  std_z : 0.98  real_sub_fake : 2066.34 ]
[  epoch 0009/0040] 1420/4800, lr:1.0e-04 ∣ avg_100 : 32051.179871 ∣ critic_nllloss : 26327.021289 ∣ critic_ganloss : -619.873880 ∣ generator_nllloss : 5399.071484 ∣ generator_ganloss : 1149.900586 ∣     [  std_z : 1.00  real_sub_fake : 2342.84 ]
[  epoch 0009/0040] 1430/4800, lr:1.0e-04 ∣ avg_100 : 32053.272404 ∣ critic_nllloss : 26449.502930 ∣ critic_ganloss : -585.718921 ∣ generator_nllloss : 5327.942969 ∣ generator_ganloss : 1171.800586 ∣     [  std_z : 0.99  real_sub_fake : 2544.92 ]
[  epoch 0009/0040] 1440/4800, lr:1.0e-04 ∣ avg_100 : 32058.966717 ∣ critic_nllloss : 26287.833789 ∣ critic_ganloss : -467.786240 ∣ generator_nllloss : 5345.786914 ∣ generator_ganloss : 1225.163916 ∣     [  std_z : 0.96  real_sub_fake : 1649.59 ]
[  epoch 0009/0040] 1450/4800, lr:1.0e-04 ∣ avg_100 : 32064.093467 ∣ critic_nllloss : 26414.405078 ∣ critic_ganloss : -438.651196 ∣ generator_nllloss : 5315.806250 ∣ generator_ganloss : 1144.920605 ∣     [  std_z : 0.97  real_sub_fake : 1718.40 ]
[  epoch 0009/0040] 1460/4800, lr:1.0e-04 ∣ avg_100 : 32066.092601 ∣ critic_nllloss : 26141.295117 ∣ critic_ganloss : -588.654153 ∣ generator_nllloss : 5262.128906 ∣ generator_ganloss : 1115.866064 ∣     [  std_z : 0.97  real_sub_fake : 1937.20 ]
[  epoch 0009/0040] 1470/4800, lr:1.0e-04 ∣ avg_100 : 32066.005992 ∣ critic_nllloss : 26174.117578 ∣ critic_ganloss : -547.498242 ∣ generator_nllloss : 5176.644531 ∣ generator_ganloss : 1089.315137 ∣     [  std_z : 1.00  real_sub_fake : 2440.96 ]
[  epoch 0009/0040] 1480/4800, lr:1.0e-04 ∣ avg_100 : 32060.803997 ∣ critic_nllloss : 26019.671094 ∣ critic_ganloss : -590.268652 ∣ generator_nllloss : 5269.872852 ∣ generator_ganloss : 1063.294238 ∣     [  std_z : 1.00  real_sub_fake : 2181.80 ]
[  epoch 0009/0040] 1490/4800, lr:1.0e-04 ∣ avg_100 : 32055.475805 ∣ critic_nllloss : 26072.885547 ∣ critic_ganloss : -599.382996 ∣ generator_nllloss : 5164.711133 ∣ generator_ganloss : 1008.632520 ∣     [  std_z : 1.00  real_sub_fake : 2386.33 ]
[  epoch 0009/0040] 1500/4800, lr:1.0e-04 ∣ avg_100 : 32053.845207 ∣ critic_nllloss : 26220.514453 ∣ critic_ganloss : -569.902490 ∣ generator_nllloss : 5211.046680 ∣ generator_ganloss : 1035.225439 ∣     [  std_z : 0.98  real_sub_fake : 2405.49 ]
[  epoch 0009/0040] 1510/4800, lr:1.0e-04 ∣ avg_100 : 32055.582235 ∣ critic_nllloss : 26154.130469 ∣ critic_ganloss : -585.191400 ∣ generator_nllloss : 5246.721875 ∣ generator_ganloss : 1022.681787 ∣     [  std_z : 0.97  real_sub_fake : 2054.64 ]
[  epoch 0009/0040] 1520/4800, lr:1.0e-04 ∣ avg_100 : 32057.946540 ∣ critic_nllloss : 26164.292187 ∣ critic_ganloss : -367.107257 ∣ generator_nllloss : 5339.366797 ∣ generator_ganloss : 1093.332129 ∣     [  std_z : 0.98  real_sub_fake : 1711.01 ]
[  epoch 0009/0040] 1530/4800, lr:1.0e-04 ∣ avg_100 : 32059.657585 ∣ critic_nllloss : 26450.185937 ∣ critic_ganloss : -487.548978 ∣ generator_nllloss : 5285.165625 ∣ generator_ganloss : 1065.035791 ∣     [  std_z : 1.00  real_sub_fake : 1758.54 ]
[  epoch 0009/0040] 1540/4800, lr:1.0e-04 ∣ avg_100 : 32063.273050 ∣ critic_nllloss : 26304.394727 ∣ critic_ganloss : -442.235071 ∣ generator_nllloss : 5301.376367 ∣ generator_ganloss : 1082.863037 ∣     [  std_z : 0.99  real_sub_fake : 1909.23 ]
[  epoch 0009/0040] 1550/4800, lr:1.0e-04 ∣ avg_100 : 32064.785978 ∣ critic_nllloss : 26235.444336 ∣ critic_ganloss : -566.761047 ∣ generator_nllloss : 5313.721875 ∣ generator_ganloss : 1083.070459 ∣     [  std_z : 0.98  real_sub_fake : 1776.04 ]
[  epoch 0009/0040] 1560/4800, lr:1.0e-04 ∣ avg_100 : 32063.636104 ∣ critic_nllloss : 26177.756641 ∣ critic_ganloss : -464.629651 ∣ generator_nllloss : 5251.311523 ∣ generator_ganloss : 1065.574072 ∣     [  std_z : 0.97  real_sub_fake : 2078.24 ]
[  epoch 0009/0040] 1570/4800, lr:1.0e-04 ∣ avg_100 : 32062.374978 ∣ critic_nllloss : 26168.462305 ∣ critic_ganloss : -429.538882 ∣ generator_nllloss : 5152.448828 ∣ generator_ganloss : 1084.024121 ∣     [  std_z : 0.97  real_sub_fake : 1565.02 ]
[  epoch 0009/0040] 1580/4800, lr:1.0e-04 ∣ avg_100 : 32063.868735 ∣ critic_nllloss : 26506.051953 ∣ critic_ganloss : -596.619336 ∣ generator_nllloss : 5297.962500 ∣ generator_ganloss : 1056.432812 ∣     [  std_z : 1.01  real_sub_fake : 2262.90 ]
[  epoch 0009/0040] 1590/4800, lr:1.0e-04 ∣ avg_100 : 32067.062085 ∣ critic_nllloss : 26366.833203 ∣ critic_ganloss : -646.273047 ∣ generator_nllloss : 5327.164258 ∣ generator_ganloss : 1067.868164 ∣     [  std_z : 0.99  real_sub_fake : 2394.74 ]
[  epoch 0009/0040] 1600/4800, lr:1.0e-04 ∣ avg_100 : 32068.299560 ∣ critic_nllloss : 26347.777148 ∣ critic_ganloss : -612.524097 ∣ generator_nllloss : 5282.654102 ∣ generator_ganloss : 1075.271191 ∣     [  std_z : 0.98  real_sub_fake : 2225.02 ]
[  epoch 0009/0040] 1610/4800, lr:1.0e-04 ∣ avg_100 : 32069.163530 ∣ critic_nllloss : 26479.066016 ∣ critic_ganloss : -582.180273 ∣ generator_nllloss : 5349.372656 ∣ generator_ganloss : 1075.097559 ∣     [  std_z : 0.98  real_sub_fake : 2289.82 ]
[  epoch 0009/0040] 1620/4800, lr:1.0e-04 ∣ avg_100 : 32069.516398 ∣ critic_nllloss : 26293.250391 ∣ critic_ganloss : -717.095062 ∣ generator_nllloss : 5238.826172 ∣ generator_ganloss : 1098.385498 ∣     [  std_z : 0.99  real_sub_fake : 2809.32 ]
[  epoch 0009/0040] 1630/4800, lr:1.0e-04 ∣ avg_100 : 32070.662723 ∣ critic_nllloss : 26207.662695 ∣ critic_ganloss : -557.468237 ∣ generator_nllloss : 5249.306836 ∣ generator_ganloss : 1192.538379 ∣     [  std_z : 1.00  real_sub_fake : 2301.69 ]
[  epoch 0009/0040] 1640/4800, lr:1.0e-04 ∣ avg_100 : 32069.931926 ∣ critic_nllloss : 26248.421094 ∣ critic_ganloss : -531.915192 ∣ generator_nllloss : 5228.205078 ∣ generator_ganloss : 1196.620605 ∣     [  std_z : 1.00  real_sub_fake : 2032.82 ]
[  epoch 0009/0040] 1650/4800, lr:1.0e-04 ∣ avg_100 : 32072.674332 ∣ critic_nllloss : 26363.400000 ∣ critic_ganloss : -664.809558 ∣ generator_nllloss : 5224.547461 ∣ generator_ganloss : 1162.424170 ∣     [  std_z : 0.97  real_sub_fake : 2207.17 ]
[  epoch 0009/0040] 1660/4800, lr:1.0e-04 ∣ avg_100 : 32075.110036 ∣ critic_nllloss : 26226.790234 ∣ critic_ganloss : -453.300922 ∣ generator_nllloss : 5220.399609 ∣ generator_ganloss : 1198.914893 ∣     [  std_z : 0.97  real_sub_fake : 2248.00 ]
[  epoch 0009/0040] 1670/4800, lr:1.0e-04 ∣ avg_100 : 32079.946178 ∣ critic_nllloss : 26252.285547 ∣ critic_ganloss : -405.947971 ∣ generator_nllloss : 5260.832422 ∣ generator_ganloss : 1157.246191 ∣     [  std_z : 0.99  real_sub_fake : 1152.64 ]
[  epoch 0009/0040] 1680/4800, lr:1.0e-04 ∣ avg_100 : 32082.311876 ∣ critic_nllloss : 26372.753320 ∣ critic_ganloss : -545.380054 ∣ generator_nllloss : 5256.463281 ∣ generator_ganloss : 1066.906006 ∣     [  std_z : 1.00  real_sub_fake : 1998.45 ]
[  epoch 0009/0040] 1690/4800, lr:1.0e-04 ∣ avg_100 : 32081.016162 ∣ critic_nllloss : 26148.604492 ∣ critic_ganloss : -507.611655 ∣ generator_nllloss : 5193.378906 ∣ generator_ganloss : 1105.662842 ∣     [  std_z : 1.00  real_sub_fake : 1966.25 ]
[  epoch 0009/0040] 1700/4800, lr:1.0e-04 ∣ avg_100 : 32084.820260 ∣ critic_nllloss : 26290.090430 ∣ critic_ganloss : -516.527197 ∣ generator_nllloss : 5334.236133 ∣ generator_ganloss : 1148.086230 ∣     [  std_z : 0.99  real_sub_fake : 2221.06 ]
[  epoch 0009/0040] 1710/4800, lr:1.0e-04 ∣ avg_100 : 32087.616852 ∣ critic_nllloss : 26188.168164 ∣ critic_ganloss : -445.605453 ∣ generator_nllloss : 5189.713672 ∣ generator_ganloss : 1173.427734 ∣     [  std_z : 0.98  real_sub_fake : 1619.69 ]
[  epoch 0009/0040] 1720/4800, lr:1.0e-04 ∣ avg_100 : 32086.427158 ∣ critic_nllloss : 26178.261914 ∣ critic_ganloss : -468.009476 ∣ generator_nllloss : 5228.064844 ∣ generator_ganloss : 1122.283154 ∣     [  std_z : 0.98  real_sub_fake : 2021.96 ]
[  epoch 0009/0040] 1730/4800, lr:1.0e-04 ∣ avg_100 : 32089.974355 ∣ critic_nllloss : 26378.895117 ∣ critic_ganloss : -503.359656 ∣ generator_nllloss : 5223.548633 ∣ generator_ganloss : 1134.841211 ∣     [  std_z : 1.00  real_sub_fake : 1778.32 ]
[  epoch 0009/0040] 1740/4800, lr:1.0e-04 ∣ avg_100 : 32089.962103 ∣ critic_nllloss : 26410.312891 ∣ critic_ganloss : -590.474860 ∣ generator_nllloss : 5239.371680 ∣ generator_ganloss : 1078.403223 ∣     [  std_z : 1.01  real_sub_fake : 2120.36 ]
[  epoch 0009/0040] 1750/4800, lr:1.0e-04 ∣ avg_100 : 32092.299253 ∣ critic_nllloss : 26383.298633 ∣ critic_ganloss : -526.392767 ∣ generator_nllloss : 5325.849023 ∣ generator_ganloss : 1121.797217 ∣     [  std_z : 0.98  real_sub_fake : 2200.20 ]
[  epoch 0009/0040] 1760/4800, lr:1.0e-04 ∣ avg_100 : 32092.532963 ∣ critic_nllloss : 26290.678320 ∣ critic_ganloss : -563.211774 ∣ generator_nllloss : 5254.256055 ∣ generator_ganloss : 1138.570264 ∣     [  std_z : 0.97  real_sub_fake : 1905.48 ]
[  epoch 0009/0040] 1770/4800, lr:1.0e-04 ∣ avg_100 : 32097.942930 ∣ critic_nllloss : 26373.197070 ∣ critic_ganloss : -499.344073 ∣ generator_nllloss : 5320.943750 ∣ generator_ganloss : 1134.285840 ∣     [  std_z : 0.98  real_sub_fake : 2185.51 ]
[  epoch 0009/0040] 1780/4800, lr:1.0e-04 ∣ avg_100 : 32098.263876 ∣ critic_nllloss : 26217.697070 ∣ critic_ganloss : -482.263770 ∣ generator_nllloss : 5148.572461 ∣ generator_ganloss : 1144.255322 ∣     [  std_z : 0.98  real_sub_fake : 1728.89 ]
[  epoch 0009/0040] 1790/4800, lr:1.0e-04 ∣ avg_100 : 32098.110997 ∣ critic_nllloss : 26234.710547 ∣ critic_ganloss : -548.747253 ∣ generator_nllloss : 5247.560547 ∣ generator_ganloss : 1106.656445 ∣     [  std_z : 0.98  real_sub_fake : 2193.10 ]
[  epoch 0009/0040] 1800/4800, lr:1.0e-04 ∣ avg_100 : 32095.456434 ∣ critic_nllloss : 26354.510156 ∣ critic_ganloss : -651.037366 ∣ generator_nllloss : 5256.222070 ∣ generator_ganloss : 1087.207764 ∣     [  std_z : 0.98  real_sub_fake : 2295.59 ]
[  epoch 0009/0040] 1810/4800, lr:1.0e-04 ∣ avg_100 : 32093.161723 ∣ critic_nllloss : 26160.623828 ∣ critic_ganloss : -555.162628 ∣ generator_nllloss : 5191.097266 ∣ generator_ganloss : 1108.264502 ∣     [  std_z : 0.98  real_sub_fake : 2059.12 ]
[  epoch 0009/0040] 1820/4800, lr:1.0e-04 ∣ avg_100 : 32091.675470 ∣ critic_nllloss : 26383.221094 ∣ critic_ganloss : -674.214801 ∣ generator_nllloss : 5225.500781 ∣ generator_ganloss : 1098.231689 ∣     [  std_z : 1.00  real_sub_fake : 2386.62 ]
[  epoch 0009/0040] 1830/4800, lr:1.0e-04 ∣ avg_100 : 32092.708209 ∣ critic_nllloss : 26368.832422 ∣ critic_ganloss : -568.332172 ∣ generator_nllloss : 5401.635742 ∣ generator_ganloss : 1158.598486 ∣     [  std_z : 1.00  real_sub_fake : 2561.87 ]
[  epoch 0009/0040] 1840/4800, lr:1.0e-04 ∣ avg_100 : 32098.921137 ∣ critic_nllloss : 26495.691602 ∣ critic_ganloss : -510.190918 ∣ generator_nllloss : 5282.336523 ∣ generator_ganloss : 1151.924268 ∣     [  std_z : 0.97  real_sub_fake : 1983.49 ]
[  epoch 0009/0040] 1850/4800, lr:1.0e-04 ∣ avg_100 : 32098.162205 ∣ critic_nllloss : 26271.647070 ∣ critic_ganloss : -674.256592 ∣ generator_nllloss : 5266.554883 ∣ generator_ganloss : 1123.396924 ∣     [  std_z : 0.97  real_sub_fake : 2398.91 ]
[  epoch 0009/0040] 1860/4800, lr:1.0e-04 ∣ avg_100 : 32102.165566 ∣ critic_nllloss : 26446.904883 ∣ critic_ganloss : -481.692175 ∣ generator_nllloss : 5279.969141 ∣ generator_ganloss : 1148.523926 ∣     [  std_z : 0.98  real_sub_fake : 2301.88 ]
[  epoch 0009/0040] 1870/4800, lr:1.0e-04 ∣ avg_100 : 32102.605839 ∣ critic_nllloss : 26221.542969 ∣ critic_ganloss : -425.398138 ∣ generator_nllloss : 5201.282031 ∣ generator_ganloss : 1128.057373 ∣     [  std_z : 0.99  real_sub_fake : 1491.04 ]
[  epoch 0009/0040] 1880/4800, lr:1.0e-04 ∣ avg_100 : 32101.717383 ∣ critic_nllloss : 26330.509570 ∣ critic_ganloss : -493.908835 ∣ generator_nllloss : 5341.030469 ∣ generator_ganloss : 1120.561523 ∣     [  std_z : 0.99  real_sub_fake : 1681.55 ]
[  epoch 0009/0040] 1890/4800, lr:1.0e-04 ∣ avg_100 : 32105.915701 ∣ critic_nllloss : 26217.429492 ∣ critic_ganloss : -449.174048 ∣ generator_nllloss : 5309.181250 ∣ generator_ganloss : 1083.860840 ∣     [  std_z : 0.98  real_sub_fake : 2066.00 ]
[  epoch 0009/0040] 1900/4800, lr:1.0e-04 ∣ avg_100 : 32103.398298 ∣ critic_nllloss : 26202.769531 ∣ critic_ganloss : -477.314111 ∣ generator_nllloss : 5311.952344 ∣ generator_ganloss : 1100.187109 ∣     [  std_z : 0.96  real_sub_fake : 1708.51 ]
[  epoch 0009/0040] 1910/4800, lr:1.0e-04 ∣ avg_100 : 32102.036765 ∣ critic_nllloss : 26337.422852 ∣ critic_ganloss : -562.589331 ∣ generator_nllloss : 5277.820117 ∣ generator_ganloss : 1094.591797 ∣     [  std_z : 0.97  real_sub_fake : 1917.54 ]
[  epoch 0009/0040] 1920/4800, lr:1.0e-04 ∣ avg_100 : 32105.173213 ∣ critic_nllloss : 26583.163281 ∣ critic_ganloss : -699.426123 ∣ generator_nllloss : 5312.586328 ∣ generator_ganloss : 1098.375439 ∣     [  std_z : 0.99  real_sub_fake : 2628.31 ]
[  epoch 0009/0040] 1930/4800, lr:1.0e-04 ∣ avg_100 : 32105.285590 ∣ critic_nllloss : 26357.920117 ∣ critic_ganloss : -579.525397 ∣ generator_nllloss : 5252.609180 ∣ generator_ganloss : 1124.648975 ∣     [  std_z : 1.00  real_sub_fake : 2378.32 ]
[  epoch 0009/0040] 1940/4800, lr:1.0e-04 ∣ avg_100 : 32107.269440 ∣ critic_nllloss : 26243.071875 ∣ critic_ganloss : -481.057339 ∣ generator_nllloss : 5283.997461 ∣ generator_ganloss : 1115.622949 ∣     [  std_z : 0.99  real_sub_fake : 1978.69 ]
[  epoch 0009/0040] 1950/4800, lr:1.0e-04 ∣ avg_100 : 32108.059935 ∣ critic_nllloss : 26348.779687 ∣ critic_ganloss : -501.519626 ∣ generator_nllloss : 5244.443359 ∣ generator_ganloss : 1127.297852 ∣     [  std_z : 0.99  real_sub_fake : 1908.67 ]
[  epoch 0009/0040] 1960/4800, lr:1.0e-04 ∣ avg_100 : 32111.293886 ∣ critic_nllloss : 26529.182227 ∣ critic_ganloss : -561.833582 ∣ generator_nllloss : 5346.174219 ∣ generator_ganloss : 1119.812842 ∣     [  std_z : 0.98  real_sub_fake : 1933.32 ]
[  epoch 0009/0040] 1970/4800, lr:1.0e-04 ∣ avg_100 : 32108.122082 ∣ critic_nllloss : 26299.351367 ∣ critic_ganloss : -597.416504 ∣ generator_nllloss : 5216.788867 ∣ generator_ganloss : 1135.955762 ∣     [  std_z : 0.99  real_sub_fake : 2160.84 ]
[  epoch 0009/0040] 1980/4800, lr:1.0e-04 ∣ avg_100 : 32113.672016 ∣ critic_nllloss : 26422.772266 ∣ critic_ganloss : -415.661276 ∣ generator_nllloss : 5229.696289 ∣ generator_ganloss : 1174.710840 ∣     [  std_z : 1.00  real_sub_fake : 2049.68 ]
[  epoch 0009/0040] 1990/4800, lr:1.0e-04 ∣ avg_100 : 32111.319381 ∣ critic_nllloss : 26161.830469 ∣ critic_ganloss : -471.440799 ∣ generator_nllloss : 5243.252930 ∣ generator_ganloss : 1158.311182 ∣     [  std_z : 0.99  real_sub_fake : 1497.23 ]
[  epoch 0009/0040] 2000/4800, lr:1.0e-04 ∣ avg_100 : 32109.448650 ∣ critic_nllloss : 26398.325391 ∣ critic_ganloss : -689.923437 ∣ generator_nllloss : 5256.524609 ∣ generator_ganloss : 1121.270117 ∣     [  std_z : 0.98  real_sub_fake : 2437.84 ]
[  epoch 0009/0040] 2010/4800, lr:1.0e-04 ∣ avg_100 : 32110.132145 ∣ critic_nllloss : 26209.918750 ∣ critic_ganloss : -221.447409 ∣ generator_nllloss : 5183.451367 ∣ generator_ganloss : 1153.371582 ∣     [  std_z : 0.98  real_sub_fake : 1376.09 ]
[  epoch 0009/0040] 2020/4800, lr:1.0e-04 ∣ avg_100 : 32107.395988 ∣ critic_nllloss : 25901.252930 ∣ critic_ganloss : -325.545697 ∣ generator_nllloss : 5141.883203 ∣ generator_ganloss : 1118.641895 ∣     [  std_z : 0.98  real_sub_fake : 969.53 ]
[  epoch 0009/0040] 2030/4800, lr:1.0e-04 ∣ avg_100 : 32102.404408 ∣ critic_nllloss : 26067.092187 ∣ critic_ganloss : -485.017715 ∣ generator_nllloss : 5180.240039 ∣ generator_ganloss : 1064.590625 ∣     [  std_z : 0.99  real_sub_fake : 1699.50 ]
[  epoch 0009/0040] 2040/4800, lr:1.0e-04 ∣ avg_100 : 32102.308715 ∣ critic_nllloss : 26128.406250 ∣ critic_ganloss : -364.835519 ∣ generator_nllloss : 5188.166406 ∣ generator_ganloss : 1137.276465 ∣     [  std_z : 1.00  real_sub_fake : 1672.28 ]
[  epoch 0009/0040] 2050/4800, lr:1.0e-04 ∣ avg_100 : 32102.112632 ∣ critic_nllloss : 26533.944922 ∣ critic_ganloss : -514.016595 ∣ generator_nllloss : 5250.569727 ∣ generator_ganloss : 1130.922803 ∣     [  std_z : 0.99  real_sub_fake : 1708.91 ]
[  epoch 0009/0040] 2060/4800, lr:1.0e-04 ∣ avg_100 : 32096.750899 ∣ critic_nllloss : 26287.475977 ∣ critic_ganloss : -807.868707 ∣ generator_nllloss : 5194.367188 ∣ generator_ganloss : 1142.549951 ∣     [  std_z : 0.98  real_sub_fake : 2701.00 ]
[  epoch 0009/0040] 2070/4800, lr:1.0e-04 ∣ avg_100 : 32100.137044 ∣ critic_nllloss : 26369.933789 ∣ critic_ganloss : -378.088635 ∣ generator_nllloss : 5254.913672 ∣ generator_ganloss : 1229.947217 ∣     [  std_z : 0.99  real_sub_fake : 2600.37 ]
[  epoch 0009/0040] 2080/4800, lr:1.0e-04 ∣ avg_100 : 32105.258508 ∣ critic_nllloss : 26442.992188 ∣ critic_ganloss : -381.209247 ∣ generator_nllloss : 5232.348047 ∣ generator_ganloss : 1232.052783 ∣     [  std_z : 1.00  real_sub_fake : 1062.01 ]
[  epoch 0009/0040] 2090/4800, lr:1.0e-04 ∣ avg_100 : 32106.046963 ∣ critic_nllloss : 26339.970117 ∣ critic_ganloss : -455.062753 ∣ generator_nllloss : 5265.322656 ∣ generator_ganloss : 1165.920947 ∣     [  std_z : 0.99  real_sub_fake : 1497.93 ]
[  epoch 0009/0040] 2100/4800, lr:1.0e-04 ∣ avg_100 : 32106.922432 ∣ critic_nllloss : 26324.613281 ∣ critic_ganloss : -551.906189 ∣ generator_nllloss : 5385.554492 ∣ generator_ganloss : 1092.024414 ∣     [  std_z : 0.99  real_sub_fake : 2450.94 ]
[  epoch 0009/0040] 2110/4800, lr:1.0e-04 ∣ avg_100 : 32109.783718 ∣ critic_nllloss : 26256.179492 ∣ critic_ganloss : -421.368323 ∣ generator_nllloss : 5331.555664 ∣ generator_ganloss : 1118.003076 ∣     [  std_z : 0.98  real_sub_fake : 1634.36 ]
[  epoch 0009/0040] 2120/4800, lr:1.0e-04 ∣ avg_100 : 32112.134396 ∣ critic_nllloss : 26384.199609 ∣ critic_ganloss : -502.432642 ∣ generator_nllloss : 5278.958203 ∣ generator_ganloss : 1077.867285 ∣     [  std_z : 0.98  real_sub_fake : 1593.96 ]
[  epoch 0009/0040] 2130/4800, lr:1.0e-04 ∣ avg_100 : 32110.992512 ∣ critic_nllloss : 26351.991016 ∣ critic_ganloss : -461.256085 ∣ generator_nllloss : 5209.908008 ∣ generator_ganloss : 1087.480908 ∣     [  std_z : 0.99  real_sub_fake : 1847.81 ]
[  epoch 0009/0040] 2140/4800, lr:1.0e-04 ∣ avg_100 : 32109.481420 ∣ critic_nllloss : 26220.496484 ∣ critic_ganloss : -595.876483 ∣ generator_nllloss : 5193.356445 ∣ generator_ganloss : 1007.931299 ∣     [  std_z : 0.98  real_sub_fake : 2254.11 ]
[  epoch 0009/0040] 2150/4800, lr:1.0e-04 ∣ avg_100 : 32110.918969 ∣ critic_nllloss : 26340.232422 ∣ critic_ganloss : -554.625577 ∣ generator_nllloss : 5294.626758 ∣ generator_ganloss : 1083.143945 ∣     [  std_z : 1.00  real_sub_fake : 1967.34 ]
[  epoch 0009/0040] 2160/4800, lr:1.0e-04 ∣ avg_100 : 32111.887592 ∣ critic_nllloss : 26316.308398 ∣ critic_ganloss : -527.940356 ∣ generator_nllloss : 5255.286133 ∣ generator_ganloss : 1066.699512 ∣     [  std_z : 0.99  real_sub_fake : 2108.60 ]
[  epoch 0009/0040] 2170/4800, lr:1.0e-04 ∣ avg_100 : 32118.009716 ∣ critic_nllloss : 26438.706836 ∣ critic_ganloss : -555.936719 ∣ generator_nllloss : 5392.020117 ∣ generator_ganloss : 1062.780469 ∣     [  std_z : 0.98  real_sub_fake : 2159.15 ]
[  epoch 0009/0040] 2180/4800, lr:1.0e-04 ∣ avg_100 : 32120.589583 ∣ critic_nllloss : 26281.110938 ∣ critic_ganloss : -482.491315 ∣ generator_nllloss : 5292.636914 ∣ generator_ganloss : 1082.031445 ∣     [  std_z : 0.97  real_sub_fake : 2276.81 ]
[  epoch 0009/0040] 2190/4800, lr:1.0e-04 ∣ avg_100 : 32121.800524 ∣ critic_nllloss : 26166.665430 ∣ critic_ganloss : -479.460779 ∣ generator_nllloss : 5326.433984 ∣ generator_ganloss : 1123.054541 ∣     [  std_z : 0.97  real_sub_fake : 1520.90 ]
[  epoch 0009/0040] 2200/4800, lr:1.0e-04 ∣ avg_100 : 32124.285258 ∣ critic_nllloss : 26245.971875 ∣ critic_ganloss : -537.703937 ∣ generator_nllloss : 5292.416016 ∣ generator_ganloss : 1097.553027 ∣     [  std_z : 0.99  real_sub_fake : 1863.58 ]
[  epoch 0009/0040] 2210/4800, lr:1.0e-04 ∣ avg_100 : 32123.337184 ∣ critic_nllloss : 26366.493945 ∣ critic_ganloss : -591.498236 ∣ generator_nllloss : 5267.923633 ∣ generator_ganloss : 1067.087207 ∣     [  std_z : 1.01  real_sub_fake : 2374.97 ]
[  epoch 0009/0040] 2220/4800, lr:1.0e-04 ∣ avg_100 : 32119.744134 ∣ critic_nllloss : 25951.116992 ∣ critic_ganloss : -417.576648 ∣ generator_nllloss : 5269.173828 ∣ generator_ganloss : 1116.701172 ∣     [  std_z : 0.99  real_sub_fake : 1894.28 ]
[  epoch 0009/0040] 2230/4800, lr:1.0e-04 ∣ avg_100 : 32122.588323 ∣ critic_nllloss : 26211.411914 ∣ critic_ganloss : -393.897617 ∣ generator_nllloss : 5238.055469 ∣ generator_ganloss : 1139.380273 ∣     [  std_z : 0.97  real_sub_fake : 1364.38 ]
[  epoch 0009/0040] 2240/4800, lr:1.0e-04 ∣ avg_100 : 32121.147071 ∣ critic_nllloss : 26031.995117 ∣ critic_ganloss : -454.388361 ∣ generator_nllloss : 5225.097656 ∣ generator_ganloss : 1078.164844 ∣     [  std_z : 0.97  real_sub_fake : 1681.98 ]
[  epoch 0009/0040] 2250/4800, lr:1.0e-04 ∣ avg_100 : 32120.972629 ∣ critic_nllloss : 26149.998242 ∣ critic_ganloss : -545.280023 ∣ generator_nllloss : 5252.379883 ∣ generator_ganloss : 1093.636963 ∣     [  std_z : 0.98  real_sub_fake : 2177.77 ]
[  epoch 0009/0040] 2260/4800, lr:1.0e-04 ∣ avg_100 : 32123.170953 ∣ critic_nllloss : 26224.099609 ∣ critic_ganloss : -474.032022 ∣ generator_nllloss : 5313.760352 ∣ generator_ganloss : 1122.422852 ∣     [  std_z : 0.99  real_sub_fake : 1933.72 ]
[  epoch 0009/0040] 2270/4800, lr:1.0e-04 ∣ avg_100 : 32124.181330 ∣ critic_nllloss : 26276.440430 ∣ critic_ganloss : -562.269894 ∣ generator_nllloss : 5290.225977 ∣ generator_ganloss : 1093.636523 ∣     [  std_z : 0.99  real_sub_fake : 1881.26 ]
[  epoch 0009/0040] 2280/4800, lr:1.0e-04 ∣ avg_100 : 32122.464045 ∣ critic_nllloss : 26317.623633 ∣ critic_ganloss : -527.217938 ∣ generator_nllloss : 5266.684570 ∣ generator_ganloss : 1064.223242 ∣     [  std_z : 0.98  real_sub_fake : 2124.95 ]
[  epoch 0009/0040] 2290/4800, lr:1.0e-04 ∣ avg_100 : 32121.753877 ∣ critic_nllloss : 26138.360352 ∣ critic_ganloss : -456.692764 ∣ generator_nllloss : 5251.026563 ∣ generator_ganloss : 1070.874707 ∣     [  std_z : 0.98  real_sub_fake : 1793.58 ]
[  epoch 0009/0040] 2300/4800, lr:1.0e-04 ∣ avg_100 : 32126.077635 ∣ critic_nllloss : 26320.891992 ∣ critic_ganloss : -507.361548 ∣ generator_nllloss : 5362.696094 ∣ generator_ganloss : 1105.628906 ∣     [  std_z : 0.99  real_sub_fake : 1735.90 ]
[  epoch 0009/0040] 2310/4800, lr:1.0e-04 ∣ avg_100 : 32127.921431 ∣ critic_nllloss : 26400.262500 ∣ critic_ganloss : -530.742859 ∣ generator_nllloss : 5349.770117 ∣ generator_ganloss : 1089.083203 ∣     [  std_z : 0.98  real_sub_fake : 2262.96 ]
[  epoch 0009/0040] 2320/4800, lr:1.0e-04 ∣ avg_100 : 32130.176574 ∣ critic_nllloss : 26365.388672 ∣ critic_ganloss : -508.432327 ∣ generator_nllloss : 5299.680078 ∣ generator_ganloss : 1080.155859 ∣     [  std_z : 0.97  real_sub_fake : 1978.29 ]
[  epoch 0009/0040] 2330/4800, lr:1.0e-04 ∣ avg_100 : 32130.546046 ∣ critic_nllloss : 26106.483398 ∣ critic_ganloss : -429.918784 ∣ generator_nllloss : 5185.030469 ∣ generator_ganloss : 1094.386328 ∣     [  std_z : 0.97  real_sub_fake : 1639.69 ]
[  epoch 0009/0040] 2340/4800, lr:1.0e-04 ∣ avg_100 : 32136.565034 ∣ critic_nllloss : 26350.605664 ∣ critic_ganloss : -546.714612 ∣ generator_nllloss : 5240.768750 ∣ generator_ganloss : 1076.885059 ∣     [  std_z : 1.00  real_sub_fake : 1813.34 ]
[  epoch 0009/0040] 2350/4800, lr:1.0e-04 ∣ avg_100 : 32137.204554 ∣ critic_nllloss : 26287.860938 ∣ critic_ganloss : -657.085089 ∣ generator_nllloss : 5377.906445 ∣ generator_ganloss : 1056.852344 ∣     [  std_z : 1.00  real_sub_fake : 2548.61 ]
[  epoch 0009/0040] 2360/4800, lr:1.0e-04 ∣ avg_100 : 32134.237769 ∣ critic_nllloss : 26352.708398 ∣ critic_ganloss : -394.360654 ∣ generator_nllloss : 5146.096680 ∣ generator_ganloss : 1093.416553 ∣     [  std_z : 0.98  real_sub_fake : 1899.62 ]
[  epoch 0009/0040] 2370/4800, lr:1.0e-04 ∣ avg_100 : 32132.422988 ∣ critic_nllloss : 26262.908203 ∣ critic_ganloss : -433.039291 ∣ generator_nllloss : 5261.326563 ∣ generator_ganloss : 1045.375293 ∣     [  std_z : 0.98  real_sub_fake : 1446.04 ]
[  epoch 0009/0040] 2380/4800, lr:1.0e-04 ∣ avg_100 : 32132.708412 ∣ critic_nllloss : 26138.344727 ∣ critic_ganloss : -433.298633 ∣ generator_nllloss : 5195.635742 ∣ generator_ganloss : 1048.577051 ∣     [  std_z : 0.98  real_sub_fake : 1772.81 ]
[  epoch 0009/0040] 2390/4800, lr:1.0e-04 ∣ avg_100 : 32133.933031 ∣ critic_nllloss : 26310.016406 ∣ critic_ganloss : -391.077798 ∣ generator_nllloss : 5201.951172 ∣ generator_ganloss : 1063.012354 ∣     [  std_z : 0.98  real_sub_fake : 1458.34 ]
[  epoch 0009/0040] 2400/4800, lr:1.0e-04 ∣ avg_100 : 32139.952498 ∣ critic_nllloss : 26476.648047 ∣ critic_ganloss : -513.929437 ∣ generator_nllloss : 5327.180078 ∣ generator_ganloss : 1063.160254 ∣     [  std_z : 1.00  real_sub_fake : 1628.25 ]
[  epoch 0009/0040] 2410/4800, lr:1.0e-04 ∣ avg_100 : 32142.181741 ∣ critic_nllloss : 26348.630664 ∣ critic_ganloss : -652.071899 ∣ generator_nllloss : 5387.586719 ∣ generator_ganloss : 1067.087305 ∣     [  std_z : 0.99  real_sub_fake : 2337.76 ]
[  epoch 0009/0040] 2420/4800, lr:1.0e-04 ∣ avg_100 : 32142.932559 ∣ critic_nllloss : 26235.671289 ∣ critic_ganloss : -313.741057 ∣ generator_nllloss : 5247.953516 ∣ generator_ganloss : 1161.317578 ∣     [  std_z : 0.98  real_sub_fake : 2092.84 ]
[  epoch 0009/0040] 2430/4800, lr:1.0e-04 ∣ avg_100 : 32144.475423 ∣ critic_nllloss : 26201.166211 ∣ critic_ganloss : -94.362670 ∣ generator_nllloss : 5192.414258 ∣ generator_ganloss : 1218.596143 ∣  [  std_z : 0.99  real_sub_fake : 285.40 ]
[  epoch 0009/0040] 2440/4800, lr:1.0e-04 ∣ avg_100 : 32147.963182 ∣ critic_nllloss : 26336.745117 ∣ critic_ganloss : -107.480457 ∣ generator_nllloss : 5259.052344 ∣ generator_ganloss : 1251.457324 ∣     [  std_z : 1.00  real_sub_fake : 293.72 ]
[  epoch 0009/0040] 2450/4800, lr:1.0e-04 ∣ avg_100 : 32149.732400 ∣ critic_nllloss : 26246.960938 ∣ critic_ganloss : -191.864296 ∣ generator_nllloss : 5332.569336 ∣ generator_ganloss : 1225.736572 ∣     [  std_z : 0.98  real_sub_fake : 544.24 ]
[  epoch 0009/0040] 2460/4800, lr:1.0e-04 ∣ avg_100 : 32156.085427 ∣ critic_nllloss : 26282.015820 ∣ critic_ganloss : -239.748444 ∣ generator_nllloss : 5327.903906 ∣ generator_ganloss : 1195.767334 ∣     [  std_z : 0.98  real_sub_fake : 855.39 ]
[  epoch 0009/0040] 2470/4800, lr:1.0e-04 ∣ avg_100 : 32161.683096 ∣ critic_nllloss : 26344.759961 ∣ critic_ganloss : -386.413806 ∣ generator_nllloss : 5343.438281 ∣ generator_ganloss : 1150.561475 ∣     [  std_z : 0.97  real_sub_fake : 1319.33 ]
[  epoch 0009/0040] 2480/4800, lr:1.0e-04 ∣ avg_100 : 32165.823028 ∣ critic_nllloss : 26287.693164 ∣ critic_ganloss : -498.284024 ∣ generator_nllloss : 5276.148438 ∣ generator_ganloss : 1111.005127 ∣     [  std_z : 0.98  real_sub_fake : 1653.50 ]
[  epoch 0009/0040] 2490/4800, lr:1.0e-04 ∣ avg_100 : 32172.749857 ∣ critic_nllloss : 26355.257422 ∣ critic_ganloss : -487.363065 ∣ generator_nllloss : 5329.401172 ∣ generator_ganloss : 1142.233594 ∣     [  std_z : 0.98  real_sub_fake : 1931.37 ]
[  epoch 0009/0040] 2500/4800, lr:1.0e-04 ∣ avg_100 : 32179.512625 ∣ critic_nllloss : 26487.204297 ∣ critic_ganloss : -391.953851 ∣ generator_nllloss : 5292.607617 ∣ generator_ganloss : 1185.302832 ∣     [  std_z : 0.98  real_sub_fake : 1736.67 ]
[  epoch 0009/0040] 2510/4800, lr:1.0e-04 ∣ avg_100 : 32185.068189 ∣ critic_nllloss : 26317.495898 ∣ critic_ganloss : -418.581046 ∣ generator_nllloss : 5335.852539 ∣ generator_ganloss : 1159.131738 ∣     [  std_z : 0.98  real_sub_fake : 1488.71 ]
[  epoch 0009/0040] 2520/4800, lr:1.0e-04 ∣ avg_100 : 32182.612054 ∣ critic_nllloss : 26214.640039 ∣ critic_ganloss : -634.024066 ∣ generator_nllloss : 5273.601172 ∣ generator_ganloss : 1130.053174 ∣     [  std_z : 0.99  real_sub_fake : 2300.53 ]
[  epoch 0009/0040] 2530/4800, lr:1.0e-04 ∣ avg_100 : 32181.549286 ∣ critic_nllloss : 26331.798242 ∣ critic_ganloss : -469.902597 ∣ generator_nllloss : 5226.330078 ∣ generator_ganloss : 1118.335889 ∣     [  std_z : 1.00  real_sub_fake : 2091.71 ]
[  epoch 0009/0040] 2540/4800, lr:1.0e-04 ∣ avg_100 : 32177.639482 ∣ critic_nllloss : 26013.792187 ∣ critic_ganloss : -464.187082 ∣ generator_nllloss : 5170.982422 ∣ generator_ganloss : 1134.831104 ∣     [  std_z : 1.00  real_sub_fake : 1545.14 ]
[  epoch 0009/0040] 2550/4800, lr:1.0e-04 ∣ avg_100 : 32175.199992 ∣ critic_nllloss : 26186.638672 ∣ critic_ganloss : -680.786932 ∣ generator_nllloss : 5189.629687 ∣ generator_ganloss : 1126.045166 ∣     [  std_z : 0.99  real_sub_fake : 2331.92 ]
[  epoch 0009/0040] 2560/4800, lr:1.0e-04 ∣ avg_100 : 32175.336608 ∣ critic_nllloss : 26154.920117 ∣ critic_ganloss : -413.145157 ∣ generator_nllloss : 5207.823828 ∣ generator_ganloss : 1094.075439 ∣     [  std_z : 0.98  real_sub_fake : 2347.49 ]
[  epoch 0009/0040] 2570/4800, lr:1.0e-04 ∣ avg_100 : 32178.406359 ∣ critic_nllloss : 26476.011328 ∣ critic_ganloss : -518.488898 ∣ generator_nllloss : 5230.649414 ∣ generator_ganloss : 1094.199609 ∣     [  std_z : 1.00  real_sub_fake : 1520.97 ]
[  epoch 0009/0040] 2580/4800, lr:1.0e-04 ∣ avg_100 : 32176.542882 ∣ critic_nllloss : 26315.067773 ∣ critic_ganloss : -516.458881 ∣ generator_nllloss : 5232.659180 ∣ generator_ganloss : 1046.212158 ∣     [  std_z : 0.99  real_sub_fake : 2228.55 ]
[  epoch 0009/0040] 2590/4800, lr:1.0e-04 ∣ avg_100 : 32175.173361 ∣ critic_nllloss : 26288.417969 ∣ critic_ganloss : -633.713098 ∣ generator_nllloss : 5303.385742 ∣ generator_ganloss : 1020.549902 ∣     [  std_z : 1.00  real_sub_fake : 2187.43 ]
[  epoch 0009/0040] 2600/4800, lr:1.0e-04 ∣ avg_100 : 32173.543888 ∣ critic_nllloss : 26218.070703 ∣ critic_ganloss : -597.588843 ∣ generator_nllloss : 5235.023047 ∣ generator_ganloss : 1074.726123 ∣     [  std_z : 0.98  real_sub_fake : 2272.41 ]
[  epoch 0009/0040] 2610/4800, lr:1.0e-04 ∣ avg_100 : 32172.235166 ∣ critic_nllloss : 26212.641016 ∣ critic_ganloss : -340.519621 ∣ generator_nllloss : 5196.029492 ∣ generator_ganloss : 1122.332861 ∣     [  std_z : 0.98  real_sub_fake : 1183.36 ]
[  epoch 0009/0040] 2620/4800, lr:1.0e-04 ∣ avg_100 : 32174.981985 ∣ critic_nllloss : 26311.857422 ∣ critic_ganloss : -487.321036 ∣ generator_nllloss : 5298.011133 ∣ generator_ganloss : 1065.501367 ∣     [  std_z : 0.99  real_sub_fake : 1591.58 ]
[  epoch 0009/0040] 2630/4800, lr:1.0e-04 ∣ avg_100 : 32176.521145 ∣ critic_nllloss : 26434.875391 ∣ critic_ganloss : -530.085480 ∣ generator_nllloss : 5252.466797 ∣ generator_ganloss : 1088.698926 ∣     [  std_z : 0.98  real_sub_fake : 2613.74 ]
[  epoch 0009/0040] 2640/4800, lr:1.0e-04 ∣ avg_100 : 32176.357225 ∣ critic_nllloss : 26106.774414 ∣ critic_ganloss : -393.019754 ∣ generator_nllloss : 5282.337695 ∣ generator_ganloss : 1128.847266 ∣     [  std_z : 0.99  real_sub_fake : 1399.02 ]
[  epoch 0009/0040] 2650/4800, lr:1.0e-04 ∣ avg_100 : 32179.301523 ∣ critic_nllloss : 26520.850195 ∣ critic_ganloss : -553.306918 ∣ generator_nllloss : 5319.842188 ∣ generator_ganloss : 1092.606445 ∣     [  std_z : 0.98  real_sub_fake : 1780.71 ]
[  epoch 0009/0040] 2660/4800, lr:1.0e-04 ∣ avg_100 : 32183.418200 ∣ critic_nllloss : 26615.349805 ∣ critic_ganloss : -474.589557 ∣ generator_nllloss : 5359.123047 ∣ generator_ganloss : 1104.588184 ∣     [  std_z : 0.99  real_sub_fake : 2334.19 ]
[  epoch 0009/0040] 2670/4800, lr:1.0e-04 ∣ avg_100 : 32182.838731 ∣ critic_nllloss : 26329.138086 ∣ critic_ganloss : -548.190707 ∣ generator_nllloss : 5329.200977 ∣ generator_ganloss : 1096.320898 ∣     [  std_z : 0.99  real_sub_fake : 1929.95 ]
[  epoch 0009/0040] 2680/4800, lr:1.0e-04 ∣ avg_100 : 32183.256648 ∣ critic_nllloss : 26445.094531 ∣ critic_ganloss : -628.112665 ∣ generator_nllloss : 5276.590234 ∣ generator_ganloss : 1098.962158 ∣     [  std_z : 1.00  real_sub_fake : 2360.11 ]
[  epoch 0009/0040] 2690/4800, lr:1.0e-04 ∣ avg_100 : 32185.619924 ∣ critic_nllloss : 26451.540430 ∣ critic_ganloss : -656.168390 ∣ generator_nllloss : 5295.802734 ∣ generator_ganloss : 1085.187402 ∣     [  std_z : 0.99  real_sub_fake : 2433.61 ]
[  epoch 0009/0040] 2700/4800, lr:1.0e-04 ∣ avg_100 : 32183.163421 ∣ critic_nllloss : 26293.028125 ∣ critic_ganloss : -591.209406 ∣ generator_nllloss : 5197.245508 ∣ generator_ganloss : 1111.171143 ∣     [  std_z : 0.99  real_sub_fake : 2354.46 ]
[  epoch 0009/0040] 2710/4800, lr:1.0e-04 ∣ avg_100 : 32186.031446 ∣ critic_nllloss : 26388.701562 ∣ critic_ganloss : -465.065308 ∣ generator_nllloss : 5357.806250 ∣ generator_ganloss : 1111.064111 ∣     [  std_z : 0.98  real_sub_fake : 2026.94 ]
[  epoch 0009/0040] 2720/4800, lr:1.0e-04 ∣ avg_100 : 32186.488380 ∣ critic_nllloss : 26245.635352 ∣ critic_ganloss : -502.009918 ∣ generator_nllloss : 5229.000195 ∣ generator_ganloss : 1133.668213 ∣     [  std_z : 0.99  real_sub_fake : 1550.61 ]
[  epoch 0009/0040] 2730/4800, lr:1.0e-04 ∣ avg_100 : 32182.166520 ∣ critic_nllloss : 26071.525781 ∣ critic_ganloss : -502.934747 ∣ generator_nllloss : 5153.740625 ∣ generator_ganloss : 1079.407617 ∣     [  std_z : 0.99  real_sub_fake : 2099.59 ]
[  epoch 0009/0040] 2740/4800, lr:1.0e-04 ∣ avg_100 : 32178.463939 ∣ critic_nllloss : 25997.351367 ∣ critic_ganloss : -541.759332 ∣ generator_nllloss : 5235.079687 ∣ generator_ganloss : 1076.683057 ∣     [  std_z : 0.99  real_sub_fake : 2037.21 ]
[  epoch 0009/0040] 2750/4800, lr:1.0e-04 ∣ avg_100 : 32175.507451 ∣ critic_nllloss : 26294.743750 ∣ critic_ganloss : -536.063818 ∣ generator_nllloss : 5199.625195 ∣ generator_ganloss : 1050.598193 ∣     [  std_z : 0.99  real_sub_fake : 2187.14 ]
[  epoch 0009/0040] 2760/4800, lr:1.0e-04 ∣ avg_100 : 32172.765997 ∣ critic_nllloss : 26087.940430 ∣ critic_ganloss : -470.218762 ∣ generator_nllloss : 5160.343359 ∣ generator_ganloss : 1068.082422 ∣     [  std_z : 0.98  real_sub_fake : 1828.71 ]
[  epoch 0009/0040] 2770/4800, lr:1.0e-04 ∣ avg_100 : 32169.631288 ∣ critic_nllloss : 26315.755273 ∣ critic_ganloss : -542.420276 ∣ generator_nllloss : 5198.161328 ∣ generator_ganloss : 1044.115430 ∣     [  std_z : 0.99  real_sub_fake : 1892.83 ]
[  epoch 0009/0040] 2780/4800, lr:1.0e-04 ∣ avg_100 : 32170.592276 ∣ critic_nllloss : 26444.041602 ∣ critic_ganloss : -661.152435 ∣ generator_nllloss : 5291.378711 ∣ generator_ganloss : 1050.091992 ∣     [  std_z : 0.99  real_sub_fake : 2313.97 ]
[  epoch 0009/0040] 2790/4800, lr:1.0e-04 ∣ avg_100 : 32169.159588 ∣ critic_nllloss : 26270.911328 ∣ critic_ganloss : -681.303558 ∣ generator_nllloss : 5209.105273 ∣ generator_ganloss : 1098.198389 ∣     [  std_z : 0.99  real_sub_fake : 2814.41 ]
[  epoch 0009/0040] 2800/4800, lr:1.0e-04 ∣ avg_100 : 32170.131020 ∣ critic_nllloss : 26233.739453 ∣ critic_ganloss : -448.931824 ∣ generator_nllloss : 5199.678711 ∣ generator_ganloss : 1159.559570 ∣     [  std_z : 0.98  real_sub_fake : 1648.63 ]
[  epoch 0009/0040] 2810/4800, lr:1.0e-04 ∣ avg_100 : 32172.718360 ∣ critic_nllloss : 26328.450586 ∣ critic_ganloss : -546.664526 ∣ generator_nllloss : 5281.523828 ∣ generator_ganloss : 1100.247021 ∣     [  std_z : 0.96  real_sub_fake : 1860.39 ]
[  epoch 0009/0040] 2820/4800, lr:1.0e-04 ∣ avg_100 : 32172.457540 ∣ critic_nllloss : 26125.312695 ∣ critic_ganloss : -454.953210 ∣ generator_nllloss : 5168.014063 ∣ generator_ganloss : 1168.283252 ∣     [  std_z : 0.98  real_sub_fake : 1948.74 ]
[  epoch 0009/0040] 2830/4800, lr:1.0e-04 ∣ avg_100 : 32173.020788 ∣ critic_nllloss : 26232.540430 ∣ critic_ganloss : -250.207736 ∣ generator_nllloss : 5255.531445 ∣ generator_ganloss : 1179.195166 ∣     [  std_z : 0.98  real_sub_fake : 1414.77 ]
[  epoch 0009/0040] 2840/4800, lr:1.0e-04 ∣ avg_100 : 32167.535031 ∣ critic_nllloss : 25966.567969 ∣ critic_ganloss : -382.391290 ∣ generator_nllloss : 5130.730078 ∣ generator_ganloss : 1156.279004 ∣     [  std_z : 0.99  real_sub_fake : 1172.75 ]
[  epoch 0009/0040] 2850/4800, lr:1.0e-04 ∣ avg_100 : 32169.823684 ∣ critic_nllloss : 26340.878516 ∣ critic_ganloss : -548.017062 ∣ generator_nllloss : 5292.991016 ∣ generator_ganloss : 1130.355127 ∣     [  std_z : 1.00  real_sub_fake : 1909.60 ]
[  epoch 0009/0040] 2860/4800, lr:1.0e-04 ∣ avg_100 : 32166.562912 ∣ critic_nllloss : 26153.892578 ∣ critic_ganloss : -468.657089 ∣ generator_nllloss : 5250.164844 ∣ generator_ganloss : 1132.228223 ∣     [  std_z : 0.99  real_sub_fake : 2114.34 ]
[  epoch 0009/0040] 2870/4800, lr:1.0e-04 ∣ avg_100 : 32168.067894 ∣ critic_nllloss : 26408.919336 ∣ critic_ganloss : -547.269882 ∣ generator_nllloss : 5268.686328 ∣ generator_ganloss : 1145.646680 ∣     [  std_z : 0.99  real_sub_fake : 1822.42 ]
[  epoch 0009/0040] 2880/4800, lr:1.0e-04 ∣ avg_100 : 32165.270271 ∣ critic_nllloss : 26164.663086 ∣ critic_ganloss : -479.249323 ∣ generator_nllloss : 5202.378516 ∣ generator_ganloss : 1130.638086 ∣     [  std_z : 0.98  real_sub_fake : 2017.76 ]
[  epoch 0009/0040] 2890/4800, lr:1.0e-04 ∣ avg_100 : 32164.100239 ∣ critic_nllloss : 26228.316602 ∣ critic_ganloss : -562.239655 ∣ generator_nllloss : 5252.591602 ∣ generator_ganloss : 1125.625781 ∣     [  std_z : 0.98  real_sub_fake : 2036.66 ]
[  epoch 0009/0040] 2900/4800, lr:1.0e-04 ∣ avg_100 : 32163.839596 ∣ critic_nllloss : 26201.973633 ∣ critic_ganloss : -541.725250 ∣ generator_nllloss : 5324.437891 ∣ generator_ganloss : 1126.844287 ∣     [  std_z : 0.99  real_sub_fake : 2011.87 ]
[  epoch 0009/0040] 2910/4800, lr:1.0e-04 ∣ avg_100 : 32165.326015 ∣ critic_nllloss : 26322.494336 ∣ critic_ganloss : -443.231293 ∣ generator_nllloss : 5273.272656 ∣ generator_ganloss : 1143.351660 ∣     [  std_z : 1.00  real_sub_fake : 1890.69 ]
[  epoch 0009/0040] 2920/4800, lr:1.0e-04 ∣ avg_100 : 32163.730106 ∣ critic_nllloss : 26302.475586 ∣ critic_ganloss : -603.552502 ∣ generator_nllloss : 5269.369531 ∣ generator_ganloss : 1166.815430 ∣     [  std_z : 0.98  real_sub_fake : 2000.61 ]
[  epoch 0009/0040] 2930/4800, lr:1.0e-04 ∣ avg_100 : 32163.063211 ∣ critic_nllloss : 26116.397070 ∣ critic_ganloss : -389.539337 ∣ generator_nllloss : 5181.180664 ∣ generator_ganloss : 1180.924951 ∣     [  std_z : 0.98  real_sub_fake : 1880.88 ]
[  epoch 0009/0040] 2940/4800, lr:1.0e-04 ∣ avg_100 : 32166.552207 ∣ critic_nllloss : 26330.056055 ∣ critic_ganloss : -333.813379 ∣ generator_nllloss : 5310.295313 ∣ generator_ganloss : 1203.996582 ∣     [  std_z : 0.98  real_sub_fake : 1227.25 ]
[  epoch 0009/0040] 2950/4800, lr:1.0e-04 ∣ avg_100 : 32165.926006 ∣ critic_nllloss : 26233.239844 ∣ critic_ganloss : -454.628629 ∣ generator_nllloss : 5214.663672 ∣ generator_ganloss : 1163.106250 ∣     [  std_z : 0.99  real_sub_fake : 1368.89 ]
[  epoch 0009/0040] 2960/4800, lr:1.0e-04 ∣ avg_100 : 32163.542188 ∣ critic_nllloss : 26239.732617 ∣ critic_ganloss : -461.608588 ∣ generator_nllloss : 5258.406250 ∣ generator_ganloss : 1158.423633 ∣     [  std_z : 1.00  real_sub_fake : 1967.53 ]
[  epoch 0009/0040] 2970/4800, lr:1.0e-04 ∣ avg_100 : 32160.328680 ∣ critic_nllloss : 25952.921289 ∣ critic_ganloss : -571.879309 ∣ generator_nllloss : 5181.798633 ∣ generator_ganloss : 1170.488086 ∣     [  std_z : 0.99  real_sub_fake : 1981.61 ]
[  epoch 0009/0040] 2980/4800, lr:1.0e-04 ∣ avg_100 : 32158.086509 ∣ critic_nllloss : 26289.980469 ∣ critic_ganloss : -524.542474 ∣ generator_nllloss : 5287.227539 ∣ generator_ganloss : 1134.635449 ∣     [  std_z : 0.99  real_sub_fake : 2682.38 ]
[  epoch 0009/0040] 2990/4800, lr:1.0e-04 ∣ avg_100 : 32158.826206 ∣ critic_nllloss : 26279.270117 ∣ critic_ganloss : -453.128818 ∣ generator_nllloss : 5256.042773 ∣ generator_ganloss : 1083.739502 ∣     [  std_z : 0.98  real_sub_fake : 1448.84 ]
[  epoch 0009/0040] 3000/4800, lr:1.0e-04 ∣ avg_100 : 32159.530226 ∣ critic_nllloss : 26243.639648 ∣ critic_ganloss : -413.069083 ∣ generator_nllloss : 5256.744141 ∣ generator_ganloss : 1069.283936 ∣     [  std_z : 0.98  real_sub_fake : 1411.11 ]
[  epoch 0009/0040] 3010/4800, lr:1.0e-04 ∣ avg_100 : 32156.196904 ∣ critic_nllloss : 26181.118750 ∣ critic_ganloss : -506.926865 ∣ generator_nllloss : 5276.441602 ∣ generator_ganloss : 1041.328613 ∣     [  std_z : 0.98  real_sub_fake : 1899.68 ]
[  epoch 0009/0040] 3020/4800, lr:1.0e-04 ∣ avg_100 : 32158.947732 ∣ critic_nllloss : 26327.950391 ∣ critic_ganloss : -591.865179 ∣ generator_nllloss : 5299.808203 ∣ generator_ganloss : 1075.421729 ∣     [  std_z : 0.99  real_sub_fake : 2111.17 ]
[  epoch 0009/0040] 3030/4800, lr:1.0e-04 ∣ avg_100 : 32160.237700 ∣ critic_nllloss : 26229.847266 ∣ critic_ganloss : -500.051074 ∣ generator_nllloss : 5202.581836 ∣ generator_ganloss : 1023.523926 ∣     [  std_z : 0.99  real_sub_fake : 2356.91 ]
[  epoch 0009/0040] 3040/4800, lr:1.0e-04 ∣ avg_100 : 32159.550652 ∣ critic_nllloss : 26214.226562 ∣ critic_ganloss : -452.946780 ∣ generator_nllloss : 5208.128906 ∣ generator_ganloss : 1050.900098 ∣     [  std_z : 0.98  real_sub_fake : 1557.45 ]
[  epoch 0009/0040] 3050/4800, lr:1.0e-04 ∣ avg_100 : 32159.161396 ∣ critic_nllloss : 26407.763672 ∣ critic_ganloss : -435.469360 ∣ generator_nllloss : 5384.786914 ∣ generator_ganloss : 1005.414014 ∣     [  std_z : 0.97  real_sub_fake : 1735.28 ]
[  epoch 0009/0040] 3060/4800, lr:1.0e-04 ∣ avg_100 : 32162.953740 ∣ critic_nllloss : 26263.073437 ∣ critic_ganloss : -386.976688 ∣ generator_nllloss : 5299.977734 ∣ generator_ganloss : 1019.684326 ∣     [  std_z : 0.97  real_sub_fake : 1461.38 ]
[  epoch 0009/0040] 3070/4800, lr:1.0e-04 ∣ avg_100 : 32158.736274 ∣ critic_nllloss : 26255.982422 ∣ critic_ganloss : -457.826389 ∣ generator_nllloss : 5227.288086 ∣ generator_ganloss : 1029.515332 ∣     [  std_z : 0.98  real_sub_fake : 1548.88 ]
[  epoch 0009/0040] 3080/4800, lr:1.0e-04 ∣ avg_100 : 32155.011041 ∣ critic_nllloss : 26414.826367 ∣ critic_ganloss : -545.440973 ∣ generator_nllloss : 5275.506055 ∣ generator_ganloss : 1008.768994 ∣     [  std_z : 0.99  real_sub_fake : 2121.51 ]
[  epoch 0009/0040] 3090/4800, lr:1.0e-04 ∣ avg_100 : 32152.867217 ∣ critic_nllloss : 26354.912695 ∣ critic_ganloss : -568.353470 ∣ generator_nllloss : 5294.904297 ∣ generator_ganloss : 1020.305029 ∣     [  std_z : 1.00  real_sub_fake : 2078.03 ]
[  epoch 0009/0040] 3100/4800, lr:1.0e-04 ∣ avg_100 : 32151.523803 ∣ critic_nllloss : 26246.032227 ∣ critic_ganloss : -492.485522 ∣ generator_nllloss : 5286.769922 ∣ generator_ganloss : 1075.628027 ∣     [  std_z : 0.99  real_sub_fake : 1726.05 ]
[  epoch 0009/0040] 3110/4800, lr:1.0e-04 ∣ avg_100 : 32150.904024 ∣ critic_nllloss : 26252.609570 ∣ critic_ganloss : -391.591470 ∣ generator_nllloss : 5297.854883 ∣ generator_ganloss : 1063.518945 ∣     [  std_z : 0.98  real_sub_fake : 1947.48 ]
[  epoch 0009/0040] 3120/4800, lr:1.0e-04 ∣ avg_100 : 32151.367917 ∣ critic_nllloss : 26317.805469 ∣ critic_ganloss : -355.276242 ∣ generator_nllloss : 5273.981641 ∣ generator_ganloss : 1048.470947 ∣     [  std_z : 0.98  real_sub_fake : 1490.13 ]
[  epoch 0009/0040] 3130/4800, lr:1.0e-04 ∣ avg_100 : 32147.776473 ∣ critic_nllloss : 26195.822461 ∣ critic_ganloss : -517.634283 ∣ generator_nllloss : 5152.213281 ∣ generator_ganloss : 998.577979 ∣  [  std_z : 0.98  real_sub_fake : 1786.49 ]
[  epoch 0009/0040] 3140/4800, lr:1.0e-04 ∣ avg_100 : 32148.043309 ∣ critic_nllloss : 26150.156445 ∣ critic_ganloss : -506.163702 ∣ generator_nllloss : 5195.654688 ∣ generator_ganloss : 1012.943896 ∣     [  std_z : 1.00  real_sub_fake : 1952.70 ]
[  epoch 0009/0040] 3150/4800, lr:1.0e-04 ∣ avg_100 : 32146.385908 ∣ critic_nllloss : 26407.328125 ∣ critic_ganloss : -648.956757 ∣ generator_nllloss : 5215.960742 ∣ generator_ganloss : 1023.305322 ∣     [  std_z : 1.00  real_sub_fake : 2158.87 ]
[  epoch 0009/0040] 3160/4800, lr:1.0e-04 ∣ avg_100 : 32146.493135 ∣ critic_nllloss : 26331.218164 ∣ critic_ganloss : -530.834619 ∣ generator_nllloss : 5253.747070 ∣ generator_ganloss : 1066.945801 ∣     [  std_z : 0.99  real_sub_fake : 2348.22 ]
[  epoch 0009/0040] 3170/4800, lr:1.0e-04 ∣ avg_100 : 32144.561666 ∣ critic_nllloss : 26306.906445 ∣ critic_ganloss : -516.241385 ∣ generator_nllloss : 5280.715820 ∣ generator_ganloss : 1073.042920 ∣     [  std_z : 1.00  real_sub_fake : 1912.06 ]
[  epoch 0009/0040] 3180/4800, lr:1.0e-04 ∣ avg_100 : 32144.950751 ∣ critic_nllloss : 26259.841797 ∣ critic_ganloss : -432.480634 ∣ generator_nllloss : 5286.932422 ∣ generator_ganloss : 1097.902930 ∣     [  std_z : 0.99  real_sub_fake : 1726.33 ]
[  epoch 0009/0040] 3190/4800, lr:1.0e-04 ∣ avg_100 : 32142.806788 ∣ critic_nllloss : 26141.141992 ∣ critic_ganloss : -507.703091 ∣ generator_nllloss : 5250.745117 ∣ generator_ganloss : 1038.112842 ∣     [  std_z : 0.96  real_sub_fake : 1780.10 ]
[  epoch 0009/0040] 3200/4800, lr:1.0e-04 ∣ avg_100 : 32143.453723 ∣ critic_nllloss : 26384.111133 ∣ critic_ganloss : -604.289130 ∣ generator_nllloss : 5289.044336 ∣ generator_ganloss : 1094.064111 ∣     [  std_z : 0.96  real_sub_fake : 2218.92 ]
[  epoch 0009/0040] 3210/4800, lr:1.0e-04 ∣ avg_100 : 32143.931096 ∣ critic_nllloss : 26140.791602 ∣ critic_ganloss : -446.217987 ∣ generator_nllloss : 5298.403711 ∣ generator_ganloss : 1164.766553 ∣     [  std_z : 0.98  real_sub_fake : 1940.18 ]
[  epoch 0009/0040] 3220/4800, lr:1.0e-04 ∣ avg_100 : 32146.061208 ∣ critic_nllloss : 26216.826172 ∣ critic_ganloss : -440.407901 ∣ generator_nllloss : 5211.821289 ∣ generator_ganloss : 1144.186963 ∣     [  std_z : 0.99  real_sub_fake : 1371.19 ]
[  epoch 0009/0040] 3230/4800, lr:1.0e-04 ∣ avg_100 : 32147.275451 ∣ critic_nllloss : 26386.009766 ∣ critic_ganloss : -454.169193 ∣ generator_nllloss : 5215.219922 ∣ generator_ganloss : 1169.313818 ∣     [  std_z : 1.01  real_sub_fake : 1895.21 ]
[  epoch 0009/0040] 3240/4800, lr:1.0e-04 ∣ avg_100 : 32150.328035 ∣ critic_nllloss : 26207.811914 ∣ critic_ganloss : -464.709546 ∣ generator_nllloss : 5272.124805 ∣ generator_ganloss : 1170.900488 ∣     [  std_z : 0.99  real_sub_fake : 1749.97 ]
[  epoch 0009/0040] 3250/4800, lr:1.0e-04 ∣ avg_100 : 32150.919868 ∣ critic_nllloss : 26153.759961 ∣ critic_ganloss : -507.103522 ∣ generator_nllloss : 5185.739062 ∣ generator_ganloss : 1177.522852 ∣     [  std_z : 0.98  real_sub_fake : 2063.55 ]
[  epoch 0009/0040] 3260/4800, lr:1.0e-04 ∣ avg_100 : 32154.462540 ∣ critic_nllloss : 26668.423438 ∣ critic_ganloss : -542.071179 ∣ generator_nllloss : 5253.062109 ∣ generator_ganloss : 1161.103662 ∣     [  std_z : 0.99  real_sub_fake : 2078.42 ]
[  epoch 0009/0040] 3270/4800, lr:1.0e-04 ∣ avg_100 : 32156.299219 ∣ critic_nllloss : 26364.883594 ∣ critic_ganloss : -507.235144 ∣ generator_nllloss : 5268.087500 ∣ generator_ganloss : 1155.964990 ∣     [  std_z : 1.00  real_sub_fake : 1613.81 ]
[  epoch 0009/0040] 3280/4800, lr:1.0e-04 ∣ avg_100 : 32157.199514 ∣ critic_nllloss : 26260.096484 ∣ critic_ganloss : -407.051645 ∣ generator_nllloss : 5211.190234 ∣ generator_ganloss : 1147.107910 ∣     [  std_z : 0.97  real_sub_fake : 1942.83 ]
[  epoch 0009/0040] 3290/4800, lr:1.0e-04 ∣ avg_100 : 32158.699474 ∣ critic_nllloss : 26150.293750 ∣ critic_ganloss : -390.123737 ∣ generator_nllloss : 5218.132227 ∣ generator_ganloss : 1175.262598 ∣     [  std_z : 0.98  real_sub_fake : 1440.14 ]
[  epoch 0009/0040] 3300/4800, lr:1.0e-04 ∣ avg_100 : 32157.835635 ∣ critic_nllloss : 26249.535742 ∣ critic_ganloss : -393.289478 ∣ generator_nllloss : 5174.750781 ∣ generator_ganloss : 1164.474561 ∣     [  std_z : 1.00  real_sub_fake : 1593.48 ]
[  epoch 0009/0040] 3310/4800, lr:1.0e-04 ∣ avg_100 : 32152.867794 ∣ critic_nllloss : 26077.419531 ∣ critic_ganloss : -555.766919 ∣ generator_nllloss : 5156.045508 ∣ generator_ganloss : 1133.890723 ∣     [  std_z : 1.00  real_sub_fake : 1792.66 ]
[  epoch 0009/0040] 3320/4800, lr:1.0e-04 ∣ avg_100 : 32149.639107 ∣ critic_nllloss : 26178.180664 ∣ critic_ganloss : -598.835388 ∣ generator_nllloss : 5198.124805 ∣ generator_ganloss : 1136.453467 ∣     [  std_z : 0.98  real_sub_fake : 2464.37 ]
[  epoch 0009/0040] 3330/4800, lr:1.0e-04 ∣ avg_100 : 32150.491896 ∣ critic_nllloss : 26325.590039 ∣ critic_ganloss : -664.671277 ∣ generator_nllloss : 5258.528320 ∣ generator_ganloss : 1121.813232 ∣     [  std_z : 0.97  real_sub_fake : 2236.21 ]
[  epoch 0009/0040] 3340/4800, lr:1.0e-04 ∣ avg_100 : 32152.853691 ∣ critic_nllloss : 26299.326562 ∣ critic_ganloss : -383.911691 ∣ generator_nllloss : 5263.032031 ∣ generator_ganloss : 1179.277441 ∣     [  std_z : 0.97  real_sub_fake : 1973.17 ]
[  epoch 0009/0040] 3350/4800, lr:1.0e-04 ∣ avg_100 : 32156.051190 ∣ critic_nllloss : 26125.738672 ∣ critic_ganloss : -287.065649 ∣ generator_nllloss : 5315.913477 ∣ generator_ganloss : 1230.698047 ∣     [  std_z : 0.99  real_sub_fake : 877.25 ]
[  epoch 0009/0040] 3360/4800, lr:1.0e-04 ∣ avg_100 : 32154.986579 ∣ critic_nllloss : 26156.304688 ∣ critic_ganloss : -429.711053 ∣ generator_nllloss : 5222.708008 ∣ generator_ganloss : 1142.098242 ∣     [  std_z : 1.01  real_sub_fake : 1685.44 ]
[  epoch 0009/0040] 3370/4800, lr:1.0e-04 ∣ avg_100 : 32152.966453 ∣ critic_nllloss : 26145.688867 ∣ critic_ganloss : -554.962613 ∣ generator_nllloss : 5219.617578 ∣ generator_ganloss : 1124.214355 ∣     [  std_z : 0.99  real_sub_fake : 1956.81 ]
[  epoch 0009/0040] 3380/4800, lr:1.0e-04 ∣ avg_100 : 32154.176584 ∣ critic_nllloss : 26305.017188 ∣ critic_ganloss : -573.340942 ∣ generator_nllloss : 5235.979297 ∣ generator_ganloss : 1102.616406 ∣     [  std_z : 0.99  real_sub_fake : 2386.04 ]
[  epoch 0009/0040] 3390/4800, lr:1.0e-04 ∣ avg_100 : 32155.091405 ∣ critic_nllloss : 26488.177930 ∣ critic_ganloss : -640.323315 ∣ generator_nllloss : 5298.719531 ∣ generator_ganloss : 1128.810156 ∣     [  std_z : 0.98  real_sub_fake : 2332.62 ]
[  epoch 0009/0040] 3400/4800, lr:1.0e-04 ∣ avg_100 : 32153.015939 ∣ critic_nllloss : 26328.088477 ∣ critic_ganloss : -535.351358 ∣ generator_nllloss : 5216.468750 ∣ generator_ganloss : 1136.306494 ∣     [  std_z : 0.99  real_sub_fake : 2147.65 ]
[  epoch 0009/0040] 3410/4800, lr:1.0e-04 ∣ avg_100 : 32154.509581 ∣ critic_nllloss : 26524.836328 ∣ critic_ganloss : -526.116550 ∣ generator_nllloss : 5131.333008 ∣ generator_ganloss : 1170.544141 ∣     [  std_z : 1.00  real_sub_fake : 1961.75 ]
[  epoch 0009/0040] 3420/4800, lr:1.0e-04 ∣ avg_100 : 32151.156932 ∣ critic_nllloss : 26097.869336 ∣ critic_ganloss : -539.624286 ∣ generator_nllloss : 5297.943750 ∣ generator_ganloss : 1139.747607 ∣     [  std_z : 0.99  real_sub_fake : 2179.45 ]
[  epoch 0009/0040] 3430/4800, lr:1.0e-04 ∣ avg_100 : 32149.813312 ∣ critic_nllloss : 26527.108203 ∣ critic_ganloss : -563.879742 ∣ generator_nllloss : 5268.251562 ∣ generator_ganloss : 1151.971973 ∣     [  std_z : 0.98  real_sub_fake : 1950.13 ]
[  epoch 0009/0040] 3440/4800, lr:1.0e-04 ∣ avg_100 : 32144.286046 ∣ critic_nllloss : 26392.450195 ∣ critic_ganloss : -653.583575 ∣ generator_nllloss : 5321.037305 ∣ generator_ganloss : 1127.143750 ∣     [  std_z : 0.99  real_sub_fake : 2466.94 ]
[  epoch 0009/0040] 3450/4800, lr:1.0e-04 ∣ avg_100 : 32141.442639 ∣ critic_nllloss : 26304.732031 ∣ critic_ganloss : -382.644165 ∣ generator_nllloss : 5322.061719 ∣ generator_ganloss : 1084.912256 ∣     [  std_z : 0.98  real_sub_fake : 1891.44 ]
[  epoch 0009/0040] 3460/4800, lr:1.0e-04 ∣ avg_100 : 32137.958604 ∣ critic_nllloss : 26337.280273 ∣ critic_ganloss : -457.583887 ∣ generator_nllloss : 5253.798828 ∣ generator_ganloss : 1084.039941 ∣     [  std_z : 0.96  real_sub_fake : 1429.14 ]
[  epoch 0009/0040] 3470/4800, lr:1.0e-04 ∣ avg_100 : 32136.514759 ∣ critic_nllloss : 26415.046484 ∣ critic_ganloss : -553.768268 ∣ generator_nllloss : 5416.675195 ∣ generator_ganloss : 1030.008008 ∣     [  std_z : 0.98  real_sub_fake : 2097.99 ]
[  epoch 0009/0040] 3480/4800, lr:1.0e-04 ∣ avg_100 : 32134.482647 ∣ critic_nllloss : 26369.187891 ∣ critic_ganloss : -680.756659 ∣ generator_nllloss : 5281.277734 ∣ generator_ganloss : 1003.642578 ∣     [  std_z : 1.00  real_sub_fake : 2489.58 ]
[  epoch 0009/0040] 3490/4800, lr:1.0e-04 ∣ avg_100 : 32129.095889 ∣ critic_nllloss : 26160.476172 ∣ critic_ganloss : -609.011249 ∣ generator_nllloss : 5240.923437 ∣ generator_ganloss : 1008.464941 ∣     [  std_z : 0.99  real_sub_fake : 2652.63 ]
[  epoch 0009/0040] 3500/4800, lr:1.0e-04 ∣ avg_100 : 32123.730586 ∣ critic_nllloss : 26309.275195 ∣ critic_ganloss : -538.160724 ∣ generator_nllloss : 5254.033008 ∣ generator_ganloss : 1011.483105 ∣     [  std_z : 0.99  real_sub_fake : 2079.99 ]
[  epoch 0009/0040] 3510/4800, lr:1.0e-04 ∣ avg_100 : 32121.092748 ∣ critic_nllloss : 26446.406445 ∣ critic_ganloss : -601.750385 ∣ generator_nllloss : 5271.191797 ∣ generator_ganloss : 1014.267432 ∣     [  std_z : 0.98  real_sub_fake : 2052.47 ]
[  epoch 0009/0040] 3520/4800, lr:1.0e-04 ∣ avg_100 : 32120.782198 ∣ critic_nllloss : 26260.111719 ∣ critic_ganloss : -585.030438 ∣ generator_nllloss : 5290.628516 ∣ generator_ganloss : 987.505566 ∣  [  std_z : 0.98  real_sub_fake : 2398.06 ]
[  epoch 0009/0040] 3530/4800, lr:1.0e-04 ∣ avg_100 : 32115.521000 ∣ critic_nllloss : 26112.256836 ∣ critic_ganloss : -571.010413 ∣ generator_nllloss : 5180.811133 ∣ generator_ganloss : 958.384277 ∣  [  std_z : 0.98  real_sub_fake : 2113.63 ]
[  epoch 0009/0040] 3540/4800, lr:1.0e-04 ∣ avg_100 : 32115.151452 ∣ critic_nllloss : 26273.645703 ∣ critic_ganloss : -629.270197 ∣ generator_nllloss : 5241.085547 ∣ generator_ganloss : 933.002734 ∣  [  std_z : 0.99  real_sub_fake : 2428.90 ]
[  epoch 0009/0040] 3550/4800, lr:1.0e-04 ∣ avg_100 : 32118.196087 ∣ critic_nllloss : 26417.712695 ∣ critic_ganloss : -494.242438 ∣ generator_nllloss : 5260.195703 ∣ generator_ganloss : 942.324170 ∣  [  std_z : 0.98  real_sub_fake : 2232.25 ]
[  epoch 0009/0040] 3560/4800, lr:1.0e-04 ∣ avg_100 : 32119.662549 ∣ critic_nllloss : 26480.690625 ∣ critic_ganloss : -548.400824 ∣ generator_nllloss : 5335.530664 ∣ generator_ganloss : 922.499902 ∣  [  std_z : 0.99  real_sub_fake : 1827.99 ]
[  epoch 0009/0040] 3570/4800, lr:1.0e-04 ∣ avg_100 : 32117.380028 ∣ critic_nllloss : 26325.536719 ∣ critic_ganloss : -526.814844 ∣ generator_nllloss : 5291.967578 ∣ generator_ganloss : 963.429980 ∣  [  std_z : 0.99  real_sub_fake : 2166.75 ]
[  epoch 0009/0040] 3580/4800, lr:1.0e-04 ∣ avg_100 : 32113.553400 ∣ critic_nllloss : 26114.704492 ∣ critic_ganloss : -581.059970 ∣ generator_nllloss : 5200.228711 ∣ generator_ganloss : 960.944189 ∣  [  std_z : 0.98  real_sub_fake : 2037.14 ]
[  epoch 0009/0040] 3590/4800, lr:1.0e-04 ∣ avg_100 : 32114.663662 ∣ critic_nllloss : 26286.048633 ∣ critic_ganloss : -428.662073 ∣ generator_nllloss : 5238.298242 ∣ generator_ganloss : 993.981836 ∣  [  std_z : 0.98  real_sub_fake : 2061.94 ]
[  epoch 0009/0040] 3600/4800, lr:1.0e-04 ∣ avg_100 : 32119.296882 ∣ critic_nllloss : 26530.829883 ∣ critic_ganloss : -372.343430 ∣ generator_nllloss : 5283.378125 ∣ generator_ganloss : 951.688525 ∣  [  std_z : 0.99  real_sub_fake : 1382.74 ]
[  epoch 0009/0040] 3610/4800, lr:1.0e-04 ∣ avg_100 : 32118.727437 ∣ critic_nllloss : 26381.823633 ∣ critic_ganloss : -496.531882 ∣ generator_nllloss : 5294.085742 ∣ generator_ganloss : 954.161719 ∣  [  std_z : 1.00  real_sub_fake : 1608.48 ]
[  epoch 0009/0040] 3620/4800, lr:1.0e-04 ∣ avg_100 : 32116.479377 ∣ critic_nllloss : 26337.881836 ∣ critic_ganloss : -569.967694 ∣ generator_nllloss : 5237.395117 ∣ generator_ganloss : 957.933594 ∣  [  std_z : 1.01  real_sub_fake : 2113.89 ]
[  epoch 0009/0040] 3630/4800, lr:1.0e-04 ∣ avg_100 : 32111.835498 ∣ critic_nllloss : 26057.258008 ∣ critic_ganloss : -488.189685 ∣ generator_nllloss : 5232.367969 ∣ generator_ganloss : 980.131445 ∣  [  std_z : 0.99  real_sub_fake : 2016.55 ]
[  epoch 0009/0040] 3640/4800, lr:1.0e-04 ∣ avg_100 : 32112.966085 ∣ critic_nllloss : 26441.135352 ∣ critic_ganloss : -510.685919 ∣ generator_nllloss : 5322.507031 ∣ generator_ganloss : 985.041895 ∣  [  std_z : 0.98  real_sub_fake : 1832.02 ]
[  epoch 0009/0040] 3650/4800, lr:1.0e-04 ∣ avg_100 : 32107.846775 ∣ critic_nllloss : 26287.025195 ∣ critic_ganloss : -592.337384 ∣ generator_nllloss : 5207.083008 ∣ generator_ganloss : 966.290039 ∣  [  std_z : 0.98  real_sub_fake : 2194.60 ]
[  epoch 0009/0040] 3660/4800, lr:1.0e-04 ∣ avg_100 : 32101.091731 ∣ critic_nllloss : 26200.304102 ∣ critic_ganloss : -457.058316 ∣ generator_nllloss : 5219.099219 ∣ generator_ganloss : 966.622070 ∣  [  std_z : 0.99  real_sub_fake : 1932.92 ]
[  epoch 0009/0040] 3670/4800, lr:1.0e-04 ∣ avg_100 : 32099.504313 ∣ critic_nllloss : 26322.913086 ∣ critic_ganloss : -582.063010 ∣ generator_nllloss : 5320.446094 ∣ generator_ganloss : 986.431348 ∣  [  std_z : 1.01  real_sub_fake : 2072.50 ]
[  epoch 0009/0040] 3680/4800, lr:1.0e-04 ∣ avg_100 : 32098.320906 ∣ critic_nllloss : 26504.995703 ∣ critic_ganloss : -721.497766 ∣ generator_nllloss : 5284.683789 ∣ generator_ganloss : 1006.011768 ∣     [  std_z : 0.99  real_sub_fake : 2619.47 ]
[  epoch 0009/0040] 3690/4800, lr:1.0e-04 ∣ avg_100 : 32095.730444 ∣ critic_nllloss : 26092.896094 ∣ critic_ganloss : -456.481287 ∣ generator_nllloss : 5262.397461 ∣ generator_ganloss : 1018.503711 ∣     [  std_z : 0.98  real_sub_fake : 2097.49 ]
[  epoch 0009/0040] 3700/4800, lr:1.0e-04 ∣ avg_100 : 32092.785217 ∣ critic_nllloss : 26135.580664 ∣ critic_ganloss : -573.987778 ∣ generator_nllloss : 5159.195312 ∣ generator_ganloss : 994.924512 ∣  [  std_z : 0.98  real_sub_fake : 1815.89 ]
[  epoch 0009/0040] 3710/4800, lr:1.0e-04 ∣ avg_100 : 32088.210759 ∣ critic_nllloss : 26312.932227 ∣ critic_ganloss : -503.068976 ∣ generator_nllloss : 5157.859375 ∣ generator_ganloss : 967.338184 ∣  [  std_z : 0.98  real_sub_fake : 2258.47 ]
[  epoch 0009/0040] 3720/4800, lr:1.0e-04 ∣ avg_100 : 32086.969498 ∣ critic_nllloss : 26286.285938 ∣ critic_ganloss : -558.314056 ∣ generator_nllloss : 5272.026953 ∣ generator_ganloss : 982.168945 ∣  [  std_z : 0.99  real_sub_fake : 1983.83 ]
[  epoch 0009/0040] 3730/4800, lr:1.0e-04 ∣ avg_100 : 32089.819327 ∣ critic_nllloss : 26352.131445 ∣ critic_ganloss : -534.359814 ∣ generator_nllloss : 5317.746875 ∣ generator_ganloss : 951.203662 ∣  [  std_z : 0.99  real_sub_fake : 2279.75 ]
[  epoch 0009/0040] 3740/4800, lr:1.0e-04 ∣ avg_100 : 32089.327713 ∣ critic_nllloss : 26135.370508 ∣ critic_ganloss : -564.179297 ∣ generator_nllloss : 5196.405859 ∣ generator_ganloss : 950.596289 ∣  [  std_z : 0.99  real_sub_fake : 2056.65 ]
[  epoch 0009/0040] 3750/4800, lr:1.0e-04 ∣ avg_100 : 32086.414874 ∣ critic_nllloss : 26049.236133 ∣ critic_ganloss : -590.606689 ∣ generator_nllloss : 5290.655469 ∣ generator_ganloss : 968.334473 ∣  [  std_z : 0.98  real_sub_fake : 2092.72 ]
[  epoch 0009/0040] 3760/4800, lr:1.0e-04 ∣ avg_100 : 32088.290399 ∣ critic_nllloss : 26233.594922 ∣ critic_ganloss : -423.836783 ∣ generator_nllloss : 5214.178320 ∣ generator_ganloss : 1009.763525 ∣     [  std_z : 0.99  real_sub_fake : 1882.95 ]
[  epoch 0009/0040] 3770/4800, lr:1.0e-04 ∣ avg_100 : 32087.607454 ∣ critic_nllloss : 26212.518359 ∣ critic_ganloss : -470.175879 ∣ generator_nllloss : 5194.957617 ∣ generator_ganloss : 1010.017139 ∣     [  std_z : 0.98  real_sub_fake : 1814.11 ]
[  epoch 0009/0040] 3780/4800, lr:1.0e-04 ∣ avg_100 : 32085.804579 ∣ critic_nllloss : 26265.228906 ∣ critic_ganloss : -542.367569 ∣ generator_nllloss : 5240.489844 ∣ generator_ganloss : 980.721191 ∣  [  std_z : 0.98  real_sub_fake : 1873.35 ]
[  epoch 0009/0040] 3790/4800, lr:1.0e-04 ∣ avg_100 : 32089.364372 ∣ critic_nllloss : 26528.378125 ∣ critic_ganloss : -543.551605 ∣ generator_nllloss : 5281.872852 ∣ generator_ganloss : 986.191406 ∣  [  std_z : 0.99  real_sub_fake : 2241.74 ]
[  epoch 0009/0040] 3800/4800, lr:1.0e-04 ∣ avg_100 : 32088.841156 ∣ critic_nllloss : 26168.274023 ∣ critic_ganloss : -283.612033 ∣ generator_nllloss : 5202.741797 ∣ generator_ganloss : 1004.320508 ∣     [  std_z : 0.99  real_sub_fake : 1378.73 ]
[  epoch 0009/0040] 3810/4800, lr:1.0e-04 ∣ avg_100 : 32088.632619 ∣ critic_nllloss : 26308.729102 ∣ critic_ganloss : -387.880313 ∣ generator_nllloss : 5234.620703 ∣ generator_ganloss : 987.233691 ∣  [  std_z : 1.00  real_sub_fake : 1056.19 ]
[  epoch 0009/0040] 3820/4800, lr:1.0e-04 ∣ avg_100 : 32088.571856 ∣ critic_nllloss : 26292.867188 ∣ critic_ganloss : -514.316382 ∣ generator_nllloss : 5228.200977 ∣ generator_ganloss : 993.828711 ∣  [  std_z : 0.99  real_sub_fake : 1769.93 ]
[  epoch 0009/0040] 3830/4800, lr:1.0e-04 ∣ avg_100 : 32084.743424 ∣ critic_nllloss : 26213.630664 ∣ critic_ganloss : -460.359546 ∣ generator_nllloss : 5260.405273 ∣ generator_ganloss : 1020.539746 ∣     [  std_z : 0.99  real_sub_fake : 2342.87 ]
[  epoch 0009/0040] 3840/4800, lr:1.0e-04 ∣ avg_100 : 32086.121995 ∣ critic_nllloss : 26267.376953 ∣ critic_ganloss : -517.857495 ∣ generator_nllloss : 5220.792383 ∣ generator_ganloss : 1038.731055 ∣     [  std_z : 0.97  real_sub_fake : 1601.22 ]
[  epoch 0009/0040] 3850/4800, lr:1.0e-04 ∣ avg_100 : 32083.549605 ∣ critic_nllloss : 26112.535547 ∣ critic_ganloss : -505.211136 ∣ generator_nllloss : 5288.528906 ∣ generator_ganloss : 1063.115186 ∣     [  std_z : 0.98  real_sub_fake : 1900.41 ]
[  epoch 0009/0040] 3860/4800, lr:1.0e-04 ∣ avg_100 : 32081.679762 ∣ critic_nllloss : 26110.018945 ∣ critic_ganloss : -504.262643 ∣ generator_nllloss : 5255.449023 ∣ generator_ganloss : 1019.439014 ∣     [  std_z : 0.99  real_sub_fake : 2150.71 ]
[  epoch 0009/0040] 3870/4800, lr:1.0e-04 ∣ avg_100 : 32079.271887 ∣ critic_nllloss : 26259.283008 ∣ critic_ganloss : -498.105615 ∣ generator_nllloss : 5249.453711 ∣ generator_ganloss : 1024.563867 ∣     [  std_z : 0.98  real_sub_fake : 1900.18 ]
[  epoch 0009/0040] 3880/4800, lr:1.0e-04 ∣ avg_100 : 32079.208568 ∣ critic_nllloss : 26273.094922 ∣ critic_ganloss : -500.775714 ∣ generator_nllloss : 5235.438477 ∣ generator_ganloss : 1004.340771 ∣     [  std_z : 0.98  real_sub_fake : 2065.90 ]
[  epoch 0009/0040] 3890/4800, lr:1.0e-04 ∣ avg_100 : 32077.377330 ∣ critic_nllloss : 26201.520703 ∣ critic_ganloss : -512.819284 ∣ generator_nllloss : 5186.412305 ∣ generator_ganloss : 986.056738 ∣  [  std_z : 0.99  real_sub_fake : 1993.03 ]
[  epoch 0009/0040] 3900/4800, lr:1.0e-04 ∣ avg_100 : 32075.935825 ∣ critic_nllloss : 26189.076172 ∣ critic_ganloss : -421.191901 ∣ generator_nllloss : 5246.699219 ∣ generator_ganloss : 952.796631 ∣  [  std_z : 1.00  real_sub_fake : 1570.84 ]
[  epoch 0009/0040] 3910/4800, lr:1.0e-04 ∣ avg_100 : 32076.874604 ∣ critic_nllloss : 26448.750000 ∣ critic_ganloss : -466.891083 ∣ generator_nllloss : 5401.228320 ∣ generator_ganloss : 1006.678027 ∣     [  std_z : 0.99  real_sub_fake : 1683.00 ]
[  epoch 0009/0040] 3920/4800, lr:1.0e-04 ∣ avg_100 : 32076.438691 ∣ critic_nllloss : 26364.429492 ∣ critic_ganloss : -506.495819 ∣ generator_nllloss : 5218.499023 ∣ generator_ganloss : 1015.083984 ∣     [  std_z : 0.99  real_sub_fake : 1902.18 ]
[  epoch 0009/0040] 3930/4800, lr:1.0e-04 ∣ avg_100 : 32079.798058 ∣ critic_nllloss : 26522.827344 ∣ critic_ganloss : -461.764029 ∣ generator_nllloss : 5323.376172 ∣ generator_ganloss : 1040.460547 ∣     [  std_z : 0.97  real_sub_fake : 1876.76 ]
[  epoch 0009/0040] 3940/4800, lr:1.0e-04 ∣ avg_100 : 32075.469747 ∣ critic_nllloss : 26253.442188 ∣ critic_ganloss : -484.899713 ∣ generator_nllloss : 5270.205469 ∣ generator_ganloss : 1038.955566 ∣     [  std_z : 0.96  real_sub_fake : 2042.27 ]
[  epoch 0009/0040] 3950/4800, lr:1.0e-04 ∣ avg_100 : 32073.605889 ∣ critic_nllloss : 26166.521680 ∣ critic_ganloss : -460.514154 ∣ generator_nllloss : 5225.393750 ∣ generator_ganloss : 1038.594092 ∣     [  std_z : 0.99  real_sub_fake : 1635.01 ]
[  epoch 0009/0040] 3960/4800, lr:1.0e-04 ∣ avg_100 : 32072.824368 ∣ critic_nllloss : 26203.291016 ∣ critic_ganloss : -383.648697 ∣ generator_nllloss : 5292.711719 ∣ generator_ganloss : 1004.447754 ∣     [  std_z : 1.00  real_sub_fake : 1387.86 ]
[  epoch 0009/0040] 3970/4800, lr:1.0e-04 ∣ avg_100 : 32076.174313 ∣ critic_nllloss : 26250.578320 ∣ critic_ganloss : -462.668567 ∣ generator_nllloss : 5273.099219 ∣ generator_ganloss : 1007.314258 ∣     [  std_z : 1.00  real_sub_fake : 1561.50 ]
[  epoch 0009/0040] 3980/4800, lr:1.0e-04 ∣ avg_100 : 32072.840611 ∣ critic_nllloss : 26259.997656 ∣ critic_ganloss : -611.931067 ∣ generator_nllloss : 5202.256641 ∣ generator_ganloss : 1003.607471 ∣     [  std_z : 0.99  real_sub_fake : 2223.36 ]
[  epoch 0009/0040] 3990/4800, lr:1.0e-04 ∣ avg_100 : 32070.969056 ∣ critic_nllloss : 26066.044922 ∣ critic_ganloss : -426.615720 ∣ generator_nllloss : 5285.325977 ∣ generator_ganloss : 1054.012939 ∣     [  std_z : 0.97  real_sub_fake : 1998.50 ]
[  epoch 0009/0040] 4000/4800, lr:1.0e-04 ∣ avg_100 : 32075.678814 ∣ critic_nllloss : 26314.111328 ∣ critic_ganloss : -162.903497 ∣ generator_nllloss : 5350.378711 ∣ generator_ganloss : 1125.987939 ∣     [  std_z : 0.97  real_sub_fake : 740.88 ]
[  epoch 0009/0040] 4010/4800, lr:1.0e-04 ∣ avg_100 : 32079.891317 ∣ critic_nllloss : 26255.226758 ∣ critic_ganloss : -263.588879 ∣ generator_nllloss : 5325.233789 ∣ generator_ganloss : 1096.340723 ∣     [  std_z : 0.99  real_sub_fake : 688.83 ]
[  epoch 0009/0040] 4020/4800, lr:1.0e-04 ∣ avg_100 : 32082.330870 ∣ critic_nllloss : 26436.401367 ∣ critic_ganloss : -411.026819 ∣ generator_nllloss : 5296.854492 ∣ generator_ganloss : 1033.041357 ∣     [  std_z : 1.01  real_sub_fake : 1482.00 ]
[  epoch 0009/0040] 4030/4800, lr:1.0e-04 ∣ avg_100 : 32082.220583 ∣ critic_nllloss : 26199.008984 ∣ critic_ganloss : -542.588141 ∣ generator_nllloss : 5263.475000 ∣ generator_ganloss : 1024.977441 ∣     [  std_z : 1.00  real_sub_fake : 2052.84 ]
[  epoch 0009/0040] 4040/4800, lr:1.0e-04 ∣ avg_100 : 32084.184043 ∣ critic_nllloss : 26401.895117 ∣ critic_ganloss : -477.924390 ∣ generator_nllloss : 5221.324609 ∣ generator_ganloss : 1071.359473 ∣     [  std_z : 0.98  real_sub_fake : 2225.42 ]
[  epoch 0009/0040] 4050/4800, lr:1.0e-04 ∣ avg_100 : 32081.733878 ∣ critic_nllloss : 26272.350977 ∣ critic_ganloss : -500.437759 ∣ generator_nllloss : 5283.871289 ∣ generator_ganloss : 1061.694238 ∣     [  std_z : 0.97  real_sub_fake : 1579.88 ]
[  epoch 0009/0040] 4060/4800, lr:1.0e-04 ∣ avg_100 : 32081.285086 ∣ critic_nllloss : 26340.176172 ∣ critic_ganloss : -547.758258 ∣ generator_nllloss : 5328.081641 ∣ generator_ganloss : 1030.379980 ∣     [  std_z : 0.98  real_sub_fake : 2048.04 ]
[  epoch 0009/0040] 4070/4800, lr:1.0e-04 ∣ avg_100 : 32082.997967 ∣ critic_nllloss : 26453.619922 ∣ critic_ganloss : -553.847903 ∣ generator_nllloss : 5293.658594 ∣ generator_ganloss : 1032.816943 ∣     [  std_z : 0.99  real_sub_fake : 2301.76 ]
[  epoch 0009/0040] 4080/4800, lr:1.0e-04 ∣ avg_100 : 32080.802663 ∣ critic_nllloss : 26322.726953 ∣ critic_ganloss : -576.870697 ∣ generator_nllloss : 5186.558594 ∣ generator_ganloss : 1001.715234 ∣     [  std_z : 1.01  real_sub_fake : 2095.88 ]
[  epoch 0009/0040] 4090/4800, lr:1.0e-04 ∣ avg_100 : 32078.614594 ∣ critic_nllloss : 26186.056250 ∣ critic_ganloss : -555.387271 ∣ generator_nllloss : 5223.311719 ∣ generator_ganloss : 1028.980908 ∣     [  std_z : 1.00  real_sub_fake : 2173.93 ]
[  epoch 0009/0040] 4100/4800, lr:1.0e-04 ∣ avg_100 : 32078.771279 ∣ critic_nllloss : 26463.943359 ∣ critic_ganloss : -573.083014 ∣ generator_nllloss : 5213.398828 ∣ generator_ganloss : 1027.354004 ∣     [  std_z : 0.99  real_sub_fake : 2237.93 ]
[  epoch 0009/0040] 4110/4800, lr:1.0e-04 ∣ avg_100 : 32079.912048 ∣ critic_nllloss : 26441.943359 ∣ critic_ganloss : -379.472162 ∣ generator_nllloss : 5207.001953 ∣ generator_ganloss : 1066.995654 ∣     [  std_z : 0.96  real_sub_fake : 1887.99 ]
[  epoch 0009/0040] 4120/4800, lr:1.0e-04 ∣ avg_100 : 32081.762842 ∣ critic_nllloss : 26381.391797 ∣ critic_ganloss : -273.051050 ∣ generator_nllloss : 5329.840820 ∣ generator_ganloss : 1031.879688 ∣     [  std_z : 0.97  real_sub_fake : 836.88 ]
[  epoch 0009/0040] 4130/4800, lr:1.0e-04 ∣ avg_100 : 32086.746185 ∣ critic_nllloss : 26373.934766 ∣ critic_ganloss : -383.944203 ∣ generator_nllloss : 5306.034375 ∣ generator_ganloss : 1031.288818 ∣     [  std_z : 0.99  real_sub_fake : 1052.54 ]
[  epoch 0009/0040] 4140/4800, lr:1.0e-04 ∣ avg_100 : 32086.032092 ∣ critic_nllloss : 26042.101172 ∣ critic_ganloss : -350.822958 ∣ generator_nllloss : 5087.659375 ∣ generator_ganloss : 1002.244385 ∣     [  std_z : 1.00  real_sub_fake : 1662.48 ]
[  epoch 0009/0040] 4150/4800, lr:1.0e-04 ∣ avg_100 : 32087.873968 ∣ critic_nllloss : 26397.040039 ∣ critic_ganloss : -434.576724 ∣ generator_nllloss : 5213.048047 ∣ generator_ganloss : 1006.313721 ∣     [  std_z : 0.99  real_sub_fake : 1440.77 ]
[  epoch 0009/0040] 4160/4800, lr:1.0e-04 ∣ avg_100 : 32087.457693 ∣ critic_nllloss : 26255.014062 ∣ critic_ganloss : -459.736816 ∣ generator_nllloss : 5282.761719 ∣ generator_ganloss : 1001.409961 ∣     [  std_z : 0.99  real_sub_fake : 1577.87 ]
[  epoch 0009/0040] 4170/4800, lr:1.0e-04 ∣ avg_100 : 32087.853009 ∣ critic_nllloss : 26368.785352 ∣ critic_ganloss : -473.801569 ∣ generator_nllloss : 5283.310742 ∣ generator_ganloss : 1005.660840 ∣     [  std_z : 0.98  real_sub_fake : 2010.12 ]
[  epoch 0009/0040] 4180/4800, lr:1.0e-04 ∣ avg_100 : 32082.304724 ∣ critic_nllloss : 26061.426367 ∣ critic_ganloss : -595.252759 ∣ generator_nllloss : 5163.558984 ∣ generator_ganloss : 1027.635449 ∣     [  std_z : 0.97  real_sub_fake : 2122.99 ]
[  epoch 0009/0040] 4190/4800, lr:1.0e-04 ∣ avg_100 : 32081.620336 ∣ critic_nllloss : 26287.463477 ∣ critic_ganloss : -730.746478 ∣ generator_nllloss : 5257.039258 ∣ generator_ganloss : 1040.101807 ∣     [  std_z : 0.99  real_sub_fake : 2458.06 ]
[  epoch 0009/0040] 4200/4800, lr:1.0e-04 ∣ avg_100 : 32076.599739 ∣ critic_nllloss : 26121.666992 ∣ critic_ganloss : -685.585852 ∣ generator_nllloss : 5195.220508 ∣ generator_ganloss : 1029.569092 ∣     [  std_z : 1.00  real_sub_fake : 3033.05 ]
[  epoch 0009/0040] 4210/4800, lr:1.0e-04 ∣ avg_100 : 32076.762691 ∣ critic_nllloss : 26221.646875 ∣ critic_ganloss : -451.291550 ∣ generator_nllloss : 5311.515234 ∣ generator_ganloss : 1092.168506 ∣     [  std_z : 0.99  real_sub_fake : 1566.34 ]
[  epoch 0009/0040] 4220/4800, lr:1.0e-04 ∣ avg_100 : 32078.960730 ∣ critic_nllloss : 26408.571680 ∣ critic_ganloss : -470.128180 ∣ generator_nllloss : 5326.641602 ∣ generator_ganloss : 1087.145313 ∣     [  std_z : 0.97  real_sub_fake : 1695.20 ]
[  epoch 0009/0040] 4230/4800, lr:1.0e-04 ∣ avg_100 : 32072.985948 ∣ critic_nllloss : 26040.963867 ∣ critic_ganloss : -519.372296 ∣ generator_nllloss : 5114.704687 ∣ generator_ganloss : 1082.599902 ∣     [  std_z : 0.96  real_sub_fake : 2400.89 ]
[  epoch 0009/0040] 4240/4800, lr:1.0e-04 ∣ avg_100 : 32074.146593 ∣ critic_nllloss : 26125.311133 ∣ critic_ganloss : -363.180299 ∣ generator_nllloss : 5373.957422 ∣ generator_ganloss : 1166.103857 ∣     [  std_z : 0.99  real_sub_fake : 1389.14 ]
[  epoch 0009/0040] 4250/4800, lr:1.0e-04 ∣ avg_100 : 32075.837359 ∣ critic_nllloss : 26286.662305 ∣ critic_ganloss : -427.930246 ∣ generator_nllloss : 5217.068750 ∣ generator_ganloss : 1103.194189 ∣     [  std_z : 1.00  real_sub_fake : 1356.74 ]
[  epoch 0009/0040] 4260/4800, lr:1.0e-04 ∣ avg_100 : 32069.100151 ∣ critic_nllloss : 26204.401562 ∣ critic_ganloss : -593.130023 ∣ generator_nllloss : 5211.201172 ∣ generator_ganloss : 1044.324512 ∣     [  std_z : 0.99  real_sub_fake : 2237.11 ]
[  epoch 0009/0040] 4270/4800, lr:1.0e-04 ∣ avg_100 : 32067.112023 ∣ critic_nllloss : 26345.415625 ∣ critic_ganloss : -516.751965 ∣ generator_nllloss : 5206.042773 ∣ generator_ganloss : 1048.181689 ∣     [  std_z : 0.98  real_sub_fake : 2251.14 ]
[  epoch 0009/0040] 4280/4800, lr:1.0e-04 ∣ avg_100 : 32064.133850 ∣ critic_nllloss : 26203.707227 ∣ critic_ganloss : -582.846814 ∣ generator_nllloss : 5263.249219 ∣ generator_ganloss : 1029.416016 ∣     [  std_z : 0.99  real_sub_fake : 1939.38 ]
[  epoch 0009/0040] 4290/4800, lr:1.0e-04 ∣ avg_100 : 32064.236270 ∣ critic_nllloss : 26399.417969 ∣ critic_ganloss : -624.042200 ∣ generator_nllloss : 5380.341406 ∣ generator_ganloss : 1008.089697 ∣     [  std_z : 0.99  real_sub_fake : 2375.65 ]
[  epoch 0009/0040] 4300/4800, lr:1.0e-04 ∣ avg_100 : 32062.573508 ∣ critic_nllloss : 26330.478320 ∣ critic_ganloss : -587.206335 ∣ generator_nllloss : 5260.489258 ∣ generator_ganloss : 1025.434180 ∣     [  std_z : 0.98  real_sub_fake : 2289.97 ]
[  epoch 0009/0040] 4310/4800, lr:1.0e-04 ∣ avg_100 : 32066.663345 ∣ critic_nllloss : 26455.792383 ∣ critic_ganloss : -538.534726 ∣ generator_nllloss : 5267.844922 ∣ generator_ganloss : 1035.469922 ∣     [  std_z : 0.99  real_sub_fake : 2227.59 ]
[  epoch 0009/0040] 4320/4800, lr:1.0e-04 ∣ avg_100 : 32068.869268 ∣ critic_nllloss : 26381.958789 ∣ critic_ganloss : -467.579794 ∣ generator_nllloss : 5212.466797 ∣ generator_ganloss : 1007.670117 ∣     [  std_z : 0.99  real_sub_fake : 1732.39 ]
[  epoch 0009/0040] 4330/4800, lr:1.0e-04 ∣ avg_100 : 32070.207068 ∣ critic_nllloss : 26475.981055 ∣ critic_ganloss : -568.783627 ∣ generator_nllloss : 5279.040039 ∣ generator_ganloss : 988.802832 ∣  [  std_z : 1.01  real_sub_fake : 2058.01 ]
[  epoch 0009/0040] 4340/4800, lr:1.0e-04 ∣ avg_100 : 32064.850020 ∣ critic_nllloss : 26138.742578 ∣ critic_ganloss : -585.527045 ∣ generator_nllloss : 5278.346094 ∣ generator_ganloss : 990.457910 ∣  [  std_z : 0.99  real_sub_fake : 2256.35 ]
[  epoch 0009/0040] 4350/4800, lr:1.0e-04 ∣ avg_100 : 32060.253659 ∣ critic_nllloss : 26220.759375 ∣ critic_ganloss : -614.713696 ∣ generator_nllloss : 5298.785742 ∣ generator_ganloss : 1020.816992 ∣     [  std_z : 0.98  real_sub_fake : 2429.73 ]
[  epoch 0009/0040] 4360/4800, lr:1.0e-04 ∣ avg_100 : 32059.481902 ∣ critic_nllloss : 26148.180273 ∣ critic_ganloss : -461.322504 ∣ generator_nllloss : 5251.962305 ∣ generator_ganloss : 1075.404150 ∣     [  std_z : 0.98  real_sub_fake : 2003.85 ]
[  epoch 0009/0040] 4370/4800, lr:1.0e-04 ∣ avg_100 : 32062.818082 ∣ critic_nllloss : 26394.173438 ∣ critic_ganloss : -513.195880 ∣ generator_nllloss : 5324.526367 ∣ generator_ganloss : 1062.672266 ∣     [  std_z : 0.97  real_sub_fake : 1630.99 ]
[  epoch 0009/0040] 4380/4800, lr:1.0e-04 ∣ avg_100 : 32063.799566 ∣ critic_nllloss : 26393.896680 ∣ critic_ganloss : -552.116876 ∣ generator_nllloss : 5283.092383 ∣ generator_ganloss : 1043.548096 ∣     [  std_z : 0.98  real_sub_fake : 2344.65 ]
[  epoch 0009/0040] 4390/4800, lr:1.0e-04 ∣ avg_100 : 32061.501038 ∣ critic_nllloss : 26372.544922 ∣ critic_ganloss : -530.880414 ∣ generator_nllloss : 5248.386328 ∣ generator_ganloss : 955.480713 ∣  [  std_z : 1.00  real_sub_fake : 2232.96 ]
[  epoch 0009/0040] 4400/4800, lr:1.0e-04 ∣ avg_100 : 32057.386147 ∣ critic_nllloss : 26164.978906 ∣ critic_ganloss : -577.768671 ∣ generator_nllloss : 5221.565234 ∣ generator_ganloss : 925.247803 ∣  [  std_z : 1.00  real_sub_fake : 1985.16 ]
[  epoch 0009/0040] 4410/4800, lr:1.0e-04 ∣ avg_100 : 32052.623389 ∣ critic_nllloss : 26249.911914 ∣ critic_ganloss : -544.774704 ∣ generator_nllloss : 5207.783984 ∣ generator_ganloss : 911.399902 ∣  [  std_z : 0.99  real_sub_fake : 2211.27 ]
[  epoch 0009/0040] 4420/4800, lr:1.0e-04 ∣ avg_100 : 32056.511013 ∣ critic_nllloss : 26641.598242 ∣ critic_ganloss : -540.019574 ∣ generator_nllloss : 5315.963672 ∣ generator_ganloss : 967.156494 ∣  [  std_z : 0.99  real_sub_fake : 2060.23 ]
[  epoch 0009/0040] 4430/4800, lr:1.0e-04 ∣ avg_100 : 32053.179364 ∣ critic_nllloss : 26424.221289 ∣ critic_ganloss : -599.631769 ∣ generator_nllloss : 5242.998828 ∣ generator_ganloss : 982.698730 ∣  [  std_z : 0.97  real_sub_fake : 2098.45 ]
[  epoch 0009/0040] 4440/4800, lr:1.0e-04 ∣ avg_100 : 32053.747071 ∣ critic_nllloss : 26262.066016 ∣ critic_ganloss : -364.502997 ∣ generator_nllloss : 5387.553906 ∣ generator_ganloss : 958.701465 ∣  [  std_z : 0.98  real_sub_fake : 1825.52 ]
[  epoch 0009/0040] 4450/4800, lr:1.0e-04 ∣ avg_100 : 32052.173707 ∣ critic_nllloss : 26323.129492 ∣ critic_ganloss : -456.497876 ∣ generator_nllloss : 5315.009570 ∣ generator_ganloss : 990.084277 ∣  [  std_z : 0.97  real_sub_fake : 1367.06 ]
[  epoch 0009/0040] 4460/4800, lr:1.0e-04 ∣ avg_100 : 32048.525742 ∣ critic_nllloss : 26238.458398 ∣ critic_ganloss : -540.812549 ∣ generator_nllloss : 5182.269727 ∣ generator_ganloss : 972.822998 ∣  [  std_z : 0.98  real_sub_fake : 2099.70 ]
[  epoch 0009/0040] 4470/4800, lr:1.0e-04 ∣ avg_100 : 32044.600882 ∣ critic_nllloss : 26270.371484 ∣ critic_ganloss : -640.612628 ∣ generator_nllloss : 5305.280664 ∣ generator_ganloss : 980.435938 ∣  [  std_z : 1.00  real_sub_fake : 2403.86 ]
[  epoch 0009/0040] 4480/4800, lr:1.0e-04 ∣ avg_100 : 32042.117633 ∣ critic_nllloss : 26136.032227 ∣ critic_ganloss : -604.084558 ∣ generator_nllloss : 5229.265820 ∣ generator_ganloss : 963.813184 ∣  [  std_z : 0.99  real_sub_fake : 2463.46 ]
[  epoch 0009/0040] 4490/4800, lr:1.0e-04 ∣ avg_100 : 32043.679137 ∣ critic_nllloss : 26250.173047 ∣ critic_ganloss : -498.221268 ∣ generator_nllloss : 5230.461719 ∣ generator_ganloss : 974.590137 ∣  [  std_z : 0.97  real_sub_fake : 2109.41 ]
[  epoch 0009/0040] 4500/4800, lr:1.0e-04 ∣ avg_100 : 32041.841350 ∣ critic_nllloss : 26300.370117 ∣ critic_ganloss : -581.018964 ∣ generator_nllloss : 5199.621484 ∣ generator_ganloss : 933.879297 ∣  [  std_z : 0.97  real_sub_fake : 2057.47 ]
[  epoch 0009/0040] 4510/4800, lr:1.0e-04 ∣ avg_100 : 32040.087859 ∣ critic_nllloss : 26283.656055 ∣ critic_ganloss : -501.323080 ∣ generator_nllloss : 5257.215625 ∣ generator_ganloss : 915.217529 ∣  [  std_z : 0.98  real_sub_fake : 1861.61 ]
[  epoch 0009/0040] 4520/4800, lr:1.0e-04 ∣ avg_100 : 32040.665087 ∣ critic_nllloss : 26292.518945 ∣ critic_ganloss : -480.366888 ∣ generator_nllloss : 5259.882617 ∣ generator_ganloss : 938.903564 ∣  [  std_z : 1.02  real_sub_fake : 1910.20 ]
[  epoch 0009/0040] 4530/4800, lr:1.0e-04 ∣ avg_100 : 32040.382744 ∣ critic_nllloss : 26055.302539 ∣ critic_ganloss : -485.103192 ∣ generator_nllloss : 5130.949609 ∣ generator_ganloss : 951.058545 ∣  [  std_z : 1.01  real_sub_fake : 1887.16 ]
[  epoch 0009/0040] 4540/4800, lr:1.0e-04 ∣ avg_100 : 32041.099756 ∣ critic_nllloss : 26338.543945 ∣ critic_ganloss : -574.605966 ∣ generator_nllloss : 5187.638672 ∣ generator_ganloss : 938.588379 ∣  [  std_z : 0.99  real_sub_fake : 2132.92 ]
[  epoch 0009/0040] 4550/4800, lr:1.0e-04 ∣ avg_100 : 32038.500723 ∣ critic_nllloss : 26289.757227 ∣ critic_ganloss : -566.283054 ∣ generator_nllloss : 5167.905078 ∣ generator_ganloss : 974.707520 ∣  [  std_z : 0.97  real_sub_fake : 2062.63 ]
[  epoch 0009/0040] 4560/4800, lr:1.0e-04 ∣ avg_100 : 32032.739582 ∣ critic_nllloss : 25887.716797 ∣ critic_ganloss : -410.935394 ∣ generator_nllloss : 5127.516406 ∣ generator_ganloss : 1009.908496 ∣     [  std_z : 0.98  real_sub_fake : 1689.38 ]
[  epoch 0009/0040] 4570/4800, lr:1.0e-04 ∣ avg_100 : 32032.067605 ∣ critic_nllloss : 26240.882227 ∣ critic_ganloss : -492.903485 ∣ generator_nllloss : 5249.949219 ∣ generator_ganloss : 988.993750 ∣  [  std_z : 1.00  real_sub_fake : 1823.31 ]
[  epoch 0009/0040] 4580/4800, lr:1.0e-04 ∣ avg_100 : 32036.344773 ∣ critic_nllloss : 26359.660156 ∣ critic_ganloss : -506.938898 ∣ generator_nllloss : 5264.205859 ∣ generator_ganloss : 1005.607129 ∣     [  std_z : 1.01  real_sub_fake : 2129.95 ]
[  epoch 0009/0040] 4590/4800, lr:1.0e-04 ∣ avg_100 : 32035.307206 ∣ critic_nllloss : 26127.491992 ∣ critic_ganloss : -454.464896 ∣ generator_nllloss : 5270.813086 ∣ generator_ganloss : 1042.069775 ∣     [  std_z : 0.99  real_sub_fake : 1635.66 ]
[  epoch 0009/0040] 4600/4800, lr:1.0e-04 ∣ avg_100 : 32032.531052 ∣ critic_nllloss : 26328.510156 ∣ critic_ganloss : -526.326385 ∣ generator_nllloss : 5285.721484 ∣ generator_ganloss : 1028.032422 ∣     [  std_z : 0.97  real_sub_fake : 1944.36 ]
[  epoch 0009/0040] 4610/4800, lr:1.0e-04 ∣ avg_100 : 32031.262512 ∣ critic_nllloss : 26276.462891 ∣ critic_ganloss : -550.283020 ∣ generator_nllloss : 5218.186719 ∣ generator_ganloss : 1062.318604 ∣     [  std_z : 0.97  real_sub_fake : 2180.69 ]
[  epoch 0009/0040] 4620/4800, lr:1.0e-04 ∣ avg_100 : 32034.498455 ∣ critic_nllloss : 26395.045898 ∣ critic_ganloss : -397.231812 ∣ generator_nllloss : 5252.600391 ∣ generator_ganloss : 1036.422656 ∣     [  std_z : 0.98  real_sub_fake : 1820.67 ]
[  epoch 0009/0040] 4630/4800, lr:1.0e-04 ∣ avg_100 : 32039.898882 ∣ critic_nllloss : 26360.783594 ∣ critic_ganloss : -402.227164 ∣ generator_nllloss : 5280.609375 ∣ generator_ganloss : 1082.444678 ∣     [  std_z : 1.00  real_sub_fake : 1175.59 ]
[  epoch 0009/0040] 4640/4800, lr:1.0e-04 ∣ avg_100 : 32039.500155 ∣ critic_nllloss : 26297.410352 ∣ critic_ganloss : -502.707388 ∣ generator_nllloss : 5329.540430 ∣ generator_ganloss : 1073.882227 ∣     [  std_z : 1.00  real_sub_fake : 1757.22 ]
[  epoch 0009/0040] 4650/4800, lr:1.0e-04 ∣ avg_100 : 32043.188641 ∣ critic_nllloss : 26222.021094 ∣ critic_ganloss : -331.380542 ∣ generator_nllloss : 5280.978320 ∣ generator_ganloss : 1065.290625 ∣     [  std_z : 0.98  real_sub_fake : 1820.93 ]
[  epoch 0009/0040] 4660/4800, lr:1.0e-04 ∣ avg_100 : 32044.859499 ∣ critic_nllloss : 26268.658008 ∣ critic_ganloss : -391.012622 ∣ generator_nllloss : 5174.948047 ∣ generator_ganloss : 1043.459473 ∣     [  std_z : 0.97  real_sub_fake : 1239.53 ]
[  epoch 0009/0040] 4670/4800, lr:1.0e-04 ∣ avg_100 : 32045.387273 ∣ critic_nllloss : 26283.078906 ∣ critic_ganloss : -471.175684 ∣ generator_nllloss : 5281.556055 ∣ generator_ganloss : 1007.045557 ∣     [  std_z : 0.97  real_sub_fake : 1759.71 ]
[  epoch 0009/0040] 4680/4800, lr:1.0e-04 ∣ avg_100 : 32044.736035 ∣ critic_nllloss : 26250.042578 ∣ critic_ganloss : -514.807468 ∣ generator_nllloss : 5277.724805 ∣ generator_ganloss : 996.109814 ∣  [  std_z : 0.99  real_sub_fake : 2018.16 ]
[  epoch 0009/0040] 4690/4800, lr:1.0e-04 ∣ avg_100 : 32042.325532 ∣ critic_nllloss : 26038.612109 ∣ critic_ganloss : -559.905869 ∣ generator_nllloss : 5152.724609 ∣ generator_ganloss : 1044.834814 ∣     [  std_z : 1.00  real_sub_fake : 1756.81 ]
[  epoch 0009/0040] 4700/4800, lr:1.0e-04 ∣ avg_100 : 32045.255909 ∣ critic_nllloss : 26214.594141 ∣ critic_ganloss : -429.538687 ∣ generator_nllloss : 5186.835742 ∣ generator_ganloss : 1036.859180 ∣     [  std_z : 1.01  real_sub_fake : 1851.05 ]
[  epoch 0009/0040] 4710/4800, lr:1.0e-04 ∣ avg_100 : 32047.810820 ∣ critic_nllloss : 26359.024609 ∣ critic_ganloss : -513.758771 ∣ generator_nllloss : 5274.377930 ∣ generator_ganloss : 1070.908154 ∣     [  std_z : 1.00  real_sub_fake : 2142.99 ]
[  epoch 0009/0040] 4720/4800, lr:1.0e-04 ∣ avg_100 : 32047.129414 ∣ critic_nllloss : 26192.494727 ∣ critic_ganloss : -534.673505 ∣ generator_nllloss : 5197.601953 ∣ generator_ganloss : 1058.604053 ∣     [  std_z : 0.98  real_sub_fake : 2098.68 ]
[  epoch 0009/0040] 4730/4800, lr:1.0e-04 ∣ avg_100 : 32045.604815 ∣ critic_nllloss : 26236.802930 ∣ critic_ganloss : -529.803635 ∣ generator_nllloss : 5184.993555 ∣ generator_ganloss : 1042.269434 ∣     [  std_z : 0.98  real_sub_fake : 2007.59 ]
[  epoch 0009/0040] 4740/4800, lr:1.0e-04 ∣ avg_100 : 32047.437408 ∣ critic_nllloss : 26332.950391 ∣ critic_ganloss : -641.859995 ∣ generator_nllloss : 5197.878516 ∣ generator_ganloss : 1012.483740 ∣     [  std_z : 0.98  real_sub_fake : 2288.35 ]
[  epoch 0009/0040] 4750/4800, lr:1.0e-04 ∣ avg_100 : 32049.648865 ∣ critic_nllloss : 26285.558008 ∣ critic_ganloss : -521.202676 ∣ generator_nllloss : 5168.427734 ∣ generator_ganloss : 1005.981982 ∣     [  std_z : 0.99  real_sub_fake : 2113.25 ]
[  epoch 0009/0040] 4760/4800, lr:1.0e-04 ∣ avg_100 : 32049.840837 ∣ critic_nllloss : 26271.053516 ∣ critic_ganloss : -462.632281 ∣ generator_nllloss : 5239.458789 ∣ generator_ganloss : 1005.017187 ∣     [  std_z : 0.99  real_sub_fake : 1631.81 ]
[  epoch 0009/0040] 4770/4800, lr:1.0e-04 ∣ avg_100 : 32051.616560 ∣ critic_nllloss : 26482.967383 ∣ critic_ganloss : -565.911560 ∣ generator_nllloss : 5225.330078 ∣ generator_ganloss : 982.503662 ∣  [  std_z : 0.99  real_sub_fake : 2217.59 ]
[  epoch 0009/0040] 4780/4800, lr:1.0e-04 ∣ avg_100 : 32052.188560 ∣ critic_nllloss : 26194.696680 ∣ critic_ganloss : -383.496997 ∣ generator_nllloss : 5170.272266 ∣ generator_ganloss : 1019.800391 ∣     [  std_z : 0.98  real_sub_fake : 1812.97 ]
[  epoch 0009/0040] 4790/4800, lr:1.0e-04 ∣ avg_100 : 32045.456354 ∣ critic_nllloss : 26009.788867 ∣ critic_ganloss : -601.319351 ∣ generator_nllloss : 5213.024609 ∣ generator_ganloss : 958.176074 ∣  [  std_z : 0.99  real_sub_fake : 1878.14 ]
[  epoch 0009/0040] 4800/4800, lr:1.0e-04 ∣ avg_100 : 32045.648885 ∣ critic_nllloss : 26271.154687 ∣ critic_ganloss : -446.380676 ∣ generator_nllloss : 5321.198828 ∣ generator_ganloss : 965.004492 ∣  [  std_z : 1.01  real_sub_fake : 2327.48 ]
[    val 009    ] Done! KLD: 0.226593: 0.2240050:13, total: 1 day, 6:19:37                  
[  epoch 0010/0040] 0010/4800, lr:1.0e-04 ∣ avg_100 : 32044.781315 ∣ critic_nllloss : 26310.916211 ∣ critic_ganloss : -509.322635 ∣ generator_nllloss : 5315.681836 ∣ generator_ganloss : 938.670801 ∣  [  std_z : 0.98  real_sub_fake : 1600.80 ]
[  epoch 0010/0040] 0020/4800, lr:1.0e-04 ∣ avg_100 : 32042.024104 ∣ critic_nllloss : 26112.491016 ∣ critic_ganloss : -502.952945 ∣ generator_nllloss : 5157.377344 ∣ generator_ganloss : 957.943994 ∣  [  std_z : 0.96  real_sub_fake : 1712.04 ]
[  epoch 0010/0040] 0030/4800, lr:1.0e-04 ∣ avg_100 : 32043.802860 ∣ critic_nllloss : 26470.355664 ∣ critic_ganloss : -583.615521 ∣ generator_nllloss : 5340.871680 ∣ generator_ganloss : 984.479932 ∣  [  std_z : 0.99  real_sub_fake : 2329.60 ]
[  epoch 0010/0040] 0040/4800, lr:1.0e-04 ∣ avg_100 : 32042.381230 ∣ critic_nllloss : 26200.524219 ∣ critic_ganloss : -519.767957 ∣ generator_nllloss : 5193.019141 ∣ generator_ganloss : 993.104492 ∣  [  std_z : 0.99  real_sub_fake : 2293.86 ]
[  epoch 0010/0040] 0050/4800, lr:1.0e-04 ∣ avg_100 : 32040.879105 ∣ critic_nllloss : 26123.148633 ∣ critic_ganloss : -517.826758 ∣ generator_nllloss : 5215.707031 ∣ generator_ganloss : 987.727100 ∣  [  std_z : 1.00  real_sub_fake : 1723.05 ]
[  epoch 0010/0040] 0060/4800, lr:1.0e-04 ∣ avg_100 : 32042.605826 ∣ critic_nllloss : 26356.179883 ∣ critic_ganloss : -618.686511 ∣ generator_nllloss : 5289.928516 ∣ generator_ganloss : 1025.894482 ∣     [  std_z : 0.99  real_sub_fake : 2398.58 ]
[  epoch 0010/0040] 0070/4800, lr:1.0e-04 ∣ avg_100 : 32039.510352 ∣ critic_nllloss : 25994.973828 ∣ critic_ganloss : -480.169159 ∣ generator_nllloss : 5256.683398 ∣ generator_ganloss : 954.159521 ∣  [  std_z : 0.99  real_sub_fake : 2029.19 ]
[  epoch 0010/0040] 0080/4800, lr:1.0e-04 ∣ avg_100 : 32038.348878 ∣ critic_nllloss : 26043.645117 ∣ critic_ganloss : -396.662888 ∣ generator_nllloss : 5233.918750 ∣ generator_ganloss : 1015.050146 ∣     [  std_z : 0.98  real_sub_fake : 1369.65 ]
[  epoch 0010/0040] 0090/4800, lr:1.0e-04 ∣ avg_100 : 32040.570925 ∣ critic_nllloss : 26330.431055 ∣ critic_ganloss : -500.149924 ∣ generator_nllloss : 5263.976367 ∣ generator_ganloss : 989.117627 ∣  [  std_z : 0.97  real_sub_fake : 1823.74 ]
[  epoch 0010/0040] 0100/4800, lr:1.0e-04 ∣ avg_100 : 32039.763778 ∣ critic_nllloss : 26194.361523 ∣ critic_ganloss : -470.782468 ∣ generator_nllloss : 5177.427148 ∣ generator_ganloss : 985.659180 ∣  [  std_z : 0.98  real_sub_fake : 1935.72 ]
[  epoch 0010/0040] 0110/4800, lr:1.0e-04 ∣ avg_100 : 32033.812246 ∣ critic_nllloss : 26144.809570 ∣ critic_ganloss : -551.017389 ∣ generator_nllloss : 5187.676758 ∣ generator_ganloss : 1013.143164 ∣     [  std_z : 1.00  real_sub_fake : 2088.88 ]
[  epoch 0010/0040] 0120/4800, lr:1.0e-04 ∣ avg_100 : 32032.007512 ∣ critic_nllloss : 26215.126563 ∣ critic_ganloss : -525.865887 ∣ generator_nllloss : 5203.894727 ∣ generator_ganloss : 1017.887891 ∣     [  std_z : 1.00  real_sub_fake : 1838.37 ]
[  epoch 0010/0040] 0130/4800, lr:1.0e-04 ∣ avg_100 : 32026.709347 ∣ critic_nllloss : 26234.457227 ∣ critic_ganloss : -594.648169 ∣ generator_nllloss : 5219.037305 ∣ generator_ganloss : 1036.237158 ∣     [  std_z : 0.99  real_sub_fake : 2191.01 ]
[  epoch 0010/0040] 0140/4800, lr:1.0e-04 ∣ avg_100 : 32024.863933 ∣ critic_nllloss : 26077.824609 ∣ critic_ganloss : -542.048175 ∣ generator_nllloss : 5322.488867 ∣ generator_ganloss : 1034.896826 ∣     [  std_z : 0.99  real_sub_fake : 2437.11 ]
[  epoch 0010/0040] 0150/4800, lr:1.0e-04 ∣ avg_100 : 32022.717326 ∣ critic_nllloss : 26024.175391 ∣ critic_ganloss : -514.618604 ∣ generator_nllloss : 5152.297266 ∣ generator_ganloss : 1093.480566 ∣     [  std_z : 0.99  real_sub_fake : 1585.01 ]
[  epoch 0010/0040] 0160/4800, lr:1.0e-04 ∣ avg_100 : 32021.459660 ∣ critic_nllloss : 26200.270508 ∣ critic_ganloss : -495.005914 ∣ generator_nllloss : 5254.552344 ∣ generator_ganloss : 1031.218311 ∣     [  std_z : 1.00  real_sub_fake : 2342.35 ]
[  epoch 0010/0040] 0170/4800, lr:1.0e-04 ∣ avg_100 : 32022.680303 ∣ critic_nllloss : 26475.107617 ∣ critic_ganloss : -538.577020 ∣ generator_nllloss : 5242.957617 ∣ generator_ganloss : 1010.899316 ∣     [  std_z : 0.99  real_sub_fake : 1678.39 ]
[  epoch 0010/0040] 0180/4800, lr:1.0e-04 ∣ avg_100 : 32020.646878 ∣ critic_nllloss : 26018.520703 ∣ critic_ganloss : -509.582806 ∣ generator_nllloss : 5137.347266 ∣ generator_ganloss : 1004.302979 ∣     [  std_z : 0.97  real_sub_fake : 2012.04 ]
[  epoch 0010/0040] 0190/4800, lr:1.0e-04 ∣ avg_100 : 32023.458948 ∣ critic_nllloss : 26391.802148 ∣ critic_ganloss : -458.015439 ∣ generator_nllloss : 5284.300781 ∣ generator_ganloss : 1041.887695 ∣     [  std_z : 0.96  real_sub_fake : 2020.53 ]
[  epoch 0010/0040] 0200/4800, lr:1.0e-04 ∣ avg_100 : 32016.543053 ∣ critic_nllloss : 26305.851367 ∣ critic_ganloss : -599.073233 ∣ generator_nllloss : 5208.788086 ∣ generator_ganloss : 1020.418750 ∣     [  std_z : 1.00  real_sub_fake : 1797.51 ]
[  epoch 0010/0040] 0210/4800, lr:1.0e-04 ∣ avg_100 : 32009.873554 ∣ critic_nllloss : 26204.230078 ∣ critic_ganloss : -649.087708 ∣ generator_nllloss : 5182.828125 ∣ generator_ganloss : 1008.291992 ∣     [  std_z : 1.01  real_sub_fake : 2779.64 ]
[  epoch 0010/0040] 0220/4800, lr:1.0e-04 ∣ avg_100 : 32007.977421 ∣ critic_nllloss : 26314.150195 ∣ critic_ganloss : -417.005804 ∣ generator_nllloss : 5223.179883 ∣ generator_ganloss : 1045.332813 ∣     [  std_z : 0.99  real_sub_fake : 1676.53 ]
[  epoch 0010/0040] 0230/4800, lr:1.0e-04 ∣ avg_100 : 32008.433072 ∣ critic_nllloss : 26229.701562 ∣ critic_ganloss : -500.748779 ∣ generator_nllloss : 5230.629102 ∣ generator_ganloss : 1030.856445 ∣     [  std_z : 0.97  real_sub_fake : 1675.58 ]
[  epoch 0010/0040] 0240/4800, lr:1.0e-04 ∣ avg_100 : 32008.789780 ∣ critic_nllloss : 26430.072852 ∣ critic_ganloss : -499.010812 ∣ generator_nllloss : 5305.651172 ∣ generator_ganloss : 1015.612402 ∣     [  std_z : 0.97  real_sub_fake : 2131.79 ]
[  epoch 0010/0040] 0250/4800, lr:1.0e-04 ∣ avg_100 : 32006.449094 ∣ critic_nllloss : 26171.704102 ∣ critic_ganloss : -472.116437 ∣ generator_nllloss : 5183.542969 ∣ generator_ganloss : 1000.279541 ∣     [  std_z : 1.00  real_sub_fake : 1711.66 ]
[  epoch 0010/0040] 0260/4800, lr:1.0e-04 ∣ avg_100 : 32004.723863 ∣ critic_nllloss : 26294.836719 ∣ critic_ganloss : -651.055347 ∣ generator_nllloss : 5299.638477 ∣ generator_ganloss : 1034.936572 ∣     [  std_z : 1.00  real_sub_fake : 2224.30 ]
[  epoch 0010/0040] 0270/4800, lr:1.0e-04 ∣ avg_100 : 31999.964769 ∣ critic_nllloss : 26187.084961 ∣ critic_ganloss : -608.055829 ∣ generator_nllloss : 5164.745313 ∣ generator_ganloss : 1006.563721 ∣     [  std_z : 0.98  real_sub_fake : 2734.31 ]
[  epoch 0010/0040] 0280/4800, lr:1.0e-04 ∣ avg_100 : 31999.328264 ∣ critic_nllloss : 26243.976758 ∣ critic_ganloss : -627.686475 ∣ generator_nllloss : 5240.793164 ∣ generator_ganloss : 1013.396143 ∣     [  std_z : 0.97  real_sub_fake : 2257.63 ]
[  epoch 0010/0040] 0290/4800, lr:1.0e-04 ∣ avg_100 : 32002.682503 ∣ critic_nllloss : 26321.329883 ∣ critic_ganloss : -441.343573 ∣ generator_nllloss : 5352.809180 ∣ generator_ganloss : 985.590039 ∣  [  std_z : 0.97  real_sub_fake : 1893.71 ]
[  epoch 0010/0040] 0300/4800, lr:1.0e-04 ∣ avg_100 : 32002.858082 ∣ critic_nllloss : 26462.816211 ∣ critic_ganloss : -528.589642 ∣ generator_nllloss : 5241.040039 ∣ generator_ganloss : 973.904443 ∣  [  std_z : 1.00  real_sub_fake : 1995.91 ]
[  epoch 0010/0040] 0310/4800, lr:1.0e-04 ∣ avg_100 : 32003.102601 ∣ critic_nllloss : 26372.478516 ∣ critic_ganloss : -351.465277 ∣ generator_nllloss : 5334.714844 ∣ generator_ganloss : 1005.192676 ∣     [  std_z : 1.00  real_sub_fake : 1441.26 ]
[  epoch 0010/0040] 0320/4800, lr:1.0e-04 ∣ avg_100 : 32001.030407 ∣ critic_nllloss : 26494.375586 ∣ critic_ganloss : -470.291669 ∣ generator_nllloss : 5259.952344 ∣ generator_ganloss : 978.805566 ∣  [  std_z : 0.98  real_sub_fake : 1485.48 ]
[  epoch 0010/0040] 0330/4800, lr:1.0e-04 ∣ avg_100 : 31996.610972 ∣ critic_nllloss : 26142.348438 ∣ critic_ganloss : -450.294611 ∣ generator_nllloss : 5223.294141 ∣ generator_ganloss : 970.022266 ∣  [  std_z : 0.97  real_sub_fake : 2271.30 ]
[  epoch 0010/0040] 0340/4800, lr:1.0e-04 ∣ avg_100 : 31997.903851 ∣ critic_nllloss : 26236.875586 ∣ critic_ganloss : -574.173276 ∣ generator_nllloss : 5269.037500 ∣ generator_ganloss : 978.730078 ∣  [  std_z : 0.98  real_sub_fake : 1661.30 ]
[  epoch 0010/0040] 0350/4800, lr:1.0e-04 ∣ avg_100 : 31997.874191 ∣ critic_nllloss : 26413.821484 ∣ critic_ganloss : -541.268616 ∣ generator_nllloss : 5353.599805 ∣ generator_ganloss : 952.706396 ∣  [  std_z : 1.00  real_sub_fake : 2264.72 ]
[  epoch 0010/0040] 0360/4800, lr:1.0e-04 ∣ avg_100 : 31997.030132 ∣ critic_nllloss : 26287.928320 ∣ critic_ganloss : -544.394962 ∣ generator_nllloss : 5279.113086 ∣ generator_ganloss : 972.396533 ∣  [  std_z : 1.00  real_sub_fake : 2072.24 ]
[  epoch 0010/0040] 0370/4800, lr:1.0e-04 ∣ avg_100 : 31995.842649 ∣ critic_nllloss : 26338.967969 ∣ critic_ganloss : -533.655438 ∣ generator_nllloss : 5296.911133 ∣ generator_ganloss : 962.983447 ∣  [  std_z : 0.99  real_sub_fake : 1993.24 ]
[  epoch 0010/0040] 0380/4800, lr:1.0e-04 ∣ avg_100 : 31997.014858 ∣ critic_nllloss : 26211.402930 ∣ critic_ganloss : -576.257379 ∣ generator_nllloss : 5148.757227 ∣ generator_ganloss : 990.686133 ∣  [  std_z : 0.99  real_sub_fake : 2023.24 ]
[  epoch 0010/0040] 0390/4800, lr:1.0e-04 ∣ avg_100 : 31997.710728 ∣ critic_nllloss : 26301.057031 ∣ critic_ganloss : -626.390704 ∣ generator_nllloss : 5235.726953 ∣ generator_ganloss : 1013.051807 ∣     [  std_z : 0.99  real_sub_fake : 2218.80 ]
[  epoch 0010/0040] 0400/4800, lr:1.0e-04 ∣ avg_100 : 31999.389756 ∣ critic_nllloss : 26192.779687 ∣ critic_ganloss : -585.637622 ∣ generator_nllloss : 5232.614258 ∣ generator_ganloss : 989.017187 ∣  [  std_z : 0.98  real_sub_fake : 2284.97 ]
[  epoch 0010/0040] 0410/4800, lr:1.0e-04 ∣ avg_100 : 32001.051478 ∣ critic_nllloss : 26319.247266 ∣ critic_ganloss : -301.501611 ∣ generator_nllloss : 5245.430664 ∣ generator_ganloss : 1077.034961 ∣     [  std_z : 0.98  real_sub_fake : 1540.60 ]
[  epoch 0010/0040] 0420/4800, lr:1.0e-04 ∣ avg_100 : 31999.606381 ∣ critic_nllloss : 26181.252734 ∣ critic_ganloss : -319.200302 ∣ generator_nllloss : 5256.598828 ∣ generator_ganloss : 1089.069434 ∣     [  std_z : 0.99  real_sub_fake : 946.05 ]
[  epoch 0010/0040] 0430/4800, lr:1.0e-04 ∣ avg_100 : 32002.670019 ∣ critic_nllloss : 26111.844141 ∣ critic_ganloss : -369.093884 ∣ generator_nllloss : 5229.834766 ∣ generator_ganloss : 1052.675000 ∣     [  std_z : 0.99  real_sub_fake : 1325.37 ]
[  epoch 0010/0040] 0440/4800, lr:1.0e-04 ∣ avg_100 : 32000.430392 ∣ critic_nllloss : 26213.492773 ∣ critic_ganloss : -414.215527 ∣ generator_nllloss : 5218.130273 ∣ generator_ganloss : 1060.821924 ∣     [  std_z : 0.99  real_sub_fake : 1645.88 ]
[  epoch 0010/0040] 0450/4800, lr:1.0e-04 ∣ avg_100 : 31998.948606 ∣ critic_nllloss : 26041.498242 ∣ critic_ganloss : -331.346866 ∣ generator_nllloss : 5222.134766 ∣ generator_ganloss : 1098.530225 ∣     [  std_z : 0.98  real_sub_fake : 1298.58 ]
[  epoch 0010/0040] 0460/4800, lr:1.0e-04 ∣ avg_100 : 32002.835345 ∣ critic_nllloss : 26385.396484 ∣ critic_ganloss : -402.427292 ∣ generator_nllloss : 5258.888477 ∣ generator_ganloss : 1013.613477 ∣     [  std_z : 0.97  real_sub_fake : 1552.98 ]
[  epoch 0010/0040] 0470/4800, lr:1.0e-04 ∣ avg_100 : 32003.843896 ∣ critic_nllloss : 26296.564258 ∣ critic_ganloss : -391.835867 ∣ generator_nllloss : 5229.306641 ∣ generator_ganloss : 1049.708154 ∣     [  std_z : 0.97  real_sub_fake : 1487.66 ]
[  epoch 0010/0040] 0480/4800, lr:1.0e-04 ∣ avg_100 : 32005.199506 ∣ critic_nllloss : 26267.400781 ∣ critic_ganloss : -459.467862 ∣ generator_nllloss : 5213.650000 ∣ generator_ganloss : 1027.503711 ∣     [  std_z : 1.00  real_sub_fake : 1554.36 ]
[  epoch 0010/0040] 0490/4800, lr:1.0e-04 ∣ avg_100 : 32008.469776 ∣ critic_nllloss : 26663.539844 ∣ critic_ganloss : -490.003378 ∣ generator_nllloss : 5273.634766 ∣ generator_ganloss : 1043.662695 ∣     [  std_z : 1.01  real_sub_fake : 1847.11 ]
[  epoch 0010/0040] 0500/4800, lr:1.0e-04 ∣ avg_100 : 32007.364114 ∣ critic_nllloss : 26141.900391 ∣ critic_ganloss : -524.063525 ∣ generator_nllloss : 5239.767969 ∣ generator_ganloss : 1061.024365 ∣     [  std_z : 0.99  real_sub_fake : 1878.32 ]
[  epoch 0010/0040] 0510/4800, lr:1.0e-04 ∣ avg_100 : 32009.147660 ∣ critic_nllloss : 26504.197461 ∣ critic_ganloss : -483.307178 ∣ generator_nllloss : 5340.847656 ∣ generator_ganloss : 1037.189111 ∣     [  std_z : 0.98  real_sub_fake : 2269.62 ]
[  epoch 0010/0040] 0520/4800, lr:1.0e-04 ∣ avg_100 : 32009.316199 ∣ critic_nllloss : 26248.794531 ∣ critic_ganloss : -391.364500 ∣ generator_nllloss : 5203.346094 ∣ generator_ganloss : 1090.593750 ∣     [  std_z : 0.98  real_sub_fake : 1424.59 ]
[  epoch 0010/0040] 0530/4800, lr:1.0e-04 ∣ avg_100 : 32008.791457 ∣ critic_nllloss : 26205.324023 ∣ critic_ganloss : -427.043610 ∣ generator_nllloss : 5329.543750 ∣ generator_ganloss : 1014.741895 ∣     [  std_z : 0.99  real_sub_fake : 1476.69 ]
[  epoch 0010/0040] 0540/4800, lr:1.0e-04 ∣ avg_100 : 32010.341092 ∣ critic_nllloss : 26125.224219 ∣ critic_ganloss : -395.289224 ∣ generator_nllloss : 5212.875977 ∣ generator_ganloss : 1034.172119 ∣     [  std_z : 0.99  real_sub_fake : 1698.70 ]
[  epoch 0010/0040] 0550/4800, lr:1.0e-04 ∣ avg_100 : 32012.168092 ∣ critic_nllloss : 26347.176758 ∣ critic_ganloss : -489.151022 ∣ generator_nllloss : 5228.560938 ∣ generator_ganloss : 1021.761670 ∣     [  std_z : 1.00  real_sub_fake : 1714.62 ]
[  epoch 0010/0040] 0560/4800, lr:1.0e-04 ∣ avg_100 : 32011.282155 ∣ critic_nllloss : 26183.456836 ∣ critic_ganloss : -539.804294 ∣ generator_nllloss : 5272.798437 ∣ generator_ganloss : 1009.179541 ∣     [  std_z : 0.99  real_sub_fake : 1851.42 ]
[  epoch 0010/0040] 0570/4800, lr:1.0e-04 ∣ avg_100 : 32009.774817 ∣ critic_nllloss : 26367.791602 ∣ critic_ganloss : -589.387555 ∣ generator_nllloss : 5353.094922 ∣ generator_ganloss : 985.943408 ∣  [  std_z : 0.98  real_sub_fake : 2460.37 ]
[  epoch 0010/0040] 0580/4800, lr:1.0e-04 ∣ avg_100 : 32008.817160 ∣ critic_nllloss : 26349.526758 ∣ critic_ganloss : -512.532690 ∣ generator_nllloss : 5242.765625 ∣ generator_ganloss : 992.894971 ∣  [  std_z : 0.98  real_sub_fake : 2037.41 ]
[  epoch 0010/0040] 0590/4800, lr:1.0e-04 ∣ avg_100 : 32008.276272 ∣ critic_nllloss : 26286.673242 ∣ critic_ganloss : -576.736908 ∣ generator_nllloss : 5329.864258 ∣ generator_ganloss : 951.642090 ∣  [  std_z : 0.98  real_sub_fake : 1983.84 ]
[  epoch 0010/0040] 0600/4800, lr:1.0e-04 ∣ avg_100 : 32008.352609 ∣ critic_nllloss : 26080.048047 ∣ critic_ganloss : -575.517334 ∣ generator_nllloss : 5234.738281 ∣ generator_ganloss : 1002.388037 ∣     [  std_z : 0.99  real_sub_fake : 2307.11 ]
[  epoch 0010/0040] 0610/4800, lr:1.0e-04 ∣ avg_100 : 32010.010363 ∣ critic_nllloss : 26121.187891 ∣ critic_ganloss : -422.217059 ∣ generator_nllloss : 5267.195117 ∣ generator_ganloss : 1023.930518 ∣     [  std_z : 0.99  real_sub_fake : 1971.15 ]
[  epoch 0010/0040] 0620/4800, lr:1.0e-04 ∣ avg_100 : 32008.830935 ∣ critic_nllloss : 26484.676367 ∣ critic_ganloss : -465.561526 ∣ generator_nllloss : 5283.512695 ∣ generator_ganloss : 964.128467 ∣  [  std_z : 0.99  real_sub_fake : 1588.23 ]
[  epoch 0010/0040] 0630/4800, lr:1.0e-04 ∣ avg_100 : 32007.064602 ∣ critic_nllloss : 26179.609766 ∣ critic_ganloss : -585.581952 ∣ generator_nllloss : 5313.705859 ∣ generator_ganloss : 965.920117 ∣  [  std_z : 0.98  real_sub_fake : 1874.40 ]
[  epoch 0010/0040] 0640/4800, lr:1.0e-04 ∣ avg_100 : 32002.109769 ∣ critic_nllloss : 26222.150586 ∣ critic_ganloss : -610.898557 ∣ generator_nllloss : 5190.774414 ∣ generator_ganloss : 946.308691 ∣  [  std_z : 0.98  real_sub_fake : 2436.11 ]
[  epoch 0010/0040] 0650/4800, lr:1.0e-04 ∣ avg_100 : 31999.507106 ∣ critic_nllloss : 26223.186328 ∣ critic_ganloss : -611.367249 ∣ generator_nllloss : 5306.232617 ∣ generator_ganloss : 993.407422 ∣  [  std_z : 1.00  real_sub_fake : 2177.72 ]
[  epoch 0010/0040] 0660/4800, lr:1.0e-04 ∣ avg_100 : 32002.823489 ∣ critic_nllloss : 26482.169531 ∣ critic_ganloss : -577.904980 ∣ generator_nllloss : 5265.431836 ∣ generator_ganloss : 1014.680518 ∣     [  std_z : 1.01  real_sub_fake : 2518.13 ]
[  epoch 0010/0040] 0670/4800, lr:1.0e-04 ∣ avg_100 : 32003.856305 ∣ critic_nllloss : 26122.941211 ∣ critic_ganloss : -420.243814 ∣ generator_nllloss : 5272.211719 ∣ generator_ganloss : 1043.847949 ∣     [  std_z : 0.99  real_sub_fake : 1430.62 ]
[  epoch 0010/0040] 0680/4800, lr:1.0e-04 ∣ avg_100 : 32006.745955 ∣ critic_nllloss : 26346.847266 ∣ critic_ganloss : -515.574384 ∣ generator_nllloss : 5172.498633 ∣ generator_ganloss : 1010.220166 ∣     [  std_z : 0.98  real_sub_fake : 2131.58 ]
[  epoch 0010/0040] 0690/4800, lr:1.0e-04 ∣ avg_100 : 32007.954376 ∣ critic_nllloss : 26363.432617 ∣ critic_ganloss : -432.605695 ∣ generator_nllloss : 5174.275000 ∣ generator_ganloss : 972.743750 ∣  [  std_z : 0.99  real_sub_fake : 2197.79 ]
[  epoch 0010/0040] 0700/4800, lr:1.0e-04 ∣ avg_100 : 32010.896973 ∣ critic_nllloss : 26417.632617 ∣ critic_ganloss : -545.462009 ∣ generator_nllloss : 5313.814062 ∣ generator_ganloss : 961.127002 ∣  [  std_z : 1.00  real_sub_fake : 1536.96 ]
[  epoch 0010/0040] 0710/4800, lr:1.0e-04 ∣ avg_100 : 32011.059756 ∣ critic_nllloss : 26248.639062 ∣ critic_ganloss : -508.757068 ∣ generator_nllloss : 5299.383984 ∣ generator_ganloss : 931.778418 ∣  [  std_z : 1.01  real_sub_fake : 2062.36 ]
[  epoch 0010/0040] 0720/4800, lr:1.0e-04 ∣ avg_100 : 32010.964574 ∣ critic_nllloss : 26274.825977 ∣ critic_ganloss : -541.734528 ∣ generator_nllloss : 5318.503125 ∣ generator_ganloss : 949.825537 ∣  [  std_z : 0.99  real_sub_fake : 2096.71 ]
[  epoch 0010/0040] 0730/4800, lr:1.0e-04 ∣ avg_100 : 32013.210500 ∣ critic_nllloss : 26180.098438 ∣ critic_ganloss : -509.858466 ∣ generator_nllloss : 5266.938672 ∣ generator_ganloss : 939.621387 ∣  [  std_z : 0.95  real_sub_fake : 1933.63 ]
[  epoch 0010/0040] 0740/4800, lr:1.0e-04 ∣ avg_100 : 32014.905374 ∣ critic_nllloss : 26454.980469 ∣ critic_ganloss : -640.742963 ∣ generator_nllloss : 5324.682031 ∣ generator_ganloss : 920.732959 ∣  [  std_z : 0.96  real_sub_fake : 2388.33 ]
[  epoch 0010/0040] 0750/4800, lr:1.0e-04 ∣ avg_100 : 32014.588301 ∣ critic_nllloss : 26095.634961 ∣ critic_ganloss : -542.618845 ∣ generator_nllloss : 5279.495703 ∣ generator_ganloss : 1001.867578 ∣     [  std_z : 0.99  real_sub_fake : 1971.80 ]
[  epoch 0010/0040] 0760/4800, lr:1.0e-04 ∣ avg_100 : 32023.359306 ∣ critic_nllloss : 26529.366016 ∣ critic_ganloss : -309.824496 ∣ generator_nllloss : 5333.556836 ∣ generator_ganloss : 938.208496 ∣  [  std_z : 1.03  real_sub_fake : 1519.29 ]
[  epoch 0010/0040] 0770/4800, lr:1.0e-04 ∣ avg_100 : 32025.348301 ∣ critic_nllloss : 26250.455664 ∣ critic_ganloss : -323.927087 ∣ generator_nllloss : 5244.846094 ∣ generator_ganloss : 1014.446533 ∣     [  std_z : 1.01  real_sub_fake : 1010.92 ]
[  epoch 0010/0040] 0780/4800, lr:1.0e-04 ∣ avg_100 : 32025.781658 ∣ critic_nllloss : 26246.293164 ∣ critic_ganloss : -308.668304 ∣ generator_nllloss : 5259.864062 ∣ generator_ganloss : 968.381055 ∣  [  std_z : 0.98  real_sub_fake : 1243.95 ]
[  epoch 0010/0040] 0790/4800, lr:1.0e-04 ∣ avg_100 : 32027.388632 ∣ critic_nllloss : 26323.961328 ∣ critic_ganloss : -393.671417 ∣ generator_nllloss : 5291.605078 ∣ generator_ganloss : 924.712305 ∣  [  std_z : 0.96  real_sub_fake : 1543.98 ]
[  epoch 0010/0040] 0800/4800, lr:1.0e-04 ∣ avg_100 : 32026.119362 ∣ critic_nllloss : 26305.471680 ∣ critic_ganloss : -585.627255 ∣ generator_nllloss : 5321.405664 ∣ generator_ganloss : 947.760645 ∣  [  std_z : 0.97  real_sub_fake : 1929.83 ]
[  epoch 0010/0040] 0810/4800, lr:1.0e-04 ∣ avg_100 : 32023.888991 ∣ critic_nllloss : 26334.991602 ∣ critic_ganloss : -676.492523 ∣ generator_nllloss : 5214.389258 ∣ generator_ganloss : 910.759766 ∣  [  std_z : 0.98  real_sub_fake : 2592.89 ]
[  epoch 0010/0040] 0820/4800, lr:1.0e-04 ∣ avg_100 : 32020.011872 ∣ critic_nllloss : 26334.131836 ∣ critic_ganloss : -701.375238 ∣ generator_nllloss : 5300.439453 ∣ generator_ganloss : 965.929150 ∣  [  std_z : 0.99  real_sub_fake : 2486.63 ]
[  epoch 0010/0040] 0830/4800, lr:1.0e-04 ∣ avg_100 : 32017.131653 ∣ critic_nllloss : 26216.483203 ∣ critic_ganloss : -464.546671 ∣ generator_nllloss : 5340.569727 ∣ generator_ganloss : 941.082275 ∣  [  std_z : 0.99  real_sub_fake : 2349.58 ]
[  epoch 0010/0040] 0840/4800, lr:1.0e-04 ∣ avg_100 : 32015.020449 ∣ critic_nllloss : 26281.110938 ∣ critic_ganloss : -400.080176 ∣ generator_nllloss : 5218.669922 ∣ generator_ganloss : 887.304541 ∣  [  std_z : 0.99  real_sub_fake : 1549.63 ]
[  epoch 0010/0040] 0850/4800, lr:1.0e-04 ∣ avg_100 : 32010.874983 ∣ critic_nllloss : 26124.218750 ∣ critic_ganloss : -427.778345 ∣ generator_nllloss : 5249.106445 ∣ generator_ganloss : 876.816113 ∣  [  std_z : 0.98  real_sub_fake : 1391.09 ]
[  epoch 0010/0040] 0860/4800, lr:1.0e-04 ∣ avg_100 : 32005.534160 ∣ critic_nllloss : 26069.272266 ∣ critic_ganloss : -589.041302 ∣ generator_nllloss : 5225.051953 ∣ generator_ganloss : 856.687695 ∣  [  std_z : 0.98  real_sub_fake : 2224.49 ]
[  epoch 0010/0040] 0870/4800, lr:1.0e-04 ∣ avg_100 : 31999.726647 ∣ critic_nllloss : 26113.216016 ∣ critic_ganloss : -656.297449 ∣ generator_nllloss : 5168.905469 ∣ generator_ganloss : 893.929443 ∣  [  std_z : 1.00  real_sub_fake : 2430.56 ]
[  epoch 0010/0040] 0880/4800, lr:1.0e-04 ∣ avg_100 : 31999.861775 ∣ critic_nllloss : 26397.076758 ∣ critic_ganloss : -643.463245 ∣ generator_nllloss : 5315.822266 ∣ generator_ganloss : 953.146777 ∣  [  std_z : 1.00  real_sub_fake : 2428.73 ]
[  epoch 0010/0040] 0890/4800, lr:1.0e-04 ∣ avg_100 : 32000.976317 ∣ critic_nllloss : 26180.603906 ∣ critic_ganloss : -541.780902 ∣ generator_nllloss : 5208.320703 ∣ generator_ganloss : 940.576172 ∣  [  std_z : 0.98  real_sub_fake : 2113.81 ]
[  epoch 0010/0040] 0900/4800, lr:1.0e-04 ∣ avg_100 : 32001.164406 ∣ critic_nllloss : 26317.089844 ∣ critic_ganloss : -498.807617 ∣ generator_nllloss : 5214.211719 ∣ generator_ganloss : 995.065332 ∣  [  std_z : 0.98  real_sub_fake : 1923.99 ]
[  epoch 0010/0040] 0910/4800, lr:1.0e-04 ∣ avg_100 : 31999.662147 ∣ critic_nllloss : 26249.071484 ∣ critic_ganloss : -397.505643 ∣ generator_nllloss : 5255.403516 ∣ generator_ganloss : 933.356641 ∣  [  std_z : 1.00  real_sub_fake : 1735.27 ]
[  epoch 0010/0040] 0920/4800, lr:1.0e-04 ∣ avg_100 : 32002.313678 ∣ critic_nllloss : 26412.320508 ∣ critic_ganloss : -468.314688 ∣ generator_nllloss : 5286.169531 ∣ generator_ganloss : 949.005029 ∣  [  std_z : 1.01  real_sub_fake : 1546.53 ]
[  epoch 0010/0040] 0930/4800, lr:1.0e-04 ∣ avg_100 : 32000.566971 ∣ critic_nllloss : 26232.830469 ∣ critic_ganloss : -681.464069 ∣ generator_nllloss : 5286.775195 ∣ generator_ganloss : 921.449902 ∣  [  std_z : 0.99  real_sub_fake : 2317.13 ]
[  epoch 0010/0040] 0940/4800, lr:1.0e-04 ∣ avg_100 : 32000.458984 ∣ critic_nllloss : 26196.414844 ∣ critic_ganloss : -522.502887 ∣ generator_nllloss : 5241.453711 ∣ generator_ganloss : 975.288281 ∣  [  std_z : 0.96  real_sub_fake : 2608.25 ]
[  epoch 0010/0040] 0950/4800, lr:1.0e-04 ∣ avg_100 : 32004.840907 ∣ critic_nllloss : 26526.667187 ∣ critic_ganloss : -463.034747 ∣ generator_nllloss : 5309.548828 ∣ generator_ganloss : 1003.776123 ∣     [  std_z : 0.98  real_sub_fake : 1597.93 ]
[  epoch 0010/0040] 0960/4800, lr:1.0e-04 ∣ avg_100 : 32002.599832 ∣ critic_nllloss : 26134.897070 ∣ critic_ganloss : -519.374933 ∣ generator_nllloss : 5268.144336 ∣ generator_ganloss : 945.123193 ∣  [  std_z : 0.99  real_sub_fake : 1915.69 ]
[  epoch 0010/0040] 0970/4800, lr:1.0e-04 ∣ avg_100 : 32000.097360 ∣ critic_nllloss : 26230.041797 ∣ critic_ganloss : -509.252786 ∣ generator_nllloss : 5271.798047 ∣ generator_ganloss : 882.055322 ∣  [  std_z : 1.00  real_sub_fake : 2140.50 ]
[  epoch 0010/0040] 0980/4800, lr:1.0e-04 ∣ avg_100 : 32000.122381 ∣ critic_nllloss : 26432.965820 ∣ critic_ganloss : -558.098877 ∣ generator_nllloss : 5237.233398 ∣ generator_ganloss : 891.674121 ∣  [  std_z : 1.00  real_sub_fake : 1934.95 ]
[  epoch 0010/0040] 0990/4800, lr:1.0e-04 ∣ avg_100 : 32004.003095 ∣ critic_nllloss : 26282.321875 ∣ critic_ganloss : -462.446680 ∣ generator_nllloss : 5241.766211 ∣ generator_ganloss : 906.100195 ∣  [  std_z : 0.98  real_sub_fake : 1952.69 ]
[  epoch 0010/0040] 1000/4800, lr:1.0e-04 ∣ avg_100 : 32001.841859 ∣ critic_nllloss : 26281.601758 ∣ critic_ganloss : -511.983762 ∣ generator_nllloss : 5222.383789 ∣ generator_ganloss : 902.851904 ∣  [  std_z : 0.97  real_sub_fake : 1653.51 ]
[  epoch 0010/0040] 1010/4800, lr:1.0e-04 ∣ avg_100 : 32000.791270 ∣ critic_nllloss : 26332.211133 ∣ critic_ganloss : -629.310065 ∣ generator_nllloss : 5318.968164 ∣ generator_ganloss : 929.018115 ∣  [  std_z : 0.98  real_sub_fake : 2312.53 ]
[  epoch 0010/0040] 1020/4800, lr:1.0e-04 ∣ avg_100 : 32002.675455 ∣ critic_nllloss : 26283.700977 ∣ critic_ganloss : -535.840985 ∣ generator_nllloss : 5230.399023 ∣ generator_ganloss : 935.018945 ∣  [  std_z : 1.00  real_sub_fake : 2387.81 ]
[  epoch 0010/0040] 1030/4800, lr:1.0e-04 ∣ avg_100 : 31999.775418 ∣ critic_nllloss : 26157.661914 ∣ critic_ganloss : -434.261301 ∣ generator_nllloss : 5178.546289 ∣ generator_ganloss : 1020.141113 ∣     [  std_z : 0.99  real_sub_fake : 1732.79 ]
[  epoch 0010/0040] 1040/4800, lr:1.0e-04 ∣ avg_100 : 32001.133739 ∣ critic_nllloss : 26414.258984 ∣ critic_ganloss : -642.499240 ∣ generator_nllloss : 5211.053125 ∣ generator_ganloss : 1019.899170 ∣     [  std_z : 0.99  real_sub_fake : 1898.51 ]
[  epoch 0010/0040] 1050/4800, lr:1.0e-04 ∣ avg_100 : 32006.087988 ∣ critic_nllloss : 26252.850391 ∣ critic_ganloss : -261.200031 ∣ generator_nllloss : 5283.364258 ∣ generator_ganloss : 1029.166260 ∣     [  std_z : 0.97  real_sub_fake : 1789.30 ]
[  epoch 0010/0040] 1060/4800, lr:1.0e-04 ∣ avg_100 : 32005.554146 ∣ critic_nllloss : 26114.265234 ∣ critic_ganloss : -358.085561 ∣ generator_nllloss : 5266.126953 ∣ generator_ganloss : 977.625488 ∣  [  std_z : 0.97  real_sub_fake : 1011.36 ]
[  epoch 0010/0040] 1070/4800, lr:1.0e-04 ∣ avg_100 : 32009.877406 ∣ critic_nllloss : 26439.987695 ∣ critic_ganloss : -433.447742 ∣ generator_nllloss : 5215.300781 ∣ generator_ganloss : 936.132910 ∣  [  std_z : 1.00  real_sub_fake : 1610.26 ]
[  epoch 0010/0040] 1080/4800, lr:1.0e-04 ∣ avg_100 : 32006.883793 ∣ critic_nllloss : 26028.313672 ∣ critic_ganloss : -542.621213 ∣ generator_nllloss : 5133.664844 ∣ generator_ganloss : 977.232520 ∣  [  std_z : 1.01  real_sub_fake : 1741.10 ]
[  epoch 0010/0040] 1090/4800, lr:1.0e-04 ∣ avg_100 : 32006.457912 ∣ critic_nllloss : 26253.983984 ∣ critic_ganloss : -420.552750 ∣ generator_nllloss : 5242.356055 ∣ generator_ganloss : 964.999707 ∣  [  std_z : 0.99  real_sub_fake : 2129.60 ]
[  epoch 0010/0040] 1100/4800, lr:1.0e-04 ∣ avg_100 : 32007.642511 ∣ critic_nllloss : 26465.321289 ∣ critic_ganloss : -603.188797 ∣ generator_nllloss : 5196.280273 ∣ generator_ganloss : 946.712549 ∣  [  std_z : 0.98  real_sub_fake : 1837.50 ]
[  epoch 0010/0040] 1110/4800, lr:1.0e-04 ∣ avg_100 : 32010.453633 ∣ critic_nllloss : 26358.301758 ∣ critic_ganloss : -479.071536 ∣ generator_nllloss : 5231.299219 ∣ generator_ganloss : 965.194824 ∣  [  std_z : 0.98  real_sub_fake : 2257.79 ]
[  epoch 0010/0040] 1120/4800, lr:1.0e-04 ∣ avg_100 : 32010.558092 ∣ critic_nllloss : 26153.947266 ∣ critic_ganloss : -430.921228 ∣ generator_nllloss : 5273.740234 ∣ generator_ganloss : 924.722949 ∣  [  std_z : 0.98  real_sub_fake : 1734.15 ]
[  epoch 0010/0040] 1130/4800, lr:1.0e-04 ∣ avg_100 : 32009.973356 ∣ critic_nllloss : 26210.218750 ∣ critic_ganloss : -544.942838 ∣ generator_nllloss : 5245.445508 ∣ generator_ganloss : 925.888477 ∣  [  std_z : 0.98  real_sub_fake : 1688.68 ]
[  epoch 0010/0040] 1140/4800, lr:1.0e-04 ∣ avg_100 : 32010.278470 ∣ critic_nllloss : 26203.112305 ∣ critic_ganloss : -483.252686 ∣ generator_nllloss : 5323.938477 ∣ generator_ganloss : 879.875439 ∣  [  std_z : 0.99  real_sub_fake : 2091.68 ]
[  epoch 0010/0040] 1150/4800, lr:1.0e-04 ∣ avg_100 : 32011.577810 ∣ critic_nllloss : 26187.450391 ∣ critic_ganloss : -446.871695 ∣ generator_nllloss : 5259.500195 ∣ generator_ganloss : 885.189746 ∣  [  std_z : 0.98  real_sub_fake : 1945.14 ]
[  epoch 0010/0040] 1160/4800, lr:1.0e-04 ∣ avg_100 : 32010.783341 ∣ critic_nllloss : 26199.233789 ∣ critic_ganloss : -446.960068 ∣ generator_nllloss : 5261.802539 ∣ generator_ganloss : 897.512109 ∣  [  std_z : 0.98  real_sub_fake : 1496.70 ]
[  epoch 0010/0040] 1170/4800, lr:1.0e-04 ∣ avg_100 : 32007.150867 ∣ critic_nllloss : 26244.176953 ∣ critic_ganloss : -467.432077 ∣ generator_nllloss : 5158.507227 ∣ generator_ganloss : 891.887988 ∣  [  std_z : 0.98  real_sub_fake : 1719.82 ]
[  epoch 0010/0040] 1180/4800, lr:1.0e-04 ∣ avg_100 : 32012.425988 ∣ critic_nllloss : 26467.824023 ∣ critic_ganloss : -495.832977 ∣ generator_nllloss : 5301.807422 ∣ generator_ganloss : 904.301807 ∣  [  std_z : 0.99  real_sub_fake : 1986.23 ]
[  epoch 0010/0040] 1190/4800, lr:1.0e-04 ∣ avg_100 : 32011.429411 ∣ critic_nllloss : 26452.362500 ∣ critic_ganloss : -565.635391 ∣ generator_nllloss : 5345.491406 ∣ generator_ganloss : 928.098926 ∣  [  std_z : 0.98  real_sub_fake : 1969.69 ]
[  epoch 0010/0040] 1200/4800, lr:1.0e-04 ∣ avg_100 : 32012.840859 ∣ critic_nllloss : 26350.014648 ∣ critic_ganloss : -386.104028 ∣ generator_nllloss : 5156.002539 ∣ generator_ganloss : 957.216650 ∣  [  std_z : 0.98  real_sub_fake : 2055.82 ]
[  epoch 0010/0040] 1210/4800, lr:1.0e-04 ∣ avg_100 : 32012.126814 ∣ critic_nllloss : 26051.254883 ∣ critic_ganloss : -523.040619 ∣ generator_nllloss : 5214.437305 ∣ generator_ganloss : 932.206445 ∣  [  std_z : 0.99  real_sub_fake : 1501.29 ]
[  epoch 0010/0040] 1220/4800, lr:1.0e-04 ∣ avg_100 : 32009.223504 ∣ critic_nllloss : 26294.145313 ∣ critic_ganloss : -557.096124 ∣ generator_nllloss : 5236.930859 ∣ generator_ganloss : 901.345947 ∣  [  std_z : 0.99  real_sub_fake : 2202.63 ]
[  epoch 0010/0040] 1230/4800, lr:1.0e-04 ∣ avg_100 : 32009.817214 ∣ critic_nllloss : 26378.039453 ∣ critic_ganloss : -528.611554 ∣ generator_nllloss : 5319.732617 ∣ generator_ganloss : 880.648828 ∣  [  std_z : 0.99  real_sub_fake : 1969.21 ]
[  epoch 0010/0040] 1240/4800, lr:1.0e-04 ∣ avg_100 : 32007.769955 ∣ critic_nllloss : 26435.489844 ∣ critic_ganloss : -500.706827 ∣ generator_nllloss : 5189.065234 ∣ generator_ganloss : 923.751465 ∣  [  std_z : 0.98  real_sub_fake : 2097.50 ]
[  epoch 0010/0040] 1250/4800, lr:1.0e-04 ∣ avg_100 : 32007.264306 ∣ critic_nllloss : 26150.772852 ∣ critic_ganloss : -516.891617 ∣ generator_nllloss : 5289.166406 ∣ generator_ganloss : 909.797656 ∣  [  std_z : 0.98  real_sub_fake : 1953.44 ]
[  epoch 0010/0040] 1260/4800, lr:1.0e-04 ∣ avg_100 : 32008.228470 ∣ critic_nllloss : 26338.508398 ∣ critic_ganloss : -541.084949 ∣ generator_nllloss : 5323.421484 ∣ generator_ganloss : 953.927930 ∣  [  std_z : 1.00  real_sub_fake : 2006.95 ]
[  epoch 0010/0040] 1270/4800, lr:1.0e-04 ∣ avg_100 : 32012.921776 ∣ critic_nllloss : 26512.851758 ∣ critic_ganloss : -577.480942 ∣ generator_nllloss : 5334.515625 ∣ generator_ganloss : 949.782275 ∣  [  std_z : 1.00  real_sub_fake : 1985.20 ]
[  epoch 0010/0040] 1280/4800, lr:1.0e-04 ∣ avg_100 : 32014.952541 ∣ critic_nllloss : 26388.844727 ∣ critic_ganloss : -459.183170 ∣ generator_nllloss : 5175.525391 ∣ generator_ganloss : 968.369189 ∣  [  std_z : 0.99  real_sub_fake : 1892.75 ]
[  epoch 0010/0040] 1290/4800, lr:1.0e-04 ∣ avg_100 : 32011.539051 ∣ critic_nllloss : 26148.119336 ∣ critic_ganloss : -518.091510 ∣ generator_nllloss : 5268.668555 ∣ generator_ganloss : 978.340088 ∣  [  std_z : 0.97  real_sub_fake : 1789.37 ]
[  epoch 0010/0040] 1300/4800, lr:1.0e-04 ∣ avg_100 : 32008.893460 ∣ critic_nllloss : 26088.586914 ∣ critic_ganloss : -434.758511 ∣ generator_nllloss : 5254.626953 ∣ generator_ganloss : 976.156592 ∣  [  std_z : 0.98  real_sub_fake : 1920.47 ]
[  epoch 0010/0040] 1310/4800, lr:1.0e-04 ∣ avg_100 : 32007.756786 ∣ critic_nllloss : 26498.028711 ∣ critic_ganloss : -515.013043 ∣ generator_nllloss : 5267.952539 ∣ generator_ganloss : 996.285156 ∣  [  std_z : 0.99  real_sub_fake : 1978.13 ]
[  epoch 0010/0040] 1320/4800, lr:1.0e-04 ∣ avg_100 : 32004.636273 ∣ critic_nllloss : 26183.220898 ∣ critic_ganloss : -469.398929 ∣ generator_nllloss : 5280.261523 ∣ generator_ganloss : 956.707031 ∣  [  std_z : 1.01  real_sub_fake : 1936.87 ]
[  epoch 0010/0040] 1330/4800, lr:1.0e-04 ∣ avg_100 : 32006.636865 ∣ critic_nllloss : 26345.526758 ∣ critic_ganloss : -602.942215 ∣ generator_nllloss : 5366.648438 ∣ generator_ganloss : 976.196484 ∣  [  std_z : 0.99  real_sub_fake : 1860.96 ]
[  epoch 0010/0040] 1340/4800, lr:1.0e-04 ∣ avg_100 : 32005.833467 ∣ critic_nllloss : 26211.233594 ∣ critic_ganloss : -548.463885 ∣ generator_nllloss : 5182.573438 ∣ generator_ganloss : 984.786963 ∣  [  std_z : 0.96  real_sub_fake : 2417.02 ]
[  epoch 0010/0040] 1350/4800, lr:1.0e-04 ∣ avg_100 : 32006.911946 ∣ critic_nllloss : 26290.480469 ∣ critic_ganloss : -320.176395 ∣ generator_nllloss : 5284.591602 ∣ generator_ganloss : 1031.811230 ∣     [  std_z : 0.96  real_sub_fake : 1211.54 ]
[  epoch 0010/0040] 1360/4800, lr:1.0e-04 ∣ avg_100 : 32005.634662 ∣ critic_nllloss : 26133.459180 ∣ critic_ganloss : -471.822571 ∣ generator_nllloss : 5218.517773 ∣ generator_ganloss : 987.160205 ∣  [  std_z : 0.99  real_sub_fake : 1724.04 ]
[  epoch 0010/0040] 1370/4800, lr:1.0e-04 ∣ avg_100 : 32006.618896 ∣ critic_nllloss : 26202.742578 ∣ critic_ganloss : -356.094119 ∣ generator_nllloss : 5278.171484 ∣ generator_ganloss : 1038.810596 ∣     [  std_z : 1.00  real_sub_fake : 1508.53 ]
[  epoch 0010/0040] 1380/4800, lr:1.0e-04 ∣ avg_100 : 32005.962891 ∣ critic_nllloss : 25945.605859 ∣ critic_ganloss : -359.452124 ∣ generator_nllloss : 5167.410937 ∣ generator_ganloss : 955.423730 ∣  [  std_z : 1.00  real_sub_fake : 1289.03 ]
[  epoch 0010/0040] 1390/4800, lr:1.0e-04 ∣ avg_100 : 32007.067858 ∣ critic_nllloss : 26268.221680 ∣ critic_ganloss : -454.038629 ∣ generator_nllloss : 5234.498828 ∣ generator_ganloss : 985.259961 ∣  [  std_z : 0.99  real_sub_fake : 1774.67 ]
[  epoch 0010/0040] 1400/4800, lr:1.0e-04 ∣ avg_100 : 32008.854187 ∣ critic_nllloss : 26211.605078 ∣ critic_ganloss : -374.499643 ∣ generator_nllloss : 5140.586719 ∣ generator_ganloss : 1029.714160 ∣     [  std_z : 0.97  real_sub_fake : 1487.43 ]
[  epoch 0010/0040] 1410/4800, lr:1.0e-04 ∣ avg_100 : 32006.003239 ∣ critic_nllloss : 26142.657617 ∣ critic_ganloss : -419.064175 ∣ generator_nllloss : 5332.988086 ∣ generator_ganloss : 998.534961 ∣  [  std_z : 0.99  real_sub_fake : 1366.77 ]
[  epoch 0010/0040] 1420/4800, lr:1.0e-04 ∣ avg_100 : 32002.753501 ∣ critic_nllloss : 26062.744141 ∣ critic_ganloss : -447.941132 ∣ generator_nllloss : 5272.832617 ∣ generator_ganloss : 995.111279 ∣  [  std_z : 0.99  real_sub_fake : 1849.64 ]
[  epoch 0010/0040] 1430/4800, lr:1.0e-04 ∣ avg_100 : 32002.640252 ∣ critic_nllloss : 26303.235938 ∣ critic_ganloss : -507.984619 ∣ generator_nllloss : 5256.206055 ∣ generator_ganloss : 962.477734 ∣  [  std_z : 0.99  real_sub_fake : 1919.34 ]
[  epoch 0010/0040] 1440/4800, lr:1.0e-04 ∣ avg_100 : 32003.011624 ∣ critic_nllloss : 26315.168945 ∣ critic_ganloss : -540.731482 ∣ generator_nllloss : 5334.963867 ∣ generator_ganloss : 1005.965381 ∣     [  std_z : 0.99  real_sub_fake : 2193.77 ]
[  epoch 0010/0040] 1450/4800, lr:1.0e-04 ∣ avg_100 : 32003.074197 ∣ critic_nllloss : 26220.299219 ∣ critic_ganloss : -416.021185 ∣ generator_nllloss : 5262.002148 ∣ generator_ganloss : 970.793408 ∣  [  std_z : 1.00  real_sub_fake : 1787.47 ]
[  epoch 0010/0040] 1460/4800, lr:1.0e-04 ∣ avg_100 : 32000.797914 ∣ critic_nllloss : 26184.219141 ∣ critic_ganloss : -320.680908 ∣ generator_nllloss : 5241.428711 ∣ generator_ganloss : 922.875928 ∣  [  std_z : 1.00  real_sub_fake : 1300.11 ]
[  epoch 0010/0040] 1470/4800, lr:1.0e-04 ∣ avg_100 : 31996.435495 ∣ critic_nllloss : 26130.201172 ∣ critic_ganloss : -534.681149 ∣ generator_nllloss : 5234.604102 ∣ generator_ganloss : 917.377148 ∣  [  std_z : 0.99  real_sub_fake : 1574.43 ]
[  epoch 0010/0040] 1480/4800, lr:1.0e-04 ∣ avg_100 : 31995.953067 ∣ critic_nllloss : 26296.460938 ∣ critic_ganloss : -490.238025 ∣ generator_nllloss : 5244.775000 ∣ generator_ganloss : 949.845996 ∣  [  std_z : 0.97  real_sub_fake : 2133.92 ]
[  epoch 0010/0040] 1490/4800, lr:1.0e-04 ∣ avg_100 : 31990.488570 ∣ critic_nllloss : 26180.536719 ∣ critic_ganloss : -469.564072 ∣ generator_nllloss : 5276.808984 ∣ generator_ganloss : 956.602539 ∣  [  std_z : 0.97  real_sub_fake : 1854.08 ]
[  epoch 0010/0040] 1500/4800, lr:1.0e-04 ∣ avg_100 : 31991.435460 ∣ critic_nllloss : 26353.659180 ∣ critic_ganloss : -508.494193 ∣ generator_nllloss : 5223.142383 ∣ generator_ganloss : 945.010840 ∣  [  std_z : 0.99  real_sub_fake : 1721.96 ]
[  epoch 0010/0040] 1510/4800, lr:1.0e-04 ∣ avg_100 : 31984.823772 ∣ critic_nllloss : 26173.961328 ∣ critic_ganloss : -581.831622 ∣ generator_nllloss : 5205.809766 ∣ generator_ganloss : 939.818799 ∣  [  std_z : 1.00  real_sub_fake : 2147.28 ]
[  epoch 0010/0040] 1520/4800, lr:1.0e-04 ∣ avg_100 : 31978.023947 ∣ critic_nllloss : 26000.403711 ∣ critic_ganloss : -594.649991 ∣ generator_nllloss : 5109.232227 ∣ generator_ganloss : 956.401416 ∣  [  std_z : 0.99  real_sub_fake : 2232.28 ]
[  epoch 0010/0040] 1530/4800, lr:1.0e-04 ∣ avg_100 : 31974.322693 ∣ critic_nllloss : 26121.688477 ∣ critic_ganloss : -638.208112 ∣ generator_nllloss : 5267.150977 ∣ generator_ganloss : 1001.809326 ∣     [  std_z : 0.98  real_sub_fake : 2352.13 ]
[  epoch 0010/0040] 1540/4800, lr:1.0e-04 ∣ avg_100 : 31970.791654 ∣ critic_nllloss : 25971.557617 ∣ critic_ganloss : -564.548639 ∣ generator_nllloss : 5218.046484 ∣ generator_ganloss : 998.823682 ∣  [  std_z : 0.97  real_sub_fake : 2174.21 ]
[  epoch 0010/0040] 1550/4800, lr:1.0e-04 ∣ avg_100 : 31969.296445 ∣ critic_nllloss : 26178.550977 ∣ critic_ganloss : -416.245624 ∣ generator_nllloss : 5266.685742 ∣ generator_ganloss : 929.836426 ∣  [  std_z : 0.98  real_sub_fake : 2011.22 ]
[  epoch 0010/0040] 1560/4800, lr:1.0e-04 ∣ avg_100 : 31969.062174 ∣ critic_nllloss : 26171.325195 ∣ critic_ganloss : -480.059662 ∣ generator_nllloss : 5271.366406 ∣ generator_ganloss : 939.571436 ∣  [  std_z : 1.00  real_sub_fake : 1722.83 ]
[  epoch 0010/0040] 1570/4800, lr:1.0e-04 ∣ avg_100 : 31969.502085 ∣ critic_nllloss : 26512.538672 ∣ critic_ganloss : -505.477087 ∣ generator_nllloss : 5236.840820 ∣ generator_ganloss : 917.531104 ∣  [  std_z : 1.01  real_sub_fake : 2068.29 ]
[  epoch 0010/0040] 1580/4800, lr:1.0e-04 ∣ avg_100 : 31970.955063 ∣ critic_nllloss : 26366.864063 ∣ critic_ganloss : -473.820493 ∣ generator_nllloss : 5386.187109 ∣ generator_ganloss : 938.721729 ∣  [  std_z : 0.99  real_sub_fake : 1786.00 ]
[  epoch 0010/0040] 1590/4800, lr:1.0e-04 ∣ avg_100 : 31969.721032 ∣ critic_nllloss : 26287.925977 ∣ critic_ganloss : -553.241537 ∣ generator_nllloss : 5174.985547 ∣ generator_ganloss : 958.369629 ∣  [  std_z : 0.97  real_sub_fake : 1936.77 ]
[  epoch 0010/0040] 1600/4800, lr:1.0e-04 ∣ avg_100 : 31971.199156 ∣ critic_nllloss : 26234.493945 ∣ critic_ganloss : -515.122607 ∣ generator_nllloss : 5219.128516 ∣ generator_ganloss : 950.969531 ∣  [  std_z : 0.96  real_sub_fake : 2195.01 ]
[  epoch 0010/0040] 1610/4800, lr:1.0e-04 ∣ avg_100 : 31969.554108 ∣ critic_nllloss : 26204.308594 ∣ critic_ganloss : -519.240485 ∣ generator_nllloss : 5209.865625 ∣ generator_ganloss : 930.658008 ∣  [  std_z : 0.99  real_sub_fake : 1777.29 ]
[  epoch 0010/0040] 1620/4800, lr:1.0e-04 ∣ avg_100 : 31965.944423 ∣ critic_nllloss : 26249.948828 ∣ critic_ganloss : -488.295068 ∣ generator_nllloss : 5214.084570 ∣ generator_ganloss : 930.049121 ∣  [  std_z : 1.01  real_sub_fake : 1980.89 ]
[  epoch 0010/0040] 1630/4800, lr:1.0e-04 ∣ avg_100 : 31967.122623 ∣ critic_nllloss : 26357.116016 ∣ critic_ganloss : -589.759442 ∣ generator_nllloss : 5282.165234 ∣ generator_ganloss : 941.951953 ∣  [  std_z : 1.01  real_sub_fake : 2117.74 ]
[  epoch 0010/0040] 1640/4800, lr:1.0e-04 ∣ avg_100 : 31969.960761 ∣ critic_nllloss : 26188.943945 ∣ critic_ganloss : -431.953149 ∣ generator_nllloss : 5337.175977 ∣ generator_ganloss : 937.982227 ∣  [  std_z : 0.97  real_sub_fake : 1783.13 ]
[  epoch 0010/0040] 1650/4800, lr:1.0e-04 ∣ avg_100 : 31971.760682 ∣ critic_nllloss : 26373.044727 ∣ critic_ganloss : -463.864224 ∣ generator_nllloss : 5213.869336 ∣ generator_ganloss : 968.401367 ∣  [  std_z : 0.96  real_sub_fake : 1592.65 ]
[  epoch 0010/0040] 1660/4800, lr:1.0e-04 ∣ avg_100 : 31970.386365 ∣ critic_nllloss : 26174.830664 ∣ critic_ganloss : -400.320673 ∣ generator_nllloss : 5337.237891 ∣ generator_ganloss : 935.197266 ∣  [  std_z : 0.98  real_sub_fake : 1667.19 ]
[  epoch 0010/0040] 1670/4800, lr:1.0e-04 ∣ avg_100 : 31969.273564 ∣ critic_nllloss : 26247.251367 ∣ critic_ganloss : -573.619354 ∣ generator_nllloss : 5285.003906 ∣ generator_ganloss : 948.841113 ∣  [  std_z : 0.99  real_sub_fake : 1871.61 ]
[  epoch 0010/0040] 1680/4800, lr:1.0e-04 ∣ avg_100 : 31970.369211 ∣ critic_nllloss : 26324.175000 ∣ critic_ganloss : -508.582562 ∣ generator_nllloss : 5363.581250 ∣ generator_ganloss : 944.382715 ∣  [  std_z : 0.99  real_sub_fake : 2227.24 ]
[  epoch 0010/0040] 1690/4800, lr:1.0e-04 ∣ avg_100 : 31971.412820 ∣ critic_nllloss : 26340.781250 ∣ critic_ganloss : -448.057077 ∣ generator_nllloss : 5278.382812 ∣ generator_ganloss : 1011.099561 ∣     [  std_z : 0.97  real_sub_fake : 1789.07 ]
[  epoch 0010/0040] 1700/4800, lr:1.0e-04 ∣ avg_100 : 31972.447155 ∣ critic_nllloss : 26424.658203 ∣ critic_ganloss : -461.771686 ∣ generator_nllloss : 5331.102344 ∣ generator_ganloss : 956.556250 ∣  [  std_z : 0.96  real_sub_fake : 1773.21 ]
[  epoch 0010/0040] 1710/4800, lr:1.0e-04 ∣ avg_100 : 31974.573785 ∣ critic_nllloss : 26335.627148 ∣ critic_ganloss : -500.212668 ∣ generator_nllloss : 5366.530469 ∣ generator_ganloss : 981.762451 ∣  [  std_z : 0.98  real_sub_fake : 1788.38 ]
[  epoch 0010/0040] 1720/4800, lr:1.0e-04 ∣ avg_100 : 31972.758179 ∣ critic_nllloss : 26135.644141 ∣ critic_ganloss : -467.845877 ∣ generator_nllloss : 5231.021289 ∣ generator_ganloss : 921.040039 ∣  [  std_z : 1.00  real_sub_fake : 1815.77 ]
[  epoch 0010/0040] 1730/4800, lr:1.0e-04 ∣ avg_100 : 31971.552704 ∣ critic_nllloss : 26158.811914 ∣ critic_ganloss : -556.128235 ∣ generator_nllloss : 5206.934180 ∣ generator_ganloss : 946.634668 ∣  [  std_z : 0.99  real_sub_fake : 2095.83 ]
[  epoch 0010/0040] 1740/4800, lr:1.0e-04 ∣ avg_100 : 31966.684455 ∣ critic_nllloss : 25923.846094 ∣ critic_ganloss : -485.742017 ∣ generator_nllloss : 5223.868750 ∣ generator_ganloss : 910.854687 ∣  [  std_z : 0.96  real_sub_fake : 2069.28 ]
[  epoch 0010/0040] 1750/4800, lr:1.0e-04 ∣ avg_100 : 31969.645262 ∣ critic_nllloss : 26268.185742 ∣ critic_ganloss : -394.466364 ∣ generator_nllloss : 5261.885742 ∣ generator_ganloss : 994.854980 ∣  [  std_z : 0.98  real_sub_fake : 1385.25 ]
[  epoch 0010/0040] 1760/4800, lr:1.0e-04 ∣ avg_100 : 31966.223481 ∣ critic_nllloss : 26282.255273 ∣ critic_ganloss : -362.555777 ∣ generator_nllloss : 5242.423828 ∣ generator_ganloss : 987.005469 ∣  [  std_z : 0.99  real_sub_fake : 1337.13 ]
[  epoch 0010/0040] 1770/4800, lr:1.0e-04 ∣ avg_100 : 31961.755268 ∣ critic_nllloss : 26159.510352 ∣ critic_ganloss : -549.944302 ∣ generator_nllloss : 5182.250977 ∣ generator_ganloss : 947.182861 ∣  [  std_z : 1.00  real_sub_fake : 2008.07 ]
[  epoch 0010/0040] 1780/4800, lr:1.0e-04 ∣ avg_100 : 31956.336758 ∣ critic_nllloss : 25940.630078 ∣ critic_ganloss : -416.564233 ∣ generator_nllloss : 5144.323633 ∣ generator_ganloss : 955.629541 ∣  [  std_z : 0.99  real_sub_fake : 1761.32 ]
[  epoch 0010/0040] 1790/4800, lr:1.0e-04 ∣ avg_100 : 31956.196708 ∣ critic_nllloss : 26362.764648 ∣ critic_ganloss : -487.231000 ∣ generator_nllloss : 5296.386523 ∣ generator_ganloss : 960.682129 ∣  [  std_z : 0.99  real_sub_fake : 1677.24 ]
[  epoch 0010/0040] 1800/4800, lr:1.0e-04 ∣ avg_100 : 31956.032341 ∣ critic_nllloss : 26264.405859 ∣ critic_ganloss : -477.351657 ∣ generator_nllloss : 5216.749219 ∣ generator_ganloss : 968.770605 ∣  [  std_z : 0.97  real_sub_fake : 1939.24 ]
[  epoch 0010/0040] 1810/4800, lr:1.0e-04 ∣ avg_100 : 31955.468260 ∣ critic_nllloss : 26220.320312 ∣ critic_ganloss : -660.134955 ∣ generator_nllloss : 5192.247070 ∣ generator_ganloss : 974.807520 ∣  [  std_z : 0.97  real_sub_fake : 2286.21 ]
[  epoch 0010/0040] 1820/4800, lr:1.0e-04 ∣ avg_100 : 31956.377928 ∣ critic_nllloss : 26319.417578 ∣ critic_ganloss : -494.924683 ∣ generator_nllloss : 5213.590039 ∣ generator_ganloss : 952.009082 ∣  [  std_z : 0.99  real_sub_fake : 2241.74 ]
[  epoch 0010/0040] 1830/4800, lr:1.0e-04 ∣ avg_100 : 31952.874549 ∣ critic_nllloss : 26143.702930 ∣ critic_ganloss : -526.384497 ∣ generator_nllloss : 5150.933008 ∣ generator_ganloss : 914.999219 ∣  [  std_z : 0.99  real_sub_fake : 2133.52 ]
[  epoch 0010/0040] 1840/4800, lr:1.0e-04 ∣ avg_100 : 31950.508777 ∣ critic_nllloss : 26181.061914 ∣ critic_ganloss : -527.646942 ∣ generator_nllloss : 5193.946680 ∣ generator_ganloss : 903.066406 ∣  [  std_z : 0.99  real_sub_fake : 1835.92 ]
[  epoch 0010/0040] 1850/4800, lr:1.0e-04 ∣ avg_100 : 31950.176239 ∣ critic_nllloss : 26119.745703 ∣ critic_ganloss : -517.373218 ∣ generator_nllloss : 5277.873047 ∣ generator_ganloss : 908.863623 ∣  [  std_z : 0.99  real_sub_fake : 2208.82 ]
[  epoch 0010/0040] 1860/4800, lr:1.0e-04 ∣ avg_100 : 31953.704697 ∣ critic_nllloss : 26266.626172 ∣ critic_ganloss : -557.000613 ∣ generator_nllloss : 5305.578516 ∣ generator_ganloss : 899.612256 ∣  [  std_z : 0.98  real_sub_fake : 1896.17 ]
[  epoch 0010/0040] 1870/4800, lr:1.0e-04 ∣ avg_100 : 31957.126943 ∣ critic_nllloss : 26223.475195 ∣ critic_ganloss : -566.124805 ∣ generator_nllloss : 5245.799219 ∣ generator_ganloss : 958.828516 ∣  [  std_z : 0.98  real_sub_fake : 2274.83 ]
[  epoch 0010/0040] 1880/4800, lr:1.0e-04 ∣ avg_100 : 31958.525259 ∣ critic_nllloss : 26206.870117 ∣ critic_ganloss : -315.119745 ∣ generator_nllloss : 5281.239844 ∣ generator_ganloss : 989.423975 ∣  [  std_z : 0.98  real_sub_fake : 1395.95 ]
[  epoch 0010/0040] 1890/4800, lr:1.0e-04 ∣ avg_100 : 31963.982148 ∣ critic_nllloss : 26436.462109 ∣ critic_ganloss : -369.794080 ∣ generator_nllloss : 5351.622656 ∣ generator_ganloss : 915.118066 ∣  [  std_z : 1.00  real_sub_fake : 1316.28 ]
[  epoch 0010/0040] 1900/4800, lr:1.0e-04 ∣ avg_100 : 31962.916810 ∣ critic_nllloss : 26193.956836 ∣ critic_ganloss : -427.708029 ∣ generator_nllloss : 5214.882812 ∣ generator_ganloss : 939.893848 ∣  [  std_z : 0.98  real_sub_fake : 1461.53 ]
[  epoch 0010/0040] 1910/4800, lr:1.0e-04 ∣ avg_100 : 31959.133207 ∣ critic_nllloss : 26067.065430 ∣ critic_ganloss : -562.881674 ∣ generator_nllloss : 5226.660742 ∣ generator_ganloss : 931.121191 ∣  [  std_z : 0.98  real_sub_fake : 1915.47 ]
[  epoch 0010/0040] 1920/4800, lr:1.0e-04 ∣ avg_100 : 31953.732483 ∣ critic_nllloss : 26002.588672 ∣ critic_ganloss : -477.131824 ∣ generator_nllloss : 5144.118359 ∣ generator_ganloss : 969.532764 ∣  [  std_z : 0.99  real_sub_fake : 2153.49 ]
[  epoch 0010/0040] 1930/4800, lr:1.0e-04 ∣ avg_100 : 31957.193713 ∣ critic_nllloss : 26368.649023 ∣ critic_ganloss : -487.652179 ∣ generator_nllloss : 5254.671680 ∣ generator_ganloss : 970.045996 ∣  [  std_z : 1.01  real_sub_fake : 1540.64 ]
[  epoch 0010/0040] 1940/4800, lr:1.0e-04 ∣ avg_100 : 31959.096164 ∣ critic_nllloss : 26368.292578 ∣ critic_ganloss : -474.147650 ∣ generator_nllloss : 5232.343164 ∣ generator_ganloss : 954.410938 ∣  [  std_z : 0.99  real_sub_fake : 2268.37 ]
[  epoch 0010/0040] 1950/4800, lr:1.0e-04 ∣ avg_100 : 31957.400523 ∣ critic_nllloss : 26333.373633 ∣ critic_ganloss : -323.788773 ∣ generator_nllloss : 5267.940039 ∣ generator_ganloss : 929.868457 ∣  [  std_z : 0.98  real_sub_fake : 1339.03 ]
[  epoch 0010/0040] 1960/4800, lr:1.0e-04 ∣ avg_100 : 31957.127751 ∣ critic_nllloss : 26146.700781 ∣ critic_ganloss : -428.283667 ∣ generator_nllloss : 5174.840039 ∣ generator_ganloss : 908.255225 ∣  [  std_z : 0.99  real_sub_fake : 1208.00 ]
[  epoch 0010/0040] 1970/4800, lr:1.0e-04 ∣ avg_100 : 31954.900952 ∣ critic_nllloss : 26135.148438 ∣ critic_ganloss : -563.186560 ∣ generator_nllloss : 5182.207031 ∣ generator_ganloss : 897.793652 ∣  [  std_z : 0.97  real_sub_fake : 2102.73 ]
[  epoch 0010/0040] 1980/4800, lr:1.0e-04 ∣ avg_100 : 31953.119205 ∣ critic_nllloss : 26315.776562 ∣ critic_ganloss : -674.917255 ∣ generator_nllloss : 5285.502734 ∣ generator_ganloss : 899.237695 ∣  [  std_z : 0.99  real_sub_fake : 2482.73 ]
[  epoch 0010/0040] 1990/4800, lr:1.0e-04 ∣ avg_100 : 31955.165155 ∣ critic_nllloss : 26438.076367 ∣ critic_ganloss : -453.099652 ∣ generator_nllloss : 5275.826953 ∣ generator_ganloss : 911.532910 ∣  [  std_z : 0.99  real_sub_fake : 1953.31 ]
[  epoch 0010/0040] 2000/4800, lr:1.0e-04 ∣ avg_100 : 31956.507435 ∣ critic_nllloss : 26343.841602 ∣ critic_ganloss : -527.137891 ∣ generator_nllloss : 5307.516406 ∣ generator_ganloss : 904.861621 ∣  [  std_z : 0.98  real_sub_fake : 2083.75 ]
[  epoch 0010/0040] 2010/4800, lr:1.0e-04 ∣ avg_100 : 31955.833631 ∣ critic_nllloss : 26278.565820 ∣ critic_ganloss : -565.042587 ∣ generator_nllloss : 5270.269727 ∣ generator_ganloss : 899.713916 ∣  [  std_z : 0.98  real_sub_fake : 2081.57 ]
[  epoch 0010/0040] 2020/4800, lr:1.0e-04 ∣ avg_100 : 31953.705001 ∣ critic_nllloss : 26189.479492 ∣ critic_ganloss : -565.943640 ∣ generator_nllloss : 5207.201563 ∣ generator_ganloss : 869.677539 ∣  [  std_z : 0.99  real_sub_fake : 2293.51 ]
[  epoch 0010/0040] 2030/4800, lr:1.0e-04 ∣ avg_100 : 31955.641464 ∣ critic_nllloss : 26434.317969 ∣ critic_ganloss : -530.258768 ∣ generator_nllloss : 5306.944336 ∣ generator_ganloss : 904.730859 ∣  [  std_z : 0.99  real_sub_fake : 1895.87 ]
[  epoch 0010/0040] 2040/4800, lr:1.0e-04 ∣ avg_100 : 31954.985499 ∣ critic_nllloss : 26204.781641 ∣ critic_ganloss : -461.423041 ∣ generator_nllloss : 5285.600195 ∣ generator_ganloss : 908.156738 ∣  [  std_z : 0.99  real_sub_fake : 1902.32 ]
[  epoch 0010/0040] 2050/4800, lr:1.0e-04 ∣ avg_100 : 31950.440753 ∣ critic_nllloss : 26094.820117 ∣ critic_ganloss : -433.470581 ∣ generator_nllloss : 5232.473242 ∣ generator_ganloss : 955.883447 ∣  [  std_z : 0.99  real_sub_fake : 1737.10 ]
[  epoch 0010/0040] 2060/4800, lr:1.0e-04 ∣ avg_100 : 31950.175929 ∣ critic_nllloss : 26173.761133 ∣ critic_ganloss : -436.431107 ∣ generator_nllloss : 5283.554492 ∣ generator_ganloss : 952.565234 ∣  [  std_z : 1.00  real_sub_fake : 1736.29 ]
[  epoch 0010/0040] 2070/4800, lr:1.0e-04 ∣ avg_100 : 31950.187015 ∣ critic_nllloss : 26285.487305 ∣ critic_ganloss : -452.453305 ∣ generator_nllloss : 5323.232813 ∣ generator_ganloss : 1002.815381 ∣     [  std_z : 0.99  real_sub_fake : 1733.42 ]
[  epoch 0010/0040] 2080/4800, lr:1.0e-04 ∣ avg_100 : 31955.168451 ∣ critic_nllloss : 26397.666211 ∣ critic_ganloss : -570.756537 ∣ generator_nllloss : 5289.340625 ∣ generator_ganloss : 978.483154 ∣  [  std_z : 0.99  real_sub_fake : 1877.59 ]
[  epoch 0010/0040] 2090/4800, lr:1.0e-04 ∣ avg_100 : 31955.007972 ∣ critic_nllloss : 26247.565234 ∣ critic_ganloss : -468.949304 ∣ generator_nllloss : 5250.282422 ∣ generator_ganloss : 995.840723 ∣  [  std_z : 0.99  real_sub_fake : 1947.15 ]
[  epoch 0010/0040] 2100/4800, lr:1.0e-04 ∣ avg_100 : 31951.879002 ∣ critic_nllloss : 26060.357422 ∣ critic_ganloss : -553.356641 ∣ generator_nllloss : 5178.447266 ∣ generator_ganloss : 1006.780273 ∣     [  std_z : 0.97  real_sub_fake : 2013.82 ]
[  epoch 0010/0040] 2110/4800, lr:1.0e-04 ∣ avg_100 : 31948.838401 ∣ critic_nllloss : 26224.092187 ∣ critic_ganloss : -570.431735 ∣ generator_nllloss : 5160.086328 ∣ generator_ganloss : 957.917432 ∣  [  std_z : 0.99  real_sub_fake : 2186.52 ]
[  epoch 0010/0040] 2120/4800, lr:1.0e-04 ∣ avg_100 : 31950.503263 ∣ critic_nllloss : 26250.694531 ∣ critic_ganloss : -511.882693 ∣ generator_nllloss : 5365.859570 ∣ generator_ganloss : 983.303955 ∣  [  std_z : 1.00  real_sub_fake : 1938.64 ]
[  epoch 0010/0040] 2130/4800, lr:1.0e-04 ∣ avg_100 : 31953.049796 ∣ critic_nllloss : 26339.258594 ∣ critic_ganloss : -515.847635 ∣ generator_nllloss : 5340.911719 ∣ generator_ganloss : 926.940527 ∣  [  std_z : 0.99  real_sub_fake : 2272.48 ]
[  epoch 0010/0040] 2140/4800, lr:1.0e-04 ∣ avg_100 : 31952.498000 ∣ critic_nllloss : 26263.335938 ∣ critic_ganloss : -569.150113 ∣ generator_nllloss : 5216.904688 ∣ generator_ganloss : 957.403418 ∣  [  std_z : 0.97  real_sub_fake : 2054.30 ]
[  epoch 0010/0040] 2150/4800, lr:1.0e-04 ∣ avg_100 : 31950.626038 ∣ critic_nllloss : 26184.243164 ∣ critic_ganloss : -642.957288 ∣ generator_nllloss : 5199.804102 ∣ generator_ganloss : 956.982471 ∣  [  std_z : 0.99  real_sub_fake : 2480.21 ]
[  epoch 0010/0040] 2160/4800, lr:1.0e-04 ∣ avg_100 : 31950.682579 ∣ critic_nllloss : 26234.599805 ∣ critic_ganloss : -540.956580 ∣ generator_nllloss : 5209.601172 ∣ generator_ganloss : 1013.998047 ∣     [  std_z : 1.02  real_sub_fake : 1943.30 ]
[  epoch 0010/0040] 2170/4800, lr:1.0e-04 ∣ avg_100 : 31952.644087 ∣ critic_nllloss : 26243.932422 ∣ critic_ganloss : -538.048383 ∣ generator_nllloss : 5310.235547 ∣ generator_ganloss : 1007.171338 ∣     [  std_z : 1.01  real_sub_fake : 2137.93 ]
[  epoch 0010/0040] 2180/4800, lr:1.0e-04 ∣ avg_100 : 31952.331904 ∣ critic_nllloss : 26355.622656 ∣ critic_ganloss : -538.677771 ∣ generator_nllloss : 5311.109180 ∣ generator_ganloss : 1018.827930 ∣     [  std_z : 0.97  real_sub_fake : 2220.31 ]
[  epoch 0010/0040] 2190/4800, lr:1.0e-04 ∣ avg_100 : 31950.614533 ∣ critic_nllloss : 26245.370898 ∣ critic_ganloss : -603.946198 ∣ generator_nllloss : 5296.383398 ∣ generator_ganloss : 1050.772217 ∣     [  std_z : 0.96  real_sub_fake : 2076.22 ]
[  epoch 0010/0040] 2200/4800, lr:1.0e-04 ∣ avg_100 : 31948.205900 ∣ critic_nllloss : 26247.341992 ∣ critic_ganloss : -566.270905 ∣ generator_nllloss : 5145.666602 ∣ generator_ganloss : 1009.528809 ∣     [  std_z : 0.99  real_sub_fake : 2422.94 ]
[  epoch 0010/0040] 2210/4800, lr:1.0e-04 ∣ avg_100 : 31951.186849 ∣ critic_nllloss : 26187.387695 ∣ critic_ganloss : -499.657498 ∣ generator_nllloss : 5242.200977 ∣ generator_ganloss : 1043.021729 ∣     [  std_z : 1.01  real_sub_fake : 1647.68 ]
[  epoch 0010/0040] 2220/4800, lr:1.0e-04 ∣ avg_100 : 31952.370373 ∣ critic_nllloss : 26235.690820 ∣ critic_ganloss : -522.162125 ∣ generator_nllloss : 5237.248633 ∣ generator_ganloss : 1042.901074 ∣     [  std_z : 0.99  real_sub_fake : 1970.22 ]
[  epoch 0010/0040] 2230/4800, lr:1.0e-04 ∣ avg_100 : 31954.387093 ∣ critic_nllloss : 26368.172461 ∣ critic_ganloss : -504.916907 ∣ generator_nllloss : 5285.624805 ∣ generator_ganloss : 1102.601025 ∣     [  std_z : 0.98  real_sub_fake : 2314.40 ]
[  epoch 0010/0040] 2240/4800, lr:1.0e-04 ∣ avg_100 : 31956.601203 ∣ critic_nllloss : 26228.089453 ∣ critic_ganloss : -374.714087 ∣ generator_nllloss : 5285.595117 ∣ generator_ganloss : 1130.040234 ∣     [  std_z : 0.98  real_sub_fake : 1464.01 ]
[  epoch 0010/0040] 2250/4800, lr:1.0e-04 ∣ avg_100 : 31957.796903 ∣ critic_nllloss : 26148.106055 ∣ critic_ganloss : -430.710974 ∣ generator_nllloss : 5172.765430 ∣ generator_ganloss : 1062.254785 ∣     [  std_z : 0.99  real_sub_fake : 1328.95 ]
[  epoch 0010/0040] 2260/4800, lr:1.0e-04 ∣ avg_100 : 31958.500766 ∣ critic_nllloss : 26321.520508 ∣ critic_ganloss : -456.140955 ∣ generator_nllloss : 5265.297461 ∣ generator_ganloss : 1014.482129 ∣     [  std_z : 1.01  real_sub_fake : 1911.56 ]
[  epoch 0010/0040] 2270/4800, lr:1.0e-04 ∣ avg_100 : 31956.990884 ∣ critic_nllloss : 26229.180664 ∣ critic_ganloss : -491.129840 ∣ generator_nllloss : 5322.894141 ∣ generator_ganloss : 1007.735547 ∣     [  std_z : 0.99  real_sub_fake : 1790.55 ]
[  epoch 0010/0040] 2280/4800, lr:1.0e-04 ∣ avg_100 : 31954.671474 ∣ critic_nllloss : 26134.641016 ∣ critic_ganloss : -477.725693 ∣ generator_nllloss : 5151.347656 ∣ generator_ganloss : 1033.352197 ∣     [  std_z : 0.96  real_sub_fake : 1727.20 ]
[  epoch 0010/0040] 2290/4800, lr:1.0e-04 ∣ avg_100 : 31956.062240 ∣ critic_nllloss : 26282.879297 ∣ critic_ganloss : -515.861389 ∣ generator_nllloss : 5276.437109 ∣ generator_ganloss : 972.658008 ∣  [  std_z : 0.98  real_sub_fake : 2182.09 ]
[  epoch 0010/0040] 2300/4800, lr:1.0e-04 ∣ avg_100 : 31957.404572 ∣ critic_nllloss : 26312.670508 ∣ critic_ganloss : -592.581915 ∣ generator_nllloss : 5298.157422 ∣ generator_ganloss : 1000.599121 ∣     [  std_z : 1.02  real_sub_fake : 2148.48 ]
[  epoch 0010/0040] 2310/4800, lr:1.0e-04 ∣ avg_100 : 31953.420987 ∣ critic_nllloss : 26181.554883 ∣ critic_ganloss : -539.798889 ∣ generator_nllloss : 5215.607422 ∣ generator_ganloss : 991.531445 ∣  [  std_z : 1.01  real_sub_fake : 1892.94 ]
[  epoch 0010/0040] 2320/4800, lr:1.0e-04 ∣ avg_100 : 31953.337359 ∣ critic_nllloss : 26124.226367 ∣ critic_ganloss : -438.719189 ∣ generator_nllloss : 5226.238672 ∣ generator_ganloss : 1030.681885 ∣     [  std_z : 0.98  real_sub_fake : 2140.64 ]
[  epoch 0010/0040] 2330/4800, lr:1.0e-04 ∣ avg_100 : 31956.906842 ∣ critic_nllloss : 26232.247852 ∣ critic_ganloss : -176.695193 ∣ generator_nllloss : 5299.529688 ∣ generator_ganloss : 1087.295410 ∣     [  std_z : 0.97  real_sub_fake : 829.60 ]
[  epoch 0010/0040] 2340/4800, lr:1.0e-04 ∣ avg_100 : 31964.468724 ∣ critic_nllloss : 26310.314844 ∣ critic_ganloss : -194.730205 ∣ generator_nllloss : 5339.748828 ∣ generator_ganloss : 1130.984912 ∣     [  std_z : 0.97  real_sub_fake : 605.56 ]
[  epoch 0010/0040] 2350/4800, lr:1.0e-04 ∣ avg_100 : 31965.128427 ∣ critic_nllloss : 26269.039062 ∣ critic_ganloss : -183.088167 ∣ generator_nllloss : 5159.606250 ∣ generator_ganloss : 1107.119971 ∣     [  std_z : 1.00  real_sub_fake : 756.87 ]
[  epoch 0010/0040] 2360/4800, lr:1.0e-04 ∣ avg_100 : 31969.420289 ∣ critic_nllloss : 26205.180664 ∣ critic_ganloss : -260.602664 ∣ generator_nllloss : 5264.417969 ∣ generator_ganloss : 1087.504883 ∣     [  std_z : 1.01  real_sub_fake : 724.29 ]
[  epoch 0010/0040] 2370/4800, lr:1.0e-04 ∣ avg_100 : 31970.366437 ∣ critic_nllloss : 26363.225195 ∣ critic_ganloss : -336.842322 ∣ generator_nllloss : 5194.866602 ∣ generator_ganloss : 1036.995850 ∣     [  std_z : 0.99  real_sub_fake : 1059.69 ]
[  epoch 0010/0040] 2380/4800, lr:1.0e-04 ∣ avg_100 : 31978.811707 ∣ critic_nllloss : 26485.318750 ∣ critic_ganloss : -275.570483 ∣ generator_nllloss : 5345.070117 ∣ generator_ganloss : 998.696973 ∣  [  std_z : 0.97  real_sub_fake : 1189.65 ]
[  epoch 0010/0040] 2390/4800, lr:1.0e-04 ∣ avg_100 : 31978.626722 ∣ critic_nllloss : 26135.624219 ∣ critic_ganloss : -342.780487 ∣ generator_nllloss : 5228.388281 ∣ generator_ganloss : 994.211377 ∣  [  std_z : 0.97  real_sub_fake : 1229.42 ]
[  epoch 0010/0040] 2400/4800, lr:1.0e-04 ∣ avg_100 : 31977.607317 ∣ critic_nllloss : 26147.444922 ∣ critic_ganloss : -404.934265 ∣ generator_nllloss : 5177.691797 ∣ generator_ganloss : 985.263379 ∣  [  std_z : 0.99  real_sub_fake : 1649.65 ]
[  epoch 0010/0040] 2410/4800, lr:1.0e-04 ∣ avg_100 : 31979.126264 ∣ critic_nllloss : 26371.825781 ∣ critic_ganloss : -482.688873 ∣ generator_nllloss : 5316.795508 ∣ generator_ganloss : 1001.078711 ∣     [  std_z : 1.01  real_sub_fake : 1555.52 ]
[  epoch 0010/0040] 2420/4800, lr:1.0e-04 ∣ avg_100 : 31982.231303 ∣ critic_nllloss : 26292.573633 ∣ critic_ganloss : -433.112524 ∣ generator_nllloss : 5350.323438 ∣ generator_ganloss : 983.466309 ∣  [  std_z : 1.00  real_sub_fake : 1857.22 ]
[  epoch 0010/0040] 2430/4800, lr:1.0e-04 ∣ avg_100 : 31983.574874 ∣ critic_nllloss : 26422.655859 ∣ critic_ganloss : -547.450394 ∣ generator_nllloss : 5287.245508 ∣ generator_ganloss : 985.841260 ∣  [  std_z : 0.99  real_sub_fake : 1872.65 ]
[  epoch 0010/0040] 2440/4800, lr:1.0e-04 ∣ avg_100 : 31986.235692 ∣ critic_nllloss : 26490.279883 ∣ critic_ganloss : -428.343213 ∣ generator_nllloss : 5292.872461 ∣ generator_ganloss : 1026.639307 ∣     [  std_z : 0.98  real_sub_fake : 1846.08 ]
[  epoch 0010/0040] 2450/4800, lr:1.0e-04 ∣ avg_100 : 31987.704562 ∣ critic_nllloss : 26454.034766 ∣ critic_ganloss : -537.778983 ∣ generator_nllloss : 5254.818359 ∣ generator_ganloss : 1012.886475 ∣     [  std_z : 0.98  real_sub_fake : 1886.52 ]
[  epoch 0010/0040] 2460/4800, lr:1.0e-04 ∣ avg_100 : 31986.284679 ∣ critic_nllloss : 25971.619727 ∣ critic_ganloss : -407.153531 ∣ generator_nllloss : 5262.201953 ∣ generator_ganloss : 1059.186426 ∣     [  std_z : 0.99  real_sub_fake : 1630.29 ]
[  epoch 0010/0040] 2470/4800, lr:1.0e-04 ∣ avg_100 : 31988.991111 ∣ critic_nllloss : 26183.950000 ∣ critic_ganloss : -470.176840 ∣ generator_nllloss : 5251.343555 ∣ generator_ganloss : 1053.027734 ∣     [  std_z : 0.99  real_sub_fake : 1773.35 ]
[  epoch 0010/0040] 2480/4800, lr:1.0e-04 ∣ avg_100 : 31987.132610 ∣ critic_nllloss : 26102.222656 ∣ critic_ganloss : -568.986401 ∣ generator_nllloss : 5217.358203 ∣ generator_ganloss : 1064.399414 ∣     [  std_z : 0.98  real_sub_fake : 2131.40 ]
[  epoch 0010/0040] 2490/4800, lr:1.0e-04 ∣ avg_100 : 31986.822303 ∣ critic_nllloss : 26080.810156 ∣ critic_ganloss : -375.252667 ∣ generator_nllloss : 5144.185938 ∣ generator_ganloss : 1063.610010 ∣     [  std_z : 0.98  real_sub_fake : 1685.71 ]
[  epoch 0010/0040] 2500/4800, lr:1.0e-04 ∣ avg_100 : 31988.508377 ∣ critic_nllloss : 26325.126172 ∣ critic_ganloss : -401.752069 ∣ generator_nllloss : 5247.873047 ∣ generator_ganloss : 1010.678467 ∣     [  std_z : 1.00  real_sub_fake : 1496.54 ]
[  epoch 0010/0040] 2510/4800, lr:1.0e-04 ∣ avg_100 : 31991.157213 ∣ critic_nllloss : 26211.514258 ∣ critic_ganloss : -470.117697 ∣ generator_nllloss : 5223.353125 ∣ generator_ganloss : 1037.892188 ∣     [  std_z : 1.00  real_sub_fake : 1511.61 ]
[  epoch 0010/0040] 2520/4800, lr:1.0e-04 ∣ avg_100 : 31997.200220 ∣ critic_nllloss : 26215.991797 ∣ critic_ganloss : -500.187085 ∣ generator_nllloss : 5319.063281 ∣ generator_ganloss : 1040.820020 ∣     [  std_z : 0.99  real_sub_fake : 1906.37 ]
[  epoch 0010/0040] 2530/4800, lr:1.0e-04 ∣ avg_100 : 32000.776479 ∣ critic_nllloss : 26333.078516 ∣ critic_ganloss : -556.111423 ∣ generator_nllloss : 5274.637109 ∣ generator_ganloss : 1058.462402 ∣     [  std_z : 0.98  real_sub_fake : 2049.66 ]
[  epoch 0010/0040] 2540/4800, lr:1.0e-04 ∣ avg_100 : 32007.553279 ∣ critic_nllloss : 26314.541016 ∣ critic_ganloss : -359.338208 ∣ generator_nllloss : 5236.758984 ∣ generator_ganloss : 1109.597363 ∣     [  std_z : 0.98  real_sub_fake : 1590.19 ]
[  epoch 0010/0040] 2550/4800, lr:1.0e-04 ∣ avg_100 : 32007.201357 ∣ critic_nllloss : 26075.760547 ∣ critic_ganloss : -334.411600 ∣ generator_nllloss : 5181.759766 ∣ generator_ganloss : 1000.526562 ∣     [  std_z : 0.99  real_sub_fake : 1454.50 ]
[  epoch 0010/0040] 2560/4800, lr:1.0e-04 ∣ avg_100 : 32008.580270 ∣ critic_nllloss : 26229.495898 ∣ critic_ganloss : -396.067245 ∣ generator_nllloss : 5214.036914 ∣ generator_ganloss : 992.629102 ∣  [  std_z : 1.00  real_sub_fake : 1500.05 ]
[  epoch 0010/0040] 2570/4800, lr:1.0e-04 ∣ avg_100 : 32007.119850 ∣ critic_nllloss : 26277.480859 ∣ critic_ganloss : -485.704556 ∣ generator_nllloss : 5266.170703 ∣ generator_ganloss : 957.444580 ∣  [  std_z : 0.99  real_sub_fake : 1704.68 ]
[  epoch 0010/0040] 2580/4800, lr:1.0e-04 ∣ avg_100 : 32004.753877 ∣ critic_nllloss : 26260.918164 ∣ critic_ganloss : -449.343765 ∣ generator_nllloss : 5207.775781 ∣ generator_ganloss : 962.004932 ∣  [  std_z : 0.98  real_sub_fake : 1821.56 ]
[  epoch 0010/0040] 2590/4800, lr:1.0e-04 ∣ avg_100 : 32005.625191 ∣ critic_nllloss : 26226.985938 ∣ critic_ganloss : -497.443811 ∣ generator_nllloss : 5231.987500 ∣ generator_ganloss : 993.641309 ∣  [  std_z : 0.99  real_sub_fake : 1802.03 ]
[  epoch 0010/0040] 2600/4800, lr:1.0e-04 ∣ avg_100 : 32005.310397 ∣ critic_nllloss : 26131.057617 ∣ critic_ganloss : -485.105661 ∣ generator_nllloss : 5220.437891 ∣ generator_ganloss : 991.600146 ∣  [  std_z : 0.99  real_sub_fake : 1834.84 ]
[  epoch 0010/0040] 2610/4800, lr:1.0e-04 ∣ avg_100 : 32004.803739 ∣ critic_nllloss : 25983.113672 ∣ critic_ganloss : -442.824463 ∣ generator_nllloss : 5190.828906 ∣ generator_ganloss : 1043.807910 ∣     [  std_z : 0.99  real_sub_fake : 1589.49 ]
[  epoch 0010/0040] 2620/4800, lr:1.0e-04 ∣ avg_100 : 32004.862663 ∣ critic_nllloss : 26152.332422 ∣ critic_ganloss : -440.095349 ∣ generator_nllloss : 5165.218164 ∣ generator_ganloss : 1034.224609 ∣     [  std_z : 0.99  real_sub_fake : 2094.07 ]
[  epoch 0010/0040] 2630/4800, lr:1.0e-04 ∣ avg_100 : 32005.253096 ∣ critic_nllloss : 26289.529883 ∣ critic_ganloss : -545.808075 ∣ generator_nllloss : 5265.726758 ∣ generator_ganloss : 1021.068408 ∣     [  std_z : 0.98  real_sub_fake : 1803.22 ]
[  epoch 0010/0040] 2640/4800, lr:1.0e-04 ∣ avg_100 : 32006.543066 ∣ critic_nllloss : 26353.430078 ∣ critic_ganloss : -482.453479 ∣ generator_nllloss : 5235.804688 ∣ generator_ganloss : 1054.364746 ∣     [  std_z : 0.99  real_sub_fake : 1949.11 ]
[  epoch 0010/0040] 2650/4800, lr:1.0e-04 ∣ avg_100 : 32005.672688 ∣ critic_nllloss : 26139.733594 ∣ critic_ganloss : -443.131369 ∣ generator_nllloss : 5234.078711 ∣ generator_ganloss : 1073.732520 ∣     [  std_z : 0.99  real_sub_fake : 1762.56 ]
[  epoch 0010/0040] 2660/4800, lr:1.0e-04 ∣ avg_100 : 32004.161211 ∣ critic_nllloss : 26280.139453 ∣ critic_ganloss : -582.957440 ∣ generator_nllloss : 5172.003516 ∣ generator_ganloss : 1026.611914 ∣     [  std_z : 0.99  real_sub_fake : 1953.73 ]
[  epoch 0010/0040] 2670/4800, lr:1.0e-04 ∣ avg_100 : 32005.399883 ∣ critic_nllloss : 26306.393945 ∣ critic_ganloss : -553.313501 ∣ generator_nllloss : 5238.361133 ∣ generator_ganloss : 1039.902637 ∣     [  std_z : 0.99  real_sub_fake : 2252.80 ]
[  epoch 0010/0040] 2680/4800, lr:1.0e-04 ∣ avg_100 : 32008.398949 ∣ critic_nllloss : 26442.105469 ∣ critic_ganloss : -366.904242 ∣ generator_nllloss : 5300.252734 ∣ generator_ganloss : 1048.008984 ∣     [  std_z : 0.98  real_sub_fake : 1626.04 ]
[  epoch 0010/0040] 2690/4800, lr:1.0e-04 ∣ avg_100 : 32005.776124 ∣ critic_nllloss : 26123.503320 ∣ critic_ganloss : -475.909088 ∣ generator_nllloss : 5281.867578 ∣ generator_ganloss : 990.462305 ∣  [  std_z : 0.99  real_sub_fake : 1633.12 ]
[  epoch 0010/0040] 2700/4800, lr:1.0e-04 ∣ avg_100 : 32002.778051 ∣ critic_nllloss : 26244.828906 ∣ critic_ganloss : -522.297028 ∣ generator_nllloss : 5231.059375 ∣ generator_ganloss : 997.146484 ∣  [  std_z : 1.00  real_sub_fake : 2031.32 ]
[  epoch 0010/0040] 2710/4800, lr:1.0e-04 ∣ avg_100 : 32000.577487 ∣ critic_nllloss : 26081.419336 ∣ critic_ganloss : -380.962589 ∣ generator_nllloss : 5254.198438 ∣ generator_ganloss : 1008.995850 ∣     [  std_z : 0.98  real_sub_fake : 1661.27 ]
[  epoch 0010/0040] 2720/4800, lr:1.0e-04 ∣ avg_100 : 32003.787791 ∣ critic_nllloss : 26321.779883 ∣ critic_ganloss : -514.078479 ∣ generator_nllloss : 5315.116602 ∣ generator_ganloss : 1018.071973 ∣     [  std_z : 0.99  real_sub_fake : 1573.52 ]
[  epoch 0010/0040] 2730/4800, lr:1.0e-04 ∣ avg_100 : 32006.692566 ∣ critic_nllloss : 26222.003906 ∣ critic_ganloss : -465.016492 ∣ generator_nllloss : 5298.189258 ∣ generator_ganloss : 991.553369 ∣  [  std_z : 0.97  real_sub_fake : 2237.87 ]
[  epoch 0010/0040] 2740/4800, lr:1.0e-04 ∣ avg_100 : 32011.608548 ∣ critic_nllloss : 26264.241211 ∣ critic_ganloss : -484.674057 ∣ generator_nllloss : 5306.771094 ∣ generator_ganloss : 978.087451 ∣  [  std_z : 0.97  real_sub_fake : 1662.78 ]
[  epoch 0010/0040] 2750/4800, lr:1.0e-04 ∣ avg_100 : 32010.580205 ∣ critic_nllloss : 26326.023438 ∣ critic_ganloss : -509.625156 ∣ generator_nllloss : 5211.619531 ∣ generator_ganloss : 999.608008 ∣  [  std_z : 0.97  real_sub_fake : 1937.11 ]
[  epoch 0010/0040] 2760/4800, lr:1.0e-04 ∣ avg_100 : 32008.208457 ∣ critic_nllloss : 26203.546289 ∣ critic_ganloss : -493.557043 ∣ generator_nllloss : 5174.743750 ∣ generator_ganloss : 1027.221045 ∣     [  std_z : 0.99  real_sub_fake : 1833.20 ]
[  epoch 0010/0040] 2770/4800, lr:1.0e-04 ∣ avg_100 : 32009.679300 ∣ critic_nllloss : 26114.757812 ∣ critic_ganloss : -469.499182 ∣ generator_nllloss : 5223.275391 ∣ generator_ganloss : 1017.550098 ∣     [  std_z : 0.99  real_sub_fake : 1789.78 ]
[  epoch 0010/0040] 2780/4800, lr:1.0e-04 ∣ avg_100 : 32014.781697 ∣ critic_nllloss : 26325.488281 ∣ critic_ganloss : -447.551923 ∣ generator_nllloss : 5253.884570 ∣ generator_ganloss : 1002.437793 ∣     [  std_z : 1.00  real_sub_fake : 1837.48 ]
[  epoch 0010/0040] 2790/4800, lr:1.0e-04 ∣ avg_100 : 32013.197034 ∣ critic_nllloss : 26127.400977 ∣ critic_ganloss : -398.813205 ∣ generator_nllloss : 5157.672070 ∣ generator_ganloss : 1087.876221 ∣     [  std_z : 0.98  real_sub_fake : 1637.61 ]
[  epoch 0010/0040] 2800/4800, lr:1.0e-04 ∣ avg_100 : 32015.067245 ∣ critic_nllloss : 26307.509375 ∣ critic_ganloss : -515.187891 ∣ generator_nllloss : 5286.073438 ∣ generator_ganloss : 1081.200146 ∣     [  std_z : 0.98  real_sub_fake : 1733.97 ]
[  epoch 0010/0040] 2810/4800, lr:1.0e-04 ∣ avg_100 : 32018.664316 ∣ critic_nllloss : 26378.214258 ∣ critic_ganloss : -668.271069 ∣ generator_nllloss : 5257.400781 ∣ generator_ganloss : 1119.603076 ∣     [  std_z : 0.99  real_sub_fake : 2294.99 ]
[  epoch 0010/0040] 2820/4800, lr:1.0e-04 ∣ avg_100 : 32018.123336 ∣ critic_nllloss : 26098.134766 ∣ critic_ganloss : -520.874408 ∣ generator_nllloss : 5215.704102 ∣ generator_ganloss : 1143.029590 ∣     [  std_z : 0.99  real_sub_fake : 2285.79 ]
[  epoch 0010/0040] 2830/4800, lr:1.0e-04 ∣ avg_100 : 32022.707439 ∣ critic_nllloss : 26276.003711 ∣ critic_ganloss : -477.825439 ∣ generator_nllloss : 5247.514063 ∣ generator_ganloss : 1095.968652 ∣     [  std_z : 1.00  real_sub_fake : 1991.00 ]
[  epoch 0010/0040] 2840/4800, lr:1.0e-04 ∣ avg_100 : 32024.401760 ∣ critic_nllloss : 26045.156445 ∣ critic_ganloss : -506.551904 ∣ generator_nllloss : 5311.585938 ∣ generator_ganloss : 1069.669629 ∣     [  std_z : 0.99  real_sub_fake : 1799.08 ]
[  epoch 0010/0040] 2850/4800, lr:1.0e-04 ∣ avg_100 : 32028.292392 ∣ critic_nllloss : 26315.206055 ∣ critic_ganloss : -494.792416 ∣ generator_nllloss : 5276.900391 ∣ generator_ganloss : 1080.858301 ∣     [  std_z : 0.99  real_sub_fake : 2126.28 ]
[  epoch 0010/0040] 2860/4800, lr:1.0e-04 ∣ avg_100 : 32029.225979 ∣ critic_nllloss : 26235.041797 ∣ critic_ganloss : -530.773688 ∣ generator_nllloss : 5205.274219 ∣ generator_ganloss : 1098.632715 ∣     [  std_z : 0.98  real_sub_fake : 1743.33 ]
[  epoch 0010/0040] 2870/4800, lr:1.0e-04 ∣ avg_100 : 32029.574335 ∣ critic_nllloss : 26104.801953 ∣ critic_ganloss : -542.955640 ∣ generator_nllloss : 5248.312305 ∣ generator_ganloss : 1086.655176 ∣     [  std_z : 0.99  real_sub_fake : 2082.36 ]
[  epoch 0010/0040] 2880/4800, lr:1.0e-04 ∣ avg_100 : 32030.038219 ∣ critic_nllloss : 26307.724023 ∣ critic_ganloss : -426.589517 ∣ generator_nllloss : 5250.229297 ∣ generator_ganloss : 1077.438770 ∣     [  std_z : 0.98  real_sub_fake : 2154.20 ]
[  epoch 0010/0040] 2890/4800, lr:1.0e-04 ∣ avg_100 : 32029.189344 ∣ critic_nllloss : 26264.371094 ∣ critic_ganloss : -389.694565 ∣ generator_nllloss : 5270.205273 ∣ generator_ganloss : 1103.639404 ∣     [  std_z : 0.97  real_sub_fake : 1285.23 ]
[  epoch 0010/0040] 2900/4800, lr:1.0e-04 ∣ avg_100 : 32032.222979 ∣ critic_nllloss : 26279.780469 ∣ critic_ganloss : -395.605252 ∣ generator_nllloss : 5265.075977 ∣ generator_ganloss : 1075.137793 ∣     [  std_z : 0.98  real_sub_fake : 1206.87 ]
[  epoch 0010/0040] 2910/4800, lr:1.0e-04 ∣ avg_100 : 32036.886406 ∣ critic_nllloss : 26409.973047 ∣ critic_ganloss : -584.381769 ∣ generator_nllloss : 5289.549219 ∣ generator_ganloss : 1013.167920 ∣     [  std_z : 1.00  real_sub_fake : 2130.71 ]
[  epoch 0010/0040] 2920/4800, lr:1.0e-04 ∣ avg_100 : 32037.560424 ∣ critic_nllloss : 25926.501953 ∣ critic_ganloss : -449.043652 ∣ generator_nllloss : 5178.134375 ∣ generator_ganloss : 1050.917090 ∣     [  std_z : 0.99  real_sub_fake : 1962.77 ]
[  epoch 0010/0040] 2930/4800, lr:1.0e-04 ∣ avg_100 : 32039.601132 ∣ critic_nllloss : 26438.104102 ∣ critic_ganloss : -544.342896 ∣ generator_nllloss : 5394.644531 ∣ generator_ganloss : 1021.379541 ∣     [  std_z : 0.99  real_sub_fake : 2080.98 ]
[  epoch 0010/0040] 2940/4800, lr:1.0e-04 ∣ avg_100 : 32039.277262 ∣ critic_nllloss : 26165.526562 ∣ critic_ganloss : -460.961722 ∣ generator_nllloss : 5265.860742 ∣ generator_ganloss : 1078.086475 ∣     [  std_z : 0.97  real_sub_fake : 1930.47 ]
[  epoch 0010/0040] 2950/4800, lr:1.0e-04 ∣ avg_100 : 32036.564150 ∣ critic_nllloss : 26232.892383 ∣ critic_ganloss : -565.453369 ∣ generator_nllloss : 5246.142578 ∣ generator_ganloss : 1022.500586 ∣     [  std_z : 0.99  real_sub_fake : 1902.65 ]
[  epoch 0010/0040] 2960/4800, lr:1.0e-04 ∣ avg_100 : 32038.261805 ∣ critic_nllloss : 26259.112305 ∣ critic_ganloss : -552.562775 ∣ generator_nllloss : 5246.986133 ∣ generator_ganloss : 1017.742188 ∣     [  std_z : 1.00  real_sub_fake : 2137.39 ]
[  epoch 0010/0040] 2970/4800, lr:1.0e-04 ∣ avg_100 : 32044.265369 ∣ critic_nllloss : 26326.105273 ∣ critic_ganloss : -410.898004 ∣ generator_nllloss : 5312.662305 ∣ generator_ganloss : 1024.449414 ∣     [  std_z : 0.99  real_sub_fake : 1656.78 ]
[  epoch 0010/0040] 2980/4800, lr:1.0e-04 ∣ avg_100 : 32047.339894 ∣ critic_nllloss : 26240.163086 ∣ critic_ganloss : -416.318610 ∣ generator_nllloss : 5273.090430 ∣ generator_ganloss : 1036.117334 ∣     [  std_z : 0.98  real_sub_fake : 1491.55 ]
[  epoch 0010/0040] 2990/4800, lr:1.0e-04 ∣ avg_100 : 32048.989458 ∣ critic_nllloss : 26485.291016 ∣ critic_ganloss : -510.615152 ∣ generator_nllloss : 5283.977734 ∣ generator_ganloss : 1078.639307 ∣     [  std_z : 0.98  real_sub_fake : 1787.53 ]
[  epoch 0010/0040] 3000/4800, lr:1.0e-04 ∣ avg_100 : 32049.011299 ∣ critic_nllloss : 26098.827344 ∣ critic_ganloss : -330.580353 ∣ generator_nllloss : 5241.216797 ∣ generator_ganloss : 1021.802051 ∣     [  std_z : 0.99  real_sub_fake : 1767.18 ]
[  epoch 0010/0040] 3010/4800, lr:1.0e-04 ∣ avg_100 : 32051.654386 ∣ critic_nllloss : 26416.110742 ∣ critic_ganloss : -541.813498 ∣ generator_nllloss : 5249.244336 ∣ generator_ganloss : 1024.274072 ∣     [  std_z : 1.01  real_sub_fake : 1610.62 ]
[  epoch 0010/0040] 3020/4800, lr:1.0e-04 ∣ avg_100 : 32053.563990 ∣ critic_nllloss : 26269.405664 ∣ critic_ganloss : -684.960889 ∣ generator_nllloss : 5262.141992 ∣ generator_ganloss : 1044.788574 ∣     [  std_z : 0.98  real_sub_fake : 2579.58 ]
[  epoch 0010/0040] 3030/4800, lr:1.0e-04 ∣ avg_100 : 32051.766187 ∣ critic_nllloss : 26122.963477 ∣ critic_ganloss : -454.449335 ∣ generator_nllloss : 5174.700781 ∣ generator_ganloss : 1092.739160 ∣     [  std_z : 0.98  real_sub_fake : 1868.38 ]
[  epoch 0010/0040] 3040/4800, lr:1.0e-04 ∣ avg_100 : 32052.608997 ∣ critic_nllloss : 26359.518750 ∣ critic_ganloss : -566.126947 ∣ generator_nllloss : 5177.343750 ∣ generator_ganloss : 1050.660986 ∣     [  std_z : 0.96  real_sub_fake : 2000.25 ]
[  epoch 0010/0040] 3050/4800, lr:1.0e-04 ∣ avg_100 : 32052.691407 ∣ critic_nllloss : 26258.525000 ∣ critic_ganloss : -662.427985 ∣ generator_nllloss : 5176.189648 ∣ generator_ganloss : 1085.660547 ∣     [  std_z : 0.99  real_sub_fake : 2333.85 ]
[  epoch 0010/0040] 3060/4800, lr:1.0e-04 ∣ avg_100 : 32054.566349 ∣ critic_nllloss : 26317.350977 ∣ critic_ganloss : -425.330627 ∣ generator_nllloss : 5251.631445 ∣ generator_ganloss : 1017.292139 ∣     [  std_z : 1.01  real_sub_fake : 1874.90 ]
[  epoch 0010/0040] 3070/4800, lr:1.0e-04 ∣ avg_100 : 32050.314062 ∣ critic_nllloss : 26013.213477 ∣ critic_ganloss : -469.885559 ∣ generator_nllloss : 5179.844727 ∣ generator_ganloss : 1010.680859 ∣     [  std_z : 0.99  real_sub_fake : 1541.74 ]
[  epoch 0010/0040] 3080/4800, lr:1.0e-04 ∣ avg_100 : 32048.031774 ∣ critic_nllloss : 26146.868555 ∣ critic_ganloss : -425.598578 ∣ generator_nllloss : 5185.310547 ∣ generator_ganloss : 959.924170 ∣  [  std_z : 0.98  real_sub_fake : 2191.25 ]
[  epoch 0010/0040] 3090/4800, lr:1.0e-04 ∣ avg_100 : 32045.177062 ∣ critic_nllloss : 26164.754492 ∣ critic_ganloss : -444.700693 ∣ generator_nllloss : 5089.035547 ∣ generator_ganloss : 930.178516 ∣  [  std_z : 0.98  real_sub_fake : 1572.24 ]
[  epoch 0010/0040] 3100/4800, lr:1.0e-04 ∣ avg_100 : 32047.315239 ∣ critic_nllloss : 26328.312891 ∣ critic_ganloss : -637.702631 ∣ generator_nllloss : 5298.336133 ∣ generator_ganloss : 917.099609 ∣  [  std_z : 0.99  real_sub_fake : 2221.59 ]
[  epoch 0010/0040] 3110/4800, lr:1.0e-04 ∣ avg_100 : 32047.959024 ∣ critic_nllloss : 26268.842383 ∣ critic_ganloss : -598.815002 ∣ generator_nllloss : 5209.451172 ∣ generator_ganloss : 956.564209 ∣  [  std_z : 0.99  real_sub_fake : 2813.05 ]
[  epoch 0010/0040] 3120/4800, lr:1.0e-04 ∣ avg_100 : 32046.954155 ∣ critic_nllloss : 26284.224805 ∣ critic_ganloss : -444.883356 ∣ generator_nllloss : 5180.845312 ∣ generator_ganloss : 967.301611 ∣  [  std_z : 0.98  real_sub_fake : 1350.74 ]
[  epoch 0010/0040] 3130/4800, lr:1.0e-04 ∣ avg_100 : 32044.827768 ∣ critic_nllloss : 26253.448047 ∣ critic_ganloss : -538.387231 ∣ generator_nllloss : 5260.947266 ∣ generator_ganloss : 902.616455 ∣  [  std_z : 0.98  real_sub_fake : 1959.92 ]
[  epoch 0010/0040] 3140/4800, lr:1.0e-04 ∣ avg_100 : 32045.013977 ∣ critic_nllloss : 26298.782227 ∣ critic_ganloss : -479.033441 ∣ generator_nllloss : 5139.448242 ∣ generator_ganloss : 927.917822 ∣  [  std_z : 0.98  real_sub_fake : 2435.25 ]
[  epoch 0010/0040] 3150/4800, lr:1.0e-04 ∣ avg_100 : 32047.942738 ∣ critic_nllloss : 26296.896484 ∣ critic_ganloss : -470.022449 ∣ generator_nllloss : 5229.109375 ∣ generator_ganloss : 934.965088 ∣  [  std_z : 0.99  real_sub_fake : 1592.43 ]
[  epoch 0010/0040] 3160/4800, lr:1.0e-04 ∣ avg_100 : 32049.885552 ∣ critic_nllloss : 26415.345508 ∣ critic_ganloss : -513.126297 ∣ generator_nllloss : 5319.982031 ∣ generator_ganloss : 889.322656 ∣  [  std_z : 0.99  real_sub_fake : 1658.03 ]
[  epoch 0010/0040] 3170/4800, lr:1.0e-04 ∣ avg_100 : 32047.885647 ∣ critic_nllloss : 26210.939453 ∣ critic_ganloss : -510.048380 ∣ generator_nllloss : 5218.382812 ∣ generator_ganloss : 904.026514 ∣  [  std_z : 0.98  real_sub_fake : 2045.43 ]
[  epoch 0010/0040] 3180/4800, lr:1.0e-04 ∣ avg_100 : 32046.053198 ∣ critic_nllloss : 26352.577930 ∣ critic_ganloss : -590.688232 ∣ generator_nllloss : 5302.183594 ∣ generator_ganloss : 899.563770 ∣  [  std_z : 0.98  real_sub_fake : 2339.68 ]
[  epoch 0010/0040] 3190/4800, lr:1.0e-04 ∣ avg_100 : 32045.434356 ∣ critic_nllloss : 26309.258398 ∣ critic_ganloss : -622.020444 ∣ generator_nllloss : 5278.758008 ∣ generator_ganloss : 960.700244 ∣  [  std_z : 0.99  real_sub_fake : 2112.39 ]
[  epoch 0010/0040] 3200/4800, lr:1.0e-04 ∣ avg_100 : 32050.732916 ∣ critic_nllloss : 26284.424219 ∣ critic_ganloss : -153.232838 ∣ generator_nllloss : 5193.454687 ∣ generator_ganloss : 1041.476367 ∣     [  std_z : 1.00  real_sub_fake : 1483.15 ]
[  epoch 0010/0040] 3210/4800, lr:1.0e-04 ∣ avg_100 : 32056.564294 ∣ critic_nllloss : 26359.157617 ∣ critic_ganloss : -140.194627 ∣ generator_nllloss : 5294.255859 ∣ generator_ganloss : 1042.871826 ∣     [  std_z : 0.99  real_sub_fake : 330.46 ]
[  epoch 0010/0040] 3220/4800, lr:1.0e-04 ∣ avg_100 : 32057.654671 ∣ critic_nllloss : 26094.913281 ∣ critic_ganloss : -232.350729 ∣ generator_nllloss : 5238.461719 ∣ generator_ganloss : 1001.691895 ∣     [  std_z : 0.98  real_sub_fake : 572.42 ]
[  epoch 0010/0040] 3230/4800, lr:1.0e-04 ∣ avg_100 : 32055.398714 ∣ critic_nllloss : 26235.261719 ∣ critic_ganloss : -365.633444 ∣ generator_nllloss : 5197.899023 ∣ generator_ganloss : 958.358350 ∣  [  std_z : 0.97  real_sub_fake : 1289.43 ]
[  epoch 0010/0040] 3240/4800, lr:1.0e-04 ∣ avg_100 : 32051.937096 ∣ critic_nllloss : 26209.475977 ∣ critic_ganloss : -489.085544 ∣ generator_nllloss : 5210.130664 ∣ generator_ganloss : 992.327881 ∣  [  std_z : 0.99  real_sub_fake : 1749.55 ]
[  epoch 0010/0040] 3250/4800, lr:1.0e-04 ∣ avg_100 : 32054.111580 ∣ critic_nllloss : 26552.590820 ∣ critic_ganloss : -672.559094 ∣ generator_nllloss : 5285.755469 ∣ generator_ganloss : 1004.076416 ∣     [  std_z : 1.00  real_sub_fake : 2355.24 ]
[  epoch 0010/0040] 3260/4800, lr:1.0e-04 ∣ avg_100 : 32054.459955 ∣ critic_nllloss : 26304.255273 ∣ critic_ganloss : -448.724689 ∣ generator_nllloss : 5290.609375 ∣ generator_ganloss : 1033.856738 ∣     [  std_z : 0.99  real_sub_fake : 2176.11 ]
[  epoch 0010/0040] 3270/4800, lr:1.0e-04 ∣ avg_100 : 32052.674051 ∣ critic_nllloss : 26112.320312 ∣ critic_ganloss : -413.953784 ∣ generator_nllloss : 5158.432227 ∣ generator_ganloss : 1033.291309 ∣     [  std_z : 0.98  real_sub_fake : 1555.12 ]
[  epoch 0010/0040] 3280/4800, lr:1.0e-04 ∣ avg_100 : 32053.853081 ∣ critic_nllloss : 26159.098242 ∣ critic_ganloss : -426.431976 ∣ generator_nllloss : 5218.425781 ∣ generator_ganloss : 1008.426123 ∣     [  std_z : 0.99  real_sub_fake : 1666.74 ]
[  epoch 0010/0040] 3290/4800, lr:1.0e-04 ∣ avg_100 : 32051.941923 ∣ critic_nllloss : 26148.845313 ∣ critic_ganloss : -515.588666 ∣ generator_nllloss : 5231.448242 ∣ generator_ganloss : 960.292383 ∣  [  std_z : 0.98  real_sub_fake : 2044.45 ]
[  epoch 0010/0040] 3300/4800, lr:1.0e-04 ∣ avg_100 : 32053.568214 ∣ critic_nllloss : 26426.259570 ∣ critic_ganloss : -515.869904 ∣ generator_nllloss : 5301.821289 ∣ generator_ganloss : 969.263232 ∣  [  std_z : 1.00  real_sub_fake : 1861.31 ]
[  epoch 0010/0040] 3310/4800, lr:1.0e-04 ∣ avg_100 : 32053.424780 ∣ critic_nllloss : 26052.923828 ∣ critic_ganloss : -417.684067 ∣ generator_nllloss : 5200.766406 ∣ generator_ganloss : 998.545313 ∣  [  std_z : 0.99  real_sub_fake : 1680.75 ]
[  epoch 0010/0040] 3320/4800, lr:1.0e-04 ∣ avg_100 : 32055.081096 ∣ critic_nllloss : 26372.542578 ∣ critic_ganloss : -515.048346 ∣ generator_nllloss : 5284.171094 ∣ generator_ganloss : 966.393994 ∣  [  std_z : 0.98  real_sub_fake : 1781.13 ]
[  epoch 0010/0040] 3330/4800, lr:1.0e-04 ∣ avg_100 : 32050.259561 ∣ critic_nllloss : 26233.840625 ∣ critic_ganloss : -486.743192 ∣ generator_nllloss : 5227.489453 ∣ generator_ganloss : 985.637402 ∣  [  std_z : 0.97  real_sub_fake : 1935.86 ]
[  epoch 0010/0040] 3340/4800, lr:1.0e-04 ∣ avg_100 : 32044.346021 ∣ critic_nllloss : 26369.773047 ∣ critic_ganloss : -661.209174 ∣ generator_nllloss : 5304.255078 ∣ generator_ganloss : 982.145410 ∣  [  std_z : 0.98  real_sub_fake : 2320.18 ]
[  epoch 0010/0040] 3350/4800, lr:1.0e-04 ∣ avg_100 : 32040.682405 ∣ critic_nllloss : 26218.585938 ∣ critic_ganloss : -466.797226 ∣ generator_nllloss : 5186.287305 ∣ generator_ganloss : 1048.239551 ∣     [  std_z : 1.00  real_sub_fake : 1974.95 ]
[  epoch 0010/0040] 3360/4800, lr:1.0e-04 ∣ avg_100 : 32039.107919 ∣ critic_nllloss : 26313.710742 ∣ critic_ganloss : -467.267917 ∣ generator_nllloss : 5312.711914 ∣ generator_ganloss : 979.897461 ∣  [  std_z : 0.99  real_sub_fake : 1891.11 ]
[  epoch 0010/0040] 3370/4800, lr:1.0e-04 ∣ avg_100 : 32036.253726 ∣ critic_nllloss : 26146.000781 ∣ critic_ganloss : -383.929883 ∣ generator_nllloss : 5189.178906 ∣ generator_ganloss : 1021.576270 ∣     [  std_z : 0.98  real_sub_fake : 1450.63 ]
[  epoch 0010/0040] 3380/4800, lr:1.0e-04 ∣ avg_100 : 32029.822532 ∣ critic_nllloss : 26106.751758 ∣ critic_ganloss : -398.333530 ∣ generator_nllloss : 5232.173242 ∣ generator_ganloss : 969.804492 ∣  [  std_z : 0.97  real_sub_fake : 1520.09 ]
[  epoch 0010/0040] 3390/4800, lr:1.0e-04 ∣ avg_100 : 32027.687217 ∣ critic_nllloss : 26198.467187 ∣ critic_ganloss : -494.014508 ∣ generator_nllloss : 5149.434961 ∣ generator_ganloss : 948.024170 ∣  [  std_z : 0.97  real_sub_fake : 1741.49 ]
[  epoch 0010/0040] 3400/4800, lr:1.0e-04 ∣ avg_100 : 32025.291298 ∣ critic_nllloss : 26163.798633 ∣ critic_ganloss : -681.440048 ∣ generator_nllloss : 5235.335547 ∣ generator_ganloss : 948.179883 ∣  [  std_z : 0.98  real_sub_fake : 2217.78 ]
[  epoch 0010/0040] 3410/4800, lr:1.0e-04 ∣ avg_100 : 32019.504582 ∣ critic_nllloss : 26128.276172 ∣ critic_ganloss : -620.199255 ∣ generator_nllloss : 5142.060547 ∣ generator_ganloss : 978.202051 ∣  [  std_z : 1.01  real_sub_fake : 2747.55 ]
[  epoch 0010/0040] 3420/4800, lr:1.0e-04 ∣ avg_100 : 32018.761908 ∣ critic_nllloss : 26492.561133 ∣ critic_ganloss : -610.709998 ∣ generator_nllloss : 5276.031250 ∣ generator_ganloss : 961.101025 ∣  [  std_z : 1.00  real_sub_fake : 2285.29 ]
[  epoch 0010/0040] 3430/4800, lr:1.0e-04 ∣ avg_100 : 32016.684812 ∣ critic_nllloss : 26041.314648 ∣ critic_ganloss : -409.006754 ∣ generator_nllloss : 5287.900000 ∣ generator_ganloss : 1020.374805 ∣     [  std_z : 0.98  real_sub_fake : 1633.29 ]
[  epoch 0010/0040] 3440/4800, lr:1.0e-04 ∣ avg_100 : 32010.873217 ∣ critic_nllloss : 26020.366602 ∣ critic_ganloss : -392.901941 ∣ generator_nllloss : 5161.279492 ∣ generator_ganloss : 1011.544775 ∣     [  std_z : 0.97  real_sub_fake : 1459.23 ]
[  epoch 0010/0040] 3450/4800, lr:1.0e-04 ∣ avg_100 : 32010.487300 ∣ critic_nllloss : 26278.644727 ∣ critic_ganloss : -453.981201 ∣ generator_nllloss : 5302.271289 ∣ generator_ganloss : 1018.434033 ∣     [  std_z : 0.99  real_sub_fake : 1658.71 ]
[  epoch 0010/0040] 3460/4800, lr:1.0e-04 ∣ avg_100 : 32016.191648 ∣ critic_nllloss : 26522.708398 ∣ critic_ganloss : -426.396317 ∣ generator_nllloss : 5361.872070 ∣ generator_ganloss : 998.105273 ∣  [  std_z : 0.99  real_sub_fake : 1924.75 ]
[  epoch 0010/0040] 3470/4800, lr:1.0e-04 ∣ avg_100 : 32014.888964 ∣ critic_nllloss : 26093.637891 ∣ critic_ganloss : -431.323340 ∣ generator_nllloss : 5247.474414 ∣ generator_ganloss : 978.087109 ∣  [  std_z : 0.98  real_sub_fake : 1657.79 ]
[  epoch 0010/0040] 3480/4800, lr:1.0e-04 ∣ avg_100 : 32017.363272 ∣ critic_nllloss : 26293.267969 ∣ critic_ganloss : -521.654977 ∣ generator_nllloss : 5266.789453 ∣ generator_ganloss : 1024.022217 ∣     [  std_z : 0.99  real_sub_fake : 1684.90 ]
[  epoch 0010/0040] 3490/4800, lr:1.0e-04 ∣ avg_100 : 32019.153971 ∣ critic_nllloss : 26298.324023 ∣ critic_ganloss : -508.587500 ∣ generator_nllloss : 5286.504883 ∣ generator_ganloss : 1016.181934 ∣     [  std_z : 0.99  real_sub_fake : 2091.98 ]
[  epoch 0010/0040] 3500/4800, lr:1.0e-04 ∣ avg_100 : 32015.183661 ∣ critic_nllloss : 26037.648047 ∣ critic_ganloss : -493.288440 ∣ generator_nllloss : 5246.200000 ∣ generator_ganloss : 994.334961 ∣  [  std_z : 0.98  real_sub_fake : 1702.99 ]
[  epoch 0010/0040] 3510/4800, lr:1.0e-04 ∣ avg_100 : 32017.126126 ∣ critic_nllloss : 26320.207422 ∣ critic_ganloss : -467.171893 ∣ generator_nllloss : 5316.492383 ∣ generator_ganloss : 1027.360498 ∣     [  std_z : 0.98  real_sub_fake : 1947.92 ]
[  epoch 0010/0040] 3520/4800, lr:1.0e-04 ∣ avg_100 : 32015.295390 ∣ critic_nllloss : 26152.193164 ∣ critic_ganloss : -395.868289 ∣ generator_nllloss : 5149.791992 ∣ generator_ganloss : 986.497559 ∣  [  std_z : 0.98  real_sub_fake : 1555.29 ]
[  epoch 0010/0040] 3530/4800, lr:1.0e-04 ∣ avg_100 : 32014.599431 ∣ critic_nllloss : 26283.603125 ∣ critic_ganloss : -450.802899 ∣ generator_nllloss : 5202.725977 ∣ generator_ganloss : 1004.944482 ∣     [  std_z : 1.01  real_sub_fake : 1585.54 ]
[  epoch 0010/0040] 3540/4800, lr:1.0e-04 ∣ avg_100 : 32009.441804 ∣ critic_nllloss : 26194.829492 ∣ critic_ganloss : -527.181470 ∣ generator_nllloss : 5152.051758 ∣ generator_ganloss : 966.096680 ∣  [  std_z : 1.00  real_sub_fake : 1962.01 ]
[  epoch 0010/0040] 3550/4800, lr:1.0e-04 ∣ avg_100 : 32006.589062 ∣ critic_nllloss : 26037.217383 ∣ critic_ganloss : -536.314038 ∣ generator_nllloss : 5145.918555 ∣ generator_ganloss : 991.539111 ∣  [  std_z : 0.99  real_sub_fake : 1906.86 ]
[  epoch 0010/0040] 3560/4800, lr:1.0e-04 ∣ avg_100 : 32007.433042 ∣ critic_nllloss : 26418.356055 ∣ critic_ganloss : -599.370807 ∣ generator_nllloss : 5307.193945 ∣ generator_ganloss : 998.313525 ∣  [  std_z : 0.99  real_sub_fake : 2245.79 ]
[  epoch 0010/0040] 3570/4800, lr:1.0e-04 ∣ avg_100 : 32010.044535 ∣ critic_nllloss : 26443.095313 ∣ critic_ganloss : -530.614087 ∣ generator_nllloss : 5327.230859 ∣ generator_ganloss : 1036.828809 ∣     [  std_z : 0.98  real_sub_fake : 2250.12 ]
[  epoch 0010/0040] 3580/4800, lr:1.0e-04 ∣ avg_100 : 32007.806779 ∣ critic_nllloss : 26117.656836 ∣ critic_ganloss : -557.135858 ∣ generator_nllloss : 5227.766406 ∣ generator_ganloss : 969.292139 ∣  [  std_z : 1.00  real_sub_fake : 2039.78 ]
[  epoch 0010/0040] 3590/4800, lr:1.0e-04 ∣ avg_100 : 32006.509293 ∣ critic_nllloss : 26178.614453 ∣ critic_ganloss : -546.604263 ∣ generator_nllloss : 5187.902930 ∣ generator_ganloss : 1005.509180 ∣     [  std_z : 0.98  real_sub_fake : 2125.45 ]
[  epoch 0010/0040] 3600/4800, lr:1.0e-04 ∣ avg_100 : 32005.065363 ∣ critic_nllloss : 26267.466211 ∣ critic_ganloss : -763.700952 ∣ generator_nllloss : 5239.464648 ∣ generator_ganloss : 970.367090 ∣  [  std_z : 0.98  real_sub_fake : 2669.02 ]
[  epoch 0010/0040] 3610/4800, lr:1.0e-04 ∣ avg_100 : 32004.778154 ∣ critic_nllloss : 25971.568555 ∣ critic_ganloss : -389.707822 ∣ generator_nllloss : 5120.051953 ∣ generator_ganloss : 1044.292432 ∣     [  std_z : 0.98  real_sub_fake : 1880.16 ]
[  epoch 0010/0040] 3620/4800, lr:1.0e-04 ∣ avg_100 : 32009.390794 ∣ critic_nllloss : 26304.425586 ∣ critic_ganloss : -233.701172 ∣ generator_nllloss : 5262.942578 ∣ generator_ganloss : 1039.276904 ∣     [  std_z : 0.99  real_sub_fake : 1071.44 ]
[  epoch 0010/0040] 3630/4800, lr:1.0e-04 ∣ avg_100 : 32011.468826 ∣ critic_nllloss : 26248.308594 ∣ critic_ganloss : -373.516525 ∣ generator_nllloss : 5321.588672 ∣ generator_ganloss : 1041.939355 ∣     [  std_z : 1.00  real_sub_fake : 1023.71 ]
[  epoch 0010/0040] 3640/4800, lr:1.0e-04 ∣ avg_100 : 32010.697044 ∣ critic_nllloss : 26280.337109 ∣ critic_ganloss : -437.165192 ∣ generator_nllloss : 5258.642383 ∣ generator_ganloss : 982.153564 ∣  [  std_z : 1.00  real_sub_fake : 1977.27 ]
[  epoch 0010/0040] 3650/4800, lr:1.0e-04 ∣ avg_100 : 32010.048912 ∣ critic_nllloss : 26310.253516 ∣ critic_ganloss : -579.163095 ∣ generator_nllloss : 5229.890430 ∣ generator_ganloss : 978.619385 ∣  [  std_z : 0.98  real_sub_fake : 2088.34 ]
[  epoch 0010/0040] 3660/4800, lr:1.0e-04 ∣ avg_100 : 32009.340522 ∣ critic_nllloss : 26100.783008 ∣ critic_ganloss : -466.305896 ∣ generator_nllloss : 5212.312500 ∣ generator_ganloss : 978.168848 ∣  [  std_z : 0.96  real_sub_fake : 1883.00 ]
[  epoch 0010/0040] 3670/4800, lr:1.0e-04 ∣ avg_100 : 32006.332705 ∣ critic_nllloss : 26099.632227 ∣ critic_ganloss : -534.764920 ∣ generator_nllloss : 5196.295703 ∣ generator_ganloss : 969.399512 ∣  [  std_z : 0.97  real_sub_fake : 1701.84 ]
[  epoch 0010/0040] 3680/4800, lr:1.0e-04 ∣ avg_100 : 32002.449869 ∣ critic_nllloss : 26421.089648 ∣ critic_ganloss : -530.623767 ∣ generator_nllloss : 5190.910742 ∣ generator_ganloss : 953.802686 ∣  [  std_z : 0.99  real_sub_fake : 2338.59 ]
[  epoch 0010/0040] 3690/4800, lr:1.0e-04 ∣ avg_100 : 32001.470632 ∣ critic_nllloss : 26084.204492 ∣ critic_ganloss : -421.065378 ∣ generator_nllloss : 5134.194531 ∣ generator_ganloss : 1024.666846 ∣     [  std_z : 0.99  real_sub_fake : 1476.27 ]
[  epoch 0010/0040] 3700/4800, lr:1.0e-04 ∣ avg_100 : 32004.912717 ∣ critic_nllloss : 26312.358008 ∣ critic_ganloss : -352.810867 ∣ generator_nllloss : 5325.553125 ∣ generator_ganloss : 1009.845898 ∣     [  std_z : 0.99  real_sub_fake : 1654.88 ]
[  epoch 0010/0040] 3710/4800, lr:1.0e-04 ∣ avg_100 : 32006.313189 ∣ critic_nllloss : 26328.185156 ∣ critic_ganloss : -444.191129 ∣ generator_nllloss : 5264.530078 ∣ generator_ganloss : 955.174219 ∣  [  std_z : 0.99  real_sub_fake : 1629.76 ]
[  epoch 0010/0040] 3720/4800, lr:1.0e-04 ∣ avg_100 : 32007.027521 ∣ critic_nllloss : 26436.788672 ∣ critic_ganloss : -483.371573 ∣ generator_nllloss : 5316.746289 ∣ generator_ganloss : 942.159766 ∣  [  std_z : 0.99  real_sub_fake : 1603.19 ]
[  epoch 0010/0040] 3730/4800, lr:1.0e-04 ∣ avg_100 : 32005.532676 ∣ critic_nllloss : 26100.157227 ∣ critic_ganloss : -479.484122 ∣ generator_nllloss : 5319.384570 ∣ generator_ganloss : 957.187891 ∣  [  std_z : 0.98  real_sub_fake : 1907.27 ]
[  epoch 0010/0040] 3740/4800, lr:1.0e-04 ∣ avg_100 : 32005.285438 ∣ critic_nllloss : 26200.990625 ∣ critic_ganloss : -434.209494 ∣ generator_nllloss : 5319.510352 ∣ generator_ganloss : 953.410352 ∣  [  std_z : 0.98  real_sub_fake : 1899.28 ]
[  epoch 0010/0040] 3750/4800, lr:1.0e-04 ∣ avg_100 : 32003.615715 ∣ critic_nllloss : 26035.764062 ∣ critic_ganloss : -512.477747 ∣ generator_nllloss : 5362.903906 ∣ generator_ganloss : 974.463281 ∣  [  std_z : 0.97  real_sub_fake : 1584.84 ]
[  epoch 0010/0040] 3760/4800, lr:1.0e-04 ∣ avg_100 : 32004.161427 ∣ critic_nllloss : 26195.901953 ∣ critic_ganloss : -437.123288 ∣ generator_nllloss : 5237.986719 ∣ generator_ganloss : 969.759912 ∣  [  std_z : 0.99  real_sub_fake : 2013.90 ]
[  epoch 0010/0040] 3770/4800, lr:1.0e-04 ∣ avg_100 : 32003.423457 ∣ critic_nllloss : 26127.641406 ∣ critic_ganloss : -510.268338 ∣ generator_nllloss : 5199.760547 ∣ generator_ganloss : 995.153516 ∣  [  std_z : 1.00  real_sub_fake : 1687.47 ]
[  epoch 0010/0040] 3780/4800, lr:1.0e-04 ∣ avg_100 : 31999.229185 ∣ critic_nllloss : 26080.175195 ∣ critic_ganloss : -522.524994 ∣ generator_nllloss : 5177.231641 ∣ generator_ganloss : 979.949658 ∣  [  std_z : 1.00  real_sub_fake : 2050.83 ]
[  epoch 0010/0040] 3790/4800, lr:1.0e-04 ∣ avg_100 : 31996.699220 ∣ critic_nllloss : 26057.576367 ∣ critic_ganloss : -458.222852 ∣ generator_nllloss : 5148.100000 ∣ generator_ganloss : 973.686035 ∣  [  std_z : 0.97  real_sub_fake : 2232.61 ]
[  epoch 0010/0040] 3800/4800, lr:1.0e-04 ∣ avg_100 : 32000.700119 ∣ critic_nllloss : 26470.213867 ∣ critic_ganloss : -264.011806 ∣ generator_nllloss : 5340.579297 ∣ generator_ganloss : 1012.903613 ∣     [  std_z : 0.98  real_sub_fake : 977.98 ]
[  epoch 0010/0040] 3810/4800, lr:1.0e-04 ∣ avg_100 : 32000.800275 ∣ critic_nllloss : 26208.864844 ∣ critic_ganloss : -303.829912 ∣ generator_nllloss : 5216.566211 ∣ generator_ganloss : 975.361523 ∣  [  std_z : 0.98  real_sub_fake : 876.95 ]
[  epoch 0010/0040] 3820/4800, lr:1.0e-04 ∣ avg_100 : 32005.526173 ∣ critic_nllloss : 26510.637695 ∣ critic_ganloss : -389.250183 ∣ generator_nllloss : 5355.028516 ∣ generator_ganloss : 932.167773 ∣  [  std_z : 1.00  real_sub_fake : 1495.37 ]
[  epoch 0010/0040] 3830/4800, lr:1.0e-04 ∣ avg_100 : 32003.977345 ∣ critic_nllloss : 26302.449609 ∣ critic_ganloss : -571.805298 ∣ generator_nllloss : 5299.061523 ∣ generator_ganloss : 957.072363 ∣  [  std_z : 0.99  real_sub_fake : 2018.77 ]
[  epoch 0010/0040] 3840/4800, lr:1.0e-04 ∣ avg_100 : 32006.139993 ∣ critic_nllloss : 26359.634180 ∣ critic_ganloss : -540.873853 ∣ generator_nllloss : 5293.500781 ∣ generator_ganloss : 1023.863818 ∣     [  std_z : 0.98  real_sub_fake : 2117.21 ]
[  epoch 0010/0040] 3850/4800, lr:1.0e-04 ∣ avg_100 : 32002.470724 ∣ critic_nllloss : 26161.747656 ∣ critic_ganloss : -530.771661 ∣ generator_nllloss : 5159.778125 ∣ generator_ganloss : 1020.491309 ∣     [  std_z : 0.99  real_sub_fake : 2036.68 ]
[  epoch 0010/0040] 3860/4800, lr:1.0e-04 ∣ avg_100 : 32000.592616 ∣ critic_nllloss : 26022.742969 ∣ critic_ganloss : -425.840161 ∣ generator_nllloss : 5227.171875 ∣ generator_ganloss : 996.289551 ∣  [  std_z : 0.98  real_sub_fake : 1866.44 ]
[  epoch 0010/0040] 3870/4800, lr:1.0e-04 ∣ avg_100 : 32003.455390 ∣ critic_nllloss : 26284.718164 ∣ critic_ganloss : -262.293065 ∣ generator_nllloss : 5160.953125 ∣ generator_ganloss : 999.712988 ∣  [  std_z : 1.01  real_sub_fake : 1227.27 ]
[  epoch 0010/0040] 3880/4800, lr:1.0e-04 ∣ avg_100 : 32002.740159 ∣ critic_nllloss : 26302.807031 ∣ critic_ganloss : -328.094980 ∣ generator_nllloss : 5203.386328 ∣ generator_ganloss : 959.181055 ∣  [  std_z : 1.00  real_sub_fake : 933.07 ]
[  epoch 0010/0040] 3890/4800, lr:1.0e-04 ∣ avg_100 : 31999.740139 ∣ critic_nllloss : 26199.842578 ∣ critic_ganloss : -512.196213 ∣ generator_nllloss : 5337.882812 ∣ generator_ganloss : 922.990039 ∣  [  std_z : 0.97  real_sub_fake : 1652.17 ]
[  epoch 0010/0040] 3900/4800, lr:1.0e-04 ∣ avg_100 : 31999.157772 ∣ critic_nllloss : 26317.585156 ∣ critic_ganloss : -386.165247 ∣ generator_nllloss : 5291.087891 ∣ generator_ganloss : 943.644482 ∣  [  std_z : 0.97  real_sub_fake : 1887.09 ]
[  epoch 0010/0040] 3910/4800, lr:1.0e-04 ∣ avg_100 : 31998.888262 ∣ critic_nllloss : 26258.827734 ∣ critic_ganloss : -393.611508 ∣ generator_nllloss : 5238.819922 ∣ generator_ganloss : 997.321289 ∣  [  std_z : 0.99  real_sub_fake : 1281.07 ]
[  epoch 0010/0040] 3920/4800, lr:1.0e-04 ∣ avg_100 : 32004.107137 ∣ critic_nllloss : 26300.881250 ∣ critic_ganloss : -283.819424 ∣ generator_nllloss : 5229.482813 ∣ generator_ganloss : 981.852637 ∣  [  std_z : 1.00  real_sub_fake : 1270.00 ]
[  epoch 0010/0040] 3930/4800, lr:1.0e-04 ∣ avg_100 : 31999.804011 ∣ critic_nllloss : 25980.966797 ∣ critic_ganloss : -247.010806 ∣ generator_nllloss : 5135.757422 ∣ generator_ganloss : 1009.759277 ∣     [  std_z : 1.01  real_sub_fake : 728.49 ]
[  epoch 0010/0040] 3940/4800, lr:1.0e-04 ∣ avg_100 : 32000.731811 ∣ critic_nllloss : 26272.836914 ∣ critic_ganloss : -360.910504 ∣ generator_nllloss : 5278.079492 ∣ generator_ganloss : 951.286084 ∣  [  std_z : 1.01  real_sub_fake : 1339.29 ]
[  epoch 0010/0040] 3950/4800, lr:1.0e-04 ∣ avg_100 : 31999.970860 ∣ critic_nllloss : 26099.383203 ∣ critic_ganloss : -358.762537 ∣ generator_nllloss : 5147.207422 ∣ generator_ganloss : 972.159033 ∣  [  std_z : 0.97  real_sub_fake : 1421.15 ]
[  epoch 0010/0040] 3960/4800, lr:1.0e-04 ∣ avg_100 : 32000.870117 ∣ critic_nllloss : 26309.646680 ∣ critic_ganloss : -495.753973 ∣ generator_nllloss : 5270.314844 ∣ generator_ganloss : 976.996045 ∣  [  std_z : 0.96  real_sub_fake : 1604.76 ]
[  epoch 0010/0040] 3970/4800, lr:1.0e-04 ∣ avg_100 : 31995.401364 ∣ critic_nllloss : 26168.054102 ∣ critic_ganloss : -592.371222 ∣ generator_nllloss : 5173.628320 ∣ generator_ganloss : 956.132471 ∣  [  std_z : 0.97  real_sub_fake : 2403.45 ]
[  epoch 0010/0040] 3980/4800, lr:1.0e-04 ∣ avg_100 : 31994.426009 ∣ critic_nllloss : 26218.982031 ∣ critic_ganloss : -417.774780 ∣ generator_nllloss : 5259.202344 ∣ generator_ganloss : 975.107080 ∣  [  std_z : 0.99  real_sub_fake : 1892.57 ]
[  epoch 0010/0040] 3990/4800, lr:1.0e-04 ∣ avg_100 : 31989.370201 ∣ critic_nllloss : 26080.970313 ∣ critic_ganloss : -382.630832 ∣ generator_nllloss : 5218.976562 ∣ generator_ganloss : 914.396143 ∣  [  std_z : 1.01  real_sub_fake : 1493.22 ]
[  epoch 0010/0040] 4000/4800, lr:1.0e-04 ∣ avg_100 : 31989.361928 ∣ critic_nllloss : 26249.760352 ∣ critic_ganloss : -454.914429 ∣ generator_nllloss : 5320.569531 ∣ generator_ganloss : 915.023047 ∣  [  std_z : 0.99  real_sub_fake : 1700.76 ]
[  epoch 0010/0040] 4010/4800, lr:1.0e-04 ∣ avg_100 : 31984.866351 ∣ critic_nllloss : 26087.858789 ∣ critic_ganloss : -481.801382 ∣ generator_nllloss : 5176.420313 ∣ generator_ganloss : 915.780225 ∣  [  std_z : 0.97  real_sub_fake : 1707.43 ]
[  epoch 0010/0040] 4020/4800, lr:1.0e-04 ∣ avg_100 : 31984.092554 ∣ critic_nllloss : 26082.220898 ∣ critic_ganloss : -455.753513 ∣ generator_nllloss : 5245.760156 ∣ generator_ganloss : 941.768115 ∣  [  std_z : 0.97  real_sub_fake : 1766.91 ]
[  epoch 0010/0040] 4030/4800, lr:1.0e-04 ∣ avg_100 : 31984.385915 ∣ critic_nllloss : 26140.177344 ∣ critic_ganloss : -366.375677 ∣ generator_nllloss : 5228.860156 ∣ generator_ganloss : 962.628369 ∣  [  std_z : 0.99  real_sub_fake : 1622.84 ]
[  epoch 0010/0040] 4040/4800, lr:1.0e-04 ∣ avg_100 : 31983.839213 ∣ critic_nllloss : 26209.854687 ∣ critic_ganloss : -458.657983 ∣ generator_nllloss : 5254.209375 ∣ generator_ganloss : 961.320264 ∣  [  std_z : 0.99  real_sub_fake : 1464.04 ]
[  epoch 0010/0040] 4050/4800, lr:1.0e-04 ∣ avg_100 : 31985.463658 ∣ critic_nllloss : 26250.518945 ∣ critic_ganloss : -448.571130 ∣ generator_nllloss : 5262.499219 ∣ generator_ganloss : 955.944678 ∣  [  std_z : 0.98  real_sub_fake : 1787.68 ]
[  epoch 0010/0040] 4060/4800, lr:1.0e-04 ∣ avg_100 : 31980.183648 ∣ critic_nllloss : 25903.827344 ∣ critic_ganloss : -460.510992 ∣ generator_nllloss : 5227.087305 ∣ generator_ganloss : 962.539209 ∣  [  std_z : 0.98  real_sub_fake : 1726.16 ]
[  epoch 0010/0040] 4070/4800, lr:1.0e-04 ∣ avg_100 : 31984.521483 ∣ critic_nllloss : 26363.811914 ∣ critic_ganloss : -470.648773 ∣ generator_nllloss : 5294.365625 ∣ generator_ganloss : 980.108301 ∣  [  std_z : 0.98  real_sub_fake : 1844.80 ]
[  epoch 0010/0040] 4080/4800, lr:1.0e-04 ∣ avg_100 : 31984.859622 ∣ critic_nllloss : 26309.418750 ∣ critic_ganloss : -580.454944 ∣ generator_nllloss : 5196.113867 ∣ generator_ganloss : 975.240918 ∣  [  std_z : 0.99  real_sub_fake : 2179.48 ]
[  epoch 0010/0040] 4090/4800, lr:1.0e-04 ∣ avg_100 : 31984.888809 ∣ critic_nllloss : 26216.560937 ∣ critic_ganloss : -693.292590 ∣ generator_nllloss : 5212.066992 ∣ generator_ganloss : 1006.851172 ∣     [  std_z : 0.99  real_sub_fake : 2474.37 ]
[  epoch 0010/0040] 4100/4800, lr:1.0e-04 ∣ avg_100 : 31985.549843 ∣ critic_nllloss : 26244.525977 ∣ critic_ganloss : -496.117456 ∣ generator_nllloss : 5214.805273 ∣ generator_ganloss : 1008.935693 ∣     [  std_z : 0.99  real_sub_fake : 2246.20 ]
[  epoch 0010/0040] 4110/4800, lr:1.0e-04 ∣ avg_100 : 31987.396095 ∣ critic_nllloss : 26264.221680 ∣ critic_ganloss : -537.191010 ∣ generator_nllloss : 5271.101758 ∣ generator_ganloss : 1022.535498 ∣     [  std_z : 1.00  real_sub_fake : 1670.51 ]
[  epoch 0010/0040] 4120/4800, lr:1.0e-04 ∣ avg_100 : 31988.902454 ∣ critic_nllloss : 26296.067773 ∣ critic_ganloss : -356.437439 ∣ generator_nllloss : 5205.590430 ∣ generator_ganloss : 992.903516 ∣  [  std_z : 1.00  real_sub_fake : 1783.04 ]
[  epoch 0010/0040] 4130/4800, lr:1.0e-04 ∣ avg_100 : 31994.512463 ∣ critic_nllloss : 26301.121680 ∣ critic_ganloss : -190.431316 ∣ generator_nllloss : 5287.785742 ∣ generator_ganloss : 1041.149316 ∣     [  std_z : 0.99  real_sub_fake : 744.70 ]
[  epoch 0010/0040] 4140/4800, lr:1.0e-04 ∣ avg_100 : 31997.720832 ∣ critic_nllloss : 26219.701758 ∣ critic_ganloss : -287.817862 ∣ generator_nllloss : 5253.484375 ∣ generator_ganloss : 1022.583496 ∣     [  std_z : 0.99  real_sub_fake : 814.09 ]
[  epoch 0010/0040] 4150/4800, lr:1.0e-04 ∣ avg_100 : 31998.888825 ∣ critic_nllloss : 26330.387695 ∣ critic_ganloss : -478.729059 ∣ generator_nllloss : 5270.782031 ∣ generator_ganloss : 985.307129 ∣  [  std_z : 0.98  real_sub_fake : 1664.81 ]
[  epoch 0010/0040] 4160/4800, lr:1.0e-04 ∣ avg_100 : 31999.004011 ∣ critic_nllloss : 26272.875000 ∣ critic_ganloss : -376.935919 ∣ generator_nllloss : 5255.130859 ∣ generator_ganloss : 971.972510 ∣  [  std_z : 0.98  real_sub_fake : 1887.73 ]
[  epoch 0010/0040] 4170/4800, lr:1.0e-04 ∣ avg_100 : 32003.590206 ∣ critic_nllloss : 26277.850781 ∣ critic_ganloss : -417.774561 ∣ generator_nllloss : 5380.613672 ∣ generator_ganloss : 1041.230078 ∣     [  std_z : 1.00  real_sub_fake : 1207.49 ]
[  epoch 0010/0040] 4180/4800, lr:1.0e-04 ∣ avg_100 : 32001.964663 ∣ critic_nllloss : 26066.591992 ∣ critic_ganloss : -445.400449 ∣ generator_nllloss : 5178.660547 ∣ generator_ganloss : 1001.230664 ∣     [  std_z : 1.00  real_sub_fake : 1900.84 ]
[  epoch 0010/0040] 4190/4800, lr:1.0e-04 ∣ avg_100 : 32002.714660 ∣ critic_nllloss : 26328.115820 ∣ critic_ganloss : -580.707434 ∣ generator_nllloss : 5259.736133 ∣ generator_ganloss : 994.551367 ∣  [  std_z : 0.99  real_sub_fake : 2206.41 ]
[  epoch 0010/0040] 4200/4800, lr:1.0e-04 ∣ avg_100 : 31998.450414 ∣ critic_nllloss : 26077.398828 ∣ critic_ganloss : -409.154330 ∣ generator_nllloss : 5258.861328 ∣ generator_ganloss : 1012.591943 ∣     [  std_z : 0.99  real_sub_fake : 1699.85 ]
[  epoch 0010/0040] 4210/4800, lr:1.0e-04 ∣ avg_100 : 31994.226137 ∣ critic_nllloss : 26374.732812 ∣ critic_ganloss : -482.947665 ∣ generator_nllloss : 5258.798047 ∣ generator_ganloss : 983.079785 ∣  [  std_z : 0.99  real_sub_fake : 1738.23 ]
[  epoch 0010/0040] 4220/4800, lr:1.0e-04 ∣ avg_100 : 31994.282859 ∣ critic_nllloss : 26264.020703 ∣ critic_ganloss : -373.551468 ∣ generator_nllloss : 5209.719141 ∣ generator_ganloss : 1008.200000 ∣     [  std_z : 0.99  real_sub_fake : 1576.61 ]
[  epoch 0010/0040] 4230/4800, lr:1.0e-04 ∣ avg_100 : 31994.394360 ∣ critic_nllloss : 26277.963672 ∣ critic_ganloss : -446.252560 ∣ generator_nllloss : 5200.703516 ∣ generator_ganloss : 1004.621143 ∣     [  std_z : 0.98  real_sub_fake : 1549.72 ]
[  epoch 0010/0040] 4240/4800, lr:1.0e-04 ∣ avg_100 : 31994.360061 ∣ critic_nllloss : 26177.632227 ∣ critic_ganloss : -486.214502 ∣ generator_nllloss : 5203.962695 ∣ generator_ganloss : 1024.038672 ∣     [  std_z : 0.98  real_sub_fake : 1939.85 ]
[  epoch 0010/0040] 4250/4800, lr:1.0e-04 ∣ avg_100 : 31994.696859 ∣ critic_nllloss : 26257.837305 ∣ critic_ganloss : -453.228204 ∣ generator_nllloss : 5357.488672 ∣ generator_ganloss : 1041.445654 ∣     [  std_z : 1.00  real_sub_fake : 1629.94 ]
[  epoch 0010/0040] 4260/4800, lr:1.0e-04 ∣ avg_100 : 31992.928901 ∣ critic_nllloss : 26168.883008 ∣ critic_ganloss : -455.467899 ∣ generator_nllloss : 5256.557813 ∣ generator_ganloss : 1033.227930 ∣     [  std_z : 0.98  real_sub_fake : 1689.54 ]
[  epoch 0010/0040] 4270/4800, lr:1.0e-04 ∣ avg_100 : 31993.987091 ∣ critic_nllloss : 26320.720898 ∣ critic_ganloss : -571.668756 ∣ generator_nllloss : 5233.290039 ∣ generator_ganloss : 1013.566943 ∣     [  std_z : 0.97  real_sub_fake : 2124.09 ]
[  epoch 0010/0040] 4280/4800, lr:1.0e-04 ∣ avg_100 : 31995.036782 ∣ critic_nllloss : 26372.668555 ∣ critic_ganloss : -566.444324 ∣ generator_nllloss : 5204.019727 ∣ generator_ganloss : 1054.243262 ∣     [  std_z : 0.99  real_sub_fake : 2355.53 ]
[  epoch 0010/0040] 4290/4800, lr:1.0e-04 ∣ avg_100 : 31995.258448 ∣ critic_nllloss : 26057.008984 ∣ critic_ganloss : -461.836719 ∣ generator_nllloss : 5184.842773 ∣ generator_ganloss : 1067.148828 ∣     [  std_z : 1.01  real_sub_fake : 1687.39 ]
[  epoch 0010/0040] 4300/4800, lr:1.0e-04 ∣ avg_100 : 31991.189763 ∣ critic_nllloss : 26047.946875 ∣ critic_ganloss : -535.968420 ∣ generator_nllloss : 5228.732617 ∣ generator_ganloss : 1033.894629 ∣     [  std_z : 1.00  real_sub_fake : 1997.58 ]
[  epoch 0010/0040] 4310/4800, lr:1.0e-04 ∣ avg_100 : 31997.621226 ∣ critic_nllloss : 26403.786914 ∣ critic_ganloss : -328.417737 ∣ generator_nllloss : 5336.625000 ∣ generator_ganloss : 1065.703564 ∣     [  std_z : 0.99  real_sub_fake : 1442.38 ]
[  epoch 0010/0040] 4320/4800, lr:1.0e-04 ∣ avg_100 : 31998.550208 ∣ critic_nllloss : 26261.720898 ∣ critic_ganloss : -338.390466 ∣ generator_nllloss : 5249.384766 ∣ generator_ganloss : 1028.242383 ∣     [  std_z : 0.96  real_sub_fake : 1256.57 ]
[  epoch 0010/0040] 4330/4800, lr:1.0e-04 ∣ avg_100 : 31995.280506 ∣ critic_nllloss : 25909.372070 ∣ critic_ganloss : -426.147198 ∣ generator_nllloss : 5144.977344 ∣ generator_ganloss : 1005.051904 ∣     [  std_z : 0.97  real_sub_fake : 1451.72 ]
[  epoch 0010/0040] 4340/4800, lr:1.0e-04 ∣ avg_100 : 31995.272938 ∣ critic_nllloss : 26284.218945 ∣ critic_ganloss : -464.304822 ∣ generator_nllloss : 5142.239844 ∣ generator_ganloss : 1032.053564 ∣     [  std_z : 0.99  real_sub_fake : 1798.53 ]
[  epoch 0010/0040] 4350/4800, lr:1.0e-04 ∣ avg_100 : 31996.852088 ∣ critic_nllloss : 26265.932617 ∣ critic_ganloss : -434.546521 ∣ generator_nllloss : 5289.796680 ∣ generator_ganloss : 1023.047754 ∣     [  std_z : 1.00  real_sub_fake : 1811.99 ]
[  epoch 0010/0040] 4360/4800, lr:1.0e-04 ∣ avg_100 : 31996.881061 ∣ critic_nllloss : 26302.735742 ∣ critic_ganloss : -449.163245 ∣ generator_nllloss : 5191.409766 ∣ generator_ganloss : 1096.967285 ∣     [  std_z : 0.98  real_sub_fake : 1619.45 ]
[  epoch 0010/0040] 4370/4800, lr:1.0e-04 ∣ avg_100 : 31998.298229 ∣ critic_nllloss : 26198.885742 ∣ critic_ganloss : -444.816046 ∣ generator_nllloss : 5251.377930 ∣ generator_ganloss : 1109.095264 ∣     [  std_z : 0.98  real_sub_fake : 1728.51 ]
[  epoch 0010/0040] 4380/4800, lr:1.0e-04 ∣ avg_100 : 31999.221120 ∣ critic_nllloss : 26111.146289 ∣ critic_ganloss : -427.559348 ∣ generator_nllloss : 5240.803711 ∣ generator_ganloss : 1078.294385 ∣     [  std_z : 0.98  real_sub_fake : 1768.60 ]
[  epoch 0010/0040] 4390/4800, lr:1.0e-04 ∣ avg_100 : 32001.447475 ∣ critic_nllloss : 26118.456250 ∣ critic_ganloss : -431.498126 ∣ generator_nllloss : 5243.564062 ∣ generator_ganloss : 1094.025098 ∣     [  std_z : 0.99  real_sub_fake : 1616.83 ]
[  epoch 0010/0040] 4400/4800, lr:1.0e-04 ∣ avg_100 : 32007.206055 ∣ critic_nllloss : 26423.950977 ∣ critic_ganloss : -555.174738 ∣ generator_nllloss : 5310.957031 ∣ generator_ganloss : 1061.998779 ∣     [  std_z : 1.00  real_sub_fake : 2174.64 ]
[  epoch 0010/0040] 4410/4800, lr:1.0e-04 ∣ avg_100 : 32013.534465 ∣ critic_nllloss : 26367.381250 ∣ critic_ganloss : -452.433942 ∣ generator_nllloss : 5276.143555 ∣ generator_ganloss : 1070.089648 ∣     [  std_z : 1.00  real_sub_fake : 1732.85 ]
[  epoch 0010/0040] 4420/4800, lr:1.0e-04 ∣ avg_100 : 32014.090333 ∣ critic_nllloss : 26238.630078 ∣ critic_ganloss : -432.746198 ∣ generator_nllloss : 5251.420898 ∣ generator_ganloss : 1117.265430 ∣     [  std_z : 0.98  real_sub_fake : 1476.84 ]
[  epoch 0010/0040] 4430/4800, lr:1.0e-04 ∣ avg_100 : 32015.099231 ∣ critic_nllloss : 26118.650195 ∣ critic_ganloss : -391.658572 ∣ generator_nllloss : 5240.855078 ∣ generator_ganloss : 1073.625781 ∣     [  std_z : 0.97  real_sub_fake : 1934.33 ]
[  epoch 0010/0040] 4440/4800, lr:1.0e-04 ∣ avg_100 : 32018.052223 ∣ critic_nllloss : 26230.256250 ∣ critic_ganloss : -484.836423 ∣ generator_nllloss : 5279.371680 ∣ generator_ganloss : 1070.796631 ∣     [  std_z : 0.97  real_sub_fake : 1600.70 ]
[  epoch 0010/0040] 4450/4800, lr:1.0e-04 ∣ avg_100 : 32016.709297 ∣ critic_nllloss : 26188.242188 ∣ critic_ganloss : -457.536563 ∣ generator_nllloss : 5231.304688 ∣ generator_ganloss : 1049.065967 ∣     [  std_z : 0.98  real_sub_fake : 1742.43 ]
[  epoch 0010/0040] 4460/4800, lr:1.0e-04 ∣ avg_100 : 32010.787238 ∣ critic_nllloss : 26038.783398 ∣ critic_ganloss : -389.316016 ∣ generator_nllloss : 5187.406836 ∣ generator_ganloss : 1027.209277 ∣     [  std_z : 1.01  real_sub_fake : 1630.64 ]
[  epoch 0010/0040] 4470/4800, lr:1.0e-04 ∣ avg_100 : 32012.110918 ∣ critic_nllloss : 26320.551953 ∣ critic_ganloss : -580.150977 ∣ generator_nllloss : 5240.020703 ∣ generator_ganloss : 1039.822412 ∣     [  std_z : 1.00  real_sub_fake : 1808.51 ]
[  epoch 0010/0040] 4480/4800, lr:1.0e-04 ∣ avg_100 : 32012.791457 ∣ critic_nllloss : 26166.509180 ∣ critic_ganloss : -410.412619 ∣ generator_nllloss : 5313.304102 ∣ generator_ganloss : 1061.077832 ∣     [  std_z : 0.98  real_sub_fake : 2109.93 ]
[  epoch 0010/0040] 4490/4800, lr:1.0e-04 ∣ avg_100 : 32017.627506 ∣ critic_nllloss : 26507.998047 ∣ critic_ganloss : -363.298044 ∣ generator_nllloss : 5360.407422 ∣ generator_ganloss : 1070.920898 ∣     [  std_z : 0.98  real_sub_fake : 1031.05 ]
[  epoch 0010/0040] 4500/4800, lr:1.0e-04 ∣ avg_100 : 32020.405851 ∣ critic_nllloss : 26138.113281 ∣ critic_ganloss : -348.261124 ∣ generator_nllloss : 5245.346094 ∣ generator_ganloss : 1027.530762 ∣     [  std_z : 0.98  real_sub_fake : 1181.74 ]
[  epoch 0010/0040] 4510/4800, lr:1.0e-04 ∣ avg_100 : 32023.387840 ∣ critic_nllloss : 26516.120703 ∣ critic_ganloss : -382.561249 ∣ generator_nllloss : 5356.688086 ∣ generator_ganloss : 1004.839795 ∣     [  std_z : 0.98  real_sub_fake : 1677.22 ]
[  epoch 0010/0040] 4520/4800, lr:1.0e-04 ∣ avg_100 : 32025.635158 ∣ critic_nllloss : 26279.025586 ∣ critic_ganloss : -472.165585 ∣ generator_nllloss : 5325.115234 ∣ generator_ganloss : 985.370996 ∣  [  std_z : 0.97  real_sub_fake : 1627.73 ]
[  epoch 0010/0040] 4530/4800, lr:1.0e-04 ∣ avg_100 : 32023.370897 ∣ critic_nllloss : 26097.464453 ∣ critic_ganloss : -500.242297 ∣ generator_nllloss : 5207.230859 ∣ generator_ganloss : 1009.591553 ∣     [  std_z : 0.99  real_sub_fake : 2019.38 ]
[  epoch 0010/0040] 4540/4800, lr:1.0e-04 ∣ avg_100 : 32024.202478 ∣ critic_nllloss : 26144.976562 ∣ critic_ganloss : -482.532266 ∣ generator_nllloss : 5154.086523 ∣ generator_ganloss : 1052.423779 ∣     [  std_z : 0.99  real_sub_fake : 1701.43 ]
[  epoch 0010/0040] 4550/4800, lr:1.0e-04 ∣ avg_100 : 32027.090243 ∣ critic_nllloss : 26256.098828 ∣ critic_ganloss : -644.906403 ∣ generator_nllloss : 5272.506055 ∣ generator_ganloss : 1043.438965 ∣     [  std_z : 0.98  real_sub_fake : 2279.66 ]
[  epoch 0010/0040] 4560/4800, lr:1.0e-04 ∣ avg_100 : 32022.653071 ∣ critic_nllloss : 26139.522461 ∣ critic_ganloss : -636.386572 ∣ generator_nllloss : 5126.159375 ∣ generator_ganloss : 1051.480273 ∣     [  std_z : 0.97  real_sub_fake : 2717.02 ]
[  epoch 0010/0040] 4570/4800, lr:1.0e-04 ∣ avg_100 : 32018.989612 ∣ critic_nllloss : 26040.600781 ∣ critic_ganloss : -379.546875 ∣ generator_nllloss : 5199.256445 ∣ generator_ganloss : 1049.884619 ∣     [  std_z : 0.99  real_sub_fake : 1697.25 ]
[  epoch 0010/0040] 4580/4800, lr:1.0e-04 ∣ avg_100 : 32022.913077 ∣ critic_nllloss : 26276.605859 ∣ critic_ganloss : -421.728229 ∣ generator_nllloss : 5253.365625 ∣ generator_ganloss : 1041.682812 ∣     [  std_z : 1.01  real_sub_fake : 1279.14 ]
[  epoch 0010/0040] 4590/4800, lr:1.0e-04 ∣ avg_100 : 32021.283065 ∣ critic_nllloss : 25978.919727 ∣ critic_ganloss : -492.747049 ∣ generator_nllloss : 5192.134570 ∣ generator_ganloss : 984.113818 ∣  [  std_z : 1.00  real_sub_fake : 2003.37 ]
[  epoch 0010/0040] 4600/4800, lr:1.0e-04 ∣ avg_100 : 32025.832090 ∣ critic_nllloss : 26421.939648 ∣ critic_ganloss : -532.885797 ∣ generator_nllloss : 5325.882031 ∣ generator_ganloss : 953.563672 ∣  [  std_z : 0.99  real_sub_fake : 2060.43 ]
[  epoch 0010/0040] 4610/4800, lr:1.0e-04 ∣ avg_100 : 32028.347682 ∣ critic_nllloss : 26247.149805 ∣ critic_ganloss : -543.589587 ∣ generator_nllloss : 5283.430469 ∣ generator_ganloss : 1010.773633 ∣     [  std_z : 0.97  real_sub_fake : 1865.41 ]
[  epoch 0010/0040] 4620/4800, lr:1.0e-04 ∣ avg_100 : 32021.797432 ∣ critic_nllloss : 26145.754492 ∣ critic_ganloss : -552.541577 ∣ generator_nllloss : 5164.683594 ∣ generator_ganloss : 960.022314 ∣  [  std_z : 0.98  real_sub_fake : 2182.19 ]
[  epoch 0010/0040] 4630/4800, lr:1.0e-04 ∣ avg_100 : 32016.190301 ∣ critic_nllloss : 26099.104883 ∣ critic_ganloss : -635.492188 ∣ generator_nllloss : 5256.575000 ∣ generator_ganloss : 957.419336 ∣  [  std_z : 1.01  real_sub_fake : 2254.95 ]
[  epoch 0010/0040] 4640/4800, lr:1.0e-04 ∣ avg_100 : 32016.575772 ∣ critic_nllloss : 26333.643555 ∣ critic_ganloss : -444.990970 ∣ generator_nllloss : 5196.641016 ∣ generator_ganloss : 1037.221387 ∣     [  std_z : 1.00  real_sub_fake : 1936.97 ]
[  epoch 0010/0040] 4650/4800, lr:1.0e-04 ∣ avg_100 : 32016.547533 ∣ critic_nllloss : 26289.171875 ∣ critic_ganloss : -588.398013 ∣ generator_nllloss : 5224.577539 ∣ generator_ganloss : 1011.424854 ∣     [  std_z : 0.98  real_sub_fake : 1905.05 ]
[  epoch 0010/0040] 4660/4800, lr:1.0e-04 ∣ avg_100 : 32018.084495 ∣ critic_nllloss : 26227.698437 ∣ critic_ganloss : -480.770239 ∣ generator_nllloss : 5207.510742 ∣ generator_ganloss : 1024.215723 ∣     [  std_z : 0.97  real_sub_fake : 2192.84 ]
[  epoch 0010/0040] 4670/4800, lr:1.0e-04 ∣ avg_100 : 32020.546442 ∣ critic_nllloss : 26137.376758 ∣ critic_ganloss : -432.197989 ∣ generator_nllloss : 5286.309375 ∣ generator_ganloss : 985.269092 ∣  [  std_z : 0.98  real_sub_fake : 1485.01 ]
[  epoch 0010/0040] 4680/4800, lr:1.0e-04 ∣ avg_100 : 32021.815822 ∣ critic_nllloss : 26413.264453 ∣ critic_ganloss : -532.017908 ∣ generator_nllloss : 5288.622656 ∣ generator_ganloss : 992.248145 ∣  [  std_z : 1.00  real_sub_fake : 1957.53 ]
[  epoch 0010/0040] 4690/4800, lr:1.0e-04 ∣ avg_100 : 32022.938807 ∣ critic_nllloss : 26089.793555 ∣ critic_ganloss : -346.342859 ∣ generator_nllloss : 5217.912500 ∣ generator_ganloss : 972.935840 ∣  [  std_z : 0.98  real_sub_fake : 1672.47 ]
[  epoch 0010/0040] 4700/4800, lr:1.0e-04 ∣ avg_100 : 32022.759185 ∣ critic_nllloss : 26239.816016 ∣ critic_ganloss : -324.736154 ∣ generator_nllloss : 5290.818945 ∣ generator_ganloss : 1071.085107 ∣     [  std_z : 0.98  real_sub_fake : 1070.24 ]
[  epoch 0010/0040] 4710/4800, lr:1.0e-04 ∣ avg_100 : 32022.525006 ∣ critic_nllloss : 26055.114258 ∣ critic_ganloss : -321.343646 ∣ generator_nllloss : 5304.866211 ∣ generator_ganloss : 1041.643604 ∣     [  std_z : 0.99  real_sub_fake : 1254.75 ]
[  epoch 0010/0040] 4720/4800, lr:1.0e-04 ∣ avg_100 : 32022.538769 ∣ critic_nllloss : 26336.453125 ∣ critic_ganloss : -449.063141 ∣ generator_nllloss : 5294.341797 ∣ generator_ganloss : 1031.967676 ∣     [  std_z : 1.01  real_sub_fake : 1717.32 ]
[  epoch 0010/0040] 4730/4800, lr:1.0e-04 ∣ avg_100 : 32020.788876 ∣ critic_nllloss : 26002.041602 ∣ critic_ganloss : -515.417328 ∣ generator_nllloss : 5222.071680 ∣ generator_ganloss : 1013.560303 ∣     [  std_z : 0.99  real_sub_fake : 1944.14 ]
[  epoch 0010/0040] 4740/4800, lr:1.0e-04 ∣ avg_100 : 32021.034152 ∣ critic_nllloss : 26496.992188 ∣ critic_ganloss : -661.182611 ∣ generator_nllloss : 5251.993164 ∣ generator_ganloss : 976.426660 ∣  [  std_z : 0.96  real_sub_fake : 2716.31 ]
[  epoch 0010/0040] 4750/4800, lr:1.0e-04 ∣ avg_100 : 32023.387252 ∣ critic_nllloss : 26253.086914 ∣ critic_ganloss : -445.850745 ∣ generator_nllloss : 5321.413672 ∣ generator_ganloss : 967.313721 ∣  [  std_z : 0.97  real_sub_fake : 1702.92 ]
[  epoch 0010/0040] 4760/4800, lr:1.0e-04 ∣ avg_100 : 32019.040356 ∣ critic_nllloss : 25893.596094 ∣ critic_ganloss : -436.418906 ∣ generator_nllloss : 5122.537695 ∣ generator_ganloss : 952.120752 ∣  [  std_z : 0.98  real_sub_fake : 1420.96 ]
[  epoch 0010/0040] 4770/4800, lr:1.0e-04 ∣ avg_100 : 32020.274450 ∣ critic_nllloss : 26216.675000 ∣ critic_ganloss : -443.039102 ∣ generator_nllloss : 5242.197656 ∣ generator_ganloss : 919.862988 ∣  [  std_z : 1.01  real_sub_fake : 1806.56 ]
[  epoch 0010/0040] 4780/4800, lr:1.0e-04 ∣ avg_100 : 32023.000479 ∣ critic_nllloss : 26136.031836 ∣ critic_ganloss : -447.266913 ∣ generator_nllloss : 5329.142187 ∣ generator_ganloss : 969.527344 ∣  [  std_z : 1.00  real_sub_fake : 1511.32 ]
[  epoch 0010/0040] 4790/4800, lr:1.0e-04 ∣ avg_100 : 32023.479704 ∣ critic_nllloss : 26096.245898 ∣ critic_ganloss : -559.977008 ∣ generator_nllloss : 5257.156250 ∣ generator_ganloss : 975.636865 ∣  [  std_z : 0.98  real_sub_fake : 2070.18 ]
[  epoch 0010/0040] 4800/4800, lr:5.0e-05 ∣ avg_100 : 32018.355687 ∣ critic_nllloss : 26126.008008 ∣ critic_ganloss : -336.514282 ∣ generator_nllloss : 5202.282617 ∣ generator_ganloss : 1055.506934 ∣     [  std_z : 0.96  real_sub_fake : 1543.84 ]
[    val 010    ] Done! KLD: 0.048129: 0.0378394:44, total: 1 day, 6:19:38                  
[  epoch 0011/0040] 0010/4800, lr:5.0e-05 ∣ avg_100 : 32018.014870 ∣ critic_nllloss : 26147.684570 ∣ critic_ganloss : -294.107184 ∣ generator_nllloss : 5164.555469 ∣ generator_ganloss : 1044.748145 ∣     [  std_z : 0.98  real_sub_fake : 852.23 ]
[  epoch 0011/0040] 0020/4800, lr:5.0e-05 ∣ avg_100 : 32018.554500 ∣ critic_nllloss : 26474.781445 ∣ critic_ganloss : -330.857968 ∣ generator_nllloss : 5307.136719 ∣ generator_ganloss : 1011.486572 ∣     [  std_z : 1.00  real_sub_fake : 1175.15 ]
[  epoch 0011/0040] 0030/4800, lr:5.0e-05 ∣ avg_100 : 32018.197443 ∣ critic_nllloss : 26210.475586 ∣ critic_ganloss : -440.592706 ∣ generator_nllloss : 5198.602930 ∣ generator_ganloss : 982.586719 ∣  [  std_z : 1.01  real_sub_fake : 1481.23 ]
[  epoch 0011/0040] 0040/4800, lr:5.0e-05 ∣ avg_100 : 32017.741500 ∣ critic_nllloss : 26353.902930 ∣ critic_ganloss : -459.849933 ∣ generator_nllloss : 5249.996875 ∣ generator_ganloss : 946.480713 ∣  [  std_z : 1.01  real_sub_fake : 1841.52 ]
[  epoch 0011/0040] 0050/4800, lr:5.0e-05 ∣ avg_100 : 32016.093986 ∣ critic_nllloss : 26063.943555 ∣ critic_ganloss : -531.859720 ∣ generator_nllloss : 5172.482422 ∣ generator_ganloss : 941.927832 ∣  [  std_z : 0.99  real_sub_fake : 2006.52 ]
[  epoch 0011/0040] 0060/4800, lr:5.0e-05 ∣ avg_100 : 32016.592653 ∣ critic_nllloss : 26067.563867 ∣ critic_ganloss : -397.884705 ∣ generator_nllloss : 5230.022070 ∣ generator_ganloss : 970.529639 ∣  [  std_z : 0.98  real_sub_fake : 1710.52 ]
[  epoch 0011/0040] 0070/4800, lr:5.0e-05 ∣ avg_100 : 32014.106027 ∣ critic_nllloss : 26280.527930 ∣ critic_ganloss : -530.948001 ∣ generator_nllloss : 5230.103516 ∣ generator_ganloss : 954.745166 ∣  [  std_z : 0.97  real_sub_fake : 1816.17 ]
[  epoch 0011/0040] 0080/4800, lr:5.0e-05 ∣ avg_100 : 32013.717659 ∣ critic_nllloss : 26309.714844 ∣ critic_ganloss : -499.487042 ∣ generator_nllloss : 5343.723828 ∣ generator_ganloss : 944.491064 ∣  [  std_z : 0.98  real_sub_fake : 1961.34 ]
[  epoch 0011/0040] 0090/4800, lr:5.0e-05 ∣ avg_100 : 32012.472424 ∣ critic_nllloss : 26250.232617 ∣ critic_ganloss : -614.649188 ∣ generator_nllloss : 5219.858203 ∣ generator_ganloss : 968.554102 ∣  [  std_z : 0.98  real_sub_fake : 2119.07 ]
[  epoch 0011/0040] 0100/4800, lr:5.0e-05 ∣ avg_100 : 32006.970182 ∣ critic_nllloss : 25987.141992 ∣ critic_ganloss : -553.485822 ∣ generator_nllloss : 5205.266797 ∣ generator_ganloss : 977.005078 ∣  [  std_z : 0.98  real_sub_fake : 2214.87 ]
[  epoch 0011/0040] 0110/4800, lr:5.0e-05 ∣ avg_100 : 32004.592238 ∣ critic_nllloss : 26262.761719 ∣ critic_ganloss : -571.673010 ∣ generator_nllloss : 5204.850391 ∣ generator_ganloss : 967.623975 ∣  [  std_z : 0.99  real_sub_fake : 2320.47 ]
[  epoch 0011/0040] 0120/4800, lr:5.0e-05 ∣ avg_100 : 32003.957740 ∣ critic_nllloss : 26481.219141 ∣ critic_ganloss : -629.411377 ∣ generator_nllloss : 5286.688086 ∣ generator_ganloss : 1026.451562 ∣     [  std_z : 1.00  real_sub_fake : 2325.44 ]
[  epoch 0011/0040] 0130/4800, lr:5.0e-05 ∣ avg_100 : 32003.274100 ∣ critic_nllloss : 26129.309375 ∣ critic_ganloss : -609.133057 ∣ generator_nllloss : 5242.001367 ∣ generator_ganloss : 1048.931006 ∣     [  std_z : 0.99  real_sub_fake : 2628.65 ]
[  epoch 0011/0040] 0140/4800, lr:5.0e-05 ∣ avg_100 : 32003.816481 ∣ critic_nllloss : 26342.788867 ∣ critic_ganloss : -534.014603 ∣ generator_nllloss : 5319.536719 ∣ generator_ganloss : 1067.219092 ∣     [  std_z : 0.99  real_sub_fake : 2027.28 ]
[  epoch 0011/0040] 0150/4800, lr:5.0e-05 ∣ avg_100 : 32008.180137 ∣ critic_nllloss : 26457.044141 ∣ critic_ganloss : -464.122772 ∣ generator_nllloss : 5279.648047 ∣ generator_ganloss : 1023.783350 ∣     [  std_z : 0.99  real_sub_fake : 1887.00 ]
[  epoch 0011/0040] 0160/4800, lr:5.0e-05 ∣ avg_100 : 32009.045633 ∣ critic_nllloss : 26373.015234 ∣ critic_ganloss : -491.812344 ∣ generator_nllloss : 5225.962109 ∣ generator_ganloss : 1040.588184 ∣     [  std_z : 0.98  real_sub_fake : 1722.20 ]
[  epoch 0011/0040] 0170/4800, lr:5.0e-05 ∣ avg_100 : 32010.961911 ∣ critic_nllloss : 26080.256445 ∣ critic_ganloss : -475.877783 ∣ generator_nllloss : 5270.638281 ∣ generator_ganloss : 1022.054541 ∣     [  std_z : 0.99  real_sub_fake : 1955.43 ]
[  epoch 0011/0040] 0180/4800, lr:5.0e-05 ∣ avg_100 : 32008.755520 ∣ critic_nllloss : 26175.845313 ∣ critic_ganloss : -618.597107 ∣ generator_nllloss : 5237.739648 ∣ generator_ganloss : 1019.889746 ∣     [  std_z : 0.99  real_sub_fake : 2049.38 ]
[  epoch 0011/0040] 0190/4800, lr:5.0e-05 ∣ avg_100 : 32009.118310 ∣ critic_nllloss : 26027.323437 ∣ critic_ganloss : -357.352448 ∣ generator_nllloss : 5181.396680 ∣ generator_ganloss : 1016.623486 ∣     [  std_z : 0.99  real_sub_fake : 2049.69 ]
[  epoch 0011/0040] 0200/4800, lr:5.0e-05 ∣ avg_100 : 32006.335825 ∣ critic_nllloss : 26064.837695 ∣ critic_ganloss : -504.562521 ∣ generator_nllloss : 5184.714844 ∣ generator_ganloss : 1007.199951 ∣     [  std_z : 0.99  real_sub_fake : 1596.13 ]
[  epoch 0011/0040] 0210/4800, lr:5.0e-05 ∣ avg_100 : 32009.908832 ∣ critic_nllloss : 26294.214844 ∣ critic_ganloss : -514.984943 ∣ generator_nllloss : 5277.507617 ∣ generator_ganloss : 998.821191 ∣  [  std_z : 0.99  real_sub_fake : 1762.58 ]
[  epoch 0011/0040] 0220/4800, lr:5.0e-05 ∣ avg_100 : 32010.079882 ∣ critic_nllloss : 26216.197461 ∣ critic_ganloss : -571.677277 ∣ generator_nllloss : 5213.186133 ∣ generator_ganloss : 973.394336 ∣  [  std_z : 0.98  real_sub_fake : 2263.24 ]
[  epoch 0011/0040] 0230/4800, lr:5.0e-05 ∣ avg_100 : 32008.249846 ∣ critic_nllloss : 26166.734766 ∣ critic_ganloss : -586.521881 ∣ generator_nllloss : 5222.778320 ∣ generator_ganloss : 979.295313 ∣  [  std_z : 0.98  real_sub_fake : 2191.55 ]
[  epoch 0011/0040] 0240/4800, lr:5.0e-05 ∣ avg_100 : 32006.941366 ∣ critic_nllloss : 26067.841406 ∣ critic_ganloss : -428.753107 ∣ generator_nllloss : 5216.587500 ∣ generator_ganloss : 980.202588 ∣  [  std_z : 0.98  real_sub_fake : 2214.67 ]
[  epoch 0011/0040] 0250/4800, lr:5.0e-05 ∣ avg_100 : 32010.697979 ∣ critic_nllloss : 26190.473633 ∣ critic_ganloss : -125.190981 ∣ generator_nllloss : 5286.670703 ∣ generator_ganloss : 1044.099609 ∣     [  std_z : 0.99  real_sub_fake : 617.40 ]
[  epoch 0011/0040] 0260/4800, lr:5.0e-05 ∣ avg_100 : 32017.663586 ∣ critic_nllloss : 26199.932031 ∣ critic_ganloss : -173.927252 ∣ generator_nllloss : 5285.029297 ∣ generator_ganloss : 1018.469482 ∣     [  std_z : 1.00  real_sub_fake : 612.91 ]
[  epoch 0011/0040] 0270/4800, lr:5.0e-05 ∣ avg_100 : 32016.549611 ∣ critic_nllloss : 26100.804688 ∣ critic_ganloss : -235.376489 ∣ generator_nllloss : 5171.724805 ∣ generator_ganloss : 1019.086572 ∣     [  std_z : 1.00  real_sub_fake : 729.62 ]
[  epoch 0011/0040] 0280/4800, lr:5.0e-05 ∣ avg_100 : 32018.746184 ∣ critic_nllloss : 26203.993164 ∣ critic_ganloss : -290.950670 ∣ generator_nllloss : 5207.076367 ∣ generator_ganloss : 999.857031 ∣  [  std_z : 1.00  real_sub_fake : 897.75 ]
[  epoch 0011/0040] 0290/4800, lr:5.0e-05 ∣ avg_100 : 32021.675776 ∣ critic_nllloss : 26161.269531 ∣ critic_ganloss : -300.781284 ∣ generator_nllloss : 5213.596484 ∣ generator_ganloss : 961.061035 ∣  [  std_z : 1.00  real_sub_fake : 1219.59 ]
[  epoch 0011/0040] 0300/4800, lr:5.0e-05 ∣ avg_100 : 32023.882535 ∣ critic_nllloss : 26333.557617 ∣ critic_ganloss : -430.283325 ∣ generator_nllloss : 5323.244727 ∣ generator_ganloss : 966.306348 ∣  [  std_z : 1.00  real_sub_fake : 1383.16 ]
[  epoch 0011/0040] 0310/4800, lr:5.0e-05 ∣ avg_100 : 32021.203557 ∣ critic_nllloss : 26122.621484 ∣ critic_ganloss : -411.305234 ∣ generator_nllloss : 5081.209766 ∣ generator_ganloss : 960.244092 ∣  [  std_z : 0.98  real_sub_fake : 1573.40 ]
[  epoch 0011/0040] 0320/4800, lr:5.0e-05 ∣ avg_100 : 32019.587337 ∣ critic_nllloss : 26259.560937 ∣ critic_ganloss : -443.197409 ∣ generator_nllloss : 5188.499609 ∣ generator_ganloss : 971.639160 ∣  [  std_z : 0.99  real_sub_fake : 1652.39 ]
[  epoch 0011/0040] 0330/4800, lr:5.0e-05 ∣ avg_100 : 32013.070293 ∣ critic_nllloss : 26106.428320 ∣ critic_ganloss : -411.845251 ∣ generator_nllloss : 5128.875000 ∣ generator_ganloss : 964.462988 ∣  [  std_z : 0.98  real_sub_fake : 1691.24 ]
[  epoch 0011/0040] 0340/4800, lr:5.0e-05 ∣ avg_100 : 32012.390176 ∣ critic_nllloss : 26400.207813 ∣ critic_ganloss : -490.540451 ∣ generator_nllloss : 5266.979297 ∣ generator_ganloss : 963.293359 ∣  [  std_z : 0.99  real_sub_fake : 1665.49 ]
[  epoch 0011/0040] 0350/4800, lr:5.0e-05 ∣ avg_100 : 32010.303643 ∣ critic_nllloss : 26182.145898 ∣ critic_ganloss : -429.756522 ∣ generator_nllloss : 5187.788672 ∣ generator_ganloss : 958.916455 ∣  [  std_z : 0.99  real_sub_fake : 1662.26 ]
[  epoch 0011/0040] 0360/4800, lr:5.0e-05 ∣ avg_100 : 32008.927538 ∣ critic_nllloss : 26227.276367 ∣ critic_ganloss : -485.470764 ∣ generator_nllloss : 5267.899609 ∣ generator_ganloss : 975.726709 ∣  [  std_z : 0.99  real_sub_fake : 1759.25 ]
[  epoch 0011/0040] 0370/4800, lr:5.0e-05 ∣ avg_100 : 32009.071147 ∣ critic_nllloss : 26535.139453 ∣ critic_ganloss : -494.311484 ∣ generator_nllloss : 5281.962891 ∣ generator_ganloss : 973.490039 ∣  [  std_z : 0.99  real_sub_fake : 1862.90 ]
[  epoch 0011/0040] 0380/4800, lr:5.0e-05 ∣ avg_100 : 32010.638513 ∣ critic_nllloss : 26073.311914 ∣ critic_ganloss : -408.677679 ∣ generator_nllloss : 5311.739844 ∣ generator_ganloss : 981.445312 ∣  [  std_z : 0.99  real_sub_fake : 1773.50 ]
[  epoch 0011/0040] 0390/4800, lr:5.0e-05 ∣ avg_100 : 32011.257208 ∣ critic_nllloss : 26239.829102 ∣ critic_ganloss : -451.818604 ∣ generator_nllloss : 5275.302344 ∣ generator_ganloss : 1000.252539 ∣     [  std_z : 0.99  real_sub_fake : 1562.38 ]
[  epoch 0011/0040] 0400/4800, lr:5.0e-05 ∣ avg_100 : 32011.037952 ∣ critic_nllloss : 26161.627344 ∣ critic_ganloss : -413.514386 ∣ generator_nllloss : 5196.346484 ∣ generator_ganloss : 973.312695 ∣  [  std_z : 0.98  real_sub_fake : 1602.34 ]
[  epoch 0011/0040] 0410/4800, lr:5.0e-05 ∣ avg_100 : 32009.262099 ∣ critic_nllloss : 26191.539062 ∣ critic_ganloss : -468.055011 ∣ generator_nllloss : 5255.125000 ∣ generator_ganloss : 977.468604 ∣  [  std_z : 0.98  real_sub_fake : 1795.16 ]
[  epoch 0011/0040] 0420/4800, lr:5.0e-05 ∣ avg_100 : 32006.938240 ∣ critic_nllloss : 26176.110547 ∣ critic_ganloss : -562.734225 ∣ generator_nllloss : 5287.979492 ∣ generator_ganloss : 974.646729 ∣  [  std_z : 0.98  real_sub_fake : 1779.06 ]
[  epoch 0011/0040] 0430/4800, lr:5.0e-05 ∣ avg_100 : 32007.649168 ∣ critic_nllloss : 26273.551953 ∣ critic_ganloss : -508.584988 ∣ generator_nllloss : 5354.340039 ∣ generator_ganloss : 988.821484 ∣  [  std_z : 0.99  real_sub_fake : 2121.25 ]
[  epoch 0011/0040] 0440/4800, lr:5.0e-05 ∣ avg_100 : 32009.305788 ∣ critic_nllloss : 26260.599609 ∣ critic_ganloss : -494.915448 ∣ generator_nllloss : 5331.690625 ∣ generator_ganloss : 987.706396 ∣  [  std_z : 0.99  real_sub_fake : 2131.36 ]
[  epoch 0011/0040] 0450/4800, lr:5.0e-05 ∣ avg_100 : 32005.773118 ∣ critic_nllloss : 26103.503711 ∣ critic_ganloss : -587.723621 ∣ generator_nllloss : 5308.849414 ∣ generator_ganloss : 1025.646826 ∣     [  std_z : 0.99  real_sub_fake : 1952.95 ]
[  epoch 0011/0040] 0460/4800, lr:5.0e-05 ∣ avg_100 : 32005.314451 ∣ critic_nllloss : 26221.461914 ∣ critic_ganloss : -564.406873 ∣ generator_nllloss : 5293.183594 ∣ generator_ganloss : 1007.095605 ∣     [  std_z : 0.98  real_sub_fake : 2154.46 ]
[  epoch 0011/0040] 0470/4800, lr:5.0e-05 ∣ avg_100 : 32005.054943 ∣ critic_nllloss : 26254.575195 ∣ critic_ganloss : -559.288455 ∣ generator_nllloss : 5259.141016 ∣ generator_ganloss : 1015.530566 ∣     [  std_z : 0.98  real_sub_fake : 2132.14 ]
[  epoch 0011/0040] 0480/4800, lr:5.0e-05 ∣ avg_100 : 32004.139665 ∣ critic_nllloss : 26197.914062 ∣ critic_ganloss : -513.709625 ∣ generator_nllloss : 5251.380664 ∣ generator_ganloss : 1037.374268 ∣     [  std_z : 0.98  real_sub_fake : 2055.11 ]
[  epoch 0011/0040] 0490/4800, lr:5.0e-05 ∣ avg_100 : 32004.891502 ∣ critic_nllloss : 26079.533594 ∣ critic_ganloss : -413.799832 ∣ generator_nllloss : 5228.133398 ∣ generator_ganloss : 1028.480371 ∣     [  std_z : 0.98  real_sub_fake : 1912.80 ]
[  epoch 0011/0040] 0500/4800, lr:5.0e-05 ∣ avg_100 : 32006.161421 ∣ critic_nllloss : 26214.738477 ∣ critic_ganloss : -501.558414 ∣ generator_nllloss : 5163.455078 ∣ generator_ganloss : 1024.962549 ∣     [  std_z : 0.99  real_sub_fake : 1625.45 ]
[  epoch 0011/0040] 0510/4800, lr:5.0e-05 ∣ avg_100 : 31999.419566 ∣ critic_nllloss : 26077.060156 ∣ critic_ganloss : -541.396597 ∣ generator_nllloss : 5243.654883 ∣ generator_ganloss : 1024.193799 ∣     [  std_z : 0.99  real_sub_fake : 1885.70 ]
[  epoch 0011/0040] 0520/4800, lr:5.0e-05 ∣ avg_100 : 31996.081441 ∣ critic_nllloss : 26216.147656 ∣ critic_ganloss : -636.968811 ∣ generator_nllloss : 5265.643164 ∣ generator_ganloss : 1022.322998 ∣     [  std_z : 1.00  real_sub_fake : 2497.75 ]
[  epoch 0011/0040] 0530/4800, lr:5.0e-05 ∣ avg_100 : 32001.098891 ∣ critic_nllloss : 26175.828320 ∣ critic_ganloss : -360.693243 ∣ generator_nllloss : 5215.607031 ∣ generator_ganloss : 1104.257080 ∣     [  std_z : 0.99  real_sub_fake : 1697.87 ]
[  epoch 0011/0040] 0540/4800, lr:5.0e-05 ∣ avg_100 : 32001.945377 ∣ critic_nllloss : 26223.828711 ∣ critic_ganloss : -434.097220 ∣ generator_nllloss : 5208.103125 ∣ generator_ganloss : 1081.021484 ∣     [  std_z : 0.99  real_sub_fake : 1469.35 ]
[  epoch 0011/0040] 0550/4800, lr:5.0e-05 ∣ avg_100 : 32000.320113 ∣ critic_nllloss : 26191.416406 ∣ critic_ganloss : -512.318323 ∣ generator_nllloss : 5246.608398 ∣ generator_ganloss : 1055.997656 ∣     [  std_z : 0.98  real_sub_fake : 1875.18 ]
[  epoch 0011/0040] 0560/4800, lr:5.0e-05 ∣ avg_100 : 31998.913805 ∣ critic_nllloss : 26255.723438 ∣ critic_ganloss : -541.110767 ∣ generator_nllloss : 5272.568945 ∣ generator_ganloss : 1014.137109 ∣     [  std_z : 0.99  real_sub_fake : 2212.17 ]
[  epoch 0011/0040] 0570/4800, lr:5.0e-05 ∣ avg_100 : 31994.613522 ∣ critic_nllloss : 25937.790039 ∣ critic_ganloss : -492.846494 ∣ generator_nllloss : 5218.146680 ∣ generator_ganloss : 1021.424414 ∣     [  std_z : 1.00  real_sub_fake : 1979.14 ]
[  epoch 0011/0040] 0580/4800, lr:5.0e-05 ∣ avg_100 : 31991.926034 ∣ critic_nllloss : 25966.030469 ∣ critic_ganloss : -419.313879 ∣ generator_nllloss : 5167.429688 ∣ generator_ganloss : 1019.789941 ∣     [  std_z : 0.99  real_sub_fake : 1765.65 ]
[  epoch 0011/0040] 0590/4800, lr:5.0e-05 ∣ avg_100 : 31993.123569 ∣ critic_nllloss : 26294.766211 ∣ critic_ganloss : -515.814081 ∣ generator_nllloss : 5336.814062 ∣ generator_ganloss : 1028.534570 ∣     [  std_z : 0.98  real_sub_fake : 1916.61 ]
[  epoch 0011/0040] 0600/4800, lr:5.0e-05 ∣ avg_100 : 31992.355024 ∣ critic_nllloss : 26349.908398 ∣ critic_ganloss : -557.902902 ∣ generator_nllloss : 5356.648438 ∣ generator_ganloss : 1016.223633 ∣     [  std_z : 0.97  real_sub_fake : 1844.37 ]
[  epoch 0011/0040] 0610/4800, lr:5.0e-05 ∣ avg_100 : 31989.306825 ∣ critic_nllloss : 26213.395508 ∣ critic_ganloss : -567.085370 ∣ generator_nllloss : 5282.478516 ∣ generator_ganloss : 1027.571973 ∣     [  std_z : 0.99  real_sub_fake : 2186.06 ]
[  epoch 0011/0040] 0620/4800, lr:5.0e-05 ∣ avg_100 : 31983.928810 ∣ critic_nllloss : 26067.190625 ∣ critic_ganloss : -628.438129 ∣ generator_nllloss : 5179.085156 ∣ generator_ganloss : 1018.931006 ∣     [  std_z : 0.99  real_sub_fake : 2360.59 ]
[  epoch 0011/0040] 0630/4800, lr:5.0e-05 ∣ avg_100 : 31984.971978 ∣ critic_nllloss : 26254.986914 ∣ critic_ganloss : -441.343121 ∣ generator_nllloss : 5315.822656 ∣ generator_ganloss : 1016.322803 ∣     [  std_z : 0.98  real_sub_fake : 2048.37 ]
[  epoch 0011/0040] 0640/4800, lr:5.0e-05 ∣ avg_100 : 31982.426387 ∣ critic_nllloss : 26257.859375 ∣ critic_ganloss : -639.172607 ∣ generator_nllloss : 5206.583594 ∣ generator_ganloss : 1015.758740 ∣     [  std_z : 0.98  real_sub_fake : 2188.85 ]
[  epoch 0011/0040] 0650/4800, lr:5.0e-05 ∣ avg_100 : 31980.810689 ∣ critic_nllloss : 26250.273633 ∣ critic_ganloss : -743.993433 ∣ generator_nllloss : 5321.772461 ∣ generator_ganloss : 1021.453760 ∣     [  std_z : 0.98  real_sub_fake : 2648.38 ]
[  epoch 0011/0040] 0660/4800, lr:5.0e-05 ∣ avg_100 : 31979.728298 ∣ critic_nllloss : 26062.372070 ∣ critic_ganloss : -509.339020 ∣ generator_nllloss : 5141.807031 ∣ generator_ganloss : 1061.004346 ∣     [  std_z : 0.97  real_sub_fake : 2538.45 ]
[  epoch 0011/0040] 0670/4800, lr:5.0e-05 ∣ avg_100 : 31979.506512 ∣ critic_nllloss : 26304.292383 ∣ critic_ganloss : -610.111301 ∣ generator_nllloss : 5249.334180 ∣ generator_ganloss : 1054.550195 ∣     [  std_z : 0.99  real_sub_fake : 1994.63 ]
[  epoch 0011/0040] 0680/4800, lr:5.0e-05 ∣ avg_100 : 31980.596914 ∣ critic_nllloss : 26274.192383 ∣ critic_ganloss : -385.754153 ∣ generator_nllloss : 5260.446875 ∣ generator_ganloss : 1090.633643 ∣     [  std_z : 0.99  real_sub_fake : 1798.20 ]
[  epoch 0011/0040] 0690/4800, lr:5.0e-05 ∣ avg_100 : 31974.214170 ∣ critic_nllloss : 26174.090039 ∣ critic_ganloss : -545.561981 ∣ generator_nllloss : 5235.223047 ∣ generator_ganloss : 1074.002832 ∣     [  std_z : 1.00  real_sub_fake : 1725.48 ]
[  epoch 0011/0040] 0700/4800, lr:5.0e-05 ∣ avg_100 : 31974.374393 ∣ critic_nllloss : 26156.481250 ∣ critic_ganloss : -398.773798 ∣ generator_nllloss : 5259.157227 ∣ generator_ganloss : 1061.886621 ∣     [  std_z : 0.99  real_sub_fake : 1905.74 ]
[  epoch 0011/0040] 0710/4800, lr:5.0e-05 ∣ avg_100 : 31970.615122 ∣ critic_nllloss : 26225.190234 ∣ critic_ganloss : -499.020496 ∣ generator_nllloss : 5352.978516 ∣ generator_ganloss : 1040.012012 ∣     [  std_z : 0.97  real_sub_fake : 1968.16 ]
[  epoch 0011/0040] 0720/4800, lr:5.0e-05 ∣ avg_100 : 31968.847210 ∣ critic_nllloss : 26171.422266 ∣ critic_ganloss : -573.874136 ∣ generator_nllloss : 5270.691797 ∣ generator_ganloss : 1072.315039 ∣     [  std_z : 0.97  real_sub_fake : 1968.69 ]
[  epoch 0011/0040] 0730/4800, lr:5.0e-05 ∣ avg_100 : 31970.968603 ∣ critic_nllloss : 26091.738281 ∣ critic_ganloss : -441.123672 ∣ generator_nllloss : 5337.761914 ∣ generator_ganloss : 1037.807373 ∣     [  std_z : 0.97  real_sub_fake : 1928.72 ]
[  epoch 0011/0040] 0740/4800, lr:5.0e-05 ∣ avg_100 : 31973.937695 ∣ critic_nllloss : 26321.674609 ∣ critic_ganloss : -496.179672 ∣ generator_nllloss : 5261.870313 ∣ generator_ganloss : 1078.498584 ∣     [  std_z : 0.98  real_sub_fake : 1775.18 ]
[  epoch 0011/0040] 0750/4800, lr:5.0e-05 ∣ avg_100 : 31970.800394 ∣ critic_nllloss : 25866.211914 ∣ critic_ganloss : -456.336853 ∣ generator_nllloss : 5177.498828 ∣ generator_ganloss : 1026.033447 ∣     [  std_z : 0.99  real_sub_fake : 1740.38 ]
[  epoch 0011/0040] 0760/4800, lr:5.0e-05 ∣ avg_100 : 31971.750535 ∣ critic_nllloss : 26010.009570 ∣ critic_ganloss : -496.220950 ∣ generator_nllloss : 5218.032422 ∣ generator_ganloss : 1043.968604 ∣     [  std_z : 0.99  real_sub_fake : 1731.84 ]
[  epoch 0011/0040] 0770/4800, lr:5.0e-05 ∣ avg_100 : 31975.116902 ∣ critic_nllloss : 26451.793359 ∣ critic_ganloss : -504.444876 ∣ generator_nllloss : 5255.405078 ∣ generator_ganloss : 1044.078125 ∣     [  std_z : 1.00  real_sub_fake : 1925.88 ]
[  epoch 0011/0040] 0780/4800, lr:5.0e-05 ∣ avg_100 : 31971.645132 ∣ critic_nllloss : 26129.617578 ∣ critic_ganloss : -568.134515 ∣ generator_nllloss : 5212.013867 ∣ generator_ganloss : 1029.252051 ∣     [  std_z : 0.98  real_sub_fake : 2119.43 ]
[  epoch 0011/0040] 0790/4800, lr:5.0e-05 ∣ avg_100 : 31973.950711 ∣ critic_nllloss : 26102.428320 ∣ critic_ganloss : -451.031561 ∣ generator_nllloss : 5226.491797 ∣ generator_ganloss : 1015.090430 ∣     [  std_z : 0.98  real_sub_fake : 2015.28 ]
[  epoch 0011/0040] 0800/4800, lr:5.0e-05 ∣ avg_100 : 31972.185470 ∣ critic_nllloss : 26267.714062 ∣ critic_ganloss : -561.247083 ∣ generator_nllloss : 5264.358594 ∣ generator_ganloss : 1021.149854 ∣     [  std_z : 0.97  real_sub_fake : 1894.31 ]
[  epoch 0011/0040] 0810/4800, lr:5.0e-05 ∣ avg_100 : 31974.006484 ∣ critic_nllloss : 26423.571094 ∣ critic_ganloss : -518.548788 ∣ generator_nllloss : 5249.191992 ∣ generator_ganloss : 1025.651465 ∣     [  std_z : 0.98  real_sub_fake : 1986.00 ]
[  epoch 0011/0040] 0820/4800, lr:5.0e-05 ∣ avg_100 : 31973.659854 ∣ critic_nllloss : 26102.116797 ∣ critic_ganloss : -599.646283 ∣ generator_nllloss : 5189.462500 ∣ generator_ganloss : 991.322803 ∣  [  std_z : 0.98  real_sub_fake : 2257.21 ]
[  epoch 0011/0040] 0830/4800, lr:5.0e-05 ∣ avg_100 : 31975.960989 ∣ critic_nllloss : 26111.026172 ∣ critic_ganloss : -468.120099 ∣ generator_nllloss : 5262.810547 ∣ generator_ganloss : 1002.003955 ∣     [  std_z : 0.99  real_sub_fake : 2275.33 ]
[  epoch 0011/0040] 0840/4800, lr:5.0e-05 ∣ avg_100 : 31975.721805 ∣ critic_nllloss : 26184.152930 ∣ critic_ganloss : -401.642285 ∣ generator_nllloss : 5275.388281 ∣ generator_ganloss : 1040.697607 ∣     [  std_z : 0.99  real_sub_fake : 1505.34 ]
[  epoch 0011/0040] 0850/4800, lr:5.0e-05 ∣ avg_100 : 31974.696475 ∣ critic_nllloss : 26156.439648 ∣ critic_ganloss : -454.731448 ∣ generator_nllloss : 5131.492969 ∣ generator_ganloss : 1001.042139 ∣     [  std_z : 1.00  real_sub_fake : 1599.30 ]
[  epoch 0011/0040] 0860/4800, lr:5.0e-05 ∣ avg_100 : 31973.141348 ∣ critic_nllloss : 26212.290234 ∣ critic_ganloss : -624.656897 ∣ generator_nllloss : 5215.629297 ∣ generator_ganloss : 1019.879248 ∣     [  std_z : 0.99  real_sub_fake : 2029.51 ]
[  epoch 0011/0040] 0870/4800, lr:5.0e-05 ∣ avg_100 : 31973.963885 ∣ critic_nllloss : 26304.154687 ∣ critic_ganloss : -517.651178 ∣ generator_nllloss : 5283.785352 ∣ generator_ganloss : 988.722119 ∣  [  std_z : 0.98  real_sub_fake : 2258.34 ]
[  epoch 0011/0040] 0880/4800, lr:5.0e-05 ∣ avg_100 : 31972.934102 ∣ critic_nllloss : 26136.302539 ∣ critic_ganloss : -320.544562 ∣ generator_nllloss : 5204.317969 ∣ generator_ganloss : 1039.063086 ∣     [  std_z : 0.97  real_sub_fake : 1633.45 ]
[  epoch 0011/0040] 0890/4800, lr:5.0e-05 ∣ avg_100 : 31976.033182 ∣ critic_nllloss : 26306.595898 ∣ critic_ganloss : -437.458978 ∣ generator_nllloss : 5327.618945 ∣ generator_ganloss : 1047.451172 ∣     [  std_z : 0.98  real_sub_fake : 1388.24 ]
[  epoch 0011/0040] 0900/4800, lr:5.0e-05 ∣ avg_100 : 31975.819614 ∣ critic_nllloss : 26465.809375 ∣ critic_ganloss : -513.020651 ∣ generator_nllloss : 5269.029102 ∣ generator_ganloss : 1033.809277 ∣     [  std_z : 0.99  real_sub_fake : 1827.52 ]
[  epoch 0011/0040] 0910/4800, lr:5.0e-05 ∣ avg_100 : 31972.409118 ∣ critic_nllloss : 26117.405273 ∣ critic_ganloss : -660.716901 ∣ generator_nllloss : 5253.221680 ∣ generator_ganloss : 1029.320752 ∣     [  std_z : 0.98  real_sub_fake : 2119.57 ]
[  epoch 0011/0040] 0920/4800, lr:5.0e-05 ∣ avg_100 : 31973.182789 ∣ critic_nllloss : 26176.884961 ∣ critic_ganloss : -256.122906 ∣ generator_nllloss : 5292.013281 ∣ generator_ganloss : 1078.291309 ∣     [  std_z : 0.98  real_sub_fake : 1912.14 ]
[  epoch 0011/0040] 0930/4800, lr:5.0e-05 ∣ avg_100 : 31977.234335 ∣ critic_nllloss : 26230.351172 ∣ critic_ganloss : -383.454703 ∣ generator_nllloss : 5213.950000 ∣ generator_ganloss : 1066.564307 ∣     [  std_z : 0.99  real_sub_fake : 1222.47 ]
[  epoch 0011/0040] 0940/4800, lr:5.0e-05 ∣ avg_100 : 31975.852860 ∣ critic_nllloss : 26048.612305 ∣ critic_ganloss : -374.038608 ∣ generator_nllloss : 5189.440430 ∣ generator_ganloss : 1062.067822 ∣     [  std_z : 0.99  real_sub_fake : 1161.90 ]
[  epoch 0011/0040] 0950/4800, lr:5.0e-05 ∣ avg_100 : 31973.890316 ∣ critic_nllloss : 26195.784570 ∣ critic_ganloss : -526.423309 ∣ generator_nllloss : 5177.175000 ∣ generator_ganloss : 1053.172852 ∣     [  std_z : 0.99  real_sub_fake : 1684.32 ]
[  epoch 0011/0040] 0960/4800, lr:5.0e-05 ∣ avg_100 : 31978.303694 ∣ critic_nllloss : 26136.292187 ∣ critic_ganloss : -490.448578 ∣ generator_nllloss : 5283.701563 ∣ generator_ganloss : 1043.628271 ∣     [  std_z : 0.98  real_sub_fake : 1951.58 ]
[  epoch 0011/0040] 0970/4800, lr:5.0e-05 ∣ avg_100 : 31977.847440 ∣ critic_nllloss : 26092.987305 ∣ critic_ganloss : -565.550165 ∣ generator_nllloss : 5283.678320 ∣ generator_ganloss : 1078.955713 ∣     [  std_z : 0.98  real_sub_fake : 2271.99 ]
[  epoch 0011/0040] 0980/4800, lr:5.0e-05 ∣ avg_100 : 31978.979078 ∣ critic_nllloss : 26240.611719 ∣ critic_ganloss : -533.602490 ∣ generator_nllloss : 5305.204102 ∣ generator_ganloss : 1088.384961 ∣     [  std_z : 0.98  real_sub_fake : 2017.36 ]
[  epoch 0011/0040] 0990/4800, lr:5.0e-05 ∣ avg_100 : 31979.929900 ∣ critic_nllloss : 26109.610938 ∣ critic_ganloss : -575.568292 ∣ generator_nllloss : 5218.959961 ∣ generator_ganloss : 1111.141553 ∣     [  std_z : 0.98  real_sub_fake : 2024.41 ]
[  epoch 0011/0040] 1000/4800, lr:5.0e-05 ∣ avg_100 : 31977.919201 ∣ critic_nllloss : 26108.092578 ∣ critic_ganloss : -578.036530 ∣ generator_nllloss : 5253.588281 ∣ generator_ganloss : 1062.569092 ∣     [  std_z : 0.98  real_sub_fake : 2454.30 ]
[  epoch 0011/0040] 1010/4800, lr:5.0e-05 ∣ avg_100 : 31976.059941 ∣ critic_nllloss : 26023.405078 ∣ critic_ganloss : -473.845105 ∣ generator_nllloss : 5236.156836 ∣ generator_ganloss : 1091.238184 ∣     [  std_z : 0.99  real_sub_fake : 1840.27 ]
[  epoch 0011/0040] 1020/4800, lr:5.0e-05 ∣ avg_100 : 31973.982191 ∣ critic_nllloss : 26201.524023 ∣ critic_ganloss : -307.206180 ∣ generator_nllloss : 5251.070898 ∣ generator_ganloss : 1109.383008 ∣     [  std_z : 0.99  real_sub_fake : 929.27 ]
[  epoch 0011/0040] 1030/4800, lr:5.0e-05 ∣ avg_100 : 31978.168375 ∣ critic_nllloss : 26388.922461 ∣ critic_ganloss : -341.111481 ∣ generator_nllloss : 5244.674219 ∣ generator_ganloss : 1077.205762 ∣     [  std_z : 1.00  real_sub_fake : 1105.52 ]
[  epoch 0011/0040] 1040/4800, lr:5.0e-05 ∣ avg_100 : 31978.103041 ∣ critic_nllloss : 26196.402539 ∣ critic_ganloss : -395.846948 ∣ generator_nllloss : 5215.169336 ∣ generator_ganloss : 1068.272217 ∣     [  std_z : 0.99  real_sub_fake : 1476.39 ]
[  epoch 0011/0040] 1050/4800, lr:5.0e-05 ∣ avg_100 : 31982.365835 ∣ critic_nllloss : 26140.459961 ∣ critic_ganloss : -358.515393 ∣ generator_nllloss : 5217.713477 ∣ generator_ganloss : 1073.115430 ∣     [  std_z : 0.99  real_sub_fake : 1724.45 ]
[  epoch 0011/0040] 1060/4800, lr:5.0e-05 ∣ avg_100 : 31983.767180 ∣ critic_nllloss : 26170.807227 ∣ critic_ganloss : -458.421277 ∣ generator_nllloss : 5248.982227 ∣ generator_ganloss : 1048.997217 ∣     [  std_z : 0.98  real_sub_fake : 1725.98 ]
[  epoch 0011/0040] 1070/4800, lr:5.0e-05 ∣ avg_100 : 31984.559235 ∣ critic_nllloss : 26199.961523 ∣ critic_ganloss : -490.153146 ∣ generator_nllloss : 5254.684961 ∣ generator_ganloss : 1049.140723 ∣     [  std_z : 0.99  real_sub_fake : 1770.40 ]
[  epoch 0011/0040] 1080/4800, lr:5.0e-05 ∣ avg_100 : 31984.554293 ∣ critic_nllloss : 26316.727539 ∣ critic_ganloss : -521.347491 ∣ generator_nllloss : 5279.682227 ∣ generator_ganloss : 1022.886230 ∣     [  std_z : 0.99  real_sub_fake : 2048.83 ]
[  epoch 0011/0040] 1090/4800, lr:5.0e-05 ∣ avg_100 : 31986.284158 ∣ critic_nllloss : 26295.824219 ∣ critic_ganloss : -549.252490 ∣ generator_nllloss : 5241.462109 ∣ generator_ganloss : 1008.948389 ∣     [  std_z : 0.98  real_sub_fake : 2093.55 ]
[  epoch 0011/0040] 1100/4800, lr:5.0e-05 ∣ avg_100 : 31989.299782 ∣ critic_nllloss : 26149.332031 ∣ critic_ganloss : -526.809518 ∣ generator_nllloss : 5283.608008 ∣ generator_ganloss : 1011.359961 ∣     [  std_z : 0.98  real_sub_fake : 1900.83 ]
[  epoch 0011/0040] 1110/4800, lr:5.0e-05 ∣ avg_100 : 31989.023977 ∣ critic_nllloss : 25947.818359 ∣ critic_ganloss : -388.779562 ∣ generator_nllloss : 5243.028516 ∣ generator_ganloss : 1033.915234 ∣     [  std_z : 0.98  real_sub_fake : 1713.18 ]
[  epoch 0011/0040] 1120/4800, lr:5.0e-05 ∣ avg_100 : 31987.281844 ∣ critic_nllloss : 26309.855469 ∣ critic_ganloss : -558.322156 ∣ generator_nllloss : 5196.704492 ∣ generator_ganloss : 1042.496387 ∣     [  std_z : 0.98  real_sub_fake : 1833.89 ]
[  epoch 0011/0040] 1130/4800, lr:5.0e-05 ∣ avg_100 : 31989.361101 ∣ critic_nllloss : 26136.666797 ∣ critic_ganloss : -476.641000 ∣ generator_nllloss : 5309.681055 ∣ generator_ganloss : 1049.327539 ∣     [  std_z : 0.97  real_sub_fake : 1926.44 ]
[  epoch 0011/0040] 1140/4800, lr:5.0e-05 ∣ avg_100 : 31983.712513 ∣ critic_nllloss : 25893.029687 ∣ critic_ganloss : -486.917685 ∣ generator_nllloss : 5158.183008 ∣ generator_ganloss : 1066.376172 ∣     [  std_z : 0.98  real_sub_fake : 1967.00 ]
[  epoch 0011/0040] 1150/4800, lr:5.0e-05 ∣ avg_100 : 31980.516082 ∣ critic_nllloss : 26048.701953 ∣ critic_ganloss : -373.938028 ∣ generator_nllloss : 5222.940625 ∣ generator_ganloss : 1079.005176 ∣     [  std_z : 1.00  real_sub_fake : 1486.76 ]
[  epoch 0011/0040] 1160/4800, lr:5.0e-05 ∣ avg_100 : 31979.925384 ∣ critic_nllloss : 26266.049414 ∣ critic_ganloss : -450.984079 ∣ generator_nllloss : 5215.960547 ∣ generator_ganloss : 1057.657471 ∣     [  std_z : 0.99  real_sub_fake : 1536.11 ]
[  epoch 0011/0040] 1170/4800, lr:5.0e-05 ∣ avg_100 : 31981.611296 ∣ critic_nllloss : 26296.980273 ∣ critic_ganloss : -487.435162 ∣ generator_nllloss : 5200.293359 ∣ generator_ganloss : 1055.824219 ∣     [  std_z : 0.98  real_sub_fake : 1838.74 ]
[  epoch 0011/0040] 1180/4800, lr:5.0e-05 ∣ avg_100 : 31985.888540 ∣ critic_nllloss : 26459.024219 ∣ critic_ganloss : -558.427429 ∣ generator_nllloss : 5303.643359 ∣ generator_ganloss : 1038.361865 ∣     [  std_z : 0.99  real_sub_fake : 2166.82 ]
[  epoch 0011/0040] 1190/4800, lr:5.0e-05 ∣ avg_100 : 31988.795189 ∣ critic_nllloss : 26315.058203 ∣ critic_ganloss : -496.261389 ∣ generator_nllloss : 5298.823633 ∣ generator_ganloss : 1041.035645 ∣     [  std_z : 1.00  real_sub_fake : 2084.81 ]
[  epoch 0011/0040] 1200/4800, lr:5.0e-05 ∣ avg_100 : 31992.791301 ∣ critic_nllloss : 26229.202344 ∣ critic_ganloss : -407.893292 ∣ generator_nllloss : 5282.752344 ∣ generator_ganloss : 1047.739746 ∣     [  std_z : 0.99  real_sub_fake : 1736.07 ]
[  epoch 0011/0040] 1210/4800, lr:5.0e-05 ∣ avg_100 : 31992.036183 ∣ critic_nllloss : 26095.507617 ∣ critic_ganloss : -417.241452 ∣ generator_nllloss : 5230.319531 ∣ generator_ganloss : 1071.461230 ∣     [  std_z : 0.99  real_sub_fake : 1594.42 ]
[  epoch 0011/0040] 1220/4800, lr:5.0e-05 ∣ avg_100 : 31994.041383 ∣ critic_nllloss : 26116.076562 ∣ critic_ganloss : -497.699072 ∣ generator_nllloss : 5392.956641 ∣ generator_ganloss : 1020.286523 ∣     [  std_z : 1.00  real_sub_fake : 1898.84 ]
[  epoch 0011/0040] 1230/4800, lr:5.0e-05 ∣ avg_100 : 31994.698608 ∣ critic_nllloss : 26179.661523 ∣ critic_ganloss : -633.141736 ∣ generator_nllloss : 5306.950000 ∣ generator_ganloss : 994.539209 ∣  [  std_z : 1.00  real_sub_fake : 2199.61 ]
[  epoch 0011/0040] 1240/4800, lr:5.0e-05 ∣ avg_100 : 31995.405468 ∣ critic_nllloss : 26211.325781 ∣ critic_ganloss : -523.825696 ∣ generator_nllloss : 5206.529102 ∣ generator_ganloss : 1012.535156 ∣     [  std_z : 0.98  real_sub_fake : 2193.08 ]
[  epoch 0011/0040] 1250/4800, lr:5.0e-05 ∣ avg_100 : 31988.265417 ∣ critic_nllloss : 26061.902148 ∣ critic_ganloss : -520.806885 ∣ generator_nllloss : 5123.656250 ∣ generator_ganloss : 1017.296387 ∣     [  std_z : 0.97  real_sub_fake : 2118.90 ]
[  epoch 0011/0040] 1260/4800, lr:5.0e-05 ∣ avg_100 : 31983.463935 ∣ critic_nllloss : 26221.056641 ∣ critic_ganloss : -603.515143 ∣ generator_nllloss : 5203.478711 ∣ generator_ganloss : 1028.335156 ∣     [  std_z : 0.98  real_sub_fake : 2059.28 ]
[  epoch 0011/0040] 1270/4800, lr:5.0e-05 ∣ avg_100 : 31979.882076 ∣ critic_nllloss : 26102.381445 ∣ critic_ganloss : -559.320218 ∣ generator_nllloss : 5139.790625 ∣ generator_ganloss : 1015.201855 ∣     [  std_z : 0.99  real_sub_fake : 2131.74 ]
[  epoch 0011/0040] 1280/4800, lr:5.0e-05 ∣ avg_100 : 31978.406347 ∣ critic_nllloss : 26207.927539 ∣ critic_ganloss : -517.705524 ∣ generator_nllloss : 5248.502148 ∣ generator_ganloss : 1033.678760 ∣     [  std_z : 1.00  real_sub_fake : 2034.97 ]
[  epoch 0011/0040] 1290/4800, lr:5.0e-05 ∣ avg_100 : 31979.131740 ∣ critic_nllloss : 26331.488477 ∣ critic_ganloss : -503.259436 ∣ generator_nllloss : 5227.782812 ∣ generator_ganloss : 1051.673242 ∣     [  std_z : 1.00  real_sub_fake : 2057.22 ]
[  epoch 0011/0040] 1300/4800, lr:5.0e-05 ∣ avg_100 : 31974.844814 ∣ critic_nllloss : 26161.492383 ∣ critic_ganloss : -596.900293 ∣ generator_nllloss : 5178.136133 ∣ generator_ganloss : 1021.404590 ∣     [  std_z : 0.99  real_sub_fake : 1949.17 ]
[  epoch 0011/0040] 1310/4800, lr:5.0e-05 ∣ avg_100 : 31976.094314 ∣ critic_nllloss : 26156.448633 ∣ critic_ganloss : -507.566440 ∣ generator_nllloss : 5187.415625 ∣ generator_ganloss : 1041.422217 ∣     [  std_z : 0.97  real_sub_fake : 2383.01 ]
[  epoch 0011/0040] 1320/4800, lr:5.0e-05 ∣ avg_100 : 31977.956004 ∣ critic_nllloss : 26219.100781 ∣ critic_ganloss : -397.236194 ∣ generator_nllloss : 5283.416016 ∣ generator_ganloss : 1057.390771 ∣     [  std_z : 0.98  real_sub_fake : 1776.95 ]
[  epoch 0011/0040] 1330/4800, lr:5.0e-05 ∣ avg_100 : 31979.401476 ∣ critic_nllloss : 26170.624805 ∣ critic_ganloss : -470.010464 ∣ generator_nllloss : 5200.737891 ∣ generator_ganloss : 1031.116016 ∣     [  std_z : 0.99  real_sub_fake : 1514.48 ]
[  epoch 0011/0040] 1340/4800, lr:5.0e-05 ∣ avg_100 : 31978.115836 ∣ critic_nllloss : 26251.131250 ∣ critic_ganloss : -523.066162 ∣ generator_nllloss : 5250.130273 ∣ generator_ganloss : 1033.180664 ∣     [  std_z : 1.00  real_sub_fake : 1948.68 ]
[  epoch 0011/0040] 1350/4800, lr:5.0e-05 ∣ avg_100 : 31979.114680 ∣ critic_nllloss : 26154.219141 ∣ critic_ganloss : -469.283099 ∣ generator_nllloss : 5288.414453 ∣ generator_ganloss : 1025.628320 ∣     [  std_z : 1.00  real_sub_fake : 1759.82 ]
[  epoch 0011/0040] 1360/4800, lr:5.0e-05 ∣ avg_100 : 31980.252293 ∣ critic_nllloss : 26312.041016 ∣ critic_ganloss : -509.378632 ∣ generator_nllloss : 5292.012500 ∣ generator_ganloss : 1004.518359 ∣     [  std_z : 0.99  real_sub_fake : 1924.39 ]
[  epoch 0011/0040] 1370/4800, lr:5.0e-05 ∣ avg_100 : 31975.832556 ∣ critic_nllloss : 26205.030859 ∣ critic_ganloss : -563.028076 ∣ generator_nllloss : 5215.009570 ∣ generator_ganloss : 997.294873 ∣  [  std_z : 0.97  real_sub_fake : 2002.94 ]
[  epoch 0011/0040] 1380/4800, lr:5.0e-05 ∣ avg_100 : 31974.398686 ∣ critic_nllloss : 26127.775195 ∣ critic_ganloss : -603.410986 ∣ generator_nllloss : 5287.696484 ∣ generator_ganloss : 1002.371729 ∣     [  std_z : 0.97  real_sub_fake : 2463.47 ]
[  epoch 0011/0040] 1390/4800, lr:5.0e-05 ∣ avg_100 : 31974.687536 ∣ critic_nllloss : 26185.814648 ∣ critic_ganloss : -381.908282 ∣ generator_nllloss : 5252.475586 ∣ generator_ganloss : 1036.068408 ∣     [  std_z : 0.98  real_sub_fake : 1921.81 ]
[  epoch 0011/0040] 1400/4800, lr:5.0e-05 ∣ avg_100 : 31976.981451 ∣ critic_nllloss : 26273.244922 ∣ critic_ganloss : -449.012923 ∣ generator_nllloss : 5270.836719 ∣ generator_ganloss : 1052.094922 ∣     [  std_z : 0.99  real_sub_fake : 1372.45 ]
[  epoch 0011/0040] 1410/4800, lr:5.0e-05 ∣ avg_100 : 31979.002096 ∣ critic_nllloss : 26339.052930 ∣ critic_ganloss : -459.864148 ∣ generator_nllloss : 5205.032227 ∣ generator_ganloss : 1073.921094 ∣     [  std_z : 1.00  real_sub_fake : 1641.31 ]
[  epoch 0011/0040] 1420/4800, lr:5.0e-05 ∣ avg_100 : 31981.522604 ∣ critic_nllloss : 26335.120703 ∣ critic_ganloss : -547.326419 ∣ generator_nllloss : 5280.386328 ∣ generator_ganloss : 1059.872803 ∣     [  std_z : 0.99  real_sub_fake : 1906.42 ]
[  epoch 0011/0040] 1430/4800, lr:5.0e-05 ∣ avg_100 : 31982.012337 ∣ critic_nllloss : 26131.844922 ∣ critic_ganloss : -320.464767 ∣ generator_nllloss : 5246.574219 ∣ generator_ganloss : 1099.147363 ∣     [  std_z : 0.98  real_sub_fake : 1690.26 ]
[  epoch 0011/0040] 1440/4800, lr:5.0e-05 ∣ avg_100 : 31980.048352 ∣ critic_nllloss : 26075.213672 ∣ critic_ganloss : -436.736725 ∣ generator_nllloss : 5177.534375 ∣ generator_ganloss : 1072.671387 ∣     [  std_z : 0.98  real_sub_fake : 1585.60 ]
[  epoch 0011/0040] 1450/4800, lr:5.0e-05 ∣ avg_100 : 31982.700639 ∣ critic_nllloss : 26273.948437 ∣ critic_ganloss : -513.992755 ∣ generator_nllloss : 5268.740039 ∣ generator_ganloss : 1086.809277 ∣     [  std_z : 0.99  real_sub_fake : 1691.11 ]
[  epoch 0011/0040] 1460/4800, lr:5.0e-05 ∣ avg_100 : 31984.320513 ∣ critic_nllloss : 26223.183984 ∣ critic_ganloss : -412.831909 ∣ generator_nllloss : 5233.033789 ∣ generator_ganloss : 1075.935840 ∣     [  std_z : 0.99  real_sub_fake : 1842.93 ]
[  epoch 0011/0040] 1470/4800, lr:5.0e-05 ∣ avg_100 : 31985.196482 ∣ critic_nllloss : 26206.423828 ∣ critic_ganloss : -457.948080 ∣ generator_nllloss : 5245.651758 ∣ generator_ganloss : 1063.427637 ∣     [  std_z : 0.99  real_sub_fake : 1704.24 ]
[  epoch 0011/0040] 1480/4800, lr:5.0e-05 ∣ avg_100 : 31984.063109 ∣ critic_nllloss : 26068.368164 ∣ critic_ganloss : -474.331406 ∣ generator_nllloss : 5204.652734 ∣ generator_ganloss : 1060.932617 ∣     [  std_z : 0.98  real_sub_fake : 1782.18 ]
[  epoch 0011/0040] 1490/4800, lr:5.0e-05 ∣ avg_100 : 31985.991751 ∣ critic_nllloss : 26385.974219 ∣ critic_ganloss : -628.703619 ∣ generator_nllloss : 5307.540234 ∣ generator_ganloss : 1050.400928 ∣     [  std_z : 0.99  real_sub_fake : 2165.96 ]
[  epoch 0011/0040] 1500/4800, lr:5.0e-05 ∣ avg_100 : 31984.967467 ∣ critic_nllloss : 26117.052539 ∣ critic_ganloss : -621.045398 ∣ generator_nllloss : 5275.525781 ∣ generator_ganloss : 1027.636328 ∣     [  std_z : 0.99  real_sub_fake : 2385.10 ]
[  epoch 0011/0040] 1510/4800, lr:5.0e-05 ∣ avg_100 : 31985.456317 ∣ critic_nllloss : 25980.167773 ∣ critic_ganloss : -447.732666 ∣ generator_nllloss : 5257.455469 ∣ generator_ganloss : 1062.506641 ∣     [  std_z : 0.99  real_sub_fake : 2076.08 ]
[  epoch 0011/0040] 1520/4800, lr:5.0e-05 ∣ avg_100 : 31989.419666 ∣ critic_nllloss : 26478.502539 ∣ critic_ganloss : -559.897162 ∣ generator_nllloss : 5272.107422 ∣ generator_ganloss : 1072.767090 ∣     [  std_z : 0.99  real_sub_fake : 1962.45 ]
[  epoch 0011/0040] 1530/4800, lr:5.0e-05 ∣ avg_100 : 31986.252162 ∣ critic_nllloss : 26084.588086 ∣ critic_ganloss : -475.532617 ∣ generator_nllloss : 5167.989844 ∣ generator_ganloss : 1041.203516 ∣     [  std_z : 0.98  real_sub_fake : 2179.90 ]
[  epoch 0011/0040] 1540/4800, lr:5.0e-05 ∣ avg_100 : 31986.178718 ∣ critic_nllloss : 26170.082422 ∣ critic_ganloss : -498.751422 ∣ generator_nllloss : 5328.133594 ∣ generator_ganloss : 1072.047119 ∣     [  std_z : 0.98  real_sub_fake : 1722.21 ]
[  epoch 0011/0040] 1550/4800, lr:5.0e-05 ∣ avg_100 : 31987.153490 ∣ critic_nllloss : 26109.383984 ∣ critic_ganloss : -398.420651 ∣ generator_nllloss : 5337.862891 ∣ generator_ganloss : 1030.355078 ∣     [  std_z : 0.97  real_sub_fake : 1555.34 ]
[  epoch 0011/0040] 1560/4800, lr:5.0e-05 ∣ avg_100 : 31988.428357 ∣ critic_nllloss : 26318.790430 ∣ critic_ganloss : -437.501385 ∣ generator_nllloss : 5199.883594 ∣ generator_ganloss : 1047.632861 ∣     [  std_z : 0.99  real_sub_fake : 1598.67 ]
[  epoch 0011/0040] 1570/4800, lr:5.0e-05 ∣ avg_100 : 31990.569914 ∣ critic_nllloss : 26223.788867 ∣ critic_ganloss : -502.599109 ∣ generator_nllloss : 5141.020117 ∣ generator_ganloss : 1036.460449 ∣     [  std_z : 1.00  real_sub_fake : 1693.90 ]
[  epoch 0011/0040] 1580/4800, lr:5.0e-05 ∣ avg_100 : 31994.312227 ∣ critic_nllloss : 26334.545898 ∣ critic_ganloss : -514.008698 ∣ generator_nllloss : 5241.787891 ∣ generator_ganloss : 1045.842432 ∣     [  std_z : 1.00  real_sub_fake : 2058.68 ]
[  epoch 0011/0040] 1590/4800, lr:5.0e-05 ∣ avg_100 : 31993.957299 ∣ critic_nllloss : 26229.987891 ∣ critic_ganloss : -537.067200 ∣ generator_nllloss : 5352.508984 ∣ generator_ganloss : 1063.378223 ∣     [  std_z : 1.00  real_sub_fake : 2198.16 ]
[  epoch 0011/0040] 1600/4800, lr:5.0e-05 ∣ avg_100 : 31993.999255 ∣ critic_nllloss : 26212.811328 ∣ critic_ganloss : -347.831271 ∣ generator_nllloss : 5241.638672 ∣ generator_ganloss : 1062.454443 ∣     [  std_z : 0.99  real_sub_fake : 1780.54 ]
[  epoch 0011/0040] 1610/4800, lr:5.0e-05 ∣ avg_100 : 31998.818133 ∣ critic_nllloss : 26398.255664 ∣ critic_ganloss : -346.997064 ∣ generator_nllloss : 5284.612500 ∣ generator_ganloss : 1102.377344 ∣     [  std_z : 0.99  real_sub_fake : 1186.37 ]
[  epoch 0011/0040] 1620/4800, lr:5.0e-05 ∣ avg_100 : 32006.817204 ∣ critic_nllloss : 26443.769141 ∣ critic_ganloss : -403.455859 ∣ generator_nllloss : 5305.845117 ∣ generator_ganloss : 1090.517383 ∣     [  std_z : 0.98  real_sub_fake : 1262.85 ]
[  epoch 0011/0040] 1630/4800, lr:5.0e-05 ∣ avg_100 : 32005.567496 ∣ critic_nllloss : 26202.807422 ∣ critic_ganloss : -480.360300 ∣ generator_nllloss : 5233.543945 ∣ generator_ganloss : 1064.827393 ∣     [  std_z : 0.97  real_sub_fake : 1559.74 ]
[  epoch 0011/0040] 1640/4800, lr:5.0e-05 ∣ avg_100 : 32006.802809 ∣ critic_nllloss : 26217.599609 ∣ critic_ganloss : -497.721390 ∣ generator_nllloss : 5214.191016 ∣ generator_ganloss : 1030.491113 ∣     [  std_z : 0.99  real_sub_fake : 1857.89 ]
[  epoch 0011/0040] 1650/4800, lr:5.0e-05 ∣ avg_100 : 32009.298937 ∣ critic_nllloss : 26183.627539 ∣ critic_ganloss : -438.439404 ∣ generator_nllloss : 5286.047656 ∣ generator_ganloss : 1067.883496 ∣     [  std_z : 1.00  real_sub_fake : 1699.05 ]
[  epoch 0011/0040] 1660/4800, lr:5.0e-05 ∣ avg_100 : 32012.356974 ∣ critic_nllloss : 26213.094336 ∣ critic_ganloss : -419.901315 ∣ generator_nllloss : 5225.245508 ∣ generator_ganloss : 1043.209570 ∣     [  std_z : 0.99  real_sub_fake : 1715.23 ]
[  epoch 0011/0040] 1670/4800, lr:5.0e-05 ∣ avg_100 : 32013.698929 ∣ critic_nllloss : 26281.452344 ∣ critic_ganloss : -490.251266 ∣ generator_nllloss : 5302.927344 ∣ generator_ganloss : 1038.132520 ∣     [  std_z : 0.99  real_sub_fake : 1786.43 ]
[  epoch 0011/0040] 1680/4800, lr:5.0e-05 ∣ avg_100 : 32012.763661 ∣ critic_nllloss : 26239.372461 ∣ critic_ganloss : -391.727560 ∣ generator_nllloss : 5215.848047 ∣ generator_ganloss : 1082.498975 ∣     [  std_z : 0.99  real_sub_fake : 1661.99 ]
[  epoch 0011/0040] 1690/4800, lr:5.0e-05 ∣ avg_100 : 32015.547812 ∣ critic_nllloss : 26279.405273 ∣ critic_ganloss : -445.334344 ∣ generator_nllloss : 5330.425781 ∣ generator_ganloss : 1051.672314 ∣     [  std_z : 0.98  real_sub_fake : 1652.89 ]
[  epoch 0011/0040] 1700/4800, lr:5.0e-05 ∣ avg_100 : 32015.534162 ∣ critic_nllloss : 26202.740625 ∣ critic_ganloss : -426.464575 ∣ generator_nllloss : 5245.649219 ∣ generator_ganloss : 1055.461084 ∣     [  std_z : 0.99  real_sub_fake : 1592.45 ]
[  epoch 0011/0040] 1710/4800, lr:5.0e-05 ∣ avg_100 : 32012.139884 ∣ critic_nllloss : 26038.964258 ∣ critic_ganloss : -530.371277 ∣ generator_nllloss : 5224.394336 ∣ generator_ganloss : 1046.745117 ∣     [  std_z : 0.99  real_sub_fake : 1706.43 ]
[  epoch 0011/0040] 1720/4800, lr:5.0e-05 ∣ avg_100 : 32011.249206 ∣ critic_nllloss : 26161.943359 ∣ critic_ganloss : -552.711627 ∣ generator_nllloss : 5199.737109 ∣ generator_ganloss : 1042.518311 ∣     [  std_z : 1.00  real_sub_fake : 2345.74 ]
[  epoch 0011/0040] 1730/4800, lr:5.0e-05 ∣ avg_100 : 32011.663916 ∣ critic_nllloss : 26132.512305 ∣ critic_ganloss : -411.485641 ∣ generator_nllloss : 5320.894922 ∣ generator_ganloss : 1025.733350 ∣     [  std_z : 1.00  real_sub_fake : 1898.17 ]
[  epoch 0011/0040] 1740/4800, lr:5.0e-05 ∣ avg_100 : 32011.488706 ∣ critic_nllloss : 26292.764453 ∣ critic_ganloss : -453.125879 ∣ generator_nllloss : 5256.453125 ∣ generator_ganloss : 1052.251123 ∣     [  std_z : 0.99  real_sub_fake : 1673.69 ]
[  epoch 0011/0040] 1750/4800, lr:5.0e-05 ∣ avg_100 : 32015.099841 ∣ critic_nllloss : 26162.316992 ∣ critic_ganloss : -450.847003 ∣ generator_nllloss : 5235.304883 ∣ generator_ganloss : 1027.745947 ∣     [  std_z : 0.98  real_sub_fake : 1699.84 ]
[  epoch 0011/0040] 1760/4800, lr:5.0e-05 ∣ avg_100 : 32017.078638 ∣ critic_nllloss : 26113.716797 ∣ critic_ganloss : -452.825317 ∣ generator_nllloss : 5270.476172 ∣ generator_ganloss : 1042.301709 ∣     [  std_z : 0.97  real_sub_fake : 1723.52 ]
[  epoch 0011/0040] 1770/4800, lr:5.0e-05 ∣ avg_100 : 32012.011297 ∣ critic_nllloss : 25989.515234 ∣ critic_ganloss : -470.493335 ∣ generator_nllloss : 5176.195898 ∣ generator_ganloss : 1044.879785 ∣     [  std_z : 0.98  real_sub_fake : 1832.58 ]
[  epoch 0011/0040] 1780/4800, lr:5.0e-05 ∣ avg_100 : 32013.007948 ∣ critic_nllloss : 26192.309961 ∣ critic_ganloss : -562.750610 ∣ generator_nllloss : 5240.734766 ∣ generator_ganloss : 1032.120020 ∣     [  std_z : 0.98  real_sub_fake : 1900.99 ]
[  epoch 0011/0040] 1790/4800, lr:5.0e-05 ∣ avg_100 : 32016.103338 ∣ critic_nllloss : 26387.596484 ∣ critic_ganloss : -492.090274 ∣ generator_nllloss : 5281.663477 ∣ generator_ganloss : 1025.348242 ∣     [  std_z : 0.99  real_sub_fake : 2007.86 ]
[  epoch 0011/0040] 1800/4800, lr:5.0e-05 ∣ avg_100 : 32016.218446 ∣ critic_nllloss : 26172.689844 ∣ critic_ganloss : -509.201447 ∣ generator_nllloss : 5327.779297 ∣ generator_ganloss : 1012.218506 ∣     [  std_z : 0.99  real_sub_fake : 2003.66 ]
[  epoch 0011/0040] 1810/4800, lr:5.0e-05 ∣ avg_100 : 32013.165778 ∣ critic_nllloss : 26179.016016 ∣ critic_ganloss : -481.038086 ∣ generator_nllloss : 5164.898828 ∣ generator_ganloss : 1011.722217 ∣     [  std_z : 0.99  real_sub_fake : 1870.57 ]
[  epoch 0011/0040] 1820/4800, lr:5.0e-05 ∣ avg_100 : 32013.900730 ∣ critic_nllloss : 26121.289258 ∣ critic_ganloss : -527.592969 ∣ generator_nllloss : 5131.598437 ∣ generator_ganloss : 1031.456348 ∣     [  std_z : 0.99  real_sub_fake : 1837.09 ]
[  epoch 0011/0040] 1830/4800, lr:5.0e-05 ∣ avg_100 : 32016.158107 ∣ critic_nllloss : 26262.337891 ∣ critic_ganloss : -471.511850 ∣ generator_nllloss : 5316.272852 ∣ generator_ganloss : 1026.359326 ∣     [  std_z : 0.99  real_sub_fake : 1995.57 ]
[  epoch 0011/0040] 1840/4800, lr:5.0e-05 ∣ avg_100 : 32015.089872 ∣ critic_nllloss : 26244.741992 ∣ critic_ganloss : -527.306506 ∣ generator_nllloss : 5248.115820 ∣ generator_ganloss : 1026.221777 ∣     [  std_z : 0.99  real_sub_fake : 1990.35 ]
[  epoch 0011/0040] 1850/4800, lr:5.0e-05 ∣ avg_100 : 32019.902518 ∣ critic_nllloss : 26138.751953 ∣ critic_ganloss : -124.520958 ∣ generator_nllloss : 5236.345312 ∣ generator_ganloss : 1064.931592 ∣     [  std_z : 0.99  real_sub_fake : 1374.75 ]
[  epoch 0011/0040] 1860/4800, lr:5.0e-05 ∣ avg_100 : 32026.797461 ∣ critic_nllloss : 26257.663477 ∣ critic_ganloss : -78.875185 ∣ generator_nllloss : 5224.251758 ∣ generator_ganloss : 1109.596094 ∣  [  std_z : 0.99  real_sub_fake : 379.12 ]
[  epoch 0011/0040] 1870/4800, lr:5.0e-05 ∣ avg_100 : 32029.434430 ∣ critic_nllloss : 26195.675977 ∣ critic_ganloss : -130.354913 ∣ generator_nllloss : 5124.198828 ∣ generator_ganloss : 1133.187988 ∣     [  std_z : 0.99  real_sub_fake : 324.45 ]
[  epoch 0011/0040] 1880/4800, lr:5.0e-05 ∣ avg_100 : 32031.954741 ∣ critic_nllloss : 26180.369531 ∣ critic_ganloss : -171.200766 ∣ generator_nllloss : 5197.971094 ∣ generator_ganloss : 1104.030273 ∣     [  std_z : 1.00  real_sub_fake : 437.74 ]
[  epoch 0011/0040] 1890/4800, lr:5.0e-05 ∣ avg_100 : 32033.831195 ∣ critic_nllloss : 26337.569531 ∣ critic_ganloss : -241.245631 ∣ generator_nllloss : 5263.980078 ∣ generator_ganloss : 1071.548535 ∣     [  std_z : 1.00  real_sub_fake : 719.61 ]
[  epoch 0011/0040] 1900/4800, lr:5.0e-05 ∣ avg_100 : 32034.695694 ∣ critic_nllloss : 26332.039062 ∣ critic_ganloss : -293.520039 ∣ generator_nllloss : 5271.929883 ∣ generator_ganloss : 1031.628076 ∣     [  std_z : 1.00  real_sub_fake : 887.82 ]
[  epoch 0011/0040] 1910/4800, lr:5.0e-05 ∣ avg_100 : 32037.540915 ∣ critic_nllloss : 26211.437500 ∣ critic_ganloss : -422.678934 ∣ generator_nllloss : 5247.704492 ∣ generator_ganloss : 987.289844 ∣  [  std_z : 0.99  real_sub_fake : 1333.26 ]
[  epoch 0011/0040] 1920/4800, lr:5.0e-05 ∣ avg_100 : 32032.506807 ∣ critic_nllloss : 26096.007812 ∣ critic_ganloss : -438.049890 ∣ generator_nllloss : 5167.078906 ∣ generator_ganloss : 962.618994 ∣  [  std_z : 0.99  real_sub_fake : 1643.98 ]
[  epoch 0011/0040] 1930/4800, lr:5.0e-05 ∣ avg_100 : 32031.142003 ∣ critic_nllloss : 26233.974414 ∣ critic_ganloss : -477.349344 ∣ generator_nllloss : 5280.452148 ∣ generator_ganloss : 953.853174 ∣  [  std_z : 0.99  real_sub_fake : 1878.11 ]
[  epoch 0011/0040] 1940/4800, lr:5.0e-05 ∣ avg_100 : 32031.250787 ∣ critic_nllloss : 26211.339062 ∣ critic_ganloss : -449.096890 ∣ generator_nllloss : 5177.792969 ∣ generator_ganloss : 996.925195 ∣  [  std_z : 0.99  real_sub_fake : 1645.24 ]
[  epoch 0011/0040] 1950/4800, lr:5.0e-05 ∣ avg_100 : 32033.057364 ∣ critic_nllloss : 26378.457031 ∣ critic_ganloss : -519.726596 ∣ generator_nllloss : 5245.631445 ∣ generator_ganloss : 976.004883 ∣  [  std_z : 0.99  real_sub_fake : 1835.67 ]
[  epoch 0011/0040] 1960/4800, lr:5.0e-05 ∣ avg_100 : 32033.721707 ∣ critic_nllloss : 26188.132617 ∣ critic_ganloss : -447.656073 ∣ generator_nllloss : 5291.661328 ∣ generator_ganloss : 1007.469873 ∣     [  std_z : 0.99  real_sub_fake : 1822.83 ]
[  epoch 0011/0040] 1970/4800, lr:5.0e-05 ∣ avg_100 : 32034.436090 ∣ critic_nllloss : 26179.226758 ∣ critic_ganloss : -464.213391 ∣ generator_nllloss : 5250.792578 ∣ generator_ganloss : 995.703613 ∣  [  std_z : 0.99  real_sub_fake : 2002.73 ]
[  epoch 0011/0040] 1980/4800, lr:5.0e-05 ∣ avg_100 : 32034.671356 ∣ critic_nllloss : 26282.293945 ∣ critic_ganloss : -411.636166 ∣ generator_nllloss : 5193.626758 ∣ generator_ganloss : 1059.840332 ∣     [  std_z : 0.98  real_sub_fake : 1483.21 ]
[  epoch 0011/0040] 1990/4800, lr:5.0e-05 ∣ avg_100 : 32038.243544 ∣ critic_nllloss : 26276.058984 ∣ critic_ganloss : -439.766318 ∣ generator_nllloss : 5302.216016 ∣ generator_ganloss : 1082.854248 ∣     [  std_z : 0.99  real_sub_fake : 1522.79 ]
[  epoch 0011/0040] 2000/4800, lr:5.0e-05 ∣ avg_100 : 32043.090238 ∣ critic_nllloss : 26416.475977 ∣ critic_ganloss : -442.140076 ∣ generator_nllloss : 5268.031641 ∣ generator_ganloss : 1088.515332 ∣     [  std_z : 0.97  real_sub_fake : 1702.14 ]
[  epoch 0011/0040] 2010/4800, lr:5.0e-05 ∣ avg_100 : 32045.283468 ∣ critic_nllloss : 26218.294336 ∣ critic_ganloss : -481.206583 ∣ generator_nllloss : 5255.123438 ∣ generator_ganloss : 1104.066797 ∣     [  std_z : 0.99  real_sub_fake : 1663.30 ]
[  epoch 0011/0040] 2020/4800, lr:5.0e-05 ∣ avg_100 : 32040.778529 ∣ critic_nllloss : 26027.532813 ∣ critic_ganloss : -543.187872 ∣ generator_nllloss : 5243.835938 ∣ generator_ganloss : 1076.096973 ∣     [  std_z : 0.98  real_sub_fake : 2157.58 ]
[  epoch 0011/0040] 2030/4800, lr:5.0e-05 ∣ avg_100 : 32036.798762 ∣ critic_nllloss : 26167.463477 ∣ critic_ganloss : -543.508887 ∣ generator_nllloss : 5237.453516 ∣ generator_ganloss : 1110.306152 ∣     [  std_z : 0.99  real_sub_fake : 2019.19 ]
[  epoch 0011/0040] 2040/4800, lr:5.0e-05 ∣ avg_100 : 32037.000825 ∣ critic_nllloss : 26306.553711 ∣ critic_ganloss : -596.935870 ∣ generator_nllloss : 5296.021680 ∣ generator_ganloss : 1098.563916 ∣     [  std_z : 1.00  real_sub_fake : 2257.90 ]
[  epoch 0011/0040] 2050/4800, lr:5.0e-05 ∣ avg_100 : 32035.922533 ∣ critic_nllloss : 26253.805273 ∣ critic_ganloss : -632.642535 ∣ generator_nllloss : 5265.425781 ∣ generator_ganloss : 1078.355713 ∣     [  std_z : 0.99  real_sub_fake : 2293.44 ]
[  epoch 0011/0040] 2060/4800, lr:5.0e-05 ∣ avg_100 : 32038.112693 ∣ critic_nllloss : 26290.052734 ∣ critic_ganloss : -529.176758 ∣ generator_nllloss : 5350.465234 ∣ generator_ganloss : 1118.040186 ∣     [  std_z : 0.99  real_sub_fake : 2528.10 ]
[  epoch 0011/0040] 2070/4800, lr:5.0e-05 ∣ avg_100 : 32038.728362 ∣ critic_nllloss : 26316.933203 ∣ critic_ganloss : -598.900616 ∣ generator_nllloss : 5225.727930 ∣ generator_ganloss : 1131.440430 ∣     [  std_z : 0.98  real_sub_fake : 1966.66 ]
[  epoch 0011/0040] 2080/4800, lr:5.0e-05 ∣ avg_100 : 32039.122615 ∣ critic_nllloss : 26225.062695 ∣ critic_ganloss : -434.999377 ∣ generator_nllloss : 5252.587695 ∣ generator_ganloss : 1094.722803 ∣     [  std_z : 0.99  real_sub_fake : 1903.73 ]
[  epoch 0011/0040] 2090/4800, lr:5.0e-05 ∣ avg_100 : 32038.539585 ∣ critic_nllloss : 26214.801563 ∣ critic_ganloss : -525.520416 ∣ generator_nllloss : 5172.818359 ∣ generator_ganloss : 1076.579736 ∣     [  std_z : 0.98  real_sub_fake : 2087.87 ]
[  epoch 0011/0040] 2100/4800, lr:5.0e-05 ∣ avg_100 : 32037.472848 ∣ critic_nllloss : 26028.494531 ∣ critic_ganloss : -517.527722 ∣ generator_nllloss : 5226.624805 ∣ generator_ganloss : 1073.225195 ∣     [  std_z : 0.98  real_sub_fake : 1914.21 ]
[  epoch 0011/0040] 2110/4800, lr:5.0e-05 ∣ avg_100 : 32039.953482 ∣ critic_nllloss : 26357.665430 ∣ critic_ganloss : -589.823035 ∣ generator_nllloss : 5249.265820 ∣ generator_ganloss : 1066.937695 ∣     [  std_z : 0.99  real_sub_fake : 2177.33 ]
[  epoch 0011/0040] 2120/4800, lr:5.0e-05 ∣ avg_100 : 32042.401938 ∣ critic_nllloss : 26479.681836 ∣ critic_ganloss : -566.014661 ∣ generator_nllloss : 5262.240039 ∣ generator_ganloss : 1059.672607 ∣     [  std_z : 0.99  real_sub_fake : 2262.96 ]
[  epoch 0011/0040] 2130/4800, lr:5.0e-05 ∣ avg_100 : 32041.779187 ∣ critic_nllloss : 26228.872266 ∣ critic_ganloss : -554.839362 ∣ generator_nllloss : 5179.637305 ∣ generator_ganloss : 1103.089062 ∣     [  std_z : 0.99  real_sub_fake : 2062.13 ]
[  epoch 0011/0040] 2140/4800, lr:5.0e-05 ∣ avg_100 : 32043.829797 ∣ critic_nllloss : 25975.762305 ∣ critic_ganloss : -507.691666 ∣ generator_nllloss : 5314.753320 ∣ generator_ganloss : 1052.908203 ∣     [  std_z : 0.98  real_sub_fake : 1917.13 ]
[  epoch 0011/0040] 2150/4800, lr:5.0e-05 ∣ avg_100 : 32042.652495 ∣ critic_nllloss : 26146.872656 ∣ critic_ganloss : -589.098505 ∣ generator_nllloss : 5255.106055 ∣ generator_ganloss : 1046.099316 ∣     [  std_z : 0.98  real_sub_fake : 2268.85 ]
[  epoch 0011/0040] 2160/4800, lr:5.0e-05 ∣ avg_100 : 32042.474679 ∣ critic_nllloss : 26145.322852 ∣ critic_ganloss : -413.648737 ∣ generator_nllloss : 5282.507422 ∣ generator_ganloss : 1056.720215 ∣     [  std_z : 0.98  real_sub_fake : 1940.25 ]
[  epoch 0011/0040] 2170/4800, lr:5.0e-05 ∣ avg_100 : 32043.817317 ∣ critic_nllloss : 26393.630859 ∣ critic_ganloss : -548.383728 ∣ generator_nllloss : 5284.576563 ∣ generator_ganloss : 1070.102783 ∣     [  std_z : 0.99  real_sub_fake : 1772.73 ]
[  epoch 0011/0040] 2180/4800, lr:5.0e-05 ∣ avg_100 : 32043.873760 ∣ critic_nllloss : 26457.778125 ∣ critic_ganloss : -563.543518 ∣ generator_nllloss : 5307.225781 ∣ generator_ganloss : 1046.785938 ∣     [  std_z : 1.00  real_sub_fake : 2175.17 ]
[  epoch 0011/0040] 2190/4800, lr:5.0e-05 ∣ avg_100 : 32043.776093 ∣ critic_nllloss : 26317.675195 ∣ critic_ganloss : -582.622107 ∣ generator_nllloss : 5356.260742 ∣ generator_ganloss : 1057.575537 ∣     [  std_z : 0.98  real_sub_fake : 2390.11 ]
[  epoch 0011/0040] 2200/4800, lr:5.0e-05 ∣ avg_100 : 32041.853867 ∣ critic_nllloss : 26151.153516 ∣ critic_ganloss : -464.422400 ∣ generator_nllloss : 5222.924219 ∣ generator_ganloss : 1049.923291 ∣     [  std_z : 0.99  real_sub_fake : 1931.36 ]
[  epoch 0011/0040] 2210/4800, lr:5.0e-05 ∣ avg_100 : 32039.452995 ∣ critic_nllloss : 26142.095703 ∣ critic_ganloss : -685.505908 ∣ generator_nllloss : 5226.294141 ∣ generator_ganloss : 1057.075781 ∣     [  std_z : 0.98  real_sub_fake : 2199.61 ]
[  epoch 0011/0040] 2220/4800, lr:5.0e-05 ∣ avg_100 : 32036.936126 ∣ critic_nllloss : 26165.066602 ∣ critic_ganloss : -636.006305 ∣ generator_nllloss : 5194.171094 ∣ generator_ganloss : 1056.702344 ∣     [  std_z : 0.99  real_sub_fake : 2343.43 ]
[  epoch 0011/0040] 2230/4800, lr:5.0e-05 ∣ avg_100 : 32036.691338 ∣ critic_nllloss : 26092.205859 ∣ critic_ganloss : -460.529132 ∣ generator_nllloss : 5167.916992 ∣ generator_ganloss : 1023.936475 ∣     [  std_z : 1.00  real_sub_fake : 2438.92 ]
[  epoch 0011/0040] 2240/4800, lr:5.0e-05 ∣ avg_100 : 32037.120478 ∣ critic_nllloss : 26127.014648 ∣ critic_ganloss : -490.495758 ∣ generator_nllloss : 5269.604688 ∣ generator_ganloss : 1043.354785 ∣     [  std_z : 1.00  real_sub_fake : 1810.66 ]
[  epoch 0011/0040] 2250/4800, lr:5.0e-05 ∣ avg_100 : 32039.592097 ∣ critic_nllloss : 26205.385352 ∣ critic_ganloss : -497.507639 ∣ generator_nllloss : 5201.967578 ∣ generator_ganloss : 1019.364453 ∣     [  std_z : 0.98  real_sub_fake : 1799.82 ]
[  epoch 0011/0040] 2260/4800, lr:5.0e-05 ∣ avg_100 : 32041.029048 ∣ critic_nllloss : 26183.447852 ∣ critic_ganloss : -478.888632 ∣ generator_nllloss : 5262.568945 ∣ generator_ganloss : 1025.922314 ∣     [  std_z : 0.97  real_sub_fake : 1801.98 ]
[  epoch 0011/0040] 2270/4800, lr:5.0e-05 ∣ avg_100 : 32043.399180 ∣ critic_nllloss : 26027.832422 ∣ critic_ganloss : -340.842551 ∣ generator_nllloss : 5219.816016 ∣ generator_ganloss : 1028.261035 ∣     [  std_z : 0.97  real_sub_fake : 1734.44 ]
[  epoch 0011/0040] 2280/4800, lr:5.0e-05 ∣ avg_100 : 32044.606068 ∣ critic_nllloss : 26277.041211 ∣ critic_ganloss : -497.397964 ∣ generator_nllloss : 5303.970898 ∣ generator_ganloss : 1009.477588 ∣     [  std_z : 0.99  real_sub_fake : 1689.64 ]
[  epoch 0011/0040] 2290/4800, lr:5.0e-05 ∣ avg_100 : 32041.365631 ∣ critic_nllloss : 25971.864063 ∣ critic_ganloss : -501.608456 ∣ generator_nllloss : 5289.278320 ∣ generator_ganloss : 1024.107471 ∣     [  std_z : 0.99  real_sub_fake : 1601.54 ]
[  epoch 0011/0040] 2300/4800, lr:5.0e-05 ∣ avg_100 : 32042.534773 ∣ critic_nllloss : 26124.685937 ∣ critic_ganloss : -473.005023 ∣ generator_nllloss : 5202.667188 ∣ generator_ganloss : 1026.698926 ∣     [  std_z : 0.99  real_sub_fake : 2205.85 ]
[  epoch 0011/0040] 2310/4800, lr:5.0e-05 ∣ avg_100 : 32044.503556 ∣ critic_nllloss : 26285.224414 ∣ critic_ganloss : -529.914383 ∣ generator_nllloss : 5240.332227 ∣ generator_ganloss : 1078.956006 ∣     [  std_z : 0.99  real_sub_fake : 1852.87 ]
[  epoch 0011/0040] 2320/4800, lr:5.0e-05 ∣ avg_100 : 32043.314640 ∣ critic_nllloss : 26136.016016 ∣ critic_ganloss : -380.095874 ∣ generator_nllloss : 5175.915234 ∣ generator_ganloss : 1111.944434 ∣     [  std_z : 0.98  real_sub_fake : 1603.91 ]
[  epoch 0011/0040] 2330/4800, lr:5.0e-05 ∣ avg_100 : 32043.802247 ∣ critic_nllloss : 26148.650195 ∣ critic_ganloss : -504.908411 ∣ generator_nllloss : 5230.702344 ∣ generator_ganloss : 1106.784863 ∣     [  std_z : 0.98  real_sub_fake : 1571.00 ]
[  epoch 0011/0040] 2340/4800, lr:5.0e-05 ∣ avg_100 : 32042.463893 ∣ critic_nllloss : 26063.964258 ∣ critic_ganloss : -455.679376 ∣ generator_nllloss : 5187.249414 ∣ generator_ganloss : 1082.006299 ∣     [  std_z : 0.99  real_sub_fake : 1906.99 ]
[  epoch 0011/0040] 2350/4800, lr:5.0e-05 ∣ avg_100 : 32045.208562 ∣ critic_nllloss : 26418.208008 ∣ critic_ganloss : -492.580634 ∣ generator_nllloss : 5264.465820 ∣ generator_ganloss : 1083.352490 ∣     [  std_z : 1.00  real_sub_fake : 1923.32 ]
[  epoch 0011/0040] 2360/4800, lr:5.0e-05 ∣ avg_100 : 32043.020876 ∣ critic_nllloss : 26202.707617 ∣ critic_ganloss : -585.233368 ∣ generator_nllloss : 5175.524414 ∣ generator_ganloss : 1087.426025 ∣     [  std_z : 1.01  real_sub_fake : 1971.77 ]
[  epoch 0011/0040] 2370/4800, lr:5.0e-05 ∣ avg_100 : 32046.660324 ∣ critic_nllloss : 26322.008008 ∣ critic_ganloss : -479.179401 ∣ generator_nllloss : 5297.382617 ∣ generator_ganloss : 1078.040771 ∣     [  std_z : 0.99  real_sub_fake : 2195.64 ]
[  epoch 0011/0040] 2380/4800, lr:5.0e-05 ∣ avg_100 : 32050.645207 ∣ critic_nllloss : 26324.684570 ∣ critic_ganloss : -517.987021 ∣ generator_nllloss : 5320.075977 ∣ generator_ganloss : 1086.147168 ∣     [  std_z : 1.00  real_sub_fake : 1916.97 ]
[  epoch 0011/0040] 2390/4800, lr:5.0e-05 ∣ avg_100 : 32053.710994 ∣ critic_nllloss : 26589.517969 ∣ critic_ganloss : -614.057635 ∣ generator_nllloss : 5363.002344 ∣ generator_ganloss : 1060.566455 ∣     [  std_z : 0.98  real_sub_fake : 2089.68 ]
[  epoch 0011/0040] 2400/4800, lr:5.0e-05 ∣ avg_100 : 32051.380233 ∣ critic_nllloss : 26113.614648 ∣ critic_ganloss : -422.145743 ∣ generator_nllloss : 5163.109570 ∣ generator_ganloss : 1059.509033 ∣     [  std_z : 0.97  real_sub_fake : 2037.68 ]
[  epoch 0011/0040] 2410/4800, lr:5.0e-05 ∣ avg_100 : 32049.187544 ∣ critic_nllloss : 26107.824219 ∣ critic_ganloss : -506.239255 ∣ generator_nllloss : 5295.379102 ∣ generator_ganloss : 1041.909180 ∣     [  std_z : 0.97  real_sub_fake : 1948.72 ]
[  epoch 0011/0040] 2420/4800, lr:5.0e-05 ∣ avg_100 : 32049.220298 ∣ critic_nllloss : 26337.858398 ∣ critic_ganloss : -524.610999 ∣ generator_nllloss : 5272.232422 ∣ generator_ganloss : 1045.848975 ∣     [  std_z : 0.99  real_sub_fake : 1864.45 ]
[  epoch 0011/0040] 2430/4800, lr:5.0e-05 ∣ avg_100 : 32046.196971 ∣ critic_nllloss : 26041.583594 ∣ critic_ganloss : -464.004935 ∣ generator_nllloss : 5222.870703 ∣ generator_ganloss : 1054.319678 ∣     [  std_z : 0.99  real_sub_fake : 1737.86 ]
[  epoch 0011/0040] 2440/4800, lr:5.0e-05 ∣ avg_100 : 32046.705953 ∣ critic_nllloss : 26215.829883 ∣ critic_ganloss : -471.817572 ∣ generator_nllloss : 5164.189062 ∣ generator_ganloss : 1031.379492 ∣     [  std_z : 1.00  real_sub_fake : 1889.45 ]
[  epoch 0011/0040] 2450/4800, lr:5.0e-05 ∣ avg_100 : 32044.966925 ∣ critic_nllloss : 26088.312109 ∣ critic_ganloss : -464.562897 ∣ generator_nllloss : 5281.290430 ∣ generator_ganloss : 1036.562549 ∣     [  std_z : 0.99  real_sub_fake : 1724.29 ]
[  epoch 0011/0040] 2460/4800, lr:5.0e-05 ∣ avg_100 : 32041.442288 ∣ critic_nllloss : 26090.458203 ∣ critic_ganloss : -549.230847 ∣ generator_nllloss : 5218.412891 ∣ generator_ganloss : 1007.217773 ∣     [  std_z : 0.99  real_sub_fake : 1986.92 ]
[  epoch 0011/0040] 2470/4800, lr:5.0e-05 ∣ avg_100 : 32042.639123 ∣ critic_nllloss : 26346.442969 ∣ critic_ganloss : -513.998383 ∣ generator_nllloss : 5287.515625 ∣ generator_ganloss : 1057.278418 ∣     [  std_z : 0.98  real_sub_fake : 2309.42 ]
[  epoch 0011/0040] 2480/4800, lr:5.0e-05 ∣ avg_100 : 32045.674866 ∣ critic_nllloss : 26147.342773 ∣ critic_ganloss : -247.473062 ∣ generator_nllloss : 5252.696094 ∣ generator_ganloss : 1010.630664 ∣     [  std_z : 0.99  real_sub_fake : 1382.30 ]
[  epoch 0011/0040] 2490/4800, lr:5.0e-05 ∣ avg_100 : 32044.301761 ∣ critic_nllloss : 26117.830273 ∣ critic_ganloss : -291.577769 ∣ generator_nllloss : 5118.118750 ∣ generator_ganloss : 1033.529932 ∣     [  std_z : 0.99  real_sub_fake : 875.70 ]
[  epoch 0011/0040] 2500/4800, lr:5.0e-05 ∣ avg_100 : 32048.072855 ∣ critic_nllloss : 26225.100977 ∣ critic_ganloss : -313.298163 ∣ generator_nllloss : 5232.954492 ∣ generator_ganloss : 1031.521387 ∣     [  std_z : 0.99  real_sub_fake : 948.53 ]
[  epoch 0011/0040] 2510/4800, lr:5.0e-05 ∣ avg_100 : 32048.382650 ∣ critic_nllloss : 26071.769531 ∣ critic_ganloss : -384.067282 ∣ generator_nllloss : 5156.263086 ∣ generator_ganloss : 1039.411328 ∣     [  std_z : 0.99  real_sub_fake : 1249.64 ]
[  epoch 0011/0040] 2520/4800, lr:5.0e-05 ∣ avg_100 : 32047.640305 ∣ critic_nllloss : 26199.354297 ∣ critic_ganloss : -344.862985 ∣ generator_nllloss : 5261.106250 ∣ generator_ganloss : 1073.647852 ∣     [  std_z : 1.00  real_sub_fake : 1360.42 ]
[  epoch 0011/0040] 2530/4800, lr:5.0e-05 ∣ avg_100 : 32049.367678 ∣ critic_nllloss : 26223.165820 ∣ critic_ganloss : -491.314267 ∣ generator_nllloss : 5204.248828 ∣ generator_ganloss : 1054.885791 ∣     [  std_z : 0.98  real_sub_fake : 1564.91 ]
[  epoch 0011/0040] 2540/4800, lr:5.0e-05 ∣ avg_100 : 32044.979712 ∣ critic_nllloss : 25905.950977 ∣ critic_ganloss : -514.818164 ∣ generator_nllloss : 5147.193164 ∣ generator_ganloss : 1094.389111 ∣     [  std_z : 0.98  real_sub_fake : 1910.25 ]
[  epoch 0011/0040] 2550/4800, lr:5.0e-05 ∣ avg_100 : 32043.672954 ∣ critic_nllloss : 26158.947070 ∣ critic_ganloss : -543.152429 ∣ generator_nllloss : 5235.374219 ∣ generator_ganloss : 1097.336621 ∣     [  std_z : 0.98  real_sub_fake : 2115.63 ]
[  epoch 0011/0040] 2560/4800, lr:5.0e-05 ∣ avg_100 : 32042.745097 ∣ critic_nllloss : 26209.823437 ∣ critic_ganloss : -484.229626 ∣ generator_nllloss : 5208.304883 ∣ generator_ganloss : 1102.121143 ∣     [  std_z : 0.99  real_sub_fake : 1742.30 ]
[  epoch 0011/0040] 2570/4800, lr:5.0e-05 ∣ avg_100 : 32044.022373 ∣ critic_nllloss : 26145.875781 ∣ critic_ganloss : -479.956046 ∣ generator_nllloss : 5279.329297 ∣ generator_ganloss : 1081.148828 ∣     [  std_z : 0.99  real_sub_fake : 1921.08 ]
[  epoch 0011/0040] 2580/4800, lr:5.0e-05 ∣ avg_100 : 32042.605228 ∣ critic_nllloss : 26102.757617 ∣ critic_ganloss : -402.495520 ∣ generator_nllloss : 5173.004297 ∣ generator_ganloss : 1093.186670 ∣     [  std_z : 1.01  real_sub_fake : 2097.52 ]
[  epoch 0011/0040] 2590/4800, lr:5.0e-05 ∣ avg_100 : 32040.059426 ∣ critic_nllloss : 26061.432812 ∣ critic_ganloss : -442.725189 ∣ generator_nllloss : 5167.810938 ∣ generator_ganloss : 1067.709131 ∣     [  std_z : 1.00  real_sub_fake : 1689.50 ]
[  epoch 0011/0040] 2600/4800, lr:5.0e-05 ∣ avg_100 : 32040.803411 ∣ critic_nllloss : 26464.555859 ∣ critic_ganloss : -561.617361 ∣ generator_nllloss : 5301.301758 ∣ generator_ganloss : 1039.231396 ∣     [  std_z : 0.99  real_sub_fake : 1742.58 ]
[  epoch 0011/0040] 2610/4800, lr:5.0e-05 ∣ avg_100 : 32034.790142 ∣ critic_nllloss : 26094.168164 ∣ critic_ganloss : -573.853510 ∣ generator_nllloss : 5281.374609 ∣ generator_ganloss : 1035.232275 ∣     [  std_z : 0.97  real_sub_fake : 2122.37 ]
[  epoch 0011/0040] 2620/4800, lr:5.0e-05 ∣ avg_100 : 32029.295728 ∣ critic_nllloss : 26206.608789 ∣ critic_ganloss : -592.040588 ∣ generator_nllloss : 5221.833984 ∣ generator_ganloss : 1050.832227 ∣     [  std_z : 0.96  real_sub_fake : 2188.86 ]
[  epoch 0011/0040] 2630/4800, lr:5.0e-05 ∣ avg_100 : 32026.425116 ∣ critic_nllloss : 26093.782227 ∣ critic_ganloss : -619.375354 ∣ generator_nllloss : 5211.370703 ∣ generator_ganloss : 1047.979687 ∣     [  std_z : 0.98  real_sub_fake : 2319.11 ]
[  epoch 0011/0040] 2640/4800, lr:5.0e-05 ∣ avg_100 : 32028.190738 ∣ critic_nllloss : 26300.357812 ∣ critic_ganloss : -564.811078 ∣ generator_nllloss : 5364.385742 ∣ generator_ganloss : 1041.190039 ∣     [  std_z : 0.99  real_sub_fake : 2249.62 ]
[  epoch 0011/0040] 2650/4800, lr:5.0e-05 ∣ avg_100 : 32026.797584 ∣ critic_nllloss : 26099.479297 ∣ critic_ganloss : -399.948956 ∣ generator_nllloss : 5218.636914 ∣ generator_ganloss : 1041.636719 ∣     [  std_z : 1.00  real_sub_fake : 2072.60 ]
[  epoch 0011/0040] 2660/4800, lr:5.0e-05 ∣ avg_100 : 32028.027706 ∣ critic_nllloss : 26293.416602 ∣ critic_ganloss : -437.194162 ∣ generator_nllloss : 5302.605469 ∣ generator_ganloss : 1025.832373 ∣     [  std_z : 0.99  real_sub_fake : 1561.99 ]
[  epoch 0011/0040] 2670/4800, lr:5.0e-05 ∣ avg_100 : 32026.913712 ∣ critic_nllloss : 26237.434766 ∣ critic_ganloss : -431.954028 ∣ generator_nllloss : 5223.909375 ∣ generator_ganloss : 991.471387 ∣  [  std_z : 0.98  real_sub_fake : 1563.44 ]
[  epoch 0011/0040] 2680/4800, lr:5.0e-05 ∣ avg_100 : 32026.624210 ∣ critic_nllloss : 26304.685156 ∣ critic_ganloss : -465.453455 ∣ generator_nllloss : 5271.877930 ∣ generator_ganloss : 1005.932080 ∣     [  std_z : 0.98  real_sub_fake : 1772.17 ]
[  epoch 0011/0040] 2690/4800, lr:5.0e-05 ∣ avg_100 : 32027.358493 ∣ critic_nllloss : 26423.286914 ∣ critic_ganloss : -412.135519 ∣ generator_nllloss : 5245.562109 ∣ generator_ganloss : 1032.883887 ∣     [  std_z : 0.98  real_sub_fake : 1805.03 ]
[  epoch 0011/0040] 2700/4800, lr:5.0e-05 ∣ avg_100 : 32026.542726 ∣ critic_nllloss : 26186.631445 ∣ critic_ganloss : -460.284326 ∣ generator_nllloss : 5237.938281 ∣ generator_ganloss : 1031.524170 ∣     [  std_z : 0.99  real_sub_fake : 1680.36 ]
[  epoch 0011/0040] 2710/4800, lr:5.0e-05 ∣ avg_100 : 32028.332541 ∣ critic_nllloss : 26191.138477 ∣ critic_ganloss : -526.969095 ∣ generator_nllloss : 5267.103516 ∣ generator_ganloss : 1027.441113 ∣     [  std_z : 0.99  real_sub_fake : 1814.31 ]
[  epoch 0011/0040] 2720/4800, lr:5.0e-05 ∣ avg_100 : 32029.152218 ∣ critic_nllloss : 26335.936523 ∣ critic_ganloss : -601.298187 ∣ generator_nllloss : 5171.009766 ∣ generator_ganloss : 1027.806689 ∣     [  std_z : 1.00  real_sub_fake : 1895.20 ]
[  epoch 0011/0040] 2730/4800, lr:5.0e-05 ∣ avg_100 : 32025.571666 ∣ critic_nllloss : 26073.007031 ∣ critic_ganloss : -519.513599 ∣ generator_nllloss : 5136.085547 ∣ generator_ganloss : 1020.020801 ∣     [  std_z : 0.98  real_sub_fake : 2099.44 ]
[  epoch 0011/0040] 2740/4800, lr:5.0e-05 ∣ avg_100 : 32025.496652 ∣ critic_nllloss : 26327.569531 ∣ critic_ganloss : -397.856360 ∣ generator_nllloss : 5155.632812 ∣ generator_ganloss : 1055.495459 ∣     [  std_z : 0.98  real_sub_fake : 1978.53 ]
[  epoch 0011/0040] 2750/4800, lr:5.0e-05 ∣ avg_100 : 32026.881841 ∣ critic_nllloss : 26292.640625 ∣ critic_ganloss : -490.346109 ∣ generator_nllloss : 5262.627734 ∣ generator_ganloss : 1048.117383 ∣     [  std_z : 0.98  real_sub_fake : 1673.28 ]
[  epoch 0011/0040] 2760/4800, lr:5.0e-05 ∣ avg_100 : 32026.099216 ∣ critic_nllloss : 26117.753125 ∣ critic_ganloss : -456.404437 ∣ generator_nllloss : 5220.076758 ∣ generator_ganloss : 1013.981445 ∣     [  std_z : 0.98  real_sub_fake : 1923.43 ]
[  epoch 0011/0040] 2770/4800, lr:5.0e-05 ∣ avg_100 : 32026.513016 ∣ critic_nllloss : 25962.224609 ∣ critic_ganloss : -379.155716 ∣ generator_nllloss : 5166.600977 ∣ generator_ganloss : 1031.807764 ∣     [  std_z : 1.00  real_sub_fake : 1498.19 ]
[  epoch 0011/0040] 2780/4800, lr:5.0e-05 ∣ avg_100 : 32030.288058 ∣ critic_nllloss : 26300.646680 ∣ critic_ganloss : -379.962558 ∣ generator_nllloss : 5316.046680 ∣ generator_ganloss : 1043.187500 ∣     [  std_z : 1.01  real_sub_fake : 1507.73 ]
[  epoch 0011/0040] 2790/4800, lr:5.0e-05 ∣ avg_100 : 32028.155594 ∣ critic_nllloss : 26170.724219 ∣ critic_ganloss : -466.354514 ∣ generator_nllloss : 5260.054688 ∣ generator_ganloss : 1024.847168 ∣     [  std_z : 1.01  real_sub_fake : 1584.83 ]
[  epoch 0011/0040] 2800/4800, lr:5.0e-05 ∣ avg_100 : 32029.324583 ∣ critic_nllloss : 26220.119141 ∣ critic_ganloss : -462.990079 ∣ generator_nllloss : 5330.184375 ∣ generator_ganloss : 1033.071631 ∣     [  std_z : 0.99  real_sub_fake : 1707.79 ]
[  epoch 0011/0040] 2810/4800, lr:5.0e-05 ∣ avg_100 : 32033.703973 ∣ critic_nllloss : 26344.478711 ∣ critic_ganloss : -348.893152 ∣ generator_nllloss : 5271.779102 ∣ generator_ganloss : 1045.173340 ∣     [  std_z : 0.98  real_sub_fake : 1601.99 ]
[  epoch 0011/0040] 2820/4800, lr:5.0e-05 ∣ avg_100 : 32037.136012 ∣ critic_nllloss : 26211.888281 ∣ critic_ganloss : -491.346051 ∣ generator_nllloss : 5307.388477 ∣ generator_ganloss : 1072.024268 ∣     [  std_z : 0.97  real_sub_fake : 1460.98 ]
[  epoch 0011/0040] 2830/4800, lr:5.0e-05 ∣ avg_100 : 32035.215261 ∣ critic_nllloss : 26103.193945 ∣ critic_ganloss : -449.881485 ∣ generator_nllloss : 5245.629297 ∣ generator_ganloss : 1042.441309 ∣     [  std_z : 0.97  real_sub_fake : 2001.01 ]
[  epoch 0011/0040] 2840/4800, lr:5.0e-05 ∣ avg_100 : 32037.108368 ∣ critic_nllloss : 26343.959375 ∣ critic_ganloss : -588.842999 ∣ generator_nllloss : 5345.729297 ∣ generator_ganloss : 1080.238135 ∣     [  std_z : 0.99  real_sub_fake : 1833.04 ]
[  epoch 0011/0040] 2850/4800, lr:5.0e-05 ∣ avg_100 : 32030.549014 ∣ critic_nllloss : 25810.104687 ∣ critic_ganloss : -411.120700 ∣ generator_nllloss : 5216.481250 ∣ generator_ganloss : 1044.107275 ∣     [  std_z : 0.98  real_sub_fake : 1974.77 ]
[  epoch 0011/0040] 2860/4800, lr:5.0e-05 ∣ avg_100 : 32027.025540 ∣ critic_nllloss : 26068.425391 ∣ critic_ganloss : -298.599158 ∣ generator_nllloss : 5327.138672 ∣ generator_ganloss : 1063.323828 ∣     [  std_z : 0.99  real_sub_fake : 1717.97 ]
[  epoch 0011/0040] 2870/4800, lr:5.0e-05 ∣ avg_100 : 32024.415127 ∣ critic_nllloss : 26219.825195 ∣ critic_ganloss : -443.405597 ∣ generator_nllloss : 5270.149609 ∣ generator_ganloss : 1015.097363 ∣     [  std_z : 0.98  real_sub_fake : 1295.12 ]
[  epoch 0011/0040] 2880/4800, lr:5.0e-05 ∣ avg_100 : 32021.778280 ∣ critic_nllloss : 26157.945312 ∣ critic_ganloss : -359.871838 ∣ generator_nllloss : 5254.378906 ∣ generator_ganloss : 995.033057 ∣  [  std_z : 0.98  real_sub_fake : 1269.28 ]
[  epoch 0011/0040] 2890/4800, lr:5.0e-05 ∣ avg_100 : 32018.726573 ∣ critic_nllloss : 26234.921484 ∣ critic_ganloss : -423.362842 ∣ generator_nllloss : 5298.356250 ∣ generator_ganloss : 1016.766943 ∣     [  std_z : 0.99  real_sub_fake : 1430.32 ]
[  epoch 0011/0040] 2900/4800, lr:5.0e-05 ∣ avg_100 : 32010.971623 ∣ critic_nllloss : 25872.755273 ∣ critic_ganloss : -488.265176 ∣ generator_nllloss : 5173.235937 ∣ generator_ganloss : 1008.855957 ∣     [  std_z : 0.99  real_sub_fake : 1684.75 ]
[  epoch 0011/0040] 2910/4800, lr:5.0e-05 ∣ avg_100 : 32011.975860 ∣ critic_nllloss : 26450.247461 ∣ critic_ganloss : -588.010431 ∣ generator_nllloss : 5259.186328 ∣ generator_ganloss : 1002.753223 ∣     [  std_z : 0.99  real_sub_fake : 2207.70 ]
[  epoch 0011/0040] 2920/4800, lr:5.0e-05 ∣ avg_100 : 32015.228356 ∣ critic_nllloss : 26259.040625 ∣ critic_ganloss : -477.790070 ∣ generator_nllloss : 5301.753906 ∣ generator_ganloss : 1029.900928 ∣     [  std_z : 0.98  real_sub_fake : 2244.48 ]
[  epoch 0011/0040] 2930/4800, lr:5.0e-05 ∣ avg_100 : 32014.940358 ∣ critic_nllloss : 26131.434375 ∣ critic_ganloss : -409.513849 ∣ generator_nllloss : 5185.684961 ∣ generator_ganloss : 1054.525146 ∣     [  std_z : 0.98  real_sub_fake : 1781.33 ]
[  epoch 0011/0040] 2940/4800, lr:5.0e-05 ∣ avg_100 : 32016.842828 ∣ critic_nllloss : 26164.162305 ∣ critic_ganloss : -344.390247 ∣ generator_nllloss : 5211.012109 ∣ generator_ganloss : 1096.423145 ∣     [  std_z : 0.99  real_sub_fake : 1196.67 ]
[  epoch 0011/0040] 2950/4800, lr:5.0e-05 ∣ avg_100 : 32015.868657 ∣ critic_nllloss : 26149.728906 ∣ critic_ganloss : -442.933572 ∣ generator_nllloss : 5207.179688 ∣ generator_ganloss : 1068.974609 ∣     [  std_z : 1.00  real_sub_fake : 1456.08 ]
[  epoch 0011/0040] 2960/4800, lr:5.0e-05 ∣ avg_100 : 32014.285815 ∣ critic_nllloss : 26027.811133 ∣ critic_ganloss : -477.440942 ∣ generator_nllloss : 5290.818555 ∣ generator_ganloss : 1040.134863 ∣     [  std_z : 0.99  real_sub_fake : 1803.73 ]
[  epoch 0011/0040] 2970/4800, lr:5.0e-05 ∣ avg_100 : 32015.519227 ∣ critic_nllloss : 26154.011914 ∣ critic_ganloss : -391.852539 ∣ generator_nllloss : 5241.278906 ∣ generator_ganloss : 1081.412402 ∣     [  std_z : 0.99  real_sub_fake : 1878.36 ]
[  epoch 0011/0040] 2980/4800, lr:5.0e-05 ∣ avg_100 : 32016.510161 ∣ critic_nllloss : 26294.217969 ∣ critic_ganloss : -485.646204 ∣ generator_nllloss : 5324.185352 ∣ generator_ganloss : 1090.461230 ∣     [  std_z : 0.98  real_sub_fake : 1681.96 ]
[  epoch 0011/0040] 2990/4800, lr:5.0e-05 ∣ avg_100 : 32012.215900 ∣ critic_nllloss : 26034.247070 ∣ critic_ganloss : -495.782367 ∣ generator_nllloss : 5156.807813 ∣ generator_ganloss : 1096.664258 ∣     [  std_z : 0.98  real_sub_fake : 1738.61 ]
[  epoch 0011/0040] 3000/4800, lr:5.0e-05 ∣ avg_100 : 32007.654387 ∣ critic_nllloss : 26150.635937 ∣ critic_ganloss : -570.401404 ∣ generator_nllloss : 5214.521875 ∣ generator_ganloss : 1079.975195 ∣     [  std_z : 0.98  real_sub_fake : 2136.25 ]
[  epoch 0011/0040] 3010/4800, lr:5.0e-05 ∣ avg_100 : 32005.088058 ∣ critic_nllloss : 26159.363672 ∣ critic_ganloss : -531.302466 ∣ generator_nllloss : 5173.256250 ∣ generator_ganloss : 1038.327637 ∣     [  std_z : 0.99  real_sub_fake : 2253.32 ]
[  epoch 0011/0040] 3020/4800, lr:5.0e-05 ∣ avg_100 : 32009.836685 ∣ critic_nllloss : 26350.737109 ∣ critic_ganloss : -445.177692 ∣ generator_nllloss : 5302.473828 ∣ generator_ganloss : 1071.107275 ∣     [  std_z : 1.00  real_sub_fake : 1731.96 ]
[  epoch 0011/0040] 3030/4800, lr:5.0e-05 ∣ avg_100 : 32010.351966 ∣ critic_nllloss : 26255.684375 ∣ critic_ganloss : -441.029102 ∣ generator_nllloss : 5183.775391 ∣ generator_ganloss : 1024.811719 ∣     [  std_z : 1.00  real_sub_fake : 1732.52 ]
[  epoch 0011/0040] 3040/4800, lr:5.0e-05 ∣ avg_100 : 32009.517791 ∣ critic_nllloss : 26122.412305 ∣ critic_ganloss : -350.196793 ∣ generator_nllloss : 5210.313086 ∣ generator_ganloss : 1038.257324 ∣     [  std_z : 1.00  real_sub_fake : 1554.54 ]
[  epoch 0011/0040] 3050/4800, lr:5.0e-05 ∣ avg_100 : 32007.004279 ∣ critic_nllloss : 25998.323633 ∣ critic_ganloss : -448.597284 ∣ generator_nllloss : 5166.484570 ∣ generator_ganloss : 997.382129 ∣  [  std_z : 1.00  real_sub_fake : 1390.62 ]
[  epoch 0011/0040] 3060/4800, lr:5.0e-05 ∣ avg_100 : 32001.999151 ∣ critic_nllloss : 26055.205469 ∣ critic_ganloss : -525.097864 ∣ generator_nllloss : 5204.104883 ∣ generator_ganloss : 994.656104 ∣  [  std_z : 0.99  real_sub_fake : 1719.35 ]
[  epoch 0011/0040] 3070/4800, lr:5.0e-05 ∣ avg_100 : 32000.210404 ∣ critic_nllloss : 26185.390430 ∣ critic_ganloss : -529.623889 ∣ generator_nllloss : 5212.310156 ∣ generator_ganloss : 1028.249561 ∣     [  std_z : 0.98  real_sub_fake : 2102.51 ]
[  epoch 0011/0040] 3080/4800, lr:5.0e-05 ∣ avg_100 : 32001.410532 ∣ critic_nllloss : 26255.828320 ∣ critic_ganloss : -266.339148 ∣ generator_nllloss : 5251.014648 ∣ generator_ganloss : 1016.882764 ∣     [  std_z : 0.98  real_sub_fake : 1584.53 ]
[  epoch 0011/0040] 3090/4800, lr:5.0e-05 ∣ avg_100 : 32003.287558 ∣ critic_nllloss : 26268.558789 ∣ critic_ganloss : -396.148831 ∣ generator_nllloss : 5285.306641 ∣ generator_ganloss : 968.665283 ∣  [  std_z : 0.99  real_sub_fake : 1272.97 ]
[  epoch 0011/0040] 3100/4800, lr:5.0e-05 ∣ avg_100 : 32007.426520 ∣ critic_nllloss : 26361.122266 ∣ critic_ganloss : -411.576205 ∣ generator_nllloss : 5288.855859 ∣ generator_ganloss : 986.311035 ∣  [  std_z : 1.00  real_sub_fake : 1512.66 ]
[  epoch 0011/0040] 3110/4800, lr:5.0e-05 ∣ avg_100 : 32006.279255 ∣ critic_nllloss : 26177.333984 ∣ critic_ganloss : -401.732254 ∣ generator_nllloss : 5188.615820 ∣ generator_ganloss : 1005.101855 ∣     [  std_z : 0.99  real_sub_fake : 1414.25 ]
[  epoch 0011/0040] 3120/4800, lr:5.0e-05 ∣ avg_100 : 32001.395078 ∣ critic_nllloss : 26036.021680 ∣ critic_ganloss : -419.496475 ∣ generator_nllloss : 5096.465234 ∣ generator_ganloss : 1034.171729 ∣     [  std_z : 0.99  real_sub_fake : 1500.58 ]
[  epoch 0011/0040] 3130/4800, lr:5.0e-05 ∣ avg_100 : 32003.599473 ∣ critic_nllloss : 26342.765039 ∣ critic_ganloss : -424.395190 ∣ generator_nllloss : 5193.793945 ∣ generator_ganloss : 1065.035010 ∣     [  std_z : 0.99  real_sub_fake : 1468.53 ]
[  epoch 0011/0040] 3140/4800, lr:5.0e-05 ∣ avg_100 : 32005.374824 ∣ critic_nllloss : 26222.114258 ∣ critic_ganloss : -463.013803 ∣ generator_nllloss : 5190.613281 ∣ generator_ganloss : 1063.553516 ∣     [  std_z : 0.98  real_sub_fake : 1822.03 ]
[  epoch 0011/0040] 3150/4800, lr:5.0e-05 ∣ avg_100 : 32009.491943 ∣ critic_nllloss : 26326.395117 ∣ critic_ganloss : -418.632480 ∣ generator_nllloss : 5277.874805 ∣ generator_ganloss : 1085.053955 ∣     [  std_z : 0.98  real_sub_fake : 1732.05 ]
[  epoch 0011/0040] 3160/4800, lr:5.0e-05 ∣ avg_100 : 32011.259566 ∣ critic_nllloss : 26346.628320 ∣ critic_ganloss : -451.280981 ∣ generator_nllloss : 5249.296484 ∣ generator_ganloss : 1103.020215 ∣     [  std_z : 0.99  real_sub_fake : 1591.87 ]
[  epoch 0011/0040] 3170/4800, lr:5.0e-05 ∣ avg_100 : 32008.544536 ∣ critic_nllloss : 26155.948633 ∣ critic_ganloss : -583.040155 ∣ generator_nllloss : 5277.186914 ∣ generator_ganloss : 1078.328125 ∣     [  std_z : 0.99  real_sub_fake : 1835.12 ]
[  epoch 0011/0040] 3180/4800, lr:5.0e-05 ∣ avg_100 : 32006.661079 ∣ critic_nllloss : 26100.318359 ∣ critic_ganloss : -445.983621 ∣ generator_nllloss : 5343.595508 ∣ generator_ganloss : 1061.970313 ∣     [  std_z : 0.99  real_sub_fake : 2008.49 ]
[  epoch 0011/0040] 3190/4800, lr:5.0e-05 ∣ avg_100 : 32005.575887 ∣ critic_nllloss : 26320.347852 ∣ critic_ganloss : -570.594046 ∣ generator_nllloss : 5263.692773 ∣ generator_ganloss : 1026.923633 ∣     [  std_z : 0.97  real_sub_fake : 2025.30 ]
[  epoch 0011/0040] 3200/4800, lr:5.0e-05 ∣ avg_100 : 32004.931374 ∣ critic_nllloss : 26191.936914 ∣ critic_ganloss : -582.801233 ∣ generator_nllloss : 5256.403906 ∣ generator_ganloss : 1029.587695 ∣     [  std_z : 0.97  real_sub_fake : 2138.43 ]
[  epoch 0011/0040] 3210/4800, lr:5.0e-05 ∣ avg_100 : 32008.105911 ∣ critic_nllloss : 26232.440430 ∣ critic_ganloss : -378.704416 ∣ generator_nllloss : 5175.985352 ∣ generator_ganloss : 1027.692041 ∣     [  std_z : 0.98  real_sub_fake : 1979.88 ]
[  epoch 0011/0040] 3220/4800, lr:5.0e-05 ∣ avg_100 : 32010.736661 ∣ critic_nllloss : 26282.311523 ∣ critic_ganloss : -542.356757 ∣ generator_nllloss : 5302.578125 ∣ generator_ganloss : 1000.475879 ∣     [  std_z : 1.01  real_sub_fake : 1823.23 ]
[  epoch 0011/0040] 3230/4800, lr:5.0e-05 ∣ avg_100 : 32008.544769 ∣ critic_nllloss : 25902.658203 ∣ critic_ganloss : -482.197284 ∣ generator_nllloss : 5190.344141 ∣ generator_ganloss : 993.535938 ∣  [  std_z : 1.00  real_sub_fake : 1851.92 ]
[  epoch 0011/0040] 3240/4800, lr:5.0e-05 ∣ avg_100 : 32010.384667 ∣ critic_nllloss : 26405.332227 ∣ critic_ganloss : -588.756018 ∣ generator_nllloss : 5313.372656 ∣ generator_ganloss : 1003.519336 ∣     [  std_z : 1.00  real_sub_fake : 2023.81 ]
[  epoch 0011/0040] 3250/4800, lr:5.0e-05 ∣ avg_100 : 32013.222402 ∣ critic_nllloss : 26465.966992 ∣ critic_ganloss : -586.988361 ∣ generator_nllloss : 5329.050977 ∣ generator_ganloss : 1004.953613 ∣     [  std_z : 0.99  real_sub_fake : 2318.37 ]
[  epoch 0011/0040] 3260/4800, lr:5.0e-05 ∣ avg_100 : 32012.854442 ∣ critic_nllloss : 26188.016992 ∣ critic_ganloss : -404.331976 ∣ generator_nllloss : 5137.425977 ∣ generator_ganloss : 1035.143506 ∣     [  std_z : 0.97  real_sub_fake : 2031.97 ]
[  epoch 0011/0040] 3270/4800, lr:5.0e-05 ∣ avg_100 : 32015.495354 ∣ critic_nllloss : 26405.995508 ∣ critic_ganloss : -517.376202 ∣ generator_nllloss : 5304.049219 ∣ generator_ganloss : 1006.489551 ∣     [  std_z : 0.97  real_sub_fake : 1808.04 ]
[  epoch 0011/0040] 3280/4800, lr:5.0e-05 ∣ avg_100 : 32015.250302 ∣ critic_nllloss : 26413.395508 ∣ critic_ganloss : -635.437949 ∣ generator_nllloss : 5263.418750 ∣ generator_ganloss : 1027.210254 ∣     [  std_z : 0.98  real_sub_fake : 2061.58 ]
[  epoch 0011/0040] 3290/4800, lr:5.0e-05 ∣ avg_100 : 32016.874180 ∣ critic_nllloss : 26097.897656 ∣ critic_ganloss : -388.065540 ∣ generator_nllloss : 5203.803906 ∣ generator_ganloss : 1032.393115 ∣     [  std_z : 1.00  real_sub_fake : 2150.93 ]
[  epoch 0011/0040] 3300/4800, lr:5.0e-05 ∣ avg_100 : 32019.138960 ∣ critic_nllloss : 26319.975977 ∣ critic_ganloss : -470.887750 ∣ generator_nllloss : 5236.237695 ∣ generator_ganloss : 1022.199170 ∣     [  std_z : 1.01  real_sub_fake : 1656.65 ]
[  epoch 0011/0040] 3310/4800, lr:5.0e-05 ∣ avg_100 : 32017.875889 ∣ critic_nllloss : 26131.112695 ∣ critic_ganloss : -407.128989 ∣ generator_nllloss : 5221.648438 ∣ generator_ganloss : 1002.658984 ∣     [  std_z : 0.99  real_sub_fake : 1492.54 ]
[  epoch 0011/0040] 3320/4800, lr:5.0e-05 ∣ avg_100 : 32014.689425 ∣ critic_nllloss : 26171.336914 ∣ critic_ganloss : -603.169305 ∣ generator_nllloss : 5177.869531 ∣ generator_ganloss : 979.096289 ∣  [  std_z : 0.97  real_sub_fake : 1888.25 ]
[  epoch 0011/0040] 3330/4800, lr:5.0e-05 ∣ avg_100 : 32015.102461 ∣ critic_nllloss : 26295.175586 ∣ critic_ganloss : -498.476108 ∣ generator_nllloss : 5244.305273 ∣ generator_ganloss : 981.527881 ∣  [  std_z : 0.97  real_sub_fake : 2072.36 ]
[  epoch 0011/0040] 3340/4800, lr:5.0e-05 ∣ avg_100 : 32018.647300 ∣ critic_nllloss : 26370.872656 ∣ critic_ganloss : -428.882666 ∣ generator_nllloss : 5266.752734 ∣ generator_ganloss : 1023.281738 ∣     [  std_z : 0.99  real_sub_fake : 1946.70 ]
[  epoch 0011/0040] 3350/4800, lr:5.0e-05 ∣ avg_100 : 32014.923246 ∣ critic_nllloss : 26186.981250 ∣ critic_ganloss : -564.019458 ∣ generator_nllloss : 5222.697070 ∣ generator_ganloss : 1055.381445 ∣     [  std_z : 0.99  real_sub_fake : 1746.28 ]
[  epoch 0011/0040] 3360/4800, lr:5.0e-05 ∣ avg_100 : 32016.292370 ∣ critic_nllloss : 26259.500977 ∣ critic_ganloss : -488.310663 ∣ generator_nllloss : 5207.990820 ∣ generator_ganloss : 1038.155908 ∣     [  std_z : 0.99  real_sub_fake : 1801.97 ]
[  epoch 0011/0040] 3370/4800, lr:5.0e-05 ∣ avg_100 : 32014.316461 ∣ critic_nllloss : 26180.325391 ∣ critic_ganloss : -468.719049 ∣ generator_nllloss : 5251.335938 ∣ generator_ganloss : 1057.718848 ∣     [  std_z : 1.00  real_sub_fake : 2052.80 ]
[  epoch 0011/0040] 3380/4800, lr:5.0e-05 ∣ avg_100 : 32012.800663 ∣ critic_nllloss : 26272.199805 ∣ critic_ganloss : -498.512677 ∣ generator_nllloss : 5252.420313 ∣ generator_ganloss : 1035.233398 ∣     [  std_z : 0.99  real_sub_fake : 1986.72 ]
[  epoch 0011/0040] 3390/4800, lr:5.0e-05 ∣ avg_100 : 32011.297819 ∣ critic_nllloss : 26396.614844 ∣ critic_ganloss : -439.016498 ∣ generator_nllloss : 5236.067969 ∣ generator_ganloss : 1055.078418 ∣     [  std_z : 0.99  real_sub_fake : 1773.99 ]
[  epoch 0011/0040] 3400/4800, lr:5.0e-05 ∣ avg_100 : 32015.123965 ∣ critic_nllloss : 26428.284766 ∣ critic_ganloss : -490.074316 ∣ generator_nllloss : 5309.666016 ∣ generator_ganloss : 1048.825684 ∣     [  std_z : 0.98  real_sub_fake : 1836.61 ]
[  epoch 0011/0040] 3410/4800, lr:5.0e-05 ∣ avg_100 : 32017.389465 ∣ critic_nllloss : 26370.226172 ∣ critic_ganloss : -508.958313 ∣ generator_nllloss : 5268.992188 ∣ generator_ganloss : 1035.163232 ∣     [  std_z : 0.98  real_sub_fake : 1949.24 ]
[  epoch 0011/0040] 3420/4800, lr:5.0e-05 ∣ avg_100 : 32013.969256 ∣ critic_nllloss : 25940.405078 ∣ critic_ganloss : -395.392218 ∣ generator_nllloss : 5191.001953 ∣ generator_ganloss : 1053.293066 ∣     [  std_z : 0.98  real_sub_fake : 1638.51 ]
[  epoch 0011/0040] 3430/4800, lr:5.0e-05 ∣ avg_100 : 32017.533308 ∣ critic_nllloss : 26444.917383 ∣ critic_ganloss : -496.944437 ∣ generator_nllloss : 5240.311328 ∣ generator_ganloss : 1022.889941 ∣     [  std_z : 0.99  real_sub_fake : 1779.00 ]
[  epoch 0011/0040] 3440/4800, lr:5.0e-05 ∣ avg_100 : 32016.577889 ∣ critic_nllloss : 26106.858594 ∣ critic_ganloss : -488.432458 ∣ generator_nllloss : 5185.508984 ∣ generator_ganloss : 1040.103809 ∣     [  std_z : 0.99  real_sub_fake : 1894.25 ]
[  epoch 0011/0040] 3450/4800, lr:5.0e-05 ∣ avg_100 : 32013.086113 ∣ critic_nllloss : 25934.913672 ∣ critic_ganloss : -533.074622 ∣ generator_nllloss : 5154.104883 ∣ generator_ganloss : 1036.480713 ∣     [  std_z : 0.99  real_sub_fake : 1962.29 ]
[  epoch 0011/0040] 3460/4800, lr:5.0e-05 ∣ avg_100 : 32017.099855 ∣ critic_nllloss : 26388.435742 ∣ critic_ganloss : -517.660760 ∣ generator_nllloss : 5268.276758 ∣ generator_ganloss : 1029.180420 ∣     [  std_z : 0.99  real_sub_fake : 2160.02 ]
[  epoch 0011/0040] 3470/4800, lr:5.0e-05 ∣ avg_100 : 32015.202116 ∣ critic_nllloss : 26229.365820 ∣ critic_ganloss : -524.867331 ∣ generator_nllloss : 5231.554102 ∣ generator_ganloss : 1051.412207 ∣     [  std_z : 0.99  real_sub_fake : 1847.28 ]
[  epoch 0011/0040] 3480/4800, lr:5.0e-05 ∣ avg_100 : 32012.034096 ∣ critic_nllloss : 26053.943164 ∣ critic_ganloss : -424.320090 ∣ generator_nllloss : 5199.926562 ∣ generator_ganloss : 1016.844824 ∣     [  std_z : 0.99  real_sub_fake : 1967.76 ]
[  epoch 0011/0040] 3490/4800, lr:5.0e-05 ∣ avg_100 : 32010.265778 ∣ critic_nllloss : 26120.503125 ∣ critic_ganloss : -600.641467 ∣ generator_nllloss : 5269.665234 ∣ generator_ganloss : 1011.542529 ∣     [  std_z : 0.98  real_sub_fake : 1959.05 ]
[  epoch 0011/0040] 3500/4800, lr:5.0e-05 ∣ avg_100 : 32004.853528 ∣ critic_nllloss : 25986.599805 ∣ critic_ganloss : -590.808606 ∣ generator_nllloss : 5221.426953 ∣ generator_ganloss : 1017.835449 ∣     [  std_z : 0.99  real_sub_fake : 2177.06 ]
[  epoch 0011/0040] 3510/4800, lr:5.0e-05 ∣ avg_100 : 32005.439267 ∣ critic_nllloss : 26188.209180 ∣ critic_ganloss : -530.415393 ∣ generator_nllloss : 5269.488086 ∣ generator_ganloss : 1014.668750 ∣     [  std_z : 0.99  real_sub_fake : 2289.96 ]
[  epoch 0011/0040] 3520/4800, lr:5.0e-05 ∣ avg_100 : 32005.198385 ∣ critic_nllloss : 26391.065820 ∣ critic_ganloss : -527.360120 ∣ generator_nllloss : 5268.894922 ∣ generator_ganloss : 1032.556592 ∣     [  std_z : 0.99  real_sub_fake : 2161.70 ]
[  epoch 0011/0040] 3530/4800, lr:5.0e-05 ∣ avg_100 : 32002.977098 ∣ critic_nllloss : 26057.373633 ∣ critic_ganloss : -493.194391 ∣ generator_nllloss : 5189.603906 ∣ generator_ganloss : 1015.074316 ∣     [  std_z : 0.97  real_sub_fake : 1856.77 ]
[  epoch 0011/0040] 3540/4800, lr:5.0e-05 ∣ avg_100 : 32007.754673 ∣ critic_nllloss : 26333.624805 ∣ critic_ganloss : -496.685242 ∣ generator_nllloss : 5245.003906 ∣ generator_ganloss : 1028.529150 ∣     [  std_z : 0.99  real_sub_fake : 1895.15 ]
[  epoch 0011/0040] 3550/4800, lr:5.0e-05 ∣ avg_100 : 32011.277121 ∣ critic_nllloss : 26260.810352 ∣ critic_ganloss : -220.139136 ∣ generator_nllloss : 5242.414844 ∣ generator_ganloss : 1017.664160 ∣     [  std_z : 0.99  real_sub_fake : 1454.42 ]
[  epoch 0011/0040] 3560/4800, lr:5.0e-05 ∣ avg_100 : 32012.909953 ∣ critic_nllloss : 26225.849414 ∣ critic_ganloss : -284.922130 ∣ generator_nllloss : 5240.329102 ∣ generator_ganloss : 1018.046680 ∣     [  std_z : 1.00  real_sub_fake : 901.14 ]
[  epoch 0011/0040] 3570/4800, lr:5.0e-05 ∣ avg_100 : 32012.152105 ∣ critic_nllloss : 26020.924609 ∣ critic_ganloss : -304.361192 ∣ generator_nllloss : 5219.950391 ∣ generator_ganloss : 1014.099219 ∣     [  std_z : 1.00  real_sub_fake : 980.75 ]
[  epoch 0011/0040] 3580/4800, lr:5.0e-05 ∣ avg_100 : 32012.552783 ∣ critic_nllloss : 26152.293945 ∣ critic_ganloss : -358.497528 ∣ generator_nllloss : 5192.425000 ∣ generator_ganloss : 1020.299463 ∣     [  std_z : 0.99  real_sub_fake : 1168.56 ]
[  epoch 0011/0040] 3590/4800, lr:5.0e-05 ∣ avg_100 : 32015.936307 ∣ critic_nllloss : 26197.221875 ∣ critic_ganloss : -297.556635 ∣ generator_nllloss : 5263.703125 ∣ generator_ganloss : 1029.211719 ∣     [  std_z : 0.98  real_sub_fake : 1376.67 ]
[  epoch 0011/0040] 3600/4800, lr:5.0e-05 ∣ avg_100 : 32016.500734 ∣ critic_nllloss : 26322.021289 ∣ critic_ganloss : -400.382114 ∣ generator_nllloss : 5339.487891 ∣ generator_ganloss : 1038.787305 ∣     [  std_z : 0.98  real_sub_fake : 1333.56 ]
[  epoch 0011/0040] 3610/4800, lr:5.0e-05 ∣ avg_100 : 32019.628623 ∣ critic_nllloss : 26225.058984 ∣ critic_ganloss : -352.683911 ∣ generator_nllloss : 5215.827734 ∣ generator_ganloss : 1061.507617 ∣     [  std_z : 0.98  real_sub_fake : 1263.88 ]
[  epoch 0011/0040] 3620/4800, lr:5.0e-05 ∣ avg_100 : 32021.005074 ∣ critic_nllloss : 26138.996289 ∣ critic_ganloss : -415.097086 ∣ generator_nllloss : 5248.051953 ∣ generator_ganloss : 1052.928418 ∣     [  std_z : 1.00  real_sub_fake : 1456.99 ]
[  epoch 0011/0040] 3630/4800, lr:5.0e-05 ∣ avg_100 : 32025.027247 ∣ critic_nllloss : 26279.118750 ∣ critic_ganloss : -479.260541 ∣ generator_nllloss : 5283.760938 ∣ generator_ganloss : 1052.355371 ∣     [  std_z : 0.99  real_sub_fake : 1650.90 ]
[  epoch 0011/0040] 3640/4800, lr:5.0e-05 ∣ avg_100 : 32023.074622 ∣ critic_nllloss : 25993.360156 ∣ critic_ganloss : -295.827979 ∣ generator_nllloss : 5181.800977 ∣ generator_ganloss : 1066.526855 ∣     [  std_z : 0.98  real_sub_fake : 1559.31 ]
[  epoch 0011/0040] 3650/4800, lr:5.0e-05 ∣ avg_100 : 32025.485253 ∣ critic_nllloss : 26318.774805 ∣ critic_ganloss : -443.657703 ∣ generator_nllloss : 5285.403320 ∣ generator_ganloss : 1040.346680 ∣     [  std_z : 0.98  real_sub_fake : 1654.11 ]
[  epoch 0011/0040] 3660/4800, lr:5.0e-05 ∣ avg_100 : 32024.335507 ∣ critic_nllloss : 26264.018359 ∣ critic_ganloss : -497.447784 ∣ generator_nllloss : 5244.906641 ∣ generator_ganloss : 1058.208398 ∣     [  std_z : 0.98  real_sub_fake : 1513.58 ]
[  epoch 0011/0040] 3670/4800, lr:5.0e-05 ∣ avg_100 : 32024.340415 ∣ critic_nllloss : 26198.739648 ∣ critic_ganloss : -428.646075 ∣ generator_nllloss : 5217.430859 ∣ generator_ganloss : 1033.827930 ∣     [  std_z : 1.00  real_sub_fake : 1719.67 ]
[  epoch 0011/0040] 3680/4800, lr:5.0e-05 ∣ avg_100 : 32024.891620 ∣ critic_nllloss : 26304.086133 ∣ critic_ganloss : -478.832611 ∣ generator_nllloss : 5301.097852 ∣ generator_ganloss : 1045.810791 ∣     [  std_z : 0.99  real_sub_fake : 1803.01 ]
[  epoch 0011/0040] 3690/4800, lr:5.0e-05 ∣ avg_100 : 32021.073573 ∣ critic_nllloss : 26105.782227 ∣ critic_ganloss : -509.418149 ∣ generator_nllloss : 5252.359961 ∣ generator_ganloss : 1059.068652 ∣     [  std_z : 0.99  real_sub_fake : 1877.71 ]
[  epoch 0011/0040] 3700/4800, lr:5.0e-05 ∣ avg_100 : 32019.749328 ∣ critic_nllloss : 26138.312695 ∣ critic_ganloss : -533.752246 ∣ generator_nllloss : 5203.255664 ∣ generator_ganloss : 1055.568994 ∣     [  std_z : 0.99  real_sub_fake : 2039.55 ]
[  epoch 0011/0040] 3710/4800, lr:5.0e-05 ∣ avg_100 : 32021.001740 ∣ critic_nllloss : 26205.684375 ∣ critic_ganloss : -477.172607 ∣ generator_nllloss : 5277.097266 ∣ generator_ganloss : 1078.346191 ∣     [  std_z : 0.97  real_sub_fake : 2051.08 ]
[  epoch 0011/0040] 3720/4800, lr:5.0e-05 ∣ avg_100 : 32021.255473 ∣ critic_nllloss : 26140.843359 ∣ critic_ganloss : -441.549054 ∣ generator_nllloss : 5166.384375 ∣ generator_ganloss : 1093.149365 ∣     [  std_z : 0.98  real_sub_fake : 1735.89 ]
[  epoch 0011/0040] 3730/4800, lr:5.0e-05 ∣ avg_100 : 32023.061819 ∣ critic_nllloss : 25951.721875 ∣ critic_ganloss : -326.253146 ∣ generator_nllloss : 5148.206055 ∣ generator_ganloss : 1116.559570 ∣     [  std_z : 0.98  real_sub_fake : 1329.52 ]
[  epoch 0011/0040] 3740/4800, lr:5.0e-05 ∣ avg_100 : 32022.631209 ∣ critic_nllloss : 26239.203906 ∣ critic_ganloss : -400.564841 ∣ generator_nllloss : 5194.956641 ∣ generator_ganloss : 1064.184766 ∣     [  std_z : 1.00  real_sub_fake : 1313.40 ]
[  epoch 0011/0040] 3750/4800, lr:5.0e-05 ∣ avg_100 : 32023.437171 ∣ critic_nllloss : 26327.083203 ∣ critic_ganloss : -425.527374 ∣ generator_nllloss : 5258.725781 ∣ generator_ganloss : 1033.354199 ∣     [  std_z : 1.00  real_sub_fake : 1615.77 ]
[  epoch 0011/0040] 3760/4800, lr:5.0e-05 ∣ avg_100 : 32026.684543 ∣ critic_nllloss : 26296.094336 ∣ critic_ganloss : -399.544418 ∣ generator_nllloss : 5264.712500 ∣ generator_ganloss : 1058.881738 ∣     [  std_z : 1.00  real_sub_fake : 1549.10 ]
[  epoch 0011/0040] 3770/4800, lr:5.0e-05 ∣ avg_100 : 32026.761375 ∣ critic_nllloss : 26059.244922 ∣ critic_ganloss : -496.375421 ∣ generator_nllloss : 5191.367578 ∣ generator_ganloss : 1034.923779 ∣     [  std_z : 1.00  real_sub_fake : 1602.97 ]
[  epoch 0011/0040] 3780/4800, lr:5.0e-05 ∣ avg_100 : 32025.409260 ∣ critic_nllloss : 26235.407031 ∣ critic_ganloss : -391.130112 ∣ generator_nllloss : 5257.625391 ∣ generator_ganloss : 1042.804395 ∣     [  std_z : 1.00  real_sub_fake : 2089.07 ]
[  epoch 0011/0040] 3790/4800, lr:5.0e-05 ∣ avg_100 : 32025.018815 ∣ critic_nllloss : 26113.411133 ∣ critic_ganloss : -486.734415 ∣ generator_nllloss : 5258.706250 ∣ generator_ganloss : 1064.844092 ∣     [  std_z : 1.00  real_sub_fake : 1656.38 ]
[  epoch 0011/0040] 3800/4800, lr:5.0e-05 ∣ avg_100 : 32023.253856 ∣ critic_nllloss : 26238.237500 ∣ critic_ganloss : -573.609814 ∣ generator_nllloss : 5248.418164 ∣ generator_ganloss : 1030.843408 ∣     [  std_z : 0.99  real_sub_fake : 2019.50 ]
[  epoch 0011/0040] 3810/4800, lr:5.0e-05 ∣ avg_100 : 32018.087994 ∣ critic_nllloss : 26024.249805 ∣ critic_ganloss : -527.345325 ∣ generator_nllloss : 5228.382031 ∣ generator_ganloss : 1070.665234 ∣     [  std_z : 0.98  real_sub_fake : 2071.94 ]
[  epoch 0011/0040] 3820/4800, lr:5.0e-05 ∣ avg_100 : 32016.966350 ∣ critic_nllloss : 26282.088281 ∣ critic_ganloss : -526.330371 ∣ generator_nllloss : 5190.461719 ∣ generator_ganloss : 1041.570996 ∣     [  std_z : 0.98  real_sub_fake : 2140.94 ]
[  epoch 0011/0040] 3830/4800, lr:5.0e-05 ∣ avg_100 : 32019.308791 ∣ critic_nllloss : 26269.761328 ∣ critic_ganloss : -417.834976 ∣ generator_nllloss : 5235.100781 ∣ generator_ganloss : 1088.599951 ∣     [  std_z : 0.99  real_sub_fake : 1704.84 ]
[  epoch 0011/0040] 3840/4800, lr:5.0e-05 ∣ avg_100 : 32018.249961 ∣ critic_nllloss : 26116.746680 ∣ critic_ganloss : -456.508972 ∣ generator_nllloss : 5365.458203 ∣ generator_ganloss : 1049.504932 ∣     [  std_z : 0.99  real_sub_fake : 1584.39 ]
[  epoch 0011/0040] 3850/4800, lr:5.0e-05 ∣ avg_100 : 32021.337904 ∣ critic_nllloss : 26192.513281 ∣ critic_ganloss : -502.406824 ∣ generator_nllloss : 5214.917773 ∣ generator_ganloss : 1063.342627 ∣     [  std_z : 0.99  real_sub_fake : 1906.34 ]
[  epoch 0011/0040] 3860/4800, lr:5.0e-05 ∣ avg_100 : 32018.488863 ∣ critic_nllloss : 26107.334375 ∣ critic_ganloss : -486.262488 ∣ generator_nllloss : 5220.413867 ∣ generator_ganloss : 1033.898828 ∣     [  std_z : 0.99  real_sub_fake : 1914.50 ]
[  epoch 0011/0040] 3870/4800, lr:5.0e-05 ∣ avg_100 : 32018.381310 ∣ critic_nllloss : 26214.985938 ∣ critic_ganloss : -454.576913 ∣ generator_nllloss : 5223.049023 ∣ generator_ganloss : 1067.453223 ∣     [  std_z : 0.99  real_sub_fake : 1789.03 ]
[  epoch 0011/0040] 3880/4800, lr:5.0e-05 ∣ avg_100 : 32018.426816 ∣ critic_nllloss : 26220.450000 ∣ critic_ganloss : -428.236841 ∣ generator_nllloss : 5213.718359 ∣ generator_ganloss : 1046.104492 ∣     [  std_z : 0.99  real_sub_fake : 1745.58 ]
[  epoch 0011/0040] 3890/4800, lr:5.0e-05 ∣ avg_100 : 32017.139779 ∣ critic_nllloss : 26098.597266 ∣ critic_ganloss : -358.352087 ∣ generator_nllloss : 5175.091406 ∣ generator_ganloss : 1082.641602 ∣     [  std_z : 0.98  real_sub_fake : 1250.99 ]
[  epoch 0011/0040] 3900/4800, lr:5.0e-05 ∣ avg_100 : 32021.451126 ∣ critic_nllloss : 26179.611914 ∣ critic_ganloss : -468.167590 ∣ generator_nllloss : 5254.328711 ∣ generator_ganloss : 1031.943604 ∣     [  std_z : 0.98  real_sub_fake : 1545.10 ]
[  epoch 0011/0040] 3910/4800, lr:5.0e-05 ∣ avg_100 : 32020.856047 ∣ critic_nllloss : 26149.641016 ∣ critic_ganloss : -436.287076 ∣ generator_nllloss : 5303.062500 ∣ generator_ganloss : 1048.252295 ∣     [  std_z : 0.99  real_sub_fake : 1826.00 ]
[  epoch 0011/0040] 3920/4800, lr:5.0e-05 ∣ avg_100 : 32017.730739 ∣ critic_nllloss : 26174.108984 ∣ critic_ganloss : -483.338876 ∣ generator_nllloss : 5074.213281 ∣ generator_ganloss : 1035.391162 ∣     [  std_z : 0.99  real_sub_fake : 1938.01 ]
[  epoch 0011/0040] 3930/4800, lr:5.0e-05 ∣ avg_100 : 32017.361041 ∣ critic_nllloss : 26273.091992 ∣ critic_ganloss : -630.879584 ∣ generator_nllloss : 5253.000586 ∣ generator_ganloss : 1029.947900 ∣     [  std_z : 1.00  real_sub_fake : 2051.43 ]
[  epoch 0011/0040] 3940/4800, lr:5.0e-05 ∣ avg_100 : 32017.786091 ∣ critic_nllloss : 26394.908008 ∣ critic_ganloss : -522.040601 ∣ generator_nllloss : 5265.114844 ∣ generator_ganloss : 1031.729980 ∣     [  std_z : 1.00  real_sub_fake : 2121.39 ]
[  epoch 0011/0040] 3950/4800, lr:5.0e-05 ∣ avg_100 : 32017.976114 ∣ critic_nllloss : 26249.442969 ∣ critic_ganloss : -476.252313 ∣ generator_nllloss : 5207.927148 ∣ generator_ganloss : 1020.834131 ∣     [  std_z : 0.98  real_sub_fake : 1845.16 ]
[  epoch 0011/0040] 3960/4800, lr:5.0e-05 ∣ avg_100 : 32020.762488 ∣ critic_nllloss : 26314.333203 ∣ critic_ganloss : -455.764713 ∣ generator_nllloss : 5268.596094 ∣ generator_ganloss : 1032.796436 ∣     [  std_z : 0.98  real_sub_fake : 1714.84 ]
[  epoch 0011/0040] 3970/4800, lr:5.0e-05 ∣ avg_100 : 32020.585906 ∣ critic_nllloss : 26315.342383 ∣ critic_ganloss : -492.367932 ∣ generator_nllloss : 5224.618555 ∣ generator_ganloss : 1019.599512 ∣     [  std_z : 0.98  real_sub_fake : 1867.89 ]
[  epoch 0011/0040] 3980/4800, lr:5.0e-05 ∣ avg_100 : 32018.964683 ∣ critic_nllloss : 26212.276172 ∣ critic_ganloss : -464.638171 ∣ generator_nllloss : 5306.449609 ∣ generator_ganloss : 1007.008398 ∣     [  std_z : 1.00  real_sub_fake : 1847.29 ]
[  epoch 0011/0040] 3990/4800, lr:5.0e-05 ∣ avg_100 : 32022.097556 ∣ critic_nllloss : 26220.340234 ∣ critic_ganloss : -395.023096 ∣ generator_nllloss : 5225.510742 ∣ generator_ganloss : 1054.396191 ∣     [  std_z : 1.01  real_sub_fake : 1758.00 ]
[  epoch 0011/0040] 4000/4800, lr:5.0e-05 ∣ avg_100 : 32021.748441 ∣ critic_nllloss : 26057.249805 ∣ critic_ganloss : -442.722928 ∣ generator_nllloss : 5177.682031 ∣ generator_ganloss : 1047.611230 ∣     [  std_z : 1.01  real_sub_fake : 1656.94 ]
[  epoch 0011/0040] 4010/4800, lr:5.0e-05 ∣ avg_100 : 32024.589803 ∣ critic_nllloss : 26267.712891 ∣ critic_ganloss : -534.106195 ∣ generator_nllloss : 5337.886328 ∣ generator_ganloss : 1052.288281 ∣     [  std_z : 1.00  real_sub_fake : 1818.08 ]
[  epoch 0011/0040] 4020/4800, lr:5.0e-05 ∣ avg_100 : 32023.599716 ∣ critic_nllloss : 26251.260352 ∣ critic_ganloss : -431.672931 ∣ generator_nllloss : 5275.554688 ∣ generator_ganloss : 1084.989746 ∣     [  std_z : 0.99  real_sub_fake : 1721.45 ]
[  epoch 0011/0040] 4030/4800, lr:5.0e-05 ∣ avg_100 : 32024.697489 ∣ critic_nllloss : 26278.952734 ∣ critic_ganloss : -466.944086 ∣ generator_nllloss : 5251.090234 ∣ generator_ganloss : 1069.920752 ∣     [  std_z : 0.98  real_sub_fake : 1761.47 ]
[  epoch 0011/0040] 4040/4800, lr:5.0e-05 ∣ avg_100 : 32024.075890 ∣ critic_nllloss : 26095.692969 ∣ critic_ganloss : -467.093115 ∣ generator_nllloss : 5201.208398 ∣ generator_ganloss : 1128.817773 ∣     [  std_z : 0.98  real_sub_fake : 1587.33 ]
[  epoch 0011/0040] 4050/4800, lr:5.0e-05 ∣ avg_100 : 32028.024740 ∣ critic_nllloss : 26115.045703 ∣ critic_ganloss : -331.489468 ∣ generator_nllloss : 5236.821484 ∣ generator_ganloss : 1088.100293 ∣     [  std_z : 0.99  real_sub_fake : 1647.21 ]
[  epoch 0011/0040] 4060/4800, lr:5.0e-05 ∣ avg_100 : 32033.902683 ∣ critic_nllloss : 26233.282227 ∣ critic_ganloss : -339.570798 ∣ generator_nllloss : 5272.298828 ∣ generator_ganloss : 1150.652686 ∣     [  std_z : 0.99  real_sub_fake : 1307.95 ]
[  epoch 0011/0040] 4070/4800, lr:5.0e-05 ∣ avg_100 : 32036.962160 ∣ critic_nllloss : 26289.837500 ∣ critic_ganloss : -446.939902 ∣ generator_nllloss : 5254.776953 ∣ generator_ganloss : 1104.599414 ∣     [  std_z : 0.99  real_sub_fake : 1414.52 ]
[  epoch 0011/0040] 4080/4800, lr:5.0e-05 ∣ avg_100 : 32033.806509 ∣ critic_nllloss : 26056.410938 ∣ critic_ganloss : -466.499622 ∣ generator_nllloss : 5263.660156 ∣ generator_ganloss : 1088.250000 ∣     [  std_z : 0.98  real_sub_fake : 1712.95 ]
[  epoch 0011/0040] 4090/4800, lr:5.0e-05 ∣ avg_100 : 32033.150573 ∣ critic_nllloss : 26219.012891 ∣ critic_ganloss : -410.677264 ∣ generator_nllloss : 5166.168555 ∣ generator_ganloss : 1086.284131 ∣     [  std_z : 0.97  real_sub_fake : 1833.34 ]
[  epoch 0011/0040] 4100/4800, lr:5.0e-05 ∣ avg_100 : 32031.881377 ∣ critic_nllloss : 26359.347656 ∣ critic_ganloss : -583.585593 ∣ generator_nllloss : 5253.979102 ∣ generator_ganloss : 1068.052148 ∣     [  std_z : 0.98  real_sub_fake : 1907.76 ]
[  epoch 0011/0040] 4110/4800, lr:5.0e-05 ∣ avg_100 : 32035.898288 ∣ critic_nllloss : 26511.916797 ∣ critic_ganloss : -475.787915 ∣ generator_nllloss : 5263.513477 ∣ generator_ganloss : 1071.368164 ∣     [  std_z : 0.99  real_sub_fake : 2132.64 ]
[  epoch 0011/0040] 4120/4800, lr:5.0e-05 ∣ avg_100 : 32039.687403 ∣ critic_nllloss : 26162.263867 ∣ critic_ganloss : -378.750873 ∣ generator_nllloss : 5296.832031 ∣ generator_ganloss : 1045.728662 ∣     [  std_z : 1.00  real_sub_fake : 1562.58 ]
[  epoch 0011/0040] 4130/4800, lr:5.0e-05 ∣ avg_100 : 32036.571315 ∣ critic_nllloss : 26034.198828 ∣ critic_ganloss : -445.312701 ∣ generator_nllloss : 5235.095508 ∣ generator_ganloss : 1041.608301 ∣     [  std_z : 0.99  real_sub_fake : 1495.32 ]
[  epoch 0011/0040] 4140/4800, lr:5.0e-05 ∣ avg_100 : 32034.448948 ∣ critic_nllloss : 26101.855078 ∣ critic_ganloss : -523.728799 ∣ generator_nllloss : 5216.416797 ∣ generator_ganloss : 1006.487549 ∣     [  std_z : 0.98  real_sub_fake : 1923.14 ]
[  epoch 0011/0040] 4150/4800, lr:5.0e-05 ∣ avg_100 : 32029.113207 ∣ critic_nllloss : 26147.165039 ∣ critic_ganloss : -637.020886 ∣ generator_nllloss : 5217.578906 ∣ generator_ganloss : 1009.394189 ∣     [  std_z : 0.97  real_sub_fake : 2125.12 ]
[  epoch 0011/0040] 4160/4800, lr:5.0e-05 ∣ avg_100 : 32028.809068 ∣ critic_nllloss : 26357.081250 ∣ critic_ganloss : -379.868912 ∣ generator_nllloss : 5191.097656 ∣ generator_ganloss : 1048.940186 ∣     [  std_z : 0.99  real_sub_fake : 2144.21 ]
[  epoch 0011/0040] 4170/4800, lr:5.0e-05 ∣ avg_100 : 32031.528744 ∣ critic_nllloss : 26290.862305 ∣ critic_ganloss : -512.221484 ∣ generator_nllloss : 5361.987500 ∣ generator_ganloss : 1059.762793 ∣     [  std_z : 0.99  real_sub_fake : 1658.37 ]
[  epoch 0011/0040] 4180/4800, lr:5.0e-05 ∣ avg_100 : 32032.329528 ∣ critic_nllloss : 26191.687891 ∣ critic_ganloss : -359.184406 ∣ generator_nllloss : 5236.426953 ∣ generator_ganloss : 1071.048535 ∣     [  std_z : 0.99  real_sub_fake : 1675.47 ]
[  epoch 0011/0040] 4190/4800, lr:5.0e-05 ∣ avg_100 : 32031.976989 ∣ critic_nllloss : 26231.108789 ∣ critic_ganloss : -430.106888 ∣ generator_nllloss : 5126.775195 ∣ generator_ganloss : 1077.339209 ∣     [  std_z : 0.99  real_sub_fake : 1416.90 ]
[  epoch 0011/0040] 4200/4800, lr:5.0e-05 ∣ avg_100 : 32032.605563 ∣ critic_nllloss : 26130.796680 ∣ critic_ganloss : -469.748627 ∣ generator_nllloss : 5263.642383 ∣ generator_ganloss : 1033.294189 ∣     [  std_z : 0.99  real_sub_fake : 1806.93 ]
[  epoch 0011/0040] 4210/4800, lr:5.0e-05 ∣ avg_100 : 32032.253434 ∣ critic_nllloss : 26177.713867 ∣ critic_ganloss : -480.191452 ∣ generator_nllloss : 5255.886719 ∣ generator_ganloss : 1068.791406 ∣     [  std_z : 1.00  real_sub_fake : 1772.81 ]
[  epoch 0011/0040] 4220/4800, lr:5.0e-05 ∣ avg_100 : 32034.796495 ∣ critic_nllloss : 26443.664062 ∣ critic_ganloss : -515.188831 ∣ generator_nllloss : 5330.657031 ∣ generator_ganloss : 1038.182568 ∣     [  std_z : 1.00  real_sub_fake : 2191.30 ]
[  epoch 0011/0040] 4230/4800, lr:5.0e-05 ∣ avg_100 : 32038.147046 ∣ critic_nllloss : 26087.206836 ∣ critic_ganloss : -407.216666 ∣ generator_nllloss : 5186.082031 ∣ generator_ganloss : 1073.323926 ∣     [  std_z : 0.99  real_sub_fake : 1618.97 ]
[  epoch 0011/0040] 4240/4800, lr:5.0e-05 ∣ avg_100 : 32035.577792 ∣ critic_nllloss : 26143.762695 ∣ critic_ganloss : -585.159497 ∣ generator_nllloss : 5268.978125 ∣ generator_ganloss : 1048.961475 ∣     [  std_z : 0.98  real_sub_fake : 1759.73 ]
[  epoch 0011/0040] 4250/4800, lr:5.0e-05 ∣ avg_100 : 32035.129921 ∣ critic_nllloss : 26170.069727 ∣ critic_ganloss : -309.870471 ∣ generator_nllloss : 5242.470703 ∣ generator_ganloss : 1065.526123 ∣     [  std_z : 0.97  real_sub_fake : 1897.15 ]
[  epoch 0011/0040] 4260/4800, lr:5.0e-05 ∣ avg_100 : 32037.578232 ∣ critic_nllloss : 26128.067383 ∣ critic_ganloss : -242.165063 ∣ generator_nllloss : 5223.848437 ∣ generator_ganloss : 1091.334912 ∣     [  std_z : 0.97  real_sub_fake : 1119.71 ]
[  epoch 0011/0040] 4270/4800, lr:5.0e-05 ∣ avg_100 : 32037.587473 ∣ critic_nllloss : 26273.239648 ∣ critic_ganloss : -360.688177 ∣ generator_nllloss : 5219.057813 ∣ generator_ganloss : 1068.472852 ∣     [  std_z : 0.98  real_sub_fake : 982.29 ]
[  epoch 0011/0040] 4280/4800, lr:5.0e-05 ∣ avg_100 : 32036.377170 ∣ critic_nllloss : 26114.058398 ∣ critic_ganloss : -357.244876 ∣ generator_nllloss : 5137.211133 ∣ generator_ganloss : 1053.531641 ∣     [  std_z : 0.99  real_sub_fake : 1266.44 ]
[  epoch 0011/0040] 4290/4800, lr:5.0e-05 ∣ avg_100 : 32035.714612 ∣ critic_nllloss : 26157.094727 ∣ critic_ganloss : -548.969315 ∣ generator_nllloss : 5245.816602 ∣ generator_ganloss : 1025.831299 ∣     [  std_z : 1.00  real_sub_fake : 1688.29 ]
[  epoch 0011/0040] 4300/4800, lr:5.0e-05 ∣ avg_100 : 32038.434211 ∣ critic_nllloss : 26509.858008 ∣ critic_ganloss : -424.416974 ∣ generator_nllloss : 5280.921094 ∣ generator_ganloss : 1013.122900 ∣     [  std_z : 1.01  real_sub_fake : 1999.07 ]
[  epoch 0011/0040] 4310/4800, lr:5.0e-05 ∣ avg_100 : 32041.694543 ∣ critic_nllloss : 26390.321680 ∣ critic_ganloss : -440.807922 ∣ generator_nllloss : 5314.619727 ∣ generator_ganloss : 1010.190820 ∣     [  std_z : 1.01  real_sub_fake : 1684.20 ]
[  epoch 0011/0040] 4320/4800, lr:5.0e-05 ∣ avg_100 : 32045.369332 ∣ critic_nllloss : 26334.883594 ∣ critic_ganloss : -551.390820 ∣ generator_nllloss : 5283.772266 ∣ generator_ganloss : 1025.347314 ∣     [  std_z : 0.99  real_sub_fake : 1841.64 ]
[  epoch 0011/0040] 4330/4800, lr:5.0e-05 ∣ avg_100 : 32044.169120 ∣ critic_nllloss : 26245.745898 ∣ critic_ganloss : -551.942017 ∣ generator_nllloss : 5186.409180 ∣ generator_ganloss : 1022.298291 ∣     [  std_z : 0.98  real_sub_fake : 1887.06 ]
[  epoch 0011/0040] 4340/4800, lr:5.0e-05 ∣ avg_100 : 32042.261311 ∣ critic_nllloss : 26274.216406 ∣ critic_ganloss : -518.258026 ∣ generator_nllloss : 5236.602539 ∣ generator_ganloss : 1048.682666 ∣     [  std_z : 0.98  real_sub_fake : 2214.78 ]
[  epoch 0011/0040] 4350/4800, lr:5.0e-05 ∣ avg_100 : 32040.551314 ∣ critic_nllloss : 25948.842187 ∣ critic_ganloss : -509.637711 ∣ generator_nllloss : 5203.351367 ∣ generator_ganloss : 1087.484814 ∣     [  std_z : 0.98  real_sub_fake : 1936.34 ]
[  epoch 0011/0040] 4360/4800, lr:5.0e-05 ∣ avg_100 : 32042.154909 ∣ critic_nllloss : 26153.841602 ∣ critic_ganloss : -344.804279 ∣ generator_nllloss : 5245.366406 ∣ generator_ganloss : 1123.292773 ∣     [  std_z : 0.99  real_sub_fake : 1673.80 ]
[  epoch 0011/0040] 4370/4800, lr:5.0e-05 ∣ avg_100 : 32041.393073 ∣ critic_nllloss : 26097.280078 ∣ critic_ganloss : -453.857010 ∣ generator_nllloss : 5195.386719 ∣ generator_ganloss : 1105.667773 ∣     [  std_z : 1.00  real_sub_fake : 1433.42 ]
[  epoch 0011/0040] 4380/4800, lr:5.0e-05 ∣ avg_100 : 32041.544041 ∣ critic_nllloss : 26271.131055 ∣ critic_ganloss : -463.690509 ∣ generator_nllloss : 5203.342969 ∣ generator_ganloss : 1065.654102 ∣     [  std_z : 1.00  real_sub_fake : 1989.70 ]
[  epoch 0011/0040] 4390/4800, lr:5.0e-05 ∣ avg_100 : 32038.376372 ∣ critic_nllloss : 26085.036328 ∣ critic_ganloss : -432.144254 ∣ generator_nllloss : 5210.717188 ∣ generator_ganloss : 1068.368555 ∣     [  std_z : 1.00  real_sub_fake : 1865.34 ]
[  epoch 0011/0040] 4400/4800, lr:5.0e-05 ∣ avg_100 : 32036.967471 ∣ critic_nllloss : 26290.298242 ∣ critic_ganloss : -488.841763 ∣ generator_nllloss : 5310.127344 ∣ generator_ganloss : 1044.228271 ∣     [  std_z : 0.99  real_sub_fake : 1617.15 ]
[  epoch 0011/0040] 4410/4800, lr:5.0e-05 ∣ avg_100 : 32036.404052 ∣ critic_nllloss : 26270.343359 ∣ critic_ganloss : -438.971252 ∣ generator_nllloss : 5239.206055 ∣ generator_ganloss : 1038.503223 ∣     [  std_z : 0.98  real_sub_fake : 1697.51 ]
[  epoch 0011/0040] 4420/4800, lr:5.0e-05 ∣ avg_100 : 32038.612313 ∣ critic_nllloss : 26168.405469 ∣ critic_ganloss : -455.233221 ∣ generator_nllloss : 5256.693945 ∣ generator_ganloss : 1040.267773 ∣     [  std_z : 0.98  real_sub_fake : 1635.91 ]
[  epoch 0011/0040] 4430/4800, lr:5.0e-05 ∣ avg_100 : 32035.743377 ∣ critic_nllloss : 26061.760742 ∣ critic_ganloss : -430.044852 ∣ generator_nllloss : 5239.024609 ∣ generator_ganloss : 1053.540137 ∣     [  std_z : 0.99  real_sub_fake : 1625.21 ]
[  epoch 0011/0040] 4440/4800, lr:5.0e-05 ∣ avg_100 : 32038.531425 ∣ critic_nllloss : 26181.407227 ∣ critic_ganloss : -391.147842 ∣ generator_nllloss : 5274.847656 ∣ generator_ganloss : 1057.736670 ∣     [  std_z : 1.00  real_sub_fake : 1514.22 ]
[  epoch 0011/0040] 4450/4800, lr:5.0e-05 ∣ avg_100 : 32041.993468 ∣ critic_nllloss : 26225.065625 ∣ critic_ganloss : -561.295081 ∣ generator_nllloss : 5241.194922 ∣ generator_ganloss : 1033.663477 ∣     [  std_z : 1.00  real_sub_fake : 1916.98 ]
[  epoch 0011/0040] 4460/4800, lr:5.0e-05 ∣ avg_100 : 32038.581125 ∣ critic_nllloss : 26069.639453 ∣ critic_ganloss : -472.067908 ∣ generator_nllloss : 5186.679883 ∣ generator_ganloss : 1042.746387 ∣     [  std_z : 1.00  real_sub_fake : 1937.53 ]
[  epoch 0011/0040] 4470/4800, lr:5.0e-05 ∣ avg_100 : 32037.284774 ∣ critic_nllloss : 26069.740039 ∣ critic_ganloss : -467.224121 ∣ generator_nllloss : 5208.900781 ∣ generator_ganloss : 1046.413037 ∣     [  std_z : 0.98  real_sub_fake : 1968.47 ]
[  epoch 0011/0040] 4480/4800, lr:5.0e-05 ∣ avg_100 : 32038.553157 ∣ critic_nllloss : 26228.019141 ∣ critic_ganloss : -592.281891 ∣ generator_nllloss : 5278.078125 ∣ generator_ganloss : 1059.417334 ∣     [  std_z : 0.98  real_sub_fake : 1892.03 ]
[  epoch 0011/0040] 4490/4800, lr:5.0e-05 ∣ avg_100 : 32042.837861 ∣ critic_nllloss : 26366.872656 ∣ critic_ganloss : -477.231732 ∣ generator_nllloss : 5279.337305 ∣ generator_ganloss : 1060.561670 ∣     [  std_z : 0.97  real_sub_fake : 2024.87 ]
[  epoch 0011/0040] 4500/4800, lr:5.0e-05 ∣ avg_100 : 32048.762443 ∣ critic_nllloss : 26410.641797 ∣ critic_ganloss : -484.771805 ∣ generator_nllloss : 5221.407812 ∣ generator_ganloss : 1080.233936 ∣     [  std_z : 0.99  real_sub_fake : 1750.74 ]
[  epoch 0011/0040] 4510/4800, lr:5.0e-05 ∣ avg_100 : 32047.802819 ∣ critic_nllloss : 26067.454688 ∣ critic_ganloss : -551.217279 ∣ generator_nllloss : 5280.452539 ∣ generator_ganloss : 1049.298340 ∣     [  std_z : 0.99  real_sub_fake : 1837.62 ]
[  epoch 0011/0040] 4520/4800, lr:5.0e-05 ∣ avg_100 : 32047.930822 ∣ critic_nllloss : 26333.321289 ∣ critic_ganloss : -560.350488 ∣ generator_nllloss : 5328.608594 ∣ generator_ganloss : 1076.378027 ∣     [  std_z : 1.00  real_sub_fake : 2339.01 ]
[  epoch 0011/0040] 4530/4800, lr:5.0e-05 ∣ avg_100 : 32050.603303 ∣ critic_nllloss : 26297.502734 ∣ critic_ganloss : -652.869574 ∣ generator_nllloss : 5325.764063 ∣ generator_ganloss : 1065.708398 ∣     [  std_z : 0.99  real_sub_fake : 2287.76 ]
[  epoch 0011/0040] 4540/4800, lr:5.0e-05 ∣ avg_100 : 32049.517729 ∣ critic_nllloss : 26335.389062 ∣ critic_ganloss : -703.408167 ∣ generator_nllloss : 5290.019531 ∣ generator_ganloss : 1079.914746 ∣     [  std_z : 0.98  real_sub_fake : 2418.27 ]
[  epoch 0011/0040] 4550/4800, lr:5.0e-05 ∣ avg_100 : 32047.126633 ∣ critic_nllloss : 26081.435352 ∣ critic_ganloss : -426.355695 ∣ generator_nllloss : 5352.463672 ∣ generator_ganloss : 1054.097363 ∣     [  std_z : 0.98  real_sub_fake : 2405.39 ]
[  epoch 0011/0040] 4560/4800, lr:5.0e-05 ∣ avg_100 : 32046.546289 ∣ critic_nllloss : 26277.641016 ∣ critic_ganloss : -481.535828 ∣ generator_nllloss : 5255.740234 ∣ generator_ganloss : 1089.423193 ∣     [  std_z : 0.98  real_sub_fake : 1731.61 ]
[  epoch 0011/0040] 4570/4800, lr:5.0e-05 ∣ avg_100 : 32047.428198 ∣ critic_nllloss : 26264.250586 ∣ critic_ganloss : -506.265283 ∣ generator_nllloss : 5258.843945 ∣ generator_ganloss : 1021.974658 ∣     [  std_z : 0.99  real_sub_fake : 1678.88 ]
[  epoch 0011/0040] 4580/4800, lr:5.0e-05 ∣ avg_100 : 32046.863406 ∣ critic_nllloss : 26146.836328 ∣ critic_ganloss : -421.524420 ∣ generator_nllloss : 5236.974414 ∣ generator_ganloss : 987.755371 ∣  [  std_z : 1.00  real_sub_fake : 1883.66 ]
[  epoch 0011/0040] 4590/4800, lr:5.0e-05 ∣ avg_100 : 32049.350173 ∣ critic_nllloss : 26604.268164 ∣ critic_ganloss : -478.335132 ∣ generator_nllloss : 5353.060742 ∣ generator_ganloss : 962.262988 ∣  [  std_z : 0.99  real_sub_fake : 1922.35 ]
[  epoch 0011/0040] 4600/4800, lr:5.0e-05 ∣ avg_100 : 32045.937364 ∣ critic_nllloss : 26225.239453 ∣ critic_ganloss : -433.197733 ∣ generator_nllloss : 5224.086719 ∣ generator_ganloss : 942.505029 ∣  [  std_z : 0.97  real_sub_fake : 1696.89 ]
[  epoch 0011/0040] 4610/4800, lr:5.0e-05 ∣ avg_100 : 32043.538922 ∣ critic_nllloss : 26162.381445 ∣ critic_ganloss : -493.254950 ∣ generator_nllloss : 5275.727734 ∣ generator_ganloss : 965.012012 ∣  [  std_z : 0.97  real_sub_fake : 1800.52 ]
[  epoch 0011/0040] 4620/4800, lr:5.0e-05 ∣ avg_100 : 32040.474073 ∣ critic_nllloss : 26132.995703 ∣ critic_ganloss : -601.517236 ∣ generator_nllloss : 5209.179883 ∣ generator_ganloss : 977.736328 ∣  [  std_z : 1.00  real_sub_fake : 2055.07 ]
[  epoch 0011/0040] 4630/4800, lr:5.0e-05 ∣ avg_100 : 32036.317971 ∣ critic_nllloss : 26063.642383 ∣ critic_ganloss : -592.475183 ∣ generator_nllloss : 5241.305859 ∣ generator_ganloss : 1007.891309 ∣     [  std_z : 1.01  real_sub_fake : 2040.32 ]
[  epoch 0011/0040] 4640/4800, lr:5.0e-05 ∣ avg_100 : 32034.408264 ∣ critic_nllloss : 25991.744922 ∣ critic_ganloss : -470.761719 ∣ generator_nllloss : 5220.463672 ∣ generator_ganloss : 1013.442432 ∣     [  std_z : 1.01  real_sub_fake : 2605.76 ]
[  epoch 0011/0040] 4650/4800, lr:5.0e-05 ∣ avg_100 : 32036.518111 ∣ critic_nllloss : 26339.962109 ∣ critic_ganloss : -325.389737 ∣ generator_nllloss : 5337.564062 ∣ generator_ganloss : 1059.715381 ∣     [  std_z : 0.99  real_sub_fake : 1351.76 ]
[  epoch 0011/0040] 4660/4800, lr:5.0e-05 ∣ avg_100 : 32036.495456 ∣ critic_nllloss : 26195.554102 ∣ critic_ganloss : -385.789737 ∣ generator_nllloss : 5203.647461 ∣ generator_ganloss : 1054.008252 ∣     [  std_z : 0.97  real_sub_fake : 1112.25 ]
[  epoch 0011/0040] 4670/4800, lr:5.0e-05 ∣ avg_100 : 32035.315164 ∣ critic_nllloss : 26085.559766 ∣ critic_ganloss : -366.748209 ∣ generator_nllloss : 5145.501367 ∣ generator_ganloss : 1039.010205 ∣     [  std_z : 0.97  real_sub_fake : 1358.30 ]
[  epoch 0011/0040] 4680/4800, lr:5.0e-05 ∣ avg_100 : 32034.771469 ∣ critic_nllloss : 26286.456055 ∣ critic_ganloss : -487.872681 ∣ generator_nllloss : 5264.019141 ∣ generator_ganloss : 1055.190234 ∣     [  std_z : 0.99  real_sub_fake : 1629.38 ]
[  epoch 0011/0040] 4690/4800, lr:5.0e-05 ∣ avg_100 : 32034.456019 ∣ critic_nllloss : 26111.527734 ∣ critic_ganloss : -503.942255 ∣ generator_nllloss : 5215.379297 ∣ generator_ganloss : 1053.282910 ∣     [  std_z : 1.00  real_sub_fake : 1930.81 ]
[  epoch 0011/0040] 4700/4800, lr:5.0e-05 ∣ avg_100 : 32036.365903 ∣ critic_nllloss : 26244.811133 ∣ critic_ganloss : -389.628726 ∣ generator_nllloss : 5150.512500 ∣ generator_ganloss : 1048.678516 ∣     [  std_z : 1.00  real_sub_fake : 1738.53 ]
[  epoch 0011/0040] 4710/4800, lr:5.0e-05 ∣ avg_100 : 32036.036498 ∣ critic_nllloss : 26288.303906 ∣ critic_ganloss : -570.836798 ∣ generator_nllloss : 5282.633008 ∣ generator_ganloss : 1050.914648 ∣     [  std_z : 1.01  real_sub_fake : 1746.94 ]
[  epoch 0011/0040] 4720/4800, lr:5.0e-05 ∣ avg_100 : 32037.401153 ∣ critic_nllloss : 26266.627930 ∣ critic_ganloss : -522.567566 ∣ generator_nllloss : 5285.822266 ∣ generator_ganloss : 1065.410938 ∣     [  std_z : 0.99  real_sub_fake : 2004.08 ]
[  epoch 0011/0040] 4730/4800, lr:5.0e-05 ∣ avg_100 : 32039.786593 ∣ critic_nllloss : 26339.077930 ∣ critic_ganloss : -570.935529 ∣ generator_nllloss : 5305.014648 ∣ generator_ganloss : 1055.621289 ∣     [  std_z : 0.98  real_sub_fake : 2115.59 ]
[  epoch 0011/0040] 4740/4800, lr:5.0e-05 ∣ avg_100 : 32038.146250 ∣ critic_nllloss : 26159.812109 ∣ critic_ganloss : -535.204337 ∣ generator_nllloss : 5241.770898 ∣ generator_ganloss : 1067.367529 ∣     [  std_z : 0.97  real_sub_fake : 2170.95 ]
[  epoch 0011/0040] 4750/4800, lr:5.0e-05 ∣ avg_100 : 32037.170104 ∣ critic_nllloss : 26129.424414 ∣ critic_ganloss : -472.316888 ∣ generator_nllloss : 5386.257031 ∣ generator_ganloss : 1052.656641 ∣     [  std_z : 0.98  real_sub_fake : 1861.01 ]
[  epoch 0011/0040] 4760/4800, lr:5.0e-05 ∣ avg_100 : 32037.241025 ∣ critic_nllloss : 26396.343945 ∣ critic_ganloss : -568.404800 ∣ generator_nllloss : 5358.434570 ∣ generator_ganloss : 1040.862549 ∣     [  std_z : 0.99  real_sub_fake : 2187.09 ]
[  epoch 0011/0040] 4770/4800, lr:5.0e-05 ∣ avg_100 : 32040.441177 ∣ critic_nllloss : 26070.598633 ∣ critic_ganloss : -178.094508 ∣ generator_nllloss : 5164.892773 ∣ generator_ganloss : 1051.779150 ∣     [  std_z : 0.99  real_sub_fake : 1197.63 ]
[  epoch 0011/0040] 4780/4800, lr:5.0e-05 ∣ avg_100 : 32041.893363 ∣ critic_nllloss : 26241.984180 ∣ critic_ganloss : -282.210983 ∣ generator_nllloss : 5326.896680 ∣ generator_ganloss : 1003.255371 ∣     [  std_z : 1.00  real_sub_fake : 840.09 ]
[  epoch 0011/0040] 4790/4800, lr:5.0e-05 ∣ avg_100 : 32040.119287 ∣ critic_nllloss : 26018.198047 ∣ critic_ganloss : -357.218686 ∣ generator_nllloss : 5157.638477 ∣ generator_ganloss : 954.201660 ∣  [  std_z : 0.99  real_sub_fake : 1258.15 ]
[  epoch 0011/0040] 4800/4800, lr:5.0e-05 ∣ avg_100 : 32040.063908 ∣ critic_nllloss : 26165.584961 ∣ critic_ganloss : -408.931650 ∣ generator_nllloss : 5220.617188 ∣ generator_ganloss : 961.080859 ∣  [  std_z : 0.98  real_sub_fake : 1546.14 ]
[    val 011    ] Done! KLD: 0.029152: 0.0192559:27, total: 1 day, 6:19:55                  
[  epoch 0012/0040] 0010/4800, lr:5.0e-05 ∣ avg_100 : 32041.934471 ∣ critic_nllloss : 26193.533594 ∣ critic_ganloss : -435.655005 ∣ generator_nllloss : 5243.742969 ∣ generator_ganloss : 981.386523 ∣  [  std_z : 0.98  real_sub_fake : 1591.76 ]
[  epoch 0012/0040] 0020/4800, lr:5.0e-05 ∣ avg_100 : 32044.085370 ∣ critic_nllloss : 26375.645313 ∣ critic_ganloss : -466.356870 ∣ generator_nllloss : 5293.325586 ∣ generator_ganloss : 1000.266504 ∣     [  std_z : 0.98  real_sub_fake : 1760.81 ]
[  epoch 0012/0040] 0030/4800, lr:5.0e-05 ∣ avg_100 : 32044.683886 ∣ critic_nllloss : 26323.052734 ∣ critic_ganloss : -395.286594 ∣ generator_nllloss : 5276.130078 ∣ generator_ganloss : 1031.582422 ∣     [  std_z : 0.99  real_sub_fake : 1592.86 ]
[  epoch 0012/0040] 0040/4800, lr:5.0e-05 ∣ avg_100 : 32045.955002 ∣ critic_nllloss : 26401.017188 ∣ critic_ganloss : -463.484460 ∣ generator_nllloss : 5235.142969 ∣ generator_ganloss : 1029.636719 ∣     [  std_z : 1.00  real_sub_fake : 1730.67 ]
[  epoch 0012/0040] 0050/4800, lr:5.0e-05 ∣ avg_100 : 32047.373082 ∣ critic_nllloss : 26170.508398 ∣ critic_ganloss : -381.862866 ∣ generator_nllloss : 5279.823633 ∣ generator_ganloss : 1041.705762 ∣     [  std_z : 1.00  real_sub_fake : 1686.10 ]
[  epoch 0012/0040] 0060/4800, lr:5.0e-05 ∣ avg_100 : 32045.432526 ∣ critic_nllloss : 25954.909961 ∣ critic_ganloss : -554.827524 ∣ generator_nllloss : 5247.557813 ∣ generator_ganloss : 1033.688721 ∣     [  std_z : 1.00  real_sub_fake : 1725.45 ]
[  epoch 0012/0040] 0070/4800, lr:5.0e-05 ∣ avg_100 : 32043.567793 ∣ critic_nllloss : 26102.299023 ∣ critic_ganloss : -426.235474 ∣ generator_nllloss : 5145.506250 ∣ generator_ganloss : 1042.868164 ∣     [  std_z : 0.98  real_sub_fake : 1960.56 ]
[  epoch 0012/0040] 0080/4800, lr:5.0e-05 ∣ avg_100 : 32047.241401 ∣ critic_nllloss : 26376.893750 ∣ critic_ganloss : -332.438007 ∣ generator_nllloss : 5267.755859 ∣ generator_ganloss : 1107.185205 ∣     [  std_z : 0.98  real_sub_fake : 1386.94 ]
[  epoch 0012/0040] 0090/4800, lr:5.0e-05 ∣ avg_100 : 32048.580772 ∣ critic_nllloss : 26349.590234 ∣ critic_ganloss : -458.136383 ∣ generator_nllloss : 5178.769141 ∣ generator_ganloss : 1061.692285 ∣     [  std_z : 0.98  real_sub_fake : 1468.70 ]
[  epoch 0012/0040] 0100/4800, lr:5.0e-05 ∣ avg_100 : 32049.312569 ∣ critic_nllloss : 26144.608984 ∣ critic_ganloss : -430.977930 ∣ generator_nllloss : 5282.231250 ∣ generator_ganloss : 1075.033984 ∣     [  std_z : 0.98  real_sub_fake : 1838.86 ]
[  epoch 0012/0040] 0110/4800, lr:5.0e-05 ∣ avg_100 : 32046.069414 ∣ critic_nllloss : 25837.955078 ∣ critic_ganloss : -410.393411 ∣ generator_nllloss : 5231.794141 ∣ generator_ganloss : 1080.997510 ∣     [  std_z : 0.99  real_sub_fake : 1501.12 ]
[  epoch 0012/0040] 0120/4800, lr:5.0e-05 ∣ avg_100 : 32050.993450 ∣ critic_nllloss : 26283.034375 ∣ critic_ganloss : -363.770547 ∣ generator_nllloss : 5323.726172 ∣ generator_ganloss : 1049.788086 ∣     [  std_z : 1.00  real_sub_fake : 1693.06 ]
[  epoch 0012/0040] 0130/4800, lr:5.0e-05 ∣ avg_100 : 32051.351399 ∣ critic_nllloss : 26051.656641 ∣ critic_ganloss : -426.717813 ∣ generator_nllloss : 5287.693359 ∣ generator_ganloss : 1048.323633 ∣     [  std_z : 1.00  real_sub_fake : 1374.83 ]
[  epoch 0012/0040] 0140/4800, lr:5.0e-05 ∣ avg_100 : 32051.538180 ∣ critic_nllloss : 26363.053125 ∣ critic_ganloss : -484.541098 ∣ generator_nllloss : 5314.895898 ∣ generator_ganloss : 994.982373 ∣  [  std_z : 1.00  real_sub_fake : 1733.66 ]
[  epoch 0012/0040] 0150/4800, lr:5.0e-05 ∣ avg_100 : 32055.807433 ∣ critic_nllloss : 26449.703320 ∣ critic_ganloss : -388.980322 ∣ generator_nllloss : 5368.891211 ∣ generator_ganloss : 999.263037 ∣  [  std_z : 0.99  real_sub_fake : 1694.89 ]
[  epoch 0012/0040] 0160/4800, lr:5.0e-05 ∣ avg_100 : 32054.317543 ∣ critic_nllloss : 26231.747070 ∣ critic_ganloss : -448.215585 ∣ generator_nllloss : 5203.710547 ∣ generator_ganloss : 1023.729980 ∣     [  std_z : 0.98  real_sub_fake : 1644.08 ]
[  epoch 0012/0040] 0170/4800, lr:5.0e-05 ∣ avg_100 : 32055.359716 ∣ critic_nllloss : 26247.069336 ∣ critic_ganloss : -375.007080 ∣ generator_nllloss : 5252.990625 ∣ generator_ganloss : 1046.356934 ∣     [  std_z : 0.97  real_sub_fake : 1484.36 ]
[  epoch 0012/0040] 0180/4800, lr:5.0e-05 ∣ avg_100 : 32056.376826 ∣ critic_nllloss : 26555.497852 ∣ critic_ganloss : -695.763916 ∣ generator_nllloss : 5276.438086 ∣ generator_ganloss : 1026.635059 ∣     [  std_z : 0.98  real_sub_fake : 2021.10 ]
[  epoch 0012/0040] 0190/4800, lr:5.0e-05 ∣ avg_100 : 32054.404918 ∣ critic_nllloss : 26076.562109 ∣ critic_ganloss : -473.928375 ∣ generator_nllloss : 5248.754687 ∣ generator_ganloss : 1056.644775 ∣     [  std_z : 0.98  real_sub_fake : 2199.83 ]
[  epoch 0012/0040] 0200/4800, lr:5.0e-05 ∣ avg_100 : 32056.815881 ∣ critic_nllloss : 26293.285547 ∣ critic_ganloss : -587.689465 ∣ generator_nllloss : 5333.264453 ∣ generator_ganloss : 1042.055908 ∣     [  std_z : 1.00  real_sub_fake : 2009.08 ]
[  epoch 0012/0040] 0210/4800, lr:5.0e-05 ∣ avg_100 : 32057.034777 ∣ critic_nllloss : 26247.604297 ∣ critic_ganloss : -420.560818 ∣ generator_nllloss : 5259.284180 ∣ generator_ganloss : 1059.343262 ∣     [  std_z : 1.00  real_sub_fake : 1960.01 ]
[  epoch 0012/0040] 0220/4800, lr:5.0e-05 ∣ avg_100 : 32054.015928 ∣ critic_nllloss : 26166.812305 ∣ critic_ganloss : -502.356323 ∣ generator_nllloss : 5183.521484 ∣ generator_ganloss : 1030.269531 ∣     [  std_z : 0.99  real_sub_fake : 1887.58 ]
[  epoch 0012/0040] 0230/4800, lr:5.0e-05 ∣ avg_100 : 32051.185734 ∣ critic_nllloss : 26042.623047 ∣ critic_ganloss : -431.979877 ∣ generator_nllloss : 5213.039453 ∣ generator_ganloss : 1026.317627 ∣     [  std_z : 0.99  real_sub_fake : 1744.13 ]
[  epoch 0012/0040] 0240/4800, lr:5.0e-05 ∣ avg_100 : 32048.537737 ∣ critic_nllloss : 26002.534961 ∣ critic_ganloss : -379.530319 ∣ generator_nllloss : 5041.198047 ∣ generator_ganloss : 1029.623584 ∣     [  std_z : 0.98  real_sub_fake : 1552.88 ]
[  epoch 0012/0040] 0250/4800, lr:5.0e-05 ∣ avg_100 : 32046.896670 ∣ critic_nllloss : 26136.894922 ∣ critic_ganloss : -483.363800 ∣ generator_nllloss : 5261.555469 ∣ generator_ganloss : 1029.284766 ∣     [  std_z : 1.00  real_sub_fake : 1634.55 ]
[  epoch 0012/0040] 0260/4800, lr:5.0e-05 ∣ avg_100 : 32043.992309 ∣ critic_nllloss : 26324.813672 ∣ critic_ganloss : -562.230792 ∣ generator_nllloss : 5257.425781 ∣ generator_ganloss : 1006.218164 ∣     [  std_z : 1.01  real_sub_fake : 2184.25 ]
[  epoch 0012/0040] 0270/4800, lr:5.0e-05 ∣ avg_100 : 32044.578024 ∣ critic_nllloss : 26280.861328 ∣ critic_ganloss : -386.645428 ∣ generator_nllloss : 5317.423828 ∣ generator_ganloss : 1049.205713 ∣     [  std_z : 0.99  real_sub_fake : 1902.47 ]
[  epoch 0012/0040] 0280/4800, lr:5.0e-05 ∣ avg_100 : 32048.863030 ∣ critic_nllloss : 26255.336133 ∣ critic_ganloss : -302.273767 ∣ generator_nllloss : 5332.645312 ∣ generator_ganloss : 1084.614355 ∣     [  std_z : 0.97  real_sub_fake : 1336.41 ]
[  epoch 0012/0040] 0290/4800, lr:5.0e-05 ∣ avg_100 : 32051.648684 ∣ critic_nllloss : 26350.469531 ∣ critic_ganloss : -412.178989 ∣ generator_nllloss : 5334.883398 ∣ generator_ganloss : 1066.179834 ∣     [  std_z : 0.97  real_sub_fake : 1229.10 ]
[  epoch 0012/0040] 0300/4800, lr:5.0e-05 ∣ avg_100 : 32053.676027 ∣ critic_nllloss : 26351.170117 ∣ critic_ganloss : -421.627643 ∣ generator_nllloss : 5315.655078 ∣ generator_ganloss : 1055.330029 ∣     [  std_z : 0.98  real_sub_fake : 1669.75 ]
[  epoch 0012/0040] 0310/4800, lr:5.0e-05 ∣ avg_100 : 32050.487270 ∣ critic_nllloss : 26240.826953 ∣ critic_ganloss : -488.057910 ∣ generator_nllloss : 5240.590234 ∣ generator_ganloss : 1058.775537 ∣     [  std_z : 0.99  real_sub_fake : 1844.28 ]
[  epoch 0012/0040] 0320/4800, lr:5.0e-05 ∣ avg_100 : 32050.938127 ∣ critic_nllloss : 26334.925391 ∣ critic_ganloss : -468.960693 ∣ generator_nllloss : 5225.992578 ∣ generator_ganloss : 1079.202148 ∣     [  std_z : 1.01  real_sub_fake : 1766.22 ]
[  epoch 0012/0040] 0330/4800, lr:5.0e-05 ∣ avg_100 : 32055.867529 ∣ critic_nllloss : 26485.812305 ∣ critic_ganloss : -496.611786 ∣ generator_nllloss : 5307.546289 ∣ generator_ganloss : 1061.783301 ∣     [  std_z : 1.01  real_sub_fake : 1694.08 ]
[  epoch 0012/0040] 0340/4800, lr:5.0e-05 ∣ avg_100 : 32056.271073 ∣ critic_nllloss : 25955.463281 ∣ critic_ganloss : -397.083984 ∣ generator_nllloss : 5213.856641 ∣ generator_ganloss : 1069.149072 ∣     [  std_z : 0.99  real_sub_fake : 1815.63 ]
[  epoch 0012/0040] 0350/4800, lr:5.0e-05 ∣ avg_100 : 32060.460371 ∣ critic_nllloss : 26187.331641 ∣ critic_ganloss : -379.236661 ∣ generator_nllloss : 5284.691602 ∣ generator_ganloss : 1063.260498 ∣     [  std_z : 0.99  real_sub_fake : 1640.11 ]
[  epoch 0012/0040] 0360/4800, lr:5.0e-05 ∣ avg_100 : 32057.892629 ∣ critic_nllloss : 26215.453320 ∣ critic_ganloss : -512.706720 ∣ generator_nllloss : 5193.897461 ∣ generator_ganloss : 1063.831885 ∣     [  std_z : 0.98  real_sub_fake : 1534.80 ]
[  epoch 0012/0040] 0370/4800, lr:5.0e-05 ∣ avg_100 : 32053.723523 ∣ critic_nllloss : 26080.965234 ∣ critic_ganloss : -533.908759 ∣ generator_nllloss : 5204.069531 ∣ generator_ganloss : 1032.354541 ∣     [  std_z : 0.98  real_sub_fake : 2039.27 ]
[  epoch 0012/0040] 0380/4800, lr:5.0e-05 ∣ avg_100 : 32050.395650 ∣ critic_nllloss : 26023.763086 ∣ critic_ganloss : -502.456165 ∣ generator_nllloss : 5244.199805 ∣ generator_ganloss : 1041.684961 ∣     [  std_z : 0.98  real_sub_fake : 2029.99 ]
[  epoch 0012/0040] 0390/4800, lr:5.0e-05 ∣ avg_100 : 32047.416639 ∣ critic_nllloss : 25898.556445 ∣ critic_ganloss : -440.522610 ∣ generator_nllloss : 5210.904492 ∣ generator_ganloss : 1038.276855 ∣     [  std_z : 0.98  real_sub_fake : 1777.21 ]
[  epoch 0012/0040] 0400/4800, lr:5.0e-05 ∣ avg_100 : 32049.763708 ∣ critic_nllloss : 26312.070508 ∣ critic_ganloss : -486.258237 ∣ generator_nllloss : 5313.350586 ∣ generator_ganloss : 1053.528662 ∣     [  std_z : 0.99  real_sub_fake : 1743.94 ]
[  epoch 0012/0040] 0410/4800, lr:5.0e-05 ∣ avg_100 : 32052.842742 ∣ critic_nllloss : 26282.955469 ∣ critic_ganloss : -246.953149 ∣ generator_nllloss : 5196.942773 ∣ generator_ganloss : 1097.158887 ∣     [  std_z : 0.99  real_sub_fake : 1396.82 ]
[  epoch 0012/0040] 0420/4800, lr:5.0e-05 ∣ avg_100 : 32049.231964 ∣ critic_nllloss : 25877.909180 ∣ critic_ganloss : -239.513528 ∣ generator_nllloss : 5217.589258 ∣ generator_ganloss : 1080.252051 ∣     [  std_z : 0.98  real_sub_fake : 784.10 ]
[  epoch 0012/0040] 0430/4800, lr:5.0e-05 ∣ avg_100 : 32050.663255 ∣ critic_nllloss : 26096.780469 ∣ critic_ganloss : -341.140796 ∣ generator_nllloss : 5272.091992 ∣ generator_ganloss : 1054.793652 ∣     [  std_z : 0.98  real_sub_fake : 1062.09 ]
[  epoch 0012/0040] 0440/4800, lr:5.0e-05 ∣ avg_100 : 32052.887748 ∣ critic_nllloss : 26179.476953 ∣ critic_ganloss : -469.763708 ∣ generator_nllloss : 5362.339844 ∣ generator_ganloss : 1026.938916 ∣     [  std_z : 1.00  real_sub_fake : 1522.77 ]
[  epoch 0012/0040] 0450/4800, lr:5.0e-05 ∣ avg_100 : 32053.105784 ∣ critic_nllloss : 26286.624023 ∣ critic_ganloss : -377.765814 ∣ generator_nllloss : 5246.774609 ∣ generator_ganloss : 1034.366895 ∣     [  std_z : 1.00  real_sub_fake : 1781.31 ]
[  epoch 0012/0040] 0460/4800, lr:5.0e-05 ∣ avg_100 : 32050.074190 ∣ critic_nllloss : 26237.321289 ∣ critic_ganloss : -504.026746 ∣ generator_nllloss : 5111.056250 ∣ generator_ganloss : 1053.575488 ∣     [  std_z : 0.98  real_sub_fake : 1866.56 ]
[  epoch 0012/0040] 0470/4800, lr:5.0e-05 ∣ avg_100 : 32051.032400 ∣ critic_nllloss : 26432.449023 ∣ critic_ganloss : -396.609235 ∣ generator_nllloss : 5180.341016 ∣ generator_ganloss : 1079.722314 ∣     [  std_z : 0.99  real_sub_fake : 1647.07 ]
[  epoch 0012/0040] 0480/4800, lr:5.0e-05 ∣ avg_100 : 32053.266932 ∣ critic_nllloss : 26322.361328 ∣ critic_ganloss : -452.588773 ∣ generator_nllloss : 5221.300781 ∣ generator_ganloss : 1079.936133 ∣     [  std_z : 0.98  real_sub_fake : 1625.15 ]
[  epoch 0012/0040] 0490/4800, lr:5.0e-05 ∣ avg_100 : 32053.712722 ∣ critic_nllloss : 26108.407422 ∣ critic_ganloss : -456.916092 ∣ generator_nllloss : 5186.452539 ∣ generator_ganloss : 1086.408447 ∣     [  std_z : 1.00  real_sub_fake : 1614.41 ]
[  epoch 0012/0040] 0500/4800, lr:5.0e-05 ∣ avg_100 : 32050.156318 ∣ critic_nllloss : 26207.453125 ∣ critic_ganloss : -429.390506 ∣ generator_nllloss : 5173.468164 ∣ generator_ganloss : 1072.313916 ∣     [  std_z : 1.00  real_sub_fake : 1847.98 ]
[  epoch 0012/0040] 0510/4800, lr:5.0e-05 ∣ avg_100 : 32048.183586 ∣ critic_nllloss : 26180.996875 ∣ critic_ganloss : -401.367664 ∣ generator_nllloss : 5218.814258 ∣ generator_ganloss : 1078.607617 ∣     [  std_z : 1.00  real_sub_fake : 1526.10 ]
[  epoch 0012/0040] 0520/4800, lr:5.0e-05 ∣ avg_100 : 32050.379631 ∣ critic_nllloss : 26341.049023 ∣ critic_ganloss : -354.144214 ∣ generator_nllloss : 5249.765234 ∣ generator_ganloss : 1075.546777 ∣     [  std_z : 0.98  real_sub_fake : 1576.83 ]
[  epoch 0012/0040] 0530/4800, lr:5.0e-05 ∣ avg_100 : 32051.991797 ∣ critic_nllloss : 26130.748047 ∣ critic_ganloss : -376.765967 ∣ generator_nllloss : 5220.114062 ∣ generator_ganloss : 1089.631836 ∣     [  std_z : 0.98  real_sub_fake : 1277.00 ]
[  epoch 0012/0040] 0540/4800, lr:5.0e-05 ∣ avg_100 : 32052.171511 ∣ critic_nllloss : 26207.810352 ∣ critic_ganloss : -456.142871 ∣ generator_nllloss : 5254.960547 ∣ generator_ganloss : 1052.586914 ∣     [  std_z : 0.98  real_sub_fake : 1732.67 ]
[  epoch 0012/0040] 0550/4800, lr:5.0e-05 ∣ avg_100 : 32051.574176 ∣ critic_nllloss : 25976.137109 ∣ critic_ganloss : -540.726477 ∣ generator_nllloss : 5177.073047 ∣ generator_ganloss : 1057.823535 ∣     [  std_z : 0.99  real_sub_fake : 1718.62 ]
[  epoch 0012/0040] 0560/4800, lr:5.0e-05 ∣ avg_100 : 32051.439319 ∣ critic_nllloss : 26383.898438 ∣ critic_ganloss : -452.669305 ∣ generator_nllloss : 5196.803711 ∣ generator_ganloss : 1036.177930 ∣     [  std_z : 0.99  real_sub_fake : 2119.42 ]
[  epoch 0012/0040] 0570/4800, lr:5.0e-05 ∣ avg_100 : 32054.043267 ∣ critic_nllloss : 26175.049023 ∣ critic_ganloss : -321.418463 ∣ generator_nllloss : 5282.043555 ∣ generator_ganloss : 1069.198242 ∣     [  std_z : 0.99  real_sub_fake : 1451.18 ]
[  epoch 0012/0040] 0580/4800, lr:5.0e-05 ∣ avg_100 : 32053.721920 ∣ critic_nllloss : 26241.731055 ∣ critic_ganloss : -440.877948 ∣ generator_nllloss : 5208.139648 ∣ generator_ganloss : 1035.310156 ∣     [  std_z : 0.98  real_sub_fake : 1388.13 ]
[  epoch 0012/0040] 0590/4800, lr:5.0e-05 ∣ avg_100 : 32054.435114 ∣ critic_nllloss : 26302.384180 ∣ critic_ganloss : -596.458972 ∣ generator_nllloss : 5236.332617 ∣ generator_ganloss : 1061.039453 ∣     [  std_z : 0.98  real_sub_fake : 1771.34 ]
[  epoch 0012/0040] 0600/4800, lr:5.0e-05 ∣ avg_100 : 32052.107143 ∣ critic_nllloss : 26147.672266 ∣ critic_ganloss : -449.939862 ∣ generator_nllloss : 5177.389844 ∣ generator_ganloss : 1047.892725 ∣     [  std_z : 0.99  real_sub_fake : 2004.38 ]
[  epoch 0012/0040] 0610/4800, lr:5.0e-05 ∣ avg_100 : 32051.859878 ∣ critic_nllloss : 26150.821875 ∣ critic_ganloss : -420.753387 ∣ generator_nllloss : 5278.263477 ∣ generator_ganloss : 1076.022852 ∣     [  std_z : 1.00  real_sub_fake : 1782.57 ]
[  epoch 0012/0040] 0620/4800, lr:5.0e-05 ∣ avg_100 : 32055.415953 ∣ critic_nllloss : 26305.105859 ∣ critic_ganloss : -333.364261 ∣ generator_nllloss : 5336.143555 ∣ generator_ganloss : 1057.856348 ∣     [  std_z : 1.00  real_sub_fake : 1324.70 ]
[  epoch 0012/0040] 0630/4800, lr:5.0e-05 ∣ avg_100 : 32057.339148 ∣ critic_nllloss : 26146.859375 ∣ critic_ganloss : -325.672578 ∣ generator_nllloss : 5251.621289 ∣ generator_ganloss : 1043.792090 ∣     [  std_z : 0.98  real_sub_fake : 1062.63 ]
[  epoch 0012/0040] 0640/4800, lr:5.0e-05 ∣ avg_100 : 32055.688428 ∣ critic_nllloss : 26001.866797 ∣ critic_ganloss : -302.532077 ∣ generator_nllloss : 5217.110352 ∣ generator_ganloss : 1041.326611 ∣     [  std_z : 0.98  real_sub_fake : 1181.26 ]
[  epoch 0012/0040] 0650/4800, lr:5.0e-05 ∣ avg_100 : 32058.665450 ∣ critic_nllloss : 26267.941602 ∣ critic_ganloss : -392.538248 ∣ generator_nllloss : 5287.625000 ∣ generator_ganloss : 1073.302832 ∣     [  std_z : 0.98  real_sub_fake : 1364.16 ]
[  epoch 0012/0040] 0660/4800, lr:5.0e-05 ∣ avg_100 : 32060.996410 ∣ critic_nllloss : 26093.166602 ∣ critic_ganloss : -337.678665 ∣ generator_nllloss : 5209.932227 ∣ generator_ganloss : 1094.673584 ∣     [  std_z : 0.98  real_sub_fake : 1242.13 ]
[  epoch 0012/0040] 0670/4800, lr:5.0e-05 ∣ avg_100 : 32065.691326 ∣ critic_nllloss : 26318.776953 ∣ critic_ganloss : -375.788531 ∣ generator_nllloss : 5319.043359 ∣ generator_ganloss : 1065.289600 ∣     [  std_z : 0.99  real_sub_fake : 1594.80 ]
[  epoch 0012/0040] 0680/4800, lr:5.0e-05 ∣ avg_100 : 32065.226514 ∣ critic_nllloss : 26108.540625 ∣ critic_ganloss : -496.324097 ∣ generator_nllloss : 5231.401953 ∣ generator_ganloss : 1083.133008 ∣     [  std_z : 1.00  real_sub_fake : 1762.08 ]
[  epoch 0012/0040] 0690/4800, lr:5.0e-05 ∣ avg_100 : 32064.436195 ∣ critic_nllloss : 26258.538867 ∣ critic_ganloss : -484.238904 ∣ generator_nllloss : 5308.169727 ∣ generator_ganloss : 1068.038281 ∣     [  std_z : 1.00  real_sub_fake : 2044.07 ]
[  epoch 0012/0040] 0700/4800, lr:5.0e-05 ∣ avg_100 : 32062.513341 ∣ critic_nllloss : 26249.454883 ∣ critic_ganloss : -485.963892 ∣ generator_nllloss : 5210.045703 ∣ generator_ganloss : 1061.689648 ∣     [  std_z : 0.99  real_sub_fake : 2030.96 ]
[  epoch 0012/0040] 0710/4800, lr:5.0e-05 ∣ avg_100 : 32063.127119 ∣ critic_nllloss : 26130.176563 ∣ critic_ganloss : -459.384882 ∣ generator_nllloss : 5215.762695 ∣ generator_ganloss : 1020.811719 ∣     [  std_z : 0.99  real_sub_fake : 1954.87 ]
[  epoch 0012/0040] 0720/4800, lr:5.0e-05 ∣ avg_100 : 32060.614425 ∣ critic_nllloss : 26092.883008 ∣ critic_ganloss : -563.003583 ∣ generator_nllloss : 5341.910156 ∣ generator_ganloss : 1054.898438 ∣     [  std_z : 0.98  real_sub_fake : 1638.54 ]
[  epoch 0012/0040] 0730/4800, lr:5.0e-05 ∣ avg_100 : 32060.286497 ∣ critic_nllloss : 26173.708203 ∣ critic_ganloss : -419.131589 ∣ generator_nllloss : 5212.820312 ∣ generator_ganloss : 1035.915869 ∣     [  std_z : 0.98  real_sub_fake : 1910.49 ]
[  epoch 0012/0040] 0740/4800, lr:5.0e-05 ∣ avg_100 : 32059.604327 ∣ critic_nllloss : 26064.646680 ∣ critic_ganloss : -448.219290 ∣ generator_nllloss : 5265.656445 ∣ generator_ganloss : 1051.614404 ∣     [  std_z : 0.98  real_sub_fake : 1657.43 ]
[  epoch 0012/0040] 0750/4800, lr:5.0e-05 ∣ avg_100 : 32061.244533 ∣ critic_nllloss : 26357.089648 ∣ critic_ganloss : -437.510669 ∣ generator_nllloss : 5264.419141 ∣ generator_ganloss : 1041.663135 ∣     [  std_z : 0.99  real_sub_fake : 1806.80 ]
[  epoch 0012/0040] 0760/4800, lr:5.0e-05 ∣ avg_100 : 32060.273144 ∣ critic_nllloss : 26252.681641 ∣ critic_ganloss : -473.885522 ∣ generator_nllloss : 5198.610547 ∣ generator_ganloss : 1066.723047 ∣     [  std_z : 1.00  real_sub_fake : 1617.50 ]
[  epoch 0012/0040] 0770/4800, lr:5.0e-05 ∣ avg_100 : 32060.021886 ∣ critic_nllloss : 26200.977734 ∣ critic_ganloss : -439.244803 ∣ generator_nllloss : 5205.393750 ∣ generator_ganloss : 1046.551465 ∣     [  std_z : 0.99  real_sub_fake : 1969.25 ]
[  epoch 0012/0040] 0780/4800, lr:5.0e-05 ∣ avg_100 : 32060.782874 ∣ critic_nllloss : 26148.083789 ∣ critic_ganloss : -473.182611 ∣ generator_nllloss : 5264.212891 ∣ generator_ganloss : 1087.026367 ∣     [  std_z : 0.99  real_sub_fake : 1538.79 ]
[  epoch 0012/0040] 0790/4800, lr:5.0e-05 ∣ avg_100 : 32052.636525 ∣ critic_nllloss : 25930.333398 ∣ critic_ganloss : -550.072922 ∣ generator_nllloss : 5182.348242 ∣ generator_ganloss : 1064.013135 ∣     [  std_z : 0.99  real_sub_fake : 1821.30 ]
[  epoch 0012/0040] 0800/4800, lr:5.0e-05 ∣ avg_100 : 32053.194978 ∣ critic_nllloss : 26154.070312 ∣ critic_ganloss : -539.189160 ∣ generator_nllloss : 5307.898242 ∣ generator_ganloss : 1091.699414 ∣     [  std_z : 0.99  real_sub_fake : 2195.81 ]
[  epoch 0012/0040] 0810/4800, lr:5.0e-05 ∣ avg_100 : 32054.489723 ∣ critic_nllloss : 26214.648242 ∣ critic_ganloss : -426.930667 ∣ generator_nllloss : 5152.096289 ∣ generator_ganloss : 1099.526904 ∣     [  std_z : 1.00  real_sub_fake : 1786.94 ]
[  epoch 0012/0040] 0820/4800, lr:5.0e-05 ∣ avg_100 : 32057.014455 ∣ critic_nllloss : 26148.784570 ∣ critic_ganloss : -457.414609 ∣ generator_nllloss : 5199.161133 ∣ generator_ganloss : 1080.336719 ∣     [  std_z : 0.99  real_sub_fake : 1723.84 ]
[  epoch 0012/0040] 0830/4800, lr:5.0e-05 ∣ avg_100 : 32057.909618 ∣ critic_nllloss : 25955.384766 ∣ critic_ganloss : -453.614685 ∣ generator_nllloss : 5250.953320 ∣ generator_ganloss : 1057.157324 ∣     [  std_z : 0.98  real_sub_fake : 1672.42 ]
[  epoch 0012/0040] 0840/4800, lr:5.0e-05 ∣ avg_100 : 32059.037099 ∣ critic_nllloss : 25965.248242 ∣ critic_ganloss : -416.428754 ∣ generator_nllloss : 5287.358594 ∣ generator_ganloss : 1031.459277 ∣     [  std_z : 0.98  real_sub_fake : 1950.78 ]
[  epoch 0012/0040] 0850/4800, lr:5.0e-05 ∣ avg_100 : 32052.327529 ∣ critic_nllloss : 26060.698633 ∣ critic_ganloss : -560.761359 ∣ generator_nllloss : 5224.121680 ∣ generator_ganloss : 1016.835938 ∣     [  std_z : 0.99  real_sub_fake : 1763.89 ]
[  epoch 0012/0040] 0860/4800, lr:5.0e-05 ∣ avg_100 : 32049.838893 ∣ critic_nllloss : 26105.832031 ∣ critic_ganloss : -555.733270 ∣ generator_nllloss : 5228.508789 ∣ generator_ganloss : 1039.948926 ∣     [  std_z : 0.99  real_sub_fake : 1972.28 ]
[  epoch 0012/0040] 0870/4800, lr:5.0e-05 ∣ avg_100 : 32049.630829 ∣ critic_nllloss : 26206.477539 ∣ critic_ganloss : -550.975781 ∣ generator_nllloss : 5213.162695 ∣ generator_ganloss : 1013.852246 ∣     [  std_z : 0.98  real_sub_fake : 2298.29 ]
[  epoch 0012/0040] 0880/4800, lr:5.0e-05 ∣ avg_100 : 32049.911355 ∣ critic_nllloss : 26377.193750 ∣ critic_ganloss : -480.107349 ∣ generator_nllloss : 5219.164062 ∣ generator_ganloss : 1029.594922 ∣     [  std_z : 0.99  real_sub_fake : 2180.45 ]
[  epoch 0012/0040] 0890/4800, lr:5.0e-05 ∣ avg_100 : 32056.124220 ∣ critic_nllloss : 26453.337695 ∣ critic_ganloss : -399.392868 ∣ generator_nllloss : 5401.045313 ∣ generator_ganloss : 1042.544043 ∣     [  std_z : 0.98  real_sub_fake : 1624.40 ]
[  epoch 0012/0040] 0900/4800, lr:5.0e-05 ∣ avg_100 : 32050.447452 ∣ critic_nllloss : 25802.303125 ∣ critic_ganloss : -428.028378 ∣ generator_nllloss : 5097.992773 ∣ generator_ganloss : 1014.429053 ∣     [  std_z : 0.98  real_sub_fake : 1433.38 ]
[  epoch 0012/0040] 0910/4800, lr:5.0e-05 ∣ avg_100 : 32049.480880 ∣ critic_nllloss : 26075.368359 ∣ critic_ganloss : -385.197150 ∣ generator_nllloss : 5247.800586 ∣ generator_ganloss : 1016.385791 ∣     [  std_z : 0.98  real_sub_fake : 1560.70 ]
[  epoch 0012/0040] 0920/4800, lr:5.0e-05 ∣ avg_100 : 32050.341075 ∣ critic_nllloss : 26405.368359 ∣ critic_ganloss : -430.967371 ∣ generator_nllloss : 5184.058594 ∣ generator_ganloss : 1022.853467 ∣     [  std_z : 0.99  real_sub_fake : 1406.19 ]
[  epoch 0012/0040] 0930/4800, lr:5.0e-05 ∣ avg_100 : 32047.047765 ∣ critic_nllloss : 26040.817578 ∣ critic_ganloss : -403.406088 ∣ generator_nllloss : 5133.364453 ∣ generator_ganloss : 1028.671436 ∣     [  std_z : 0.99  real_sub_fake : 1586.52 ]
[  epoch 0012/0040] 0940/4800, lr:5.0e-05 ∣ avg_100 : 32048.068514 ∣ critic_nllloss : 26243.536523 ∣ critic_ganloss : -460.595514 ∣ generator_nllloss : 5207.380469 ∣ generator_ganloss : 1045.499609 ∣     [  std_z : 1.00  real_sub_fake : 1671.57 ]
[  epoch 0012/0040] 0950/4800, lr:5.0e-05 ∣ avg_100 : 32046.875258 ∣ critic_nllloss : 26040.915234 ∣ critic_ganloss : -372.464288 ∣ generator_nllloss : 5268.886719 ∣ generator_ganloss : 1039.357959 ∣     [  std_z : 0.98  real_sub_fake : 1683.05 ]
[  epoch 0012/0040] 0960/4800, lr:5.0e-05 ∣ avg_100 : 32044.659328 ∣ critic_nllloss : 26124.523047 ∣ critic_ganloss : -382.792453 ∣ generator_nllloss : 5245.908594 ∣ generator_ganloss : 1018.004004 ∣     [  std_z : 0.97  real_sub_fake : 1401.60 ]
[  epoch 0012/0040] 0970/4800, lr:5.0e-05 ∣ avg_100 : 32046.067684 ∣ critic_nllloss : 26313.250977 ∣ critic_ganloss : -414.927786 ∣ generator_nllloss : 5323.423828 ∣ generator_ganloss : 1028.264648 ∣     [  std_z : 0.98  real_sub_fake : 1567.71 ]
[  epoch 0012/0040] 0980/4800, lr:5.0e-05 ∣ avg_100 : 32042.862931 ∣ critic_nllloss : 26236.649805 ∣ critic_ganloss : -483.356653 ∣ generator_nllloss : 5204.861328 ∣ generator_ganloss : 1011.295459 ∣     [  std_z : 0.99  real_sub_fake : 1700.25 ]
[  epoch 0012/0040] 0990/4800, lr:5.0e-05 ∣ avg_100 : 32047.764136 ∣ critic_nllloss : 26358.086719 ∣ critic_ganloss : -325.651248 ∣ generator_nllloss : 5258.855469 ∣ generator_ganloss : 971.649121 ∣  [  std_z : 1.00  real_sub_fake : 1793.37 ]
[  epoch 0012/0040] 1000/4800, lr:5.0e-05 ∣ avg_100 : 32050.101409 ∣ critic_nllloss : 26149.976758 ∣ critic_ganloss : -233.483841 ∣ generator_nllloss : 5261.371484 ∣ generator_ganloss : 994.214209 ∣  [  std_z : 1.00  real_sub_fake : 1014.15 ]
[  epoch 0012/0040] 1010/4800, lr:5.0e-05 ∣ avg_100 : 32049.315169 ∣ critic_nllloss : 26072.744141 ∣ critic_ganloss : -365.810312 ∣ generator_nllloss : 5236.823828 ∣ generator_ganloss : 960.626416 ∣  [  std_z : 0.99  real_sub_fake : 979.71 ]
[  epoch 0012/0040] 1020/4800, lr:5.0e-05 ∣ avg_100 : 32049.063691 ∣ critic_nllloss : 26389.456445 ∣ critic_ganloss : -419.009409 ∣ generator_nllloss : 5251.349805 ∣ generator_ganloss : 955.935889 ∣  [  std_z : 0.98  real_sub_fake : 1396.14 ]
[  epoch 0012/0040] 1030/4800, lr:5.0e-05 ∣ avg_100 : 32045.163405 ∣ critic_nllloss : 25994.702930 ∣ critic_ganloss : -411.965283 ∣ generator_nllloss : 5303.212500 ∣ generator_ganloss : 959.499951 ∣  [  std_z : 0.98  real_sub_fake : 1512.31 ]
[  epoch 0012/0040] 1040/4800, lr:5.0e-05 ∣ avg_100 : 32040.969316 ∣ critic_nllloss : 25975.545508 ∣ critic_ganloss : -375.617526 ∣ generator_nllloss : 5202.478711 ∣ generator_ganloss : 980.496729 ∣  [  std_z : 0.98  real_sub_fake : 1689.15 ]
[  epoch 0012/0040] 1050/4800, lr:5.0e-05 ∣ avg_100 : 32041.345339 ∣ critic_nllloss : 26438.065234 ∣ critic_ganloss : -505.399847 ∣ generator_nllloss : 5225.812305 ∣ generator_ganloss : 989.299609 ∣  [  std_z : 0.99  real_sub_fake : 1701.51 ]
[  epoch 0012/0040] 1060/4800, lr:5.0e-05 ∣ avg_100 : 32043.266729 ∣ critic_nllloss : 26032.389258 ∣ critic_ganloss : -417.997607 ∣ generator_nllloss : 5261.006836 ∣ generator_ganloss : 998.069434 ∣  [  std_z : 0.99  real_sub_fake : 1686.45 ]
[  epoch 0012/0040] 1070/4800, lr:5.0e-05 ∣ avg_100 : 32042.845412 ∣ critic_nllloss : 26038.994727 ∣ critic_ganloss : -377.685318 ∣ generator_nllloss : 5192.808984 ∣ generator_ganloss : 968.187939 ∣  [  std_z : 1.00  real_sub_fake : 1628.97 ]
[  epoch 0012/0040] 1080/4800, lr:5.0e-05 ∣ avg_100 : 32032.804478 ∣ critic_nllloss : 25824.627344 ∣ critic_ganloss : -491.738391 ∣ generator_nllloss : 5081.632031 ∣ generator_ganloss : 1000.782422 ∣     [  std_z : 0.99  real_sub_fake : 1453.04 ]
[  epoch 0012/0040] 1090/4800, lr:5.0e-05 ∣ avg_100 : 32029.950780 ∣ critic_nllloss : 26086.556445 ∣ critic_ganloss : -397.204666 ∣ generator_nllloss : 5169.870313 ∣ generator_ganloss : 987.323389 ∣  [  std_z : 0.98  real_sub_fake : 1774.14 ]
[  epoch 0012/0040] 1100/4800, lr:5.0e-05 ∣ avg_100 : 32026.248698 ∣ critic_nllloss : 25943.686133 ∣ critic_ganloss : -377.023004 ∣ generator_nllloss : 5139.907617 ∣ generator_ganloss : 994.117334 ∣  [  std_z : 0.97  real_sub_fake : 1559.49 ]
[  epoch 0012/0040] 1110/4800, lr:5.0e-05 ∣ avg_100 : 32028.658433 ∣ critic_nllloss : 26098.813281 ∣ critic_ganloss : -332.933533 ∣ generator_nllloss : 5229.653516 ∣ generator_ganloss : 985.793506 ∣  [  std_z : 0.98  real_sub_fake : 1447.44 ]
[  epoch 0012/0040] 1120/4800, lr:5.0e-05 ∣ avg_100 : 32027.992593 ∣ critic_nllloss : 26421.948242 ∣ critic_ganloss : -449.619025 ∣ generator_nllloss : 5257.391992 ∣ generator_ganloss : 996.472852 ∣  [  std_z : 0.99  real_sub_fake : 1431.12 ]
[  epoch 0012/0040] 1130/4800, lr:5.0e-05 ∣ avg_100 : 32028.381940 ∣ critic_nllloss : 26260.950977 ∣ critic_ganloss : -491.546622 ∣ generator_nllloss : 5247.787109 ∣ generator_ganloss : 982.699121 ∣  [  std_z : 0.99  real_sub_fake : 1743.82 ]
[  epoch 0012/0040] 1140/4800, lr:5.0e-05 ∣ avg_100 : 32026.807466 ∣ critic_nllloss : 26302.344531 ∣ critic_ganloss : -453.724445 ∣ generator_nllloss : 5191.936328 ∣ generator_ganloss : 990.386475 ∣  [  std_z : 0.99  real_sub_fake : 1870.11 ]
[  epoch 0012/0040] 1150/4800, lr:5.0e-05 ∣ avg_100 : 32025.933194 ∣ critic_nllloss : 26536.619141 ∣ critic_ganloss : -495.333893 ∣ generator_nllloss : 5319.554102 ∣ generator_ganloss : 980.610693 ∣  [  std_z : 1.00  real_sub_fake : 1957.00 ]
[  epoch 0012/0040] 1160/4800, lr:5.0e-05 ∣ avg_100 : 32025.028777 ∣ critic_nllloss : 26127.422461 ∣ critic_ganloss : -554.901331 ∣ generator_nllloss : 5341.205859 ∣ generator_ganloss : 1006.803320 ∣     [  std_z : 0.98  real_sub_fake : 1830.59 ]
[  epoch 0012/0040] 1170/4800, lr:5.0e-05 ∣ avg_100 : 32024.791046 ∣ critic_nllloss : 26279.100195 ∣ critic_ganloss : -435.019012 ∣ generator_nllloss : 5310.258789 ∣ generator_ganloss : 993.296729 ∣  [  std_z : 0.97  real_sub_fake : 2017.46 ]
[  epoch 0012/0040] 1180/4800, lr:5.0e-05 ∣ avg_100 : 32022.272388 ∣ critic_nllloss : 26174.508594 ∣ critic_ganloss : -467.930673 ∣ generator_nllloss : 5189.401172 ∣ generator_ganloss : 1014.962207 ∣     [  std_z : 0.97  real_sub_fake : 1554.82 ]
[  epoch 0012/0040] 1190/4800, lr:5.0e-05 ∣ avg_100 : 32022.593763 ∣ critic_nllloss : 26133.403125 ∣ critic_ganloss : -432.273676 ∣ generator_nllloss : 5233.473437 ∣ generator_ganloss : 1005.567773 ∣     [  std_z : 0.99  real_sub_fake : 1720.11 ]
[  epoch 0012/0040] 1200/4800, lr:5.0e-05 ∣ avg_100 : 32021.177187 ∣ critic_nllloss : 26155.920508 ∣ critic_ganloss : -433.223190 ∣ generator_nllloss : 5184.369336 ∣ generator_ganloss : 1032.192236 ∣     [  std_z : 0.99  real_sub_fake : 1755.09 ]
[  epoch 0012/0040] 1210/4800, lr:5.0e-05 ∣ avg_100 : 32018.835751 ∣ critic_nllloss : 26160.569336 ∣ critic_ganloss : -492.200494 ∣ generator_nllloss : 5232.412695 ∣ generator_ganloss : 1010.745703 ∣     [  std_z : 1.00  real_sub_fake : 1808.69 ]
[  epoch 0012/0040] 1220/4800, lr:5.0e-05 ∣ avg_100 : 32018.615100 ∣ critic_nllloss : 26111.419336 ∣ critic_ganloss : -451.570798 ∣ generator_nllloss : 5194.999219 ∣ generator_ganloss : 1001.334229 ∣     [  std_z : 0.99  real_sub_fake : 1851.26 ]
[  epoch 0012/0040] 1230/4800, lr:5.0e-05 ∣ avg_100 : 32022.867886 ∣ critic_nllloss : 26324.455664 ∣ critic_ganloss : -359.318689 ∣ generator_nllloss : 5285.445703 ∣ generator_ganloss : 1024.696094 ∣     [  std_z : 0.99  real_sub_fake : 1485.58 ]
[  epoch 0012/0040] 1240/4800, lr:5.0e-05 ∣ avg_100 : 32025.324504 ∣ critic_nllloss : 26104.863867 ∣ critic_ganloss : -464.566647 ∣ generator_nllloss : 5271.616797 ∣ generator_ganloss : 1027.574072 ∣     [  std_z : 0.98  real_sub_fake : 1590.20 ]
[  epoch 0012/0040] 1250/4800, lr:5.0e-05 ∣ avg_100 : 32025.296255 ∣ critic_nllloss : 26143.962305 ∣ critic_ganloss : -476.735434 ∣ generator_nllloss : 5276.923633 ∣ generator_ganloss : 997.395996 ∣  [  std_z : 0.97  real_sub_fake : 1886.33 ]
[  epoch 0012/0040] 1260/4800, lr:5.0e-05 ∣ avg_100 : 32025.803716 ∣ critic_nllloss : 26097.224023 ∣ critic_ganloss : -301.977087 ∣ generator_nllloss : 5235.990430 ∣ generator_ganloss : 1045.735498 ∣     [  std_z : 0.98  real_sub_fake : 1411.67 ]
[  epoch 0012/0040] 1270/4800, lr:5.0e-05 ∣ avg_100 : 32026.766527 ∣ critic_nllloss : 26365.157422 ∣ critic_ganloss : -332.359476 ∣ generator_nllloss : 5299.088672 ∣ generator_ganloss : 1025.239941 ∣     [  std_z : 0.99  real_sub_fake : 1176.82 ]
[  epoch 0012/0040] 1280/4800, lr:5.0e-05 ∣ avg_100 : 32021.747764 ∣ critic_nllloss : 26178.040039 ∣ critic_ganloss : -496.255609 ∣ generator_nllloss : 5203.783594 ∣ generator_ganloss : 982.877734 ∣  [  std_z : 0.99  real_sub_fake : 1485.90 ]
[  epoch 0012/0040] 1290/4800, lr:5.0e-05 ∣ avg_100 : 32020.902347 ∣ critic_nllloss : 26443.316016 ∣ critic_ganloss : -529.962289 ∣ generator_nllloss : 5347.035156 ∣ generator_ganloss : 994.423193 ∣  [  std_z : 1.00  real_sub_fake : 2085.17 ]
[  epoch 0012/0040] 1300/4800, lr:5.0e-05 ∣ avg_100 : 32014.751139 ∣ critic_nllloss : 25967.745117 ∣ critic_ganloss : -482.359177 ∣ generator_nllloss : 5216.525781 ∣ generator_ganloss : 983.495020 ∣  [  std_z : 0.99  real_sub_fake : 2035.26 ]
[  epoch 0012/0040] 1310/4800, lr:5.0e-05 ∣ avg_100 : 32012.374103 ∣ critic_nllloss : 26126.863867 ∣ critic_ganloss : -516.319876 ∣ generator_nllloss : 5195.257812 ∣ generator_ganloss : 1008.629443 ∣     [  std_z : 0.99  real_sub_fake : 1796.85 ]
[  epoch 0012/0040] 1320/4800, lr:5.0e-05 ∣ avg_100 : 32011.839822 ∣ critic_nllloss : 26174.602930 ∣ critic_ganloss : -435.122290 ∣ generator_nllloss : 5341.737500 ∣ generator_ganloss : 1036.513232 ∣     [  std_z : 0.97  real_sub_fake : 1701.14 ]
[  epoch 0012/0040] 1330/4800, lr:5.0e-05 ∣ avg_100 : 32010.893720 ∣ critic_nllloss : 26227.906250 ∣ critic_ganloss : -341.169324 ∣ generator_nllloss : 5352.207812 ∣ generator_ganloss : 1024.975098 ∣     [  std_z : 0.98  real_sub_fake : 1818.42 ]
[  epoch 0012/0040] 1340/4800, lr:5.0e-05 ∣ avg_100 : 32012.505932 ∣ critic_nllloss : 26255.244336 ∣ critic_ganloss : -490.600174 ∣ generator_nllloss : 5229.950781 ∣ generator_ganloss : 1008.011328 ∣     [  std_z : 0.98  real_sub_fake : 1597.28 ]
[  epoch 0012/0040] 1350/4800, lr:5.0e-05 ∣ avg_100 : 32010.371503 ∣ critic_nllloss : 26099.074805 ∣ critic_ganloss : -388.490244 ∣ generator_nllloss : 5213.614844 ∣ generator_ganloss : 1018.404736 ∣     [  std_z : 0.98  real_sub_fake : 1468.18 ]
[  epoch 0012/0040] 1360/4800, lr:5.0e-05 ∣ avg_100 : 32008.515003 ∣ critic_nllloss : 25972.960156 ∣ critic_ganloss : -354.387643 ∣ generator_nllloss : 5150.795117 ∣ generator_ganloss : 1005.458350 ∣     [  std_z : 0.99  real_sub_fake : 1477.50 ]
[  epoch 0012/0040] 1370/4800, lr:5.0e-05 ∣ avg_100 : 32011.882601 ∣ critic_nllloss : 26220.733398 ∣ critic_ganloss : -370.670331 ∣ generator_nllloss : 5279.233203 ∣ generator_ganloss : 990.944043 ∣  [  std_z : 1.00  real_sub_fake : 1431.13 ]
[  epoch 0012/0040] 1380/4800, lr:5.0e-05 ∣ avg_100 : 32012.979064 ∣ critic_nllloss : 26067.933789 ∣ critic_ganloss : -417.109827 ∣ generator_nllloss : 5253.527734 ∣ generator_ganloss : 1012.486328 ∣     [  std_z : 0.99  real_sub_fake : 1276.26 ]
[  epoch 0012/0040] 1390/4800, lr:5.0e-05 ∣ avg_100 : 32017.845335 ∣ critic_nllloss : 26311.825391 ∣ critic_ganloss : -392.592368 ∣ generator_nllloss : 5249.840234 ∣ generator_ganloss : 1024.768945 ∣     [  std_z : 0.98  real_sub_fake : 1578.38 ]
[  epoch 0012/0040] 1400/4800, lr:5.0e-05 ∣ avg_100 : 32017.337018 ∣ critic_nllloss : 26246.904297 ∣ critic_ganloss : -398.147662 ∣ generator_nllloss : 5292.112695 ∣ generator_ganloss : 1000.990576 ∣     [  std_z : 0.98  real_sub_fake : 1596.81 ]
[  epoch 0012/0040] 1410/4800, lr:5.0e-05 ∣ avg_100 : 32014.163927 ∣ critic_nllloss : 26130.070703 ∣ critic_ganloss : -402.741672 ∣ generator_nllloss : 5270.149219 ∣ generator_ganloss : 1015.316553 ∣     [  std_z : 0.99  real_sub_fake : 1573.52 ]
[  epoch 0012/0040] 1420/4800, lr:5.0e-05 ∣ avg_100 : 32016.349326 ∣ critic_nllloss : 26344.492578 ∣ critic_ganloss : -486.064249 ∣ generator_nllloss : 5306.264844 ∣ generator_ganloss : 990.083740 ∣  [  std_z : 1.00  real_sub_fake : 1715.86 ]
[  epoch 0012/0040] 1430/4800, lr:5.0e-05 ∣ avg_100 : 32011.912354 ∣ critic_nllloss : 26005.688477 ∣ critic_ganloss : -590.045966 ∣ generator_nllloss : 5236.492773 ∣ generator_ganloss : 986.692773 ∣  [  std_z : 1.00  real_sub_fake : 1789.44 ]
[  epoch 0012/0040] 1440/4800, lr:5.0e-05 ∣ avg_100 : 32012.163064 ∣ critic_nllloss : 26303.155469 ∣ critic_ganloss : -435.615247 ∣ generator_nllloss : 5247.874414 ∣ generator_ganloss : 1008.648438 ∣     [  std_z : 0.99  real_sub_fake : 2258.45 ]
[  epoch 0012/0040] 1450/4800, lr:5.0e-05 ∣ avg_100 : 32011.251192 ∣ critic_nllloss : 26255.952148 ∣ critic_ganloss : -424.650299 ∣ generator_nllloss : 5221.108984 ∣ generator_ganloss : 1046.401611 ∣     [  std_z : 0.99  real_sub_fake : 1830.52 ]
[  epoch 0012/0040] 1460/4800, lr:5.0e-05 ∣ avg_100 : 32012.202031 ∣ critic_nllloss : 26042.825781 ∣ critic_ganloss : -367.063956 ∣ generator_nllloss : 5227.395898 ∣ generator_ganloss : 1089.852490 ∣     [  std_z : 0.99  real_sub_fake : 1268.47 ]
[  epoch 0012/0040] 1470/4800, lr:5.0e-05 ∣ avg_100 : 32010.205348 ∣ critic_nllloss : 26253.161914 ∣ critic_ganloss : -450.626184 ∣ generator_nllloss : 5220.666797 ∣ generator_ganloss : 1073.032275 ∣     [  std_z : 0.99  real_sub_fake : 1469.55 ]
[  epoch 0012/0040] 1480/4800, lr:5.0e-05 ∣ avg_100 : 32008.095161 ∣ critic_nllloss : 26045.428320 ∣ critic_ganloss : -360.704929 ∣ generator_nllloss : 5231.569141 ∣ generator_ganloss : 1043.698242 ∣     [  std_z : 0.98  real_sub_fake : 1615.83 ]
[  epoch 0012/0040] 1490/4800, lr:5.0e-05 ∣ avg_100 : 32008.607157 ∣ critic_nllloss : 26090.606055 ∣ critic_ganloss : -397.076855 ∣ generator_nllloss : 5227.634180 ∣ generator_ganloss : 1054.388574 ∣     [  std_z : 0.99  real_sub_fake : 1416.24 ]
[  epoch 0012/0040] 1500/4800, lr:5.0e-05 ∣ avg_100 : 32008.898598 ∣ critic_nllloss : 26193.748437 ∣ critic_ganloss : -420.458838 ∣ generator_nllloss : 5248.304492 ∣ generator_ganloss : 1031.394727 ∣     [  std_z : 0.98  real_sub_fake : 1691.94 ]
[  epoch 0012/0040] 1510/4800, lr:5.0e-05 ∣ avg_100 : 32006.138761 ∣ critic_nllloss : 25990.484375 ∣ critic_ganloss : -431.220065 ∣ generator_nllloss : 5215.703320 ∣ generator_ganloss : 1026.099707 ∣     [  std_z : 0.99  real_sub_fake : 1726.30 ]
[  epoch 0012/0040] 1520/4800, lr:5.0e-05 ∣ avg_100 : 32003.981052 ∣ critic_nllloss : 26207.337695 ∣ critic_ganloss : -377.949466 ∣ generator_nllloss : 5228.976562 ∣ generator_ganloss : 1038.081152 ∣     [  std_z : 1.00  real_sub_fake : 1394.87 ]
[  epoch 0012/0040] 1530/4800, lr:5.0e-05 ∣ avg_100 : 32002.326082 ∣ critic_nllloss : 26084.386914 ∣ critic_ganloss : -518.132785 ∣ generator_nllloss : 5328.391797 ∣ generator_ganloss : 1003.585059 ∣     [  std_z : 0.98  real_sub_fake : 1716.95 ]
[  epoch 0012/0040] 1540/4800, lr:5.0e-05 ∣ avg_100 : 32003.389160 ∣ critic_nllloss : 26248.528125 ∣ critic_ganloss : -286.113281 ∣ generator_nllloss : 5189.725000 ∣ generator_ganloss : 1013.382861 ∣     [  std_z : 0.99  real_sub_fake : 1640.36 ]
[  epoch 0012/0040] 1550/4800, lr:5.0e-05 ∣ avg_100 : 32009.438441 ∣ critic_nllloss : 26214.077539 ∣ critic_ganloss : -320.692892 ∣ generator_nllloss : 5355.975977 ∣ generator_ganloss : 1025.874756 ∣     [  std_z : 0.99  real_sub_fake : 926.18 ]
[  epoch 0012/0040] 1560/4800, lr:5.0e-05 ∣ avg_100 : 32004.359361 ∣ critic_nllloss : 25836.477344 ∣ critic_ganloss : -332.947662 ∣ generator_nllloss : 5166.680469 ∣ generator_ganloss : 986.092529 ∣  [  std_z : 0.99  real_sub_fake : 1121.81 ]
[  epoch 0012/0040] 1570/4800, lr:5.0e-05 ∣ avg_100 : 32001.734839 ∣ critic_nllloss : 26076.783789 ∣ critic_ganloss : -322.968289 ∣ generator_nllloss : 5209.835547 ∣ generator_ganloss : 978.769141 ∣  [  std_z : 1.00  real_sub_fake : 1240.74 ]
[  epoch 0012/0040] 1580/4800, lr:5.0e-05 ∣ avg_100 : 32003.024905 ∣ critic_nllloss : 26239.821875 ∣ critic_ganloss : -305.116095 ∣ generator_nllloss : 5268.010156 ∣ generator_ganloss : 970.593555 ∣  [  std_z : 0.99  real_sub_fake : 1353.72 ]
[  epoch 0012/0040] 1590/4800, lr:5.0e-05 ∣ avg_100 : 32003.364492 ∣ critic_nllloss : 26112.759570 ∣ critic_ganloss : -321.477115 ∣ generator_nllloss : 5250.917773 ∣ generator_ganloss : 995.055762 ∣  [  std_z : 0.97  real_sub_fake : 1041.25 ]
[  epoch 0012/0040] 1600/4800, lr:5.0e-05 ∣ avg_100 : 32002.229709 ∣ critic_nllloss : 26045.709766 ∣ critic_ganloss : -474.706635 ∣ generator_nllloss : 5275.917383 ∣ generator_ganloss : 962.616162 ∣  [  std_z : 0.97  real_sub_fake : 1597.83 ]
[  epoch 0012/0040] 1610/4800, lr:5.0e-05 ∣ avg_100 : 32000.881428 ∣ critic_nllloss : 26071.786719 ∣ critic_ganloss : -409.595325 ∣ generator_nllloss : 5274.697266 ∣ generator_ganloss : 1012.638086 ∣     [  std_z : 0.98  real_sub_fake : 1583.75 ]
[  epoch 0012/0040] 1620/4800, lr:5.0e-05 ∣ avg_100 : 31998.006726 ∣ critic_nllloss : 26145.622266 ∣ critic_ganloss : -323.170850 ∣ generator_nllloss : 5275.685547 ∣ generator_ganloss : 980.134326 ∣  [  std_z : 1.00  real_sub_fake : 1535.32 ]
[  epoch 0012/0040] 1630/4800, lr:5.0e-05 ∣ avg_100 : 31997.662907 ∣ critic_nllloss : 26165.758789 ∣ critic_ganloss : -357.083749 ∣ generator_nllloss : 5286.578516 ∣ generator_ganloss : 986.964746 ∣  [  std_z : 1.00  real_sub_fake : 1270.80 ]
[  epoch 0012/0040] 1640/4800, lr:5.0e-05 ∣ avg_100 : 31998.974154 ∣ critic_nllloss : 26125.750391 ∣ critic_ganloss : -315.868643 ∣ generator_nllloss : 5281.855078 ∣ generator_ganloss : 997.159570 ∣  [  std_z : 0.99  real_sub_fake : 1169.81 ]
[  epoch 0012/0040] 1650/4800, lr:5.0e-05 ∣ avg_100 : 31998.200248 ∣ critic_nllloss : 26275.327734 ∣ critic_ganloss : -431.190765 ∣ generator_nllloss : 5339.962500 ∣ generator_ganloss : 974.841064 ∣  [  std_z : 0.98  real_sub_fake : 1363.80 ]
[  epoch 0012/0040] 1660/4800, lr:5.0e-05 ∣ avg_100 : 31997.298730 ∣ critic_nllloss : 26175.798828 ∣ critic_ganloss : -414.788617 ∣ generator_nllloss : 5224.658008 ∣ generator_ganloss : 984.273779 ∣  [  std_z : 0.97  real_sub_fake : 1578.65 ]
[  epoch 0012/0040] 1670/4800, lr:5.0e-05 ∣ avg_100 : 31994.777721 ∣ critic_nllloss : 26215.215234 ∣ critic_ganloss : -385.779730 ∣ generator_nllloss : 5232.453125 ∣ generator_ganloss : 1013.331836 ∣     [  std_z : 0.97  real_sub_fake : 1675.61 ]
[  epoch 0012/0040] 1680/4800, lr:5.0e-05 ∣ avg_100 : 31991.246285 ∣ critic_nllloss : 26038.679492 ∣ critic_ganloss : -556.265045 ∣ generator_nllloss : 5076.250391 ∣ generator_ganloss : 1014.943066 ∣     [  std_z : 0.98  real_sub_fake : 1795.02 ]
[  epoch 0012/0040] 1690/4800, lr:5.0e-05 ∣ avg_100 : 31989.583922 ∣ critic_nllloss : 26323.198828 ∣ critic_ganloss : -592.716724 ∣ generator_nllloss : 5200.757812 ∣ generator_ganloss : 1053.031738 ∣     [  std_z : 1.01  real_sub_fake : 2393.37 ]
[  epoch 0012/0040] 1700/4800, lr:5.0e-05 ∣ avg_100 : 31987.398349 ∣ critic_nllloss : 26194.959961 ∣ critic_ganloss : -594.157776 ∣ generator_nllloss : 5138.809375 ∣ generator_ganloss : 1077.057422 ∣     [  std_z : 1.02  real_sub_fake : 2144.79 ]
[  epoch 0012/0040] 1710/4800, lr:5.0e-05 ∣ avg_100 : 31990.474210 ∣ critic_nllloss : 26273.469336 ∣ critic_ganloss : -380.845471 ∣ generator_nllloss : 5264.932617 ∣ generator_ganloss : 1057.395752 ∣     [  std_z : 1.01  real_sub_fake : 1767.12 ]
[  epoch 0012/0040] 1720/4800, lr:5.0e-05 ∣ avg_100 : 31990.612788 ∣ critic_nllloss : 26201.461328 ∣ critic_ganloss : -549.749792 ∣ generator_nllloss : 5251.800977 ∣ generator_ganloss : 1037.033301 ∣     [  std_z : 1.00  real_sub_fake : 1849.81 ]
[  epoch 0012/0040] 1730/4800, lr:5.0e-05 ∣ avg_100 : 31991.275527 ∣ critic_nllloss : 26273.843555 ∣ critic_ganloss : -536.184576 ∣ generator_nllloss : 5289.218555 ∣ generator_ganloss : 1042.709131 ∣     [  std_z : 0.98  real_sub_fake : 2010.86 ]
[  epoch 0012/0040] 1740/4800, lr:5.0e-05 ∣ avg_100 : 31992.128306 ∣ critic_nllloss : 26129.730664 ∣ critic_ganloss : -459.938962 ∣ generator_nllloss : 5278.154102 ∣ generator_ganloss : 1071.030371 ∣     [  std_z : 0.97  real_sub_fake : 1958.62 ]
[  epoch 0012/0040] 1750/4800, lr:5.0e-05 ∣ avg_100 : 31990.488867 ∣ critic_nllloss : 26325.544141 ∣ critic_ganloss : -503.825912 ∣ generator_nllloss : 5188.159766 ∣ generator_ganloss : 1051.839355 ∣     [  std_z : 0.98  real_sub_fake : 1966.67 ]
[  epoch 0012/0040] 1760/4800, lr:5.0e-05 ∣ avg_100 : 31990.589477 ∣ critic_nllloss : 26185.990039 ∣ critic_ganloss : -415.688330 ∣ generator_nllloss : 5191.797266 ∣ generator_ganloss : 1092.091699 ∣     [  std_z : 0.99  real_sub_fake : 1555.34 ]
[  epoch 0012/0040] 1770/4800, lr:5.0e-05 ∣ avg_100 : 31989.430412 ∣ critic_nllloss : 25921.590430 ∣ critic_ganloss : -418.199384 ∣ generator_nllloss : 5310.050391 ∣ generator_ganloss : 1084.330225 ∣     [  std_z : 1.00  real_sub_fake : 1560.17 ]
[  epoch 0012/0040] 1780/4800, lr:5.0e-05 ∣ avg_100 : 31987.362660 ∣ critic_nllloss : 26005.844727 ∣ critic_ganloss : -467.099042 ∣ generator_nllloss : 5178.161719 ∣ generator_ganloss : 1102.457861 ∣     [  std_z : 0.99  real_sub_fake : 1909.57 ]
[  epoch 0012/0040] 1790/4800, lr:5.0e-05 ∣ avg_100 : 31994.581863 ∣ critic_nllloss : 26501.692773 ∣ critic_ganloss : -459.356906 ∣ generator_nllloss : 5235.763086 ∣ generator_ganloss : 1070.443213 ∣     [  std_z : 0.99  real_sub_fake : 1842.87 ]
[  epoch 0012/0040] 1800/4800, lr:5.0e-05 ∣ avg_100 : 31996.931701 ∣ critic_nllloss : 26292.197656 ∣ critic_ganloss : -370.794440 ∣ generator_nllloss : 5258.364648 ∣ generator_ganloss : 1069.694727 ∣     [  std_z : 0.99  real_sub_fake : 1576.94 ]
[  epoch 0012/0040] 1810/4800, lr:5.0e-05 ∣ avg_100 : 31999.231295 ∣ critic_nllloss : 26223.242383 ∣ critic_ganloss : -348.651321 ∣ generator_nllloss : 5343.469531 ∣ generator_ganloss : 1051.239600 ∣     [  std_z : 0.99  real_sub_fake : 1402.33 ]
[  epoch 0012/0040] 1820/4800, lr:5.0e-05 ∣ avg_100 : 32000.647897 ∣ critic_nllloss : 26247.784180 ∣ critic_ganloss : -382.746555 ∣ generator_nllloss : 5173.037891 ∣ generator_ganloss : 1074.452441 ∣     [  std_z : 0.98  real_sub_fake : 1225.39 ]
[  epoch 0012/0040] 1830/4800, lr:5.0e-05 ∣ avg_100 : 32002.912766 ∣ critic_nllloss : 26151.083594 ∣ critic_ganloss : -418.980518 ∣ generator_nllloss : 5267.159375 ∣ generator_ganloss : 1037.105225 ∣     [  std_z : 0.99  real_sub_fake : 1505.84 ]
[  epoch 0012/0040] 1840/4800, lr:5.0e-05 ∣ avg_100 : 32003.291756 ∣ critic_nllloss : 26104.164844 ∣ critic_ganloss : -395.070895 ∣ generator_nllloss : 5162.734570 ∣ generator_ganloss : 1033.707813 ∣     [  std_z : 0.99  real_sub_fake : 1770.41 ]
[  epoch 0012/0040] 1850/4800, lr:5.0e-05 ∣ avg_100 : 32006.980774 ∣ critic_nllloss : 26186.685742 ∣ critic_ganloss : -471.653583 ∣ generator_nllloss : 5368.232031 ∣ generator_ganloss : 1026.532520 ∣     [  std_z : 0.99  real_sub_fake : 1750.14 ]
[  epoch 0012/0040] 1860/4800, lr:5.0e-05 ∣ avg_100 : 32008.731347 ∣ critic_nllloss : 26167.755859 ∣ critic_ganloss : -473.261526 ∣ generator_nllloss : 5245.760938 ∣ generator_ganloss : 1053.358545 ∣     [  std_z : 0.99  real_sub_fake : 1666.36 ]
[  epoch 0012/0040] 1870/4800, lr:5.0e-05 ∣ avg_100 : 32009.219679 ∣ critic_nllloss : 26042.301367 ∣ critic_ganloss : -369.291238 ∣ generator_nllloss : 5218.414648 ∣ generator_ganloss : 1039.925098 ∣     [  std_z : 0.98  real_sub_fake : 1520.09 ]
[  epoch 0012/0040] 1880/4800, lr:5.0e-05 ∣ avg_100 : 32008.156131 ∣ critic_nllloss : 26195.921289 ∣ critic_ganloss : -416.195737 ∣ generator_nllloss : 5217.253906 ∣ generator_ganloss : 1042.511084 ∣     [  std_z : 0.99  real_sub_fake : 1632.20 ]
[  epoch 0012/0040] 1890/4800, lr:5.0e-05 ∣ avg_100 : 32002.945016 ∣ critic_nllloss : 26226.531836 ∣ critic_ganloss : -435.550317 ∣ generator_nllloss : 5134.171484 ∣ generator_ganloss : 1051.269678 ∣     [  std_z : 0.98  real_sub_fake : 1734.23 ]
[  epoch 0012/0040] 1900/4800, lr:5.0e-05 ∣ avg_100 : 32007.341543 ∣ critic_nllloss : 26135.088281 ∣ critic_ganloss : -437.502264 ∣ generator_nllloss : 5200.594727 ∣ generator_ganloss : 1028.168555 ∣     [  std_z : 0.99  real_sub_fake : 1567.33 ]
[  epoch 0012/0040] 1910/4800, lr:5.0e-05 ∣ avg_100 : 32005.652976 ∣ critic_nllloss : 26051.299609 ∣ critic_ganloss : -437.604871 ∣ generator_nllloss : 5143.031445 ∣ generator_ganloss : 1028.774707 ∣     [  std_z : 1.00  real_sub_fake : 1726.88 ]
[  epoch 0012/0040] 1920/4800, lr:5.0e-05 ∣ avg_100 : 32002.707154 ∣ critic_nllloss : 26175.839062 ∣ critic_ganloss : -513.469153 ∣ generator_nllloss : 5221.496680 ∣ generator_ganloss : 1002.864258 ∣     [  std_z : 1.01  real_sub_fake : 1833.36 ]
[  epoch 0012/0040] 1930/4800, lr:5.0e-05 ∣ avg_100 : 32006.349209 ∣ critic_nllloss : 26406.764844 ∣ critic_ganloss : -481.570203 ∣ generator_nllloss : 5237.349805 ∣ generator_ganloss : 1001.108447 ∣     [  std_z : 1.01  real_sub_fake : 1767.13 ]
[  epoch 0012/0040] 1940/4800, lr:5.0e-05 ∣ avg_100 : 32004.680636 ∣ critic_nllloss : 26135.099023 ∣ critic_ganloss : -459.907422 ∣ generator_nllloss : 5176.524609 ∣ generator_ganloss : 1017.247559 ∣     [  std_z : 0.99  real_sub_fake : 1659.32 ]
[  epoch 0012/0040] 1950/4800, lr:5.0e-05 ∣ avg_100 : 32003.642489 ∣ critic_nllloss : 26162.383398 ∣ critic_ganloss : -520.372095 ∣ generator_nllloss : 5225.517578 ∣ generator_ganloss : 1005.352051 ∣     [  std_z : 0.98  real_sub_fake : 1867.63 ]
[  epoch 0012/0040] 1960/4800, lr:5.0e-05 ∣ avg_100 : 32004.484596 ∣ critic_nllloss : 26258.701367 ∣ critic_ganloss : -502.539432 ∣ generator_nllloss : 5301.633203 ∣ generator_ganloss : 1032.058740 ∣     [  std_z : 0.98  real_sub_fake : 1928.42 ]
[  epoch 0012/0040] 1970/4800, lr:5.0e-05 ∣ avg_100 : 32001.295634 ∣ critic_nllloss : 26182.523633 ∣ critic_ganloss : -466.777997 ∣ generator_nllloss : 5208.695703 ∣ generator_ganloss : 1006.674121 ∣     [  std_z : 0.98  real_sub_fake : 2104.53 ]
[  epoch 0012/0040] 1980/4800, lr:5.0e-05 ∣ avg_100 : 32004.457674 ∣ critic_nllloss : 26351.444141 ∣ critic_ganloss : -352.652954 ∣ generator_nllloss : 5216.894922 ∣ generator_ganloss : 1069.967871 ∣     [  std_z : 1.00  real_sub_fake : 1496.96 ]
[  epoch 0012/0040] 1990/4800, lr:5.0e-05 ∣ avg_100 : 31999.620455 ∣ critic_nllloss : 26046.753906 ∣ critic_ganloss : -464.306305 ∣ generator_nllloss : 5156.188867 ∣ generator_ganloss : 1040.581641 ∣     [  std_z : 1.00  real_sub_fake : 1348.88 ]
[  epoch 0012/0040] 2000/4800, lr:5.0e-05 ∣ avg_100 : 31998.955910 ∣ critic_nllloss : 26229.058594 ∣ critic_ganloss : -403.379578 ∣ generator_nllloss : 5253.076563 ∣ generator_ganloss : 1026.868555 ∣     [  std_z : 0.99  real_sub_fake : 1842.41 ]
[  epoch 0012/0040] 2010/4800, lr:5.0e-05 ∣ avg_100 : 31999.076062 ∣ critic_nllloss : 26192.686328 ∣ critic_ganloss : -432.593842 ∣ generator_nllloss : 5130.994141 ∣ generator_ganloss : 1025.312646 ∣     [  std_z : 0.98  real_sub_fake : 1676.62 ]
[  epoch 0012/0040] 2020/4800, lr:5.0e-05 ∣ avg_100 : 31997.964717 ∣ critic_nllloss : 26130.932031 ∣ critic_ganloss : -357.410538 ∣ generator_nllloss : 5248.143945 ∣ generator_ganloss : 1044.932764 ∣     [  std_z : 0.98  real_sub_fake : 1282.97 ]
[  epoch 0012/0040] 2030/4800, lr:5.0e-05 ∣ avg_100 : 31998.034403 ∣ critic_nllloss : 26044.016211 ∣ critic_ganloss : -421.069104 ∣ generator_nllloss : 5221.176367 ∣ generator_ganloss : 1008.295215 ∣     [  std_z : 0.99  real_sub_fake : 1527.09 ]
[  epoch 0012/0040] 2040/4800, lr:5.0e-05 ∣ avg_100 : 32000.266992 ∣ critic_nllloss : 26232.401562 ∣ critic_ganloss : -465.686533 ∣ generator_nllloss : 5220.996094 ∣ generator_ganloss : 1018.451221 ∣     [  std_z : 0.98  real_sub_fake : 1824.13 ]
[  epoch 0012/0040] 2050/4800, lr:5.0e-05 ∣ avg_100 : 32001.813934 ∣ critic_nllloss : 26386.374023 ∣ critic_ganloss : -433.180682 ∣ generator_nllloss : 5377.737109 ∣ generator_ganloss : 971.541113 ∣  [  std_z : 0.98  real_sub_fake : 1795.96 ]
[  epoch 0012/0040] 2060/4800, lr:5.0e-05 ∣ avg_100 : 32004.424211 ∣ critic_nllloss : 26246.395117 ∣ critic_ganloss : -426.495804 ∣ generator_nllloss : 5306.986719 ∣ generator_ganloss : 1007.609521 ∣     [  std_z : 0.98  real_sub_fake : 1452.45 ]
[  epoch 0012/0040] 2070/4800, lr:5.0e-05 ∣ avg_100 : 32005.141141 ∣ critic_nllloss : 26089.778516 ∣ critic_ganloss : -482.388693 ∣ generator_nllloss : 5291.710352 ∣ generator_ganloss : 994.899219 ∣  [  std_z : 0.99  real_sub_fake : 1715.64 ]
[  epoch 0012/0040] 2080/4800, lr:5.0e-05 ∣ avg_100 : 32011.491385 ∣ critic_nllloss : 26182.158594 ∣ critic_ganloss : -434.254202 ∣ generator_nllloss : 5308.451367 ∣ generator_ganloss : 993.971973 ∣  [  std_z : 0.99  real_sub_fake : 1840.18 ]
[  epoch 0012/0040] 2090/4800, lr:5.0e-05 ∣ avg_100 : 32015.180403 ∣ critic_nllloss : 26246.075781 ∣ critic_ganloss : -317.333945 ∣ generator_nllloss : 5228.660742 ∣ generator_ganloss : 1058.044727 ∣     [  std_z : 0.99  real_sub_fake : 1329.48 ]
[  epoch 0012/0040] 2100/4800, lr:5.0e-05 ∣ avg_100 : 32018.657203 ∣ critic_nllloss : 26198.922852 ∣ critic_ganloss : -323.695688 ∣ generator_nllloss : 5155.968945 ∣ generator_ganloss : 1017.171973 ∣     [  std_z : 0.98  real_sub_fake : 1127.18 ]
[  epoch 0012/0040] 2110/4800, lr:5.0e-05 ∣ avg_100 : 32017.335540 ∣ critic_nllloss : 26121.281055 ∣ critic_ganloss : -431.559207 ∣ generator_nllloss : 5149.096875 ∣ generator_ganloss : 1010.341797 ∣     [  std_z : 0.98  real_sub_fake : 1536.84 ]
[  epoch 0012/0040] 2120/4800, lr:5.0e-05 ∣ avg_100 : 32014.548049 ∣ critic_nllloss : 26194.269336 ∣ critic_ganloss : -499.575287 ∣ generator_nllloss : 5209.778711 ∣ generator_ganloss : 1042.972168 ∣     [  std_z : 0.99  real_sub_fake : 1743.22 ]
[  epoch 0012/0040] 2130/4800, lr:5.0e-05 ∣ avg_100 : 32015.466406 ∣ critic_nllloss : 26082.881055 ∣ critic_ganloss : -303.744424 ∣ generator_nllloss : 5264.327344 ∣ generator_ganloss : 1048.262305 ∣     [  std_z : 1.00  real_sub_fake : 1559.89 ]
[  epoch 0012/0040] 2140/4800, lr:5.0e-05 ∣ avg_100 : 32016.135138 ∣ critic_nllloss : 26239.863477 ∣ critic_ganloss : -446.343021 ∣ generator_nllloss : 5245.396680 ∣ generator_ganloss : 1058.898926 ∣     [  std_z : 0.99  real_sub_fake : 1558.23 ]
[  epoch 0012/0040] 2150/4800, lr:5.0e-05 ∣ avg_100 : 32011.529982 ∣ critic_nllloss : 26194.859375 ∣ critic_ganloss : -560.154099 ∣ generator_nllloss : 5219.791406 ∣ generator_ganloss : 1026.437793 ∣     [  std_z : 0.97  real_sub_fake : 1776.74 ]
[  epoch 0012/0040] 2160/4800, lr:5.0e-05 ∣ avg_100 : 32013.201505 ∣ critic_nllloss : 26110.176367 ∣ critic_ganloss : -290.944415 ∣ generator_nllloss : 5225.739844 ∣ generator_ganloss : 1042.710840 ∣     [  std_z : 0.98  real_sub_fake : 1790.49 ]
[  epoch 0012/0040] 2170/4800, lr:5.0e-05 ∣ avg_100 : 32013.206517 ∣ critic_nllloss : 26270.234766 ∣ critic_ganloss : -383.997156 ∣ generator_nllloss : 5247.892578 ∣ generator_ganloss : 1014.007715 ∣     [  std_z : 1.01  real_sub_fake : 1190.72 ]
[  epoch 0012/0040] 2180/4800, lr:5.0e-05 ∣ avg_100 : 32013.611826 ∣ critic_nllloss : 26235.160938 ∣ critic_ganloss : -444.627512 ∣ generator_nllloss : 5156.096289 ∣ generator_ganloss : 1004.842480 ∣     [  std_z : 1.01  real_sub_fake : 1465.74 ]
[  epoch 0012/0040] 2190/4800, lr:5.0e-05 ∣ avg_100 : 32014.911994 ∣ critic_nllloss : 26317.435937 ∣ critic_ganloss : -533.286310 ∣ generator_nllloss : 5283.231641 ∣ generator_ganloss : 1002.806152 ∣     [  std_z : 0.99  real_sub_fake : 1958.46 ]
[  epoch 0012/0040] 2200/4800, lr:5.0e-05 ∣ avg_100 : 32015.640964 ∣ critic_nllloss : 26261.816602 ∣ critic_ganloss : -519.128613 ∣ generator_nllloss : 5227.521875 ∣ generator_ganloss : 1041.945996 ∣     [  std_z : 0.96  real_sub_fake : 2167.71 ]
[  epoch 0012/0040] 2210/4800, lr:5.0e-05 ∣ avg_100 : 32016.468825 ∣ critic_nllloss : 26124.720898 ∣ critic_ganloss : -439.757965 ∣ generator_nllloss : 5233.121289 ∣ generator_ganloss : 1076.229199 ∣     [  std_z : 0.96  real_sub_fake : 1808.95 ]
[  epoch 0012/0040] 2220/4800, lr:5.0e-05 ∣ avg_100 : 32019.468325 ∣ critic_nllloss : 26219.296289 ∣ critic_ganloss : -374.292633 ∣ generator_nllloss : 5223.942187 ∣ generator_ganloss : 1087.186084 ∣     [  std_z : 0.97  real_sub_fake : 1536.94 ]
[  epoch 0012/0040] 2230/4800, lr:5.0e-05 ∣ avg_100 : 32019.823884 ∣ critic_nllloss : 26414.432422 ∣ critic_ganloss : -383.852319 ∣ generator_nllloss : 5198.408398 ∣ generator_ganloss : 1081.846143 ∣     [  std_z : 1.00  real_sub_fake : 1464.56 ]
[  epoch 0012/0040] 2240/4800, lr:5.0e-05 ∣ avg_100 : 32020.133662 ∣ critic_nllloss : 26114.490625 ∣ critic_ganloss : -411.186795 ∣ generator_nllloss : 5197.277148 ∣ generator_ganloss : 1069.884961 ∣     [  std_z : 1.02  real_sub_fake : 1413.95 ]
[  epoch 0012/0040] 2250/4800, lr:5.0e-05 ∣ avg_100 : 32023.490269 ∣ critic_nllloss : 26263.205859 ∣ critic_ganloss : -345.968378 ∣ generator_nllloss : 5322.674023 ∣ generator_ganloss : 1037.295703 ∣     [  std_z : 1.01  real_sub_fake : 1569.11 ]
[  epoch 0012/0040] 2260/4800, lr:5.0e-05 ∣ avg_100 : 32018.583816 ∣ critic_nllloss : 25824.150000 ∣ critic_ganloss : -400.413632 ∣ generator_nllloss : 5108.073242 ∣ generator_ganloss : 1054.517920 ∣     [  std_z : 1.00  real_sub_fake : 1359.20 ]
[  epoch 0012/0040] 2270/4800, lr:5.0e-05 ∣ avg_100 : 32016.739838 ∣ critic_nllloss : 26249.502539 ∣ critic_ganloss : -438.788339 ∣ generator_nllloss : 5299.761719 ∣ generator_ganloss : 1062.252881 ∣     [  std_z : 0.99  real_sub_fake : 1441.58 ]
[  epoch 0012/0040] 2280/4800, lr:5.0e-05 ∣ avg_100 : 32017.465885 ∣ critic_nllloss : 26213.685156 ∣ critic_ganloss : -537.601633 ∣ generator_nllloss : 5238.607813 ∣ generator_ganloss : 1026.359082 ∣     [  std_z : 0.97  real_sub_fake : 1917.37 ]
[  epoch 0012/0040] 2290/4800, lr:5.0e-05 ∣ avg_100 : 32013.933707 ∣ critic_nllloss : 26151.614453 ∣ critic_ganloss : -524.008600 ∣ generator_nllloss : 5225.405469 ∣ generator_ganloss : 1048.582959 ∣     [  std_z : 0.96  real_sub_fake : 2221.40 ]
[  epoch 0012/0040] 2300/4800, lr:5.0e-05 ∣ avg_100 : 32016.372440 ∣ critic_nllloss : 25942.001758 ∣ critic_ganloss : -220.993634 ∣ generator_nllloss : 5132.943750 ∣ generator_ganloss : 1075.328174 ∣     [  std_z : 0.98  real_sub_fake : 953.08 ]
[  epoch 0012/0040] 2310/4800, lr:5.0e-05 ∣ avg_100 : 32020.839584 ∣ critic_nllloss : 26303.933398 ∣ critic_ganloss : -317.968532 ∣ generator_nllloss : 5213.725000 ∣ generator_ganloss : 1061.455811 ∣     [  std_z : 1.00  real_sub_fake : 912.66 ]
[  epoch 0012/0040] 2320/4800, lr:5.0e-05 ∣ avg_100 : 32018.045294 ∣ critic_nllloss : 25958.790430 ∣ critic_ganloss : -285.252380 ∣ generator_nllloss : 5163.603516 ∣ generator_ganloss : 1001.160791 ∣     [  std_z : 1.00  real_sub_fake : 1182.78 ]
[  epoch 0012/0040] 2330/4800, lr:5.0e-05 ∣ avg_100 : 32016.104338 ∣ critic_nllloss : 26085.431445 ∣ critic_ganloss : -300.748901 ∣ generator_nllloss : 5289.810938 ∣ generator_ganloss : 995.330713 ∣  [  std_z : 1.01  real_sub_fake : 1235.97 ]
[  epoch 0012/0040] 2340/4800, lr:5.0e-05 ∣ avg_100 : 32016.567314 ∣ critic_nllloss : 26206.403516 ∣ critic_ganloss : -357.108817 ∣ generator_nllloss : 5194.056445 ∣ generator_ganloss : 1005.552734 ∣     [  std_z : 0.99  real_sub_fake : 1138.03 ]
[  epoch 0012/0040] 2350/4800, lr:5.0e-05 ∣ avg_100 : 32018.702357 ∣ critic_nllloss : 26253.735156 ∣ critic_ganloss : -335.159732 ∣ generator_nllloss : 5243.507227 ∣ generator_ganloss : 994.025781 ∣  [  std_z : 0.97  real_sub_fake : 1519.29 ]
[  epoch 0012/0040] 2360/4800, lr:5.0e-05 ∣ avg_100 : 32019.646396 ∣ critic_nllloss : 26040.062695 ∣ critic_ganloss : -390.626083 ∣ generator_nllloss : 5221.315625 ∣ generator_ganloss : 998.477637 ∣  [  std_z : 0.97  real_sub_fake : 1325.28 ]
[  epoch 0012/0040] 2370/4800, lr:5.0e-05 ∣ avg_100 : 32020.087520 ∣ critic_nllloss : 26343.319727 ∣ critic_ganloss : -506.877600 ∣ generator_nllloss : 5348.712109 ∣ generator_ganloss : 979.198535 ∣  [  std_z : 0.99  real_sub_fake : 1724.42 ]
[  epoch 0012/0040] 2380/4800, lr:5.0e-05 ∣ avg_100 : 32021.586257 ∣ critic_nllloss : 26251.556445 ∣ critic_ganloss : -450.259988 ∣ generator_nllloss : 5230.859766 ∣ generator_ganloss : 1034.555469 ∣     [  std_z : 0.99  real_sub_fake : 1789.81 ]
[  epoch 0012/0040] 2390/4800, lr:5.0e-05 ∣ avg_100 : 32019.386238 ∣ critic_nllloss : 26010.475781 ∣ critic_ganloss : -341.553226 ∣ generator_nllloss : 5299.690430 ∣ generator_ganloss : 1005.227295 ∣     [  std_z : 0.99  real_sub_fake : 1555.87 ]
[  epoch 0012/0040] 2400/4800, lr:5.0e-05 ∣ avg_100 : 32017.916429 ∣ critic_nllloss : 26181.531250 ∣ critic_ganloss : -398.833615 ∣ generator_nllloss : 5182.348437 ∣ generator_ganloss : 1029.833008 ∣     [  std_z : 0.98  real_sub_fake : 1276.05 ]
[  epoch 0012/0040] 2410/4800, lr:5.0e-05 ∣ avg_100 : 32017.474023 ∣ critic_nllloss : 26206.787500 ∣ critic_ganloss : -507.404413 ∣ generator_nllloss : 5230.610547 ∣ generator_ganloss : 1038.560547 ∣     [  std_z : 0.99  real_sub_fake : 1756.84 ]
[  epoch 0012/0040] 2420/4800, lr:5.0e-05 ∣ avg_100 : 32018.467197 ∣ critic_nllloss : 26300.509570 ∣ critic_ganloss : -358.518695 ∣ generator_nllloss : 5235.328906 ∣ generator_ganloss : 1076.774512 ∣     [  std_z : 0.98  real_sub_fake : 1933.43 ]
[  epoch 0012/0040] 2430/4800, lr:5.0e-05 ∣ avg_100 : 32022.234513 ∣ critic_nllloss : 26269.366211 ∣ critic_ganloss : -486.518677 ∣ generator_nllloss : 5171.108594 ∣ generator_ganloss : 1061.603516 ∣     [  std_z : 1.00  real_sub_fake : 1435.63 ]
[  epoch 0012/0040] 2440/4800, lr:5.0e-05 ∣ avg_100 : 32019.601071 ∣ critic_nllloss : 26162.258008 ∣ critic_ganloss : -541.474329 ∣ generator_nllloss : 5214.379102 ∣ generator_ganloss : 1025.556152 ∣     [  std_z : 1.01  real_sub_fake : 1881.99 ]
[  epoch 0012/0040] 2450/4800, lr:5.0e-05 ∣ avg_100 : 32017.645438 ∣ critic_nllloss : 26243.642969 ∣ critic_ganloss : -569.047839 ∣ generator_nllloss : 5159.750781 ∣ generator_ganloss : 1068.903223 ∣     [  std_z : 1.00  real_sub_fake : 2249.01 ]
[  epoch 0012/0040] 2460/4800, lr:5.0e-05 ∣ avg_100 : 32019.441132 ∣ critic_nllloss : 26330.329297 ∣ critic_ganloss : -513.035873 ∣ generator_nllloss : 5218.269922 ∣ generator_ganloss : 1137.016211 ∣     [  std_z : 0.99  real_sub_fake : 1888.50 ]
[  epoch 0012/0040] 2470/4800, lr:5.0e-05 ∣ avg_100 : 32020.085820 ∣ critic_nllloss : 26254.823242 ∣ critic_ganloss : -478.324377 ∣ generator_nllloss : 5291.418945 ∣ generator_ganloss : 1092.785840 ∣     [  std_z : 0.97  real_sub_fake : 2023.10 ]
[  epoch 0012/0040] 2480/4800, lr:5.0e-05 ∣ avg_100 : 32020.703147 ∣ critic_nllloss : 26151.422852 ∣ critic_ganloss : -502.142950 ∣ generator_nllloss : 5266.633008 ∣ generator_ganloss : 1105.810547 ∣     [  std_z : 0.97  real_sub_fake : 2065.27 ]
[  epoch 0012/0040] 2490/4800, lr:5.0e-05 ∣ avg_100 : 32021.728191 ∣ critic_nllloss : 26280.884570 ∣ critic_ganloss : -486.245538 ∣ generator_nllloss : 5214.730078 ∣ generator_ganloss : 1068.687207 ∣     [  std_z : 0.98  real_sub_fake : 2043.59 ]
[  epoch 0012/0040] 2500/4800, lr:5.0e-05 ∣ avg_100 : 32020.886610 ∣ critic_nllloss : 26281.328125 ∣ critic_ganloss : -577.103961 ∣ generator_nllloss : 5206.728125 ∣ generator_ganloss : 1057.878516 ∣     [  std_z : 0.98  real_sub_fake : 2076.58 ]
[  epoch 0012/0040] 2510/4800, lr:5.0e-05 ∣ avg_100 : 32024.661071 ∣ critic_nllloss : 26303.203125 ∣ critic_ganloss : -475.216858 ∣ generator_nllloss : 5288.948438 ∣ generator_ganloss : 1061.578662 ∣     [  std_z : 0.99  real_sub_fake : 1908.77 ]
[  epoch 0012/0040] 2520/4800, lr:5.0e-05 ∣ avg_100 : 32022.318696 ∣ critic_nllloss : 26147.080664 ∣ critic_ganloss : -528.701041 ∣ generator_nllloss : 5174.579297 ∣ generator_ganloss : 1069.249512 ∣     [  std_z : 0.99  real_sub_fake : 1871.38 ]
[  epoch 0012/0040] 2530/4800, lr:5.0e-05 ∣ avg_100 : 32019.454571 ∣ critic_nllloss : 26052.838867 ∣ critic_ganloss : -565.283774 ∣ generator_nllloss : 5065.548242 ∣ generator_ganloss : 1058.715186 ∣     [  std_z : 0.99  real_sub_fake : 2160.09 ]
[  epoch 0012/0040] 2540/4800, lr:5.0e-05 ∣ avg_100 : 32016.998421 ∣ critic_nllloss : 25945.898242 ∣ critic_ganloss : -319.996350 ∣ generator_nllloss : 5186.413477 ∣ generator_ganloss : 1107.592334 ∣     [  std_z : 0.99  real_sub_fake : 1590.57 ]
[  epoch 0012/0040] 2550/4800, lr:5.0e-05 ∣ avg_100 : 32015.923086 ∣ critic_nllloss : 26202.882617 ∣ critic_ganloss : -380.717947 ∣ generator_nllloss : 5241.901953 ∣ generator_ganloss : 1103.635254 ∣     [  std_z : 0.98  real_sub_fake : 1381.88 ]
[  epoch 0012/0040] 2560/4800, lr:5.0e-05 ∣ avg_100 : 32022.142961 ∣ critic_nllloss : 26284.756445 ∣ critic_ganloss : -386.090872 ∣ generator_nllloss : 5308.987695 ∣ generator_ganloss : 1070.636963 ∣     [  std_z : 0.99  real_sub_fake : 1499.97 ]
[  epoch 0012/0040] 2570/4800, lr:5.0e-05 ∣ avg_100 : 32024.376233 ∣ critic_nllloss : 26402.273828 ∣ critic_ganloss : -547.457898 ∣ generator_nllloss : 5283.629297 ∣ generator_ganloss : 1027.302148 ∣     [  std_z : 0.99  real_sub_fake : 1931.50 ]
[  epoch 0012/0040] 2580/4800, lr:5.0e-05 ∣ avg_100 : 32022.993241 ∣ critic_nllloss : 26227.507812 ∣ critic_ganloss : -456.539020 ∣ generator_nllloss : 5227.028125 ∣ generator_ganloss : 1037.013330 ∣     [  std_z : 0.99  real_sub_fake : 1979.23 ]
[  epoch 0012/0040] 2590/4800, lr:5.0e-05 ∣ avg_100 : 32024.165688 ∣ critic_nllloss : 26283.349414 ∣ critic_ganloss : -448.163986 ∣ generator_nllloss : 5283.588477 ∣ generator_ganloss : 1035.726807 ∣     [  std_z : 0.99  real_sub_fake : 1714.67 ]
[  epoch 0012/0040] 2600/4800, lr:5.0e-05 ∣ avg_100 : 32025.002126 ∣ critic_nllloss : 25982.398633 ∣ critic_ganloss : -300.579153 ∣ generator_nllloss : 5162.952930 ∣ generator_ganloss : 1048.408057 ∣     [  std_z : 0.98  real_sub_fake : 1302.41 ]
[  epoch 0012/0040] 2610/4800, lr:5.0e-05 ∣ avg_100 : 32024.944539 ∣ critic_nllloss : 26064.867578 ∣ critic_ganloss : -414.360150 ∣ generator_nllloss : 5235.196875 ∣ generator_ganloss : 1058.063770 ∣     [  std_z : 0.99  real_sub_fake : 1279.36 ]
[  epoch 0012/0040] 2620/4800, lr:5.0e-05 ∣ avg_100 : 32025.444335 ∣ critic_nllloss : 26375.010352 ∣ critic_ganloss : -573.906265 ∣ generator_nllloss : 5288.203711 ∣ generator_ganloss : 1038.943066 ∣     [  std_z : 1.00  real_sub_fake : 1869.80 ]
[  epoch 0012/0040] 2630/4800, lr:5.0e-05 ∣ avg_100 : 32026.140110 ∣ critic_nllloss : 26335.940039 ∣ critic_ganloss : -395.069934 ∣ generator_nllloss : 5171.257031 ∣ generator_ganloss : 1039.668701 ∣     [  std_z : 1.00  real_sub_fake : 2155.07 ]
[  epoch 0012/0040] 2640/4800, lr:5.0e-05 ∣ avg_100 : 32024.373529 ∣ critic_nllloss : 26114.183594 ∣ critic_ganloss : -425.375494 ∣ generator_nllloss : 5162.390234 ∣ generator_ganloss : 1061.039941 ∣     [  std_z : 1.00  real_sub_fake : 1682.82 ]
[  epoch 0012/0040] 2650/4800, lr:5.0e-05 ∣ avg_100 : 32024.285380 ∣ critic_nllloss : 26245.273633 ∣ critic_ganloss : -435.366971 ∣ generator_nllloss : 5265.362891 ∣ generator_ganloss : 1074.856055 ∣     [  std_z : 0.99  real_sub_fake : 1432.40 ]
[  epoch 0012/0040] 2660/4800, lr:5.0e-05 ∣ avg_100 : 32024.460388 ∣ critic_nllloss : 26061.370312 ∣ critic_ganloss : -333.297479 ∣ generator_nllloss : 5187.128906 ∣ generator_ganloss : 1072.241064 ∣     [  std_z : 0.98  real_sub_fake : 1374.97 ]
[  epoch 0012/0040] 2670/4800, lr:5.0e-05 ∣ avg_100 : 32024.384122 ∣ critic_nllloss : 26114.219336 ∣ critic_ganloss : -371.139883 ∣ generator_nllloss : 5281.505078 ∣ generator_ganloss : 1043.009375 ∣     [  std_z : 0.98  real_sub_fake : 1471.63 ]
[  epoch 0012/0040] 2680/4800, lr:5.0e-05 ∣ avg_100 : 32026.896112 ∣ critic_nllloss : 26025.285352 ∣ critic_ganloss : -424.835190 ∣ generator_nllloss : 5183.623438 ∣ generator_ganloss : 1040.733252 ∣     [  std_z : 0.99  real_sub_fake : 1306.25 ]
[  epoch 0012/0040] 2690/4800, lr:5.0e-05 ∣ avg_100 : 32029.909949 ∣ critic_nllloss : 26322.908008 ∣ critic_ganloss : -396.840793 ∣ generator_nllloss : 5333.888672 ∣ generator_ganloss : 1025.699512 ∣     [  std_z : 0.99  real_sub_fake : 1538.56 ]
[  epoch 0012/0040] 2700/4800, lr:5.0e-05 ∣ avg_100 : 32034.297180 ∣ critic_nllloss : 26421.596484 ∣ critic_ganloss : -436.809366 ∣ generator_nllloss : 5243.693945 ∣ generator_ganloss : 1026.910986 ∣     [  std_z : 1.00  real_sub_fake : 1755.89 ]
[  epoch 0012/0040] 2710/4800, lr:5.0e-05 ∣ avg_100 : 32032.423039 ∣ critic_nllloss : 26123.159961 ∣ critic_ganloss : -410.811124 ∣ generator_nllloss : 5258.159570 ∣ generator_ganloss : 1057.029687 ∣     [  std_z : 0.99  real_sub_fake : 1556.46 ]
[  epoch 0012/0040] 2720/4800, lr:5.0e-05 ∣ avg_100 : 32034.929953 ∣ critic_nllloss : 26246.090820 ∣ critic_ganloss : -328.005740 ∣ generator_nllloss : 5243.458789 ∣ generator_ganloss : 1029.693408 ∣     [  std_z : 0.98  real_sub_fake : 1644.56 ]
[  epoch 0012/0040] 2730/4800, lr:5.0e-05 ∣ avg_100 : 32036.936476 ∣ critic_nllloss : 26340.915234 ∣ critic_ganloss : -397.236099 ∣ generator_nllloss : 5275.012305 ∣ generator_ganloss : 1051.547461 ∣     [  std_z : 0.97  real_sub_fake : 1342.04 ]
[  epoch 0012/0040] 2740/4800, lr:5.0e-05 ∣ avg_100 : 32040.141280 ∣ critic_nllloss : 26420.362891 ∣ critic_ganloss : -477.191873 ∣ generator_nllloss : 5364.624805 ∣ generator_ganloss : 1031.660840 ∣     [  std_z : 0.98  real_sub_fake : 1583.19 ]
[  epoch 0012/0040] 2750/4800, lr:5.0e-05 ∣ avg_100 : 32040.039753 ∣ critic_nllloss : 26111.631445 ∣ critic_ganloss : -421.836743 ∣ generator_nllloss : 5300.517383 ∣ generator_ganloss : 1061.252539 ∣     [  std_z : 0.99  real_sub_fake : 1665.80 ]
[  epoch 0012/0040] 2760/4800, lr:5.0e-05 ∣ avg_100 : 32039.272661 ∣ critic_nllloss : 26167.581641 ∣ critic_ganloss : -417.043277 ∣ generator_nllloss : 5184.158594 ∣ generator_ganloss : 1042.784473 ∣     [  std_z : 1.00  real_sub_fake : 1650.14 ]
[  epoch 0012/0040] 2770/4800, lr:5.0e-05 ∣ avg_100 : 32041.960286 ∣ critic_nllloss : 26145.918750 ∣ critic_ganloss : -402.623016 ∣ generator_nllloss : 5343.640234 ∣ generator_ganloss : 1079.598193 ∣     [  std_z : 0.98  real_sub_fake : 1660.12 ]
[  epoch 0012/0040] 2780/4800, lr:5.0e-05 ∣ avg_100 : 32044.309876 ∣ critic_nllloss : 26137.940234 ∣ critic_ganloss : -395.940738 ∣ generator_nllloss : 5255.314062 ∣ generator_ganloss : 1057.010742 ∣     [  std_z : 0.98  real_sub_fake : 1598.52 ]
[  epoch 0012/0040] 2790/4800, lr:5.0e-05 ∣ avg_100 : 32040.574456 ∣ critic_nllloss : 26061.451367 ∣ critic_ganloss : -332.622308 ∣ generator_nllloss : 5150.462695 ∣ generator_ganloss : 1095.708398 ∣     [  std_z : 0.98  real_sub_fake : 1141.93 ]
[  epoch 0012/0040] 2800/4800, lr:5.0e-05 ∣ avg_100 : 32038.602656 ∣ critic_nllloss : 26191.722070 ∣ critic_ganloss : -428.087857 ∣ generator_nllloss : 5235.445703 ∣ generator_ganloss : 1053.202686 ∣     [  std_z : 0.99  real_sub_fake : 1457.36 ]
[  epoch 0012/0040] 2810/4800, lr:5.0e-05 ∣ avg_100 : 32035.231891 ∣ critic_nllloss : 26117.144336 ∣ critic_ganloss : -467.353970 ∣ generator_nllloss : 5230.483789 ∣ generator_ganloss : 1051.949512 ∣     [  std_z : 0.99  real_sub_fake : 1676.73 ]
[  epoch 0012/0040] 2820/4800, lr:5.0e-05 ∣ avg_100 : 32035.940540 ∣ critic_nllloss : 26144.714844 ∣ critic_ganloss : -290.753708 ∣ generator_nllloss : 5293.243359 ∣ generator_ganloss : 1036.188379 ∣     [  std_z : 1.00  real_sub_fake : 1547.24 ]
[  epoch 0012/0040] 2830/4800, lr:5.0e-05 ∣ avg_100 : 32038.187911 ∣ critic_nllloss : 26322.861523 ∣ critic_ganloss : -405.306088 ∣ generator_nllloss : 5283.398828 ∣ generator_ganloss : 1060.150537 ∣     [  std_z : 1.00  real_sub_fake : 1282.24 ]
[  epoch 0012/0040] 2840/4800, lr:5.0e-05 ∣ avg_100 : 32038.088800 ∣ critic_nllloss : 26125.326367 ∣ critic_ganloss : -490.066837 ∣ generator_nllloss : 5241.141211 ∣ generator_ganloss : 1019.224512 ∣     [  std_z : 0.99  real_sub_fake : 1666.69 ]
[  epoch 0012/0040] 2850/4800, lr:5.0e-05 ∣ avg_100 : 32037.477350 ∣ critic_nllloss : 26129.669141 ∣ critic_ganloss : -239.927380 ∣ generator_nllloss : 5118.175977 ∣ generator_ganloss : 1040.733936 ∣     [  std_z : 0.98  real_sub_fake : 1567.32 ]
[  epoch 0012/0040] 2860/4800, lr:5.0e-05 ∣ avg_100 : 32036.803156 ∣ critic_nllloss : 25995.158789 ∣ critic_ganloss : -383.436832 ∣ generator_nllloss : 5293.881836 ∣ generator_ganloss : 1020.590625 ∣     [  std_z : 0.98  real_sub_fake : 1247.45 ]
[  epoch 0012/0040] 2870/4800, lr:5.0e-05 ∣ avg_100 : 32041.871240 ∣ critic_nllloss : 26487.417187 ∣ critic_ganloss : -440.477518 ∣ generator_nllloss : 5368.546094 ∣ generator_ganloss : 1022.672461 ∣     [  std_z : 0.98  real_sub_fake : 1407.60 ]
[  epoch 0012/0040] 2880/4800, lr:5.0e-05 ∣ avg_100 : 32042.634787 ∣ critic_nllloss : 26224.673438 ∣ critic_ganloss : -437.750870 ∣ generator_nllloss : 5291.104492 ∣ generator_ganloss : 1037.818213 ∣     [  std_z : 0.99  real_sub_fake : 1657.24 ]
[  epoch 0012/0040] 2890/4800, lr:5.0e-05 ∣ avg_100 : 32041.115607 ∣ critic_nllloss : 26002.249219 ∣ critic_ganloss : -424.471506 ∣ generator_nllloss : 5208.400391 ∣ generator_ganloss : 1038.326611 ∣     [  std_z : 0.99  real_sub_fake : 1536.47 ]
[  epoch 0012/0040] 2900/4800, lr:5.0e-05 ∣ avg_100 : 32038.262818 ∣ critic_nllloss : 25853.248437 ∣ critic_ganloss : -337.389395 ∣ generator_nllloss : 5083.445508 ∣ generator_ganloss : 1041.765820 ∣     [  std_z : 0.98  real_sub_fake : 1366.84 ]
[  epoch 0012/0040] 2910/4800, lr:5.0e-05 ∣ avg_100 : 32037.647934 ∣ critic_nllloss : 26018.521680 ∣ critic_ganloss : -408.415070 ∣ generator_nllloss : 5093.725195 ∣ generator_ganloss : 1020.180664 ∣     [  std_z : 0.99  real_sub_fake : 1563.64 ]
[  epoch 0012/0040] 2920/4800, lr:5.0e-05 ∣ avg_100 : 32041.238392 ∣ critic_nllloss : 26328.759766 ∣ critic_ganloss : -352.946201 ∣ generator_nllloss : 5215.505664 ∣ generator_ganloss : 1054.457422 ∣     [  std_z : 1.00  real_sub_fake : 1651.27 ]
[  epoch 0012/0040] 2930/4800, lr:5.0e-05 ∣ avg_100 : 32038.658044 ∣ critic_nllloss : 26117.731445 ∣ critic_ganloss : -441.385690 ∣ generator_nllloss : 5176.123438 ∣ generator_ganloss : 1053.148877 ∣     [  std_z : 1.00  real_sub_fake : 1336.10 ]
[  epoch 0012/0040] 2940/4800, lr:5.0e-05 ∣ avg_100 : 32042.932159 ∣ critic_nllloss : 26306.685156 ∣ critic_ganloss : -321.535107 ∣ generator_nllloss : 5268.532812 ∣ generator_ganloss : 1042.692480 ∣     [  std_z : 1.01  real_sub_fake : 1371.56 ]
[  epoch 0012/0040] 2950/4800, lr:5.0e-05 ∣ avg_100 : 32045.806690 ∣ critic_nllloss : 26143.396875 ∣ critic_ganloss : -281.437735 ∣ generator_nllloss : 5262.887500 ∣ generator_ganloss : 1035.487402 ∣     [  std_z : 0.99  real_sub_fake : 1262.74 ]
[  epoch 0012/0040] 2960/4800, lr:5.0e-05 ∣ avg_100 : 32047.607363 ∣ critic_nllloss : 26377.865234 ∣ critic_ganloss : -381.921259 ∣ generator_nllloss : 5238.778906 ∣ generator_ganloss : 1035.198242 ∣     [  std_z : 0.98  real_sub_fake : 1171.08 ]
[  epoch 0012/0040] 2970/4800, lr:5.0e-05 ∣ avg_100 : 32052.030188 ∣ critic_nllloss : 26314.339453 ∣ critic_ganloss : -385.859445 ∣ generator_nllloss : 5408.071094 ∣ generator_ganloss : 1036.846875 ∣     [  std_z : 0.98  real_sub_fake : 1438.18 ]
[  epoch 0012/0040] 2980/4800, lr:5.0e-05 ∣ avg_100 : 32050.406642 ∣ critic_nllloss : 26220.444727 ∣ critic_ganloss : -346.730420 ∣ generator_nllloss : 5240.156250 ∣ generator_ganloss : 1009.428809 ∣     [  std_z : 0.99  real_sub_fake : 1396.53 ]
[  epoch 0012/0040] 2990/4800, lr:5.0e-05 ∣ avg_100 : 32052.105329 ∣ critic_nllloss : 26135.923828 ∣ critic_ganloss : -444.664697 ∣ generator_nllloss : 5244.661133 ∣ generator_ganloss : 1013.166553 ∣     [  std_z : 0.98  real_sub_fake : 1563.64 ]
[  epoch 0012/0040] 3000/4800, lr:5.0e-05 ∣ avg_100 : 32053.883751 ∣ critic_nllloss : 26358.087891 ∣ critic_ganloss : -368.507684 ∣ generator_nllloss : 5262.563281 ∣ generator_ganloss : 1031.322852 ∣     [  std_z : 0.98  real_sub_fake : 1554.22 ]
[  epoch 0012/0040] 3010/4800, lr:5.0e-05 ∣ avg_100 : 32051.508051 ∣ critic_nllloss : 25918.237695 ∣ critic_ganloss : -454.106461 ∣ generator_nllloss : 5178.019336 ∣ generator_ganloss : 1036.678662 ∣     [  std_z : 0.99  real_sub_fake : 1468.94 ]
[  epoch 0012/0040] 3020/4800, lr:5.0e-05 ∣ avg_100 : 32053.205995 ∣ critic_nllloss : 26327.590820 ∣ critic_ganloss : -386.189752 ∣ generator_nllloss : 5250.606445 ∣ generator_ganloss : 1044.385156 ∣     [  std_z : 0.99  real_sub_fake : 1733.53 ]
[  epoch 0012/0040] 3030/4800, lr:5.0e-05 ∣ avg_100 : 32052.963160 ∣ critic_nllloss : 26032.920117 ∣ critic_ganloss : -364.646671 ∣ generator_nllloss : 5118.216406 ∣ generator_ganloss : 1041.645313 ∣     [  std_z : 0.99  real_sub_fake : 1434.86 ]
[  epoch 0012/0040] 3040/4800, lr:5.0e-05 ∣ avg_100 : 32053.166913 ∣ critic_nllloss : 26227.605273 ∣ critic_ganloss : -441.113708 ∣ generator_nllloss : 5236.238477 ∣ generator_ganloss : 1003.807568 ∣     [  std_z : 0.99  real_sub_fake : 1558.98 ]
[  epoch 0012/0040] 3050/4800, lr:5.0e-05 ∣ avg_100 : 32050.394473 ∣ critic_nllloss : 26161.489844 ∣ critic_ganloss : -457.316910 ∣ generator_nllloss : 5288.622852 ∣ generator_ganloss : 1032.431787 ∣     [  std_z : 0.99  real_sub_fake : 1653.40 ]
[  epoch 0012/0040] 3060/4800, lr:5.0e-05 ∣ avg_100 : 32050.806406 ∣ critic_nllloss : 26190.196484 ∣ critic_ganloss : -376.625839 ∣ generator_nllloss : 5332.473633 ∣ generator_ganloss : 1029.644580 ∣     [  std_z : 1.00  real_sub_fake : 1690.11 ]
[  epoch 0012/0040] 3070/4800, lr:5.0e-05 ∣ avg_100 : 32051.850824 ∣ critic_nllloss : 26045.283984 ∣ critic_ganloss : -406.427383 ∣ generator_nllloss : 5304.312695 ∣ generator_ganloss : 1055.271875 ∣     [  std_z : 0.98  real_sub_fake : 1446.67 ]
[  epoch 0012/0040] 3080/4800, lr:5.0e-05 ∣ avg_100 : 32050.982405 ∣ critic_nllloss : 26182.974219 ∣ critic_ganloss : -471.962869 ∣ generator_nllloss : 5198.422656 ∣ generator_ganloss : 1054.051855 ∣     [  std_z : 0.98  real_sub_fake : 1456.97 ]
[  epoch 0012/0040] 3090/4800, lr:5.0e-05 ∣ avg_100 : 32049.205860 ∣ critic_nllloss : 26258.535156 ∣ critic_ganloss : -531.348517 ∣ generator_nllloss : 5258.084766 ∣ generator_ganloss : 1052.521436 ∣     [  std_z : 0.98  real_sub_fake : 2056.19 ]
[  epoch 0012/0040] 3100/4800, lr:5.0e-05 ∣ avg_100 : 32049.893356 ∣ critic_nllloss : 26158.952734 ∣ critic_ganloss : -431.119504 ∣ generator_nllloss : 5305.156445 ∣ generator_ganloss : 1084.127979 ∣     [  std_z : 0.99  real_sub_fake : 1814.91 ]
[  epoch 0012/0040] 3110/4800, lr:5.0e-05 ∣ avg_100 : 32051.321539 ∣ critic_nllloss : 26096.963086 ∣ critic_ganloss : -343.620665 ∣ generator_nllloss : 5191.422656 ∣ generator_ganloss : 1047.213721 ∣     [  std_z : 0.99  real_sub_fake : 1243.91 ]
[  epoch 0012/0040] 3120/4800, lr:5.0e-05 ∣ avg_100 : 32051.011475 ∣ critic_nllloss : 26094.381055 ∣ critic_ganloss : -328.025076 ∣ generator_nllloss : 5119.808203 ∣ generator_ganloss : 1030.274414 ∣     [  std_z : 1.00  real_sub_fake : 1423.77 ]
[  epoch 0012/0040] 3130/4800, lr:5.0e-05 ∣ avg_100 : 32052.736320 ∣ critic_nllloss : 26246.966602 ∣ critic_ganloss : -439.104999 ∣ generator_nllloss : 5428.426953 ∣ generator_ganloss : 1027.922217 ∣     [  std_z : 1.00  real_sub_fake : 1656.48 ]
[  epoch 0012/0040] 3140/4800, lr:5.0e-05 ∣ avg_100 : 32051.062268 ∣ critic_nllloss : 26140.843555 ∣ critic_ganloss : -487.693811 ∣ generator_nllloss : 5247.177539 ∣ generator_ganloss : 1030.083496 ∣     [  std_z : 0.99  real_sub_fake : 1810.80 ]
[  epoch 0012/0040] 3150/4800, lr:5.0e-05 ∣ avg_100 : 32053.455022 ∣ critic_nllloss : 26286.883008 ∣ critic_ganloss : -457.917661 ∣ generator_nllloss : 5242.449609 ∣ generator_ganloss : 1048.794922 ∣     [  std_z : 0.98  real_sub_fake : 1695.28 ]
[  epoch 0012/0040] 3160/4800, lr:5.0e-05 ∣ avg_100 : 32052.289707 ∣ critic_nllloss : 26234.982422 ∣ critic_ganloss : -600.353650 ∣ generator_nllloss : 5338.304297 ∣ generator_ganloss : 998.218066 ∣  [  std_z : 0.98  real_sub_fake : 2048.64 ]
[  epoch 0012/0040] 3170/4800, lr:5.0e-05 ∣ avg_100 : 32051.460492 ∣ critic_nllloss : 26041.001367 ∣ critic_ganloss : -256.753381 ∣ generator_nllloss : 5232.047656 ∣ generator_ganloss : 1048.920801 ∣     [  std_z : 0.98  real_sub_fake : 1515.10 ]
[  epoch 0012/0040] 3180/4800, lr:5.0e-05 ∣ avg_100 : 32051.171162 ∣ critic_nllloss : 25998.936914 ∣ critic_ganloss : -281.159737 ∣ generator_nllloss : 5187.596875 ∣ generator_ganloss : 1017.165186 ∣     [  std_z : 0.99  real_sub_fake : 959.86 ]
[  epoch 0012/0040] 3190/4800, lr:5.0e-05 ∣ avg_100 : 32051.664536 ∣ critic_nllloss : 26158.024805 ∣ critic_ganloss : -327.281844 ∣ generator_nllloss : 5292.804688 ∣ generator_ganloss : 995.977100 ∣  [  std_z : 1.00  real_sub_fake : 1086.60 ]
[  epoch 0012/0040] 3200/4800, lr:5.0e-05 ∣ avg_100 : 32054.366709 ∣ critic_nllloss : 26398.702344 ∣ critic_ganloss : -431.173035 ∣ generator_nllloss : 5312.164062 ∣ generator_ganloss : 1002.679834 ∣     [  std_z : 0.99  real_sub_fake : 1389.53 ]
[  epoch 0012/0040] 3210/4800, lr:5.0e-05 ∣ avg_100 : 32056.028452 ∣ critic_nllloss : 26295.124609 ∣ critic_ganloss : -383.410507 ∣ generator_nllloss : 5230.031250 ∣ generator_ganloss : 1018.742383 ∣     [  std_z : 0.97  real_sub_fake : 1776.02 ]
[  epoch 0012/0040] 3220/4800, lr:5.0e-05 ∣ avg_100 : 32053.626461 ∣ critic_nllloss : 25946.785742 ∣ critic_ganloss : -269.759302 ∣ generator_nllloss : 5175.478125 ∣ generator_ganloss : 1063.428271 ∣     [  std_z : 0.97  real_sub_fake : 1320.91 ]
[  epoch 0012/0040] 3230/4800, lr:5.0e-05 ∣ avg_100 : 32051.338078 ∣ critic_nllloss : 26150.636719 ∣ critic_ganloss : -319.177969 ∣ generator_nllloss : 5192.846484 ∣ generator_ganloss : 1057.691064 ∣     [  std_z : 0.99  real_sub_fake : 1242.68 ]
[  epoch 0012/0040] 3240/4800, lr:5.0e-05 ∣ avg_100 : 32054.688242 ∣ critic_nllloss : 26393.187891 ∣ critic_ganloss : -475.982565 ∣ generator_nllloss : 5335.455859 ∣ generator_ganloss : 1052.821191 ∣     [  std_z : 1.01  real_sub_fake : 1388.31 ]
[  epoch 0012/0040] 3250/4800, lr:5.0e-05 ∣ avg_100 : 32053.426812 ∣ critic_nllloss : 26247.141797 ∣ critic_ganloss : -375.346222 ∣ generator_nllloss : 5229.965039 ∣ generator_ganloss : 1049.303613 ∣     [  std_z : 1.01  real_sub_fake : 1688.58 ]
[  epoch 0012/0040] 3260/4800, lr:5.0e-05 ∣ avg_100 : 32056.081414 ∣ critic_nllloss : 26066.128711 ∣ critic_ganloss : -482.543903 ∣ generator_nllloss : 5224.704687 ∣ generator_ganloss : 1043.498145 ∣     [  std_z : 1.00  real_sub_fake : 1783.49 ]
[  epoch 0012/0040] 3270/4800, lr:5.0e-05 ∣ avg_100 : 32053.129221 ∣ critic_nllloss : 25922.685156 ∣ critic_ganloss : -296.703314 ∣ generator_nllloss : 5194.439648 ∣ generator_ganloss : 1057.088086 ∣     [  std_z : 0.99  real_sub_fake : 1545.17 ]
[  epoch 0012/0040] 3280/4800, lr:5.0e-05 ∣ avg_100 : 32054.382280 ∣ critic_nllloss : 26245.565039 ∣ critic_ganloss : -438.964859 ∣ generator_nllloss : 5199.826563 ∣ generator_ganloss : 1059.929541 ∣     [  std_z : 0.98  real_sub_fake : 1292.87 ]
[  epoch 0012/0040] 3290/4800, lr:5.0e-05 ∣ avg_100 : 32056.794450 ∣ critic_nllloss : 26279.357617 ∣ critic_ganloss : -388.959756 ∣ generator_nllloss : 5209.231055 ∣ generator_ganloss : 1043.182324 ∣     [  std_z : 0.98  real_sub_fake : 1515.47 ]
[  epoch 0012/0040] 3300/4800, lr:5.0e-05 ∣ avg_100 : 32057.349001 ∣ critic_nllloss : 26122.126953 ∣ critic_ganloss : -392.469183 ∣ generator_nllloss : 5232.878906 ∣ generator_ganloss : 1022.198486 ∣     [  std_z : 0.98  real_sub_fake : 1547.93 ]
[  epoch 0012/0040] 3310/4800, lr:5.0e-05 ∣ avg_100 : 32054.574921 ∣ critic_nllloss : 26211.200586 ∣ critic_ganloss : -457.812149 ∣ generator_nllloss : 5201.769141 ∣ generator_ganloss : 1028.580176 ∣     [  std_z : 0.99  real_sub_fake : 1668.11 ]
[  epoch 0012/0040] 3320/4800, lr:5.0e-05 ∣ avg_100 : 32055.127145 ∣ critic_nllloss : 26180.215039 ∣ critic_ganloss : -527.778152 ∣ generator_nllloss : 5229.710352 ∣ generator_ganloss : 1011.377490 ∣     [  std_z : 0.99  real_sub_fake : 1619.50 ]
[  epoch 0012/0040] 3330/4800, lr:5.0e-05 ∣ avg_100 : 32052.992330 ∣ critic_nllloss : 26282.029492 ∣ critic_ganloss : -643.867297 ∣ generator_nllloss : 5189.046875 ∣ generator_ganloss : 1029.133643 ∣     [  std_z : 0.99  real_sub_fake : 2209.48 ]
[  epoch 0012/0040] 3340/4800, lr:5.0e-05 ∣ avg_100 : 32049.861727 ∣ critic_nllloss : 25872.957422 ∣ critic_ganloss : -390.326178 ∣ generator_nllloss : 5176.565820 ∣ generator_ganloss : 1076.646436 ∣     [  std_z : 0.98  real_sub_fake : 1927.14 ]
[  epoch 0012/0040] 3350/4800, lr:5.0e-05 ∣ avg_100 : 32050.076122 ∣ critic_nllloss : 26196.734375 ∣ critic_ganloss : -324.574338 ∣ generator_nllloss : 5222.674414 ∣ generator_ganloss : 1082.713525 ∣     [  std_z : 1.00  real_sub_fake : 1265.89 ]
[  epoch 0012/0040] 3360/4800, lr:5.0e-05 ∣ avg_100 : 32052.804335 ∣ critic_nllloss : 26259.241797 ∣ critic_ganloss : -438.761319 ∣ generator_nllloss : 5253.294141 ∣ generator_ganloss : 1068.276514 ∣     [  std_z : 1.00  real_sub_fake : 1548.23 ]
[  epoch 0012/0040] 3370/4800, lr:5.0e-05 ∣ avg_100 : 32051.551430 ∣ critic_nllloss : 26184.361328 ∣ critic_ganloss : -439.907242 ∣ generator_nllloss : 5202.728906 ∣ generator_ganloss : 1091.879297 ∣     [  std_z : 0.99  real_sub_fake : 1716.26 ]
[  epoch 0012/0040] 3380/4800, lr:5.0e-05 ∣ avg_100 : 32052.089874 ∣ critic_nllloss : 26160.739258 ∣ critic_ganloss : -413.474371 ∣ generator_nllloss : 5302.493555 ∣ generator_ganloss : 1070.797705 ∣     [  std_z : 0.99  real_sub_fake : 1776.51 ]
[  epoch 0012/0040] 3390/4800, lr:5.0e-05 ∣ avg_100 : 32056.133878 ∣ critic_nllloss : 26300.835742 ∣ critic_ganloss : -340.647827 ∣ generator_nllloss : 5331.785742 ∣ generator_ganloss : 1086.266943 ∣     [  std_z : 0.98  real_sub_fake : 1423.34 ]
[  epoch 0012/0040] 3400/4800, lr:5.0e-05 ∣ avg_100 : 32058.836405 ∣ critic_nllloss : 26180.491797 ∣ critic_ganloss : -325.515659 ∣ generator_nllloss : 5298.912500 ∣ generator_ganloss : 1111.243213 ∣     [  std_z : 0.97  real_sub_fake : 1133.01 ]
[  epoch 0012/0040] 3410/4800, lr:5.0e-05 ∣ avg_100 : 32060.491089 ∣ critic_nllloss : 26209.765234 ∣ critic_ganloss : -454.008035 ∣ generator_nllloss : 5297.895312 ∣ generator_ganloss : 1080.370068 ∣     [  std_z : 0.97  real_sub_fake : 1487.27 ]
[  epoch 0012/0040] 3420/4800, lr:5.0e-05 ∣ avg_100 : 32054.776612 ∣ critic_nllloss : 25920.577930 ∣ critic_ganloss : -486.893579 ∣ generator_nllloss : 5165.878906 ∣ generator_ganloss : 1083.083301 ∣     [  std_z : 0.98  real_sub_fake : 1791.73 ]
[  epoch 0012/0040] 3430/4800, lr:5.0e-05 ∣ avg_100 : 32054.793119 ∣ critic_nllloss : 26123.652539 ∣ critic_ganloss : -406.564664 ∣ generator_nllloss : 5220.674023 ∣ generator_ganloss : 1079.448486 ∣     [  std_z : 1.00  real_sub_fake : 1899.31 ]
[  epoch 0012/0040] 3440/4800, lr:5.0e-05 ∣ avg_100 : 32057.840104 ∣ critic_nllloss : 26169.127930 ∣ critic_ganloss : -451.778433 ∣ generator_nllloss : 5366.761914 ∣ generator_ganloss : 1081.305957 ∣     [  std_z : 0.99  real_sub_fake : 1626.68 ]
[  epoch 0012/0040] 3450/4800, lr:5.0e-05 ∣ avg_100 : 32057.377002 ∣ critic_nllloss : 26024.844141 ∣ critic_ganloss : -327.255185 ∣ generator_nllloss : 5078.074219 ∣ generator_ganloss : 1081.275781 ∣     [  std_z : 0.97  real_sub_fake : 1543.51 ]
[  epoch 0012/0040] 3460/4800, lr:5.0e-05 ∣ avg_100 : 32056.626260 ∣ critic_nllloss : 26054.066211 ∣ critic_ganloss : -308.829034 ∣ generator_nllloss : 5264.892578 ∣ generator_ganloss : 1087.375586 ∣     [  std_z : 0.99  real_sub_fake : 1287.12 ]
[  epoch 0012/0040] 3470/4800, lr:5.0e-05 ∣ avg_100 : 32053.637116 ∣ critic_nllloss : 26007.011133 ∣ critic_ganloss : -407.503091 ∣ generator_nllloss : 5184.699609 ∣ generator_ganloss : 1077.581592 ∣     [  std_z : 0.99  real_sub_fake : 1301.88 ]
[  epoch 0012/0040] 3480/4800, lr:5.0e-05 ∣ avg_100 : 32057.095569 ∣ critic_nllloss : 26402.355078 ∣ critic_ganloss : -401.946335 ∣ generator_nllloss : 5284.797852 ∣ generator_ganloss : 1082.362158 ∣     [  std_z : 0.99  real_sub_fake : 1633.47 ]
[  epoch 0012/0040] 3490/4800, lr:5.0e-05 ∣ avg_100 : 32054.882335 ∣ critic_nllloss : 26060.851562 ∣ critic_ganloss : -422.248645 ∣ generator_nllloss : 5136.415234 ∣ generator_ganloss : 1081.714795 ∣     [  std_z : 0.98  real_sub_fake : 1559.64 ]
[  epoch 0012/0040] 3500/4800, lr:5.0e-05 ∣ avg_100 : 32056.375579 ∣ critic_nllloss : 26106.343750 ∣ critic_ganloss : -309.175589 ∣ generator_nllloss : 5200.680664 ∣ generator_ganloss : 1120.306348 ∣     [  std_z : 1.00  real_sub_fake : 1273.51 ]
[  epoch 0012/0040] 3510/4800, lr:5.0e-05 ∣ avg_100 : 32057.219528 ∣ critic_nllloss : 26170.118164 ∣ critic_ganloss : -232.026854 ∣ generator_nllloss : 5222.542188 ∣ generator_ganloss : 1102.274805 ∣     [  std_z : 1.01  real_sub_fake : 912.23 ]
[  epoch 0012/0040] 3520/4800, lr:5.0e-05 ∣ avg_100 : 32059.985345 ∣ critic_nllloss : 26053.354492 ∣ critic_ganloss : -320.406451 ∣ generator_nllloss : 5314.124609 ∣ generator_ganloss : 1091.717529 ∣     [  std_z : 1.00  real_sub_fake : 1165.65 ]
[  epoch 0012/0040] 3530/4800, lr:5.0e-05 ∣ avg_100 : 32065.252218 ∣ critic_nllloss : 26254.405664 ∣ critic_ganloss : -462.584195 ∣ generator_nllloss : 5271.059766 ∣ generator_ganloss : 1075.624561 ∣     [  std_z : 0.99  real_sub_fake : 1480.73 ]
[  epoch 0012/0040] 3540/4800, lr:5.0e-05 ∣ avg_100 : 32065.666412 ∣ critic_nllloss : 26203.683594 ∣ critic_ganloss : -499.442789 ∣ generator_nllloss : 5214.398633 ∣ generator_ganloss : 1042.687598 ∣     [  std_z : 0.98  real_sub_fake : 1771.64 ]
[  epoch 0012/0040] 3550/4800, lr:5.0e-05 ∣ avg_100 : 32066.330508 ∣ critic_nllloss : 26216.389062 ∣ critic_ganloss : -342.032840 ∣ generator_nllloss : 5259.140625 ∣ generator_ganloss : 1100.614697 ∣     [  std_z : 0.98  real_sub_fake : 1629.78 ]
[  epoch 0012/0040] 3560/4800, lr:5.0e-05 ∣ avg_100 : 32063.521476 ∣ critic_nllloss : 26212.354492 ∣ critic_ganloss : -440.916406 ∣ generator_nllloss : 5169.332031 ∣ generator_ganloss : 1056.616895 ∣     [  std_z : 0.99  real_sub_fake : 1626.57 ]
[  epoch 0012/0040] 3570/4800, lr:5.0e-05 ∣ avg_100 : 32060.740046 ∣ critic_nllloss : 26054.290039 ∣ critic_ganloss : -407.339984 ∣ generator_nllloss : 5160.215625 ∣ generator_ganloss : 1080.438721 ∣     [  std_z : 1.00  real_sub_fake : 1331.11 ]
[  epoch 0012/0040] 3580/4800, lr:5.0e-05 ∣ avg_100 : 32061.511124 ∣ critic_nllloss : 26173.830469 ∣ critic_ganloss : -352.870837 ∣ generator_nllloss : 5235.392578 ∣ generator_ganloss : 1055.765771 ∣     [  std_z : 1.00  real_sub_fake : 1579.65 ]
[  epoch 0012/0040] 3590/4800, lr:5.0e-05 ∣ avg_100 : 32062.821164 ∣ critic_nllloss : 26336.348047 ∣ critic_ganloss : -346.489209 ∣ generator_nllloss : 5208.061133 ∣ generator_ganloss : 1087.584766 ∣     [  std_z : 1.00  real_sub_fake : 1297.69 ]
[  epoch 0012/0040] 3600/4800, lr:5.0e-05 ∣ avg_100 : 32067.315051 ∣ critic_nllloss : 26397.534375 ∣ critic_ganloss : -416.772537 ∣ generator_nllloss : 5301.235547 ∣ generator_ganloss : 1060.571777 ∣     [  std_z : 0.99  real_sub_fake : 1364.49 ]
[  epoch 0012/0040] 3610/4800, lr:5.0e-05 ∣ avg_100 : 32069.017293 ∣ critic_nllloss : 26235.659961 ∣ critic_ganloss : -433.347665 ∣ generator_nllloss : 5249.055273 ∣ generator_ganloss : 1062.624707 ∣     [  std_z : 1.00  real_sub_fake : 1600.13 ]
[  epoch 0012/0040] 3620/4800, lr:5.0e-05 ∣ avg_100 : 32068.498866 ∣ critic_nllloss : 26148.031055 ∣ critic_ganloss : -428.670547 ∣ generator_nllloss : 5284.198242 ∣ generator_ganloss : 1072.849414 ∣     [  std_z : 0.99  real_sub_fake : 1712.29 ]
[  epoch 0012/0040] 3630/4800, lr:5.0e-05 ∣ avg_100 : 32067.690315 ∣ critic_nllloss : 26196.930859 ∣ critic_ganloss : -392.924402 ∣ generator_nllloss : 5193.862500 ∣ generator_ganloss : 1073.071777 ∣     [  std_z : 0.99  real_sub_fake : 1779.96 ]
[  epoch 0012/0040] 3640/4800, lr:5.0e-05 ∣ avg_100 : 32068.171059 ∣ critic_nllloss : 26098.243750 ∣ critic_ganloss : -379.672284 ∣ generator_nllloss : 5156.396875 ∣ generator_ganloss : 1085.344336 ∣     [  std_z : 0.97  real_sub_fake : 1407.91 ]
[  epoch 0012/0040] 3650/4800, lr:5.0e-05 ∣ avg_100 : 32066.320151 ∣ critic_nllloss : 26107.075586 ∣ critic_ganloss : -447.030057 ∣ generator_nllloss : 5224.056055 ∣ generator_ganloss : 1080.933252 ∣     [  std_z : 0.98  real_sub_fake : 1520.06 ]
[  epoch 0012/0040] 3660/4800, lr:5.0e-05 ∣ avg_100 : 32063.607606 ∣ critic_nllloss : 26018.989063 ∣ critic_ganloss : -553.261084 ∣ generator_nllloss : 5159.622266 ∣ generator_ganloss : 1090.838086 ∣     [  std_z : 0.99  real_sub_fake : 1869.49 ]
[  epoch 0012/0040] 3670/4800, lr:5.0e-05 ∣ avg_100 : 32064.219186 ∣ critic_nllloss : 26212.207422 ∣ critic_ganloss : -431.231049 ∣ generator_nllloss : 5275.258594 ∣ generator_ganloss : 1072.516943 ∣     [  std_z : 0.99  real_sub_fake : 1837.82 ]
[  epoch 0012/0040] 3680/4800, lr:5.0e-05 ∣ avg_100 : 32068.546240 ∣ critic_nllloss : 26275.774023 ∣ critic_ganloss : -329.335187 ∣ generator_nllloss : 5205.869922 ∣ generator_ganloss : 1105.203418 ∣     [  std_z : 0.99  real_sub_fake : 1385.19 ]
[  epoch 0012/0040] 3690/4800, lr:5.0e-05 ∣ avg_100 : 32068.116009 ∣ critic_nllloss : 26260.842773 ∣ critic_ganloss : -378.015662 ∣ generator_nllloss : 5265.523438 ∣ generator_ganloss : 1094.281738 ∣     [  std_z : 0.98  real_sub_fake : 1355.64 ]
[  epoch 0012/0040] 3700/4800, lr:5.0e-05 ∣ avg_100 : 32062.641400 ∣ critic_nllloss : 25917.887695 ∣ critic_ganloss : -477.797220 ∣ generator_nllloss : 5188.474805 ∣ generator_ganloss : 1079.365918 ∣     [  std_z : 1.00  real_sub_fake : 1595.53 ]
[  epoch 0012/0040] 3710/4800, lr:5.0e-05 ∣ avg_100 : 32062.062492 ∣ critic_nllloss : 26041.005273 ∣ critic_ganloss : -357.659415 ∣ generator_nllloss : 5209.598242 ∣ generator_ganloss : 1076.703174 ∣     [  std_z : 0.99  real_sub_fake : 1822.36 ]
[  epoch 0012/0040] 3720/4800, lr:5.0e-05 ∣ avg_100 : 32064.117408 ∣ critic_nllloss : 26397.088672 ∣ critic_ganloss : -406.443646 ∣ generator_nllloss : 5341.982617 ∣ generator_ganloss : 1064.101221 ∣     [  std_z : 0.99  real_sub_fake : 1520.99 ]
[  epoch 0012/0040] 3730/4800, lr:5.0e-05 ∣ avg_100 : 32062.583372 ∣ critic_nllloss : 26161.479102 ∣ critic_ganloss : -320.287497 ∣ generator_nllloss : 5211.659570 ∣ generator_ganloss : 1063.984180 ∣     [  std_z : 0.98  real_sub_fake : 1419.48 ]
[  epoch 0012/0040] 3740/4800, lr:5.0e-05 ∣ avg_100 : 32059.694642 ∣ critic_nllloss : 26184.027539 ∣ critic_ganloss : -435.418491 ∣ generator_nllloss : 5246.900781 ∣ generator_ganloss : 1055.073828 ∣     [  std_z : 0.99  real_sub_fake : 1368.81 ]
[  epoch 0012/0040] 3750/4800, lr:5.0e-05 ∣ avg_100 : 32058.992320 ∣ critic_nllloss : 26147.597266 ∣ critic_ganloss : -459.152829 ∣ generator_nllloss : 5253.432813 ∣ generator_ganloss : 1039.455176 ∣     [  std_z : 1.00  real_sub_fake : 1575.36 ]
[  epoch 0012/0040] 3760/4800, lr:5.0e-05 ∣ avg_100 : 32057.803786 ∣ critic_nllloss : 25981.290039 ∣ critic_ganloss : -383.978702 ∣ generator_nllloss : 5206.322461 ∣ generator_ganloss : 1054.994238 ∣     [  std_z : 1.00  real_sub_fake : 1626.44 ]
[  epoch 0012/0040] 3770/4800, lr:5.0e-05 ∣ avg_100 : 32058.845066 ∣ critic_nllloss : 26393.655078 ∣ critic_ganloss : -478.937473 ∣ generator_nllloss : 5327.357031 ∣ generator_ganloss : 1028.587500 ∣     [  std_z : 1.00  real_sub_fake : 1820.05 ]
[  epoch 0012/0040] 3780/4800, lr:5.0e-05 ∣ avg_100 : 32059.226452 ∣ critic_nllloss : 26275.943555 ∣ critic_ganloss : -415.574881 ∣ generator_nllloss : 5186.572070 ∣ generator_ganloss : 1045.522168 ∣     [  std_z : 0.98  real_sub_fake : 1521.88 ]
[  epoch 0012/0040] 3790/4800, lr:5.0e-05 ∣ avg_100 : 32059.765253 ∣ critic_nllloss : 26113.343359 ∣ critic_ganloss : -345.099689 ∣ generator_nllloss : 5207.449609 ∣ generator_ganloss : 1053.186914 ∣     [  std_z : 0.97  real_sub_fake : 1445.76 ]
[  epoch 0012/0040] 3800/4800, lr:5.0e-05 ∣ avg_100 : 32060.090363 ∣ critic_nllloss : 26203.189453 ∣ critic_ganloss : -377.459546 ∣ generator_nllloss : 5205.288867 ∣ generator_ganloss : 1053.774902 ∣     [  std_z : 0.98  real_sub_fake : 1528.15 ]
[  epoch 0012/0040] 3810/4800, lr:5.0e-05 ∣ avg_100 : 32061.116091 ∣ critic_nllloss : 26169.416211 ∣ critic_ganloss : -427.059039 ∣ generator_nllloss : 5271.636719 ∣ generator_ganloss : 1020.802539 ∣     [  std_z : 0.99  real_sub_fake : 1520.91 ]
[  epoch 0012/0040] 3820/4800, lr:5.0e-05 ∣ avg_100 : 32058.213377 ∣ critic_nllloss : 26153.254492 ∣ critic_ganloss : -444.987421 ∣ generator_nllloss : 5163.460547 ∣ generator_ganloss : 1021.393848 ∣     [  std_z : 0.99  real_sub_fake : 1663.90 ]
[  epoch 0012/0040] 3830/4800, lr:5.0e-05 ∣ avg_100 : 32055.009462 ∣ critic_nllloss : 26227.077344 ∣ critic_ganloss : -496.750638 ∣ generator_nllloss : 5192.904492 ∣ generator_ganloss : 1017.482129 ∣     [  std_z : 0.99  real_sub_fake : 1771.69 ]
[  epoch 0012/0040] 3840/4800, lr:5.0e-05 ∣ avg_100 : 32059.390983 ∣ critic_nllloss : 26310.274414 ∣ critic_ganloss : -336.775668 ∣ generator_nllloss : 5327.305469 ∣ generator_ganloss : 1032.973096 ∣     [  std_z : 0.99  real_sub_fake : 1597.17 ]
[  epoch 0012/0040] 3850/4800, lr:5.0e-05 ∣ avg_100 : 32057.489982 ∣ critic_nllloss : 26054.537305 ∣ critic_ganloss : -379.995605 ∣ generator_nllloss : 5139.961133 ∣ generator_ganloss : 1044.048779 ∣     [  std_z : 0.97  real_sub_fake : 1353.01 ]
[  epoch 0012/0040] 3860/4800, lr:5.0e-05 ∣ avg_100 : 32059.187902 ∣ critic_nllloss : 26297.819336 ∣ critic_ganloss : -426.064093 ∣ generator_nllloss : 5159.473633 ∣ generator_ganloss : 1064.757568 ∣     [  std_z : 0.98  real_sub_fake : 1479.50 ]
[  epoch 0012/0040] 3870/4800, lr:5.0e-05 ∣ avg_100 : 32055.256377 ∣ critic_nllloss : 26139.958008 ∣ critic_ganloss : -350.300714 ∣ generator_nllloss : 5225.920117 ∣ generator_ganloss : 1029.428320 ∣     [  std_z : 1.00  real_sub_fake : 1629.35 ]
[  epoch 0012/0040] 3880/4800, lr:5.0e-05 ∣ avg_100 : 32054.309917 ∣ critic_nllloss : 26129.975977 ∣ critic_ganloss : -418.429089 ∣ generator_nllloss : 5243.323047 ∣ generator_ganloss : 1066.329297 ∣     [  std_z : 1.00  real_sub_fake : 1521.45 ]
[  epoch 0012/0040] 3890/4800, lr:5.0e-05 ∣ avg_100 : 32057.272695 ∣ critic_nllloss : 26268.281250 ∣ critic_ganloss : -400.847141 ∣ generator_nllloss : 5211.037891 ∣ generator_ganloss : 1042.310547 ∣     [  std_z : 1.00  real_sub_fake : 1581.06 ]
[  epoch 0012/0040] 3900/4800, lr:5.0e-05 ∣ avg_100 : 32061.353283 ∣ critic_nllloss : 26077.698633 ∣ critic_ganloss : -323.490634 ∣ generator_nllloss : 5260.593555 ∣ generator_ganloss : 1034.327539 ∣     [  std_z : 0.98  real_sub_fake : 1494.82 ]
[  epoch 0012/0040] 3910/4800, lr:5.0e-05 ∣ avg_100 : 32064.935694 ∣ critic_nllloss : 26127.052148 ∣ critic_ganloss : -392.696338 ∣ generator_nllloss : 5285.232617 ∣ generator_ganloss : 1062.665186 ∣     [  std_z : 0.98  real_sub_fake : 1213.90 ]
[  epoch 0012/0040] 3920/4800, lr:5.0e-05 ∣ avg_100 : 32063.134541 ∣ critic_nllloss : 26077.939844 ∣ critic_ganloss : -357.263168 ∣ generator_nllloss : 5313.853711 ∣ generator_ganloss : 1031.131006 ∣     [  std_z : 0.97  real_sub_fake : 1399.75 ]
[  epoch 0012/0040] 3930/4800, lr:5.0e-05 ∣ avg_100 : 32064.807583 ∣ critic_nllloss : 26232.168555 ∣ critic_ganloss : -466.288190 ∣ generator_nllloss : 5278.133203 ∣ generator_ganloss : 1028.908643 ∣     [  std_z : 0.98  real_sub_fake : 1523.17 ]
[  epoch 0012/0040] 3940/4800, lr:5.0e-05 ∣ avg_100 : 32060.077819 ∣ critic_nllloss : 26025.325977 ∣ critic_ganloss : -347.828928 ∣ generator_nllloss : 5150.010352 ∣ generator_ganloss : 995.891602 ∣  [  std_z : 0.99  real_sub_fake : 1630.38 ]
[  epoch 0012/0040] 3950/4800, lr:5.0e-05 ∣ avg_100 : 32059.536573 ∣ critic_nllloss : 26211.329492 ∣ critic_ganloss : -293.817944 ∣ generator_nllloss : 5189.255469 ∣ generator_ganloss : 999.442383 ∣  [  std_z : 1.00  real_sub_fake : 1172.48 ]
[  epoch 0012/0040] 3960/4800, lr:5.0e-05 ∣ avg_100 : 32060.018258 ∣ critic_nllloss : 26434.926563 ∣ critic_ganloss : -334.111240 ∣ generator_nllloss : 5277.416016 ∣ generator_ganloss : 939.858252 ∣  [  std_z : 1.00  real_sub_fake : 1195.82 ]
[  epoch 0012/0040] 3970/4800, lr:5.0e-05 ∣ avg_100 : 32057.435688 ∣ critic_nllloss : 26331.934180 ∣ critic_ganloss : -393.895328 ∣ generator_nllloss : 5225.452344 ∣ generator_ganloss : 951.649805 ∣  [  std_z : 1.00  real_sub_fake : 1294.68 ]
[  epoch 0012/0040] 3980/4800, lr:5.0e-05 ∣ avg_100 : 32055.246563 ∣ critic_nllloss : 26085.806445 ∣ critic_ganloss : -372.679459 ∣ generator_nllloss : 5209.948047 ∣ generator_ganloss : 981.311816 ∣  [  std_z : 0.98  real_sub_fake : 1490.76 ]
[  epoch 0012/0040] 3990/4800, lr:5.0e-05 ∣ avg_100 : 32055.709847 ∣ critic_nllloss : 26201.873828 ∣ critic_ganloss : -417.860666 ∣ generator_nllloss : 5188.410742 ∣ generator_ganloss : 1022.991357 ∣     [  std_z : 0.97  real_sub_fake : 1539.83 ]
[  epoch 0012/0040] 4000/4800, lr:5.0e-05 ∣ avg_100 : 32052.551808 ∣ critic_nllloss : 26087.764453 ∣ critic_ganloss : -325.307971 ∣ generator_nllloss : 5198.005469 ∣ generator_ganloss : 1007.200488 ∣     [  std_z : 0.97  real_sub_fake : 1563.57 ]
[  epoch 0012/0040] 4010/4800, lr:5.0e-05 ∣ avg_100 : 32056.812424 ∣ critic_nllloss : 26234.012695 ∣ critic_ganloss : -460.178491 ∣ generator_nllloss : 5301.487891 ∣ generator_ganloss : 1029.568701 ∣     [  std_z : 0.99  real_sub_fake : 1378.63 ]
[  epoch 0012/0040] 4020/4800, lr:5.0e-05 ∣ avg_100 : 32055.297862 ∣ critic_nllloss : 26266.346289 ∣ critic_ganloss : -393.296344 ∣ generator_nllloss : 5193.549023 ∣ generator_ganloss : 1018.337500 ∣     [  std_z : 1.00  real_sub_fake : 1603.93 ]
[  epoch 0012/0040] 4030/4800, lr:5.0e-05 ∣ avg_100 : 32054.283098 ∣ critic_nllloss : 25918.850781 ∣ critic_ganloss : -390.785117 ∣ generator_nllloss : 5183.571094 ∣ generator_ganloss : 1015.022021 ∣     [  std_z : 1.00  real_sub_fake : 1635.72 ]
[  epoch 0012/0040] 4040/4800, lr:5.0e-05 ∣ avg_100 : 32056.635640 ∣ critic_nllloss : 26484.232617 ∣ critic_ganloss : -493.371204 ∣ generator_nllloss : 5265.438867 ∣ generator_ganloss : 1005.491504 ∣     [  std_z : 1.00  real_sub_fake : 1483.75 ]
[  epoch 0012/0040] 4050/4800, lr:5.0e-05 ∣ avg_100 : 32054.710583 ∣ critic_nllloss : 26158.877344 ∣ critic_ganloss : -580.179547 ∣ generator_nllloss : 5244.435547 ∣ generator_ganloss : 1009.588574 ∣     [  std_z : 0.99  real_sub_fake : 1914.06 ]
[  epoch 0012/0040] 4060/4800, lr:5.0e-05 ∣ avg_100 : 32053.464232 ∣ critic_nllloss : 26317.708203 ∣ critic_ganloss : -525.446606 ∣ generator_nllloss : 5252.907422 ∣ generator_ganloss : 1005.884717 ∣     [  std_z : 0.98  real_sub_fake : 2350.87 ]
[  epoch 0012/0040] 4070/4800, lr:5.0e-05 ∣ avg_100 : 32054.483152 ∣ critic_nllloss : 26307.631836 ∣ critic_ganloss : -455.430762 ∣ generator_nllloss : 5219.307617 ∣ generator_ganloss : 1028.824463 ∣     [  std_z : 0.98  real_sub_fake : 2016.01 ]
[  epoch 0012/0040] 4080/4800, lr:5.0e-05 ∣ avg_100 : 32053.698763 ∣ critic_nllloss : 26162.477539 ∣ critic_ganloss : -462.475549 ∣ generator_nllloss : 5172.728125 ∣ generator_ganloss : 1012.316895 ∣     [  std_z : 0.98  real_sub_fake : 1570.83 ]
[  epoch 0012/0040] 4090/4800, lr:5.0e-05 ∣ avg_100 : 32054.065927 ∣ critic_nllloss : 26356.499023 ∣ critic_ganloss : -463.335019 ∣ generator_nllloss : 5183.836719 ∣ generator_ganloss : 997.508447 ∣  [  std_z : 1.00  real_sub_fake : 1903.55 ]
[  epoch 0012/0040] 4100/4800, lr:5.0e-05 ∣ avg_100 : 32052.908071 ∣ critic_nllloss : 26088.994141 ∣ critic_ganloss : -359.947235 ∣ generator_nllloss : 5242.800195 ∣ generator_ganloss : 1029.484961 ∣     [  std_z : 1.00  real_sub_fake : 1660.33 ]
[  epoch 0012/0040] 4110/4800, lr:5.0e-05 ∣ avg_100 : 32051.957245 ∣ critic_nllloss : 26022.774023 ∣ critic_ganloss : -394.035254 ∣ generator_nllloss : 5252.646680 ∣ generator_ganloss : 1015.510742 ∣     [  std_z : 1.00  real_sub_fake : 1302.82 ]
[  epoch 0012/0040] 4120/4800, lr:5.0e-05 ∣ avg_100 : 32054.252845 ∣ critic_nllloss : 26201.187305 ∣ critic_ganloss : -290.401218 ∣ generator_nllloss : 5246.749023 ∣ generator_ganloss : 988.463574 ∣  [  std_z : 1.00  real_sub_fake : 1475.74 ]
[  epoch 0012/0040] 4130/4800, lr:5.0e-05 ∣ avg_100 : 32055.919150 ∣ critic_nllloss : 26492.680273 ∣ critic_ganloss : -374.309564 ∣ generator_nllloss : 5343.514844 ∣ generator_ganloss : 968.955664 ∣  [  std_z : 0.99  real_sub_fake : 1281.75 ]
[  epoch 0012/0040] 4140/4800, lr:5.0e-05 ∣ avg_100 : 32054.196718 ∣ critic_nllloss : 25913.527930 ∣ critic_ganloss : -343.919017 ∣ generator_nllloss : 5223.846094 ∣ generator_ganloss : 964.712598 ∣  [  std_z : 0.98  real_sub_fake : 1118.80 ]
[  epoch 0012/0040] 4150/4800, lr:5.0e-05 ∣ avg_100 : 32054.632495 ∣ critic_nllloss : 26319.340625 ∣ critic_ganloss : -476.293118 ∣ generator_nllloss : 5342.245117 ∣ generator_ganloss : 978.494971 ∣  [  std_z : 0.98  real_sub_fake : 1546.89 ]
[  epoch 0012/0040] 4160/4800, lr:5.0e-05 ∣ avg_100 : 32055.726295 ∣ critic_nllloss : 26254.822852 ∣ critic_ganloss : -426.984610 ∣ generator_nllloss : 5289.702344 ∣ generator_ganloss : 962.990527 ∣  [  std_z : 0.99  real_sub_fake : 1844.30 ]
[  epoch 0012/0040] 4170/4800, lr:5.0e-05 ∣ avg_100 : 32052.829189 ∣ critic_nllloss : 26107.581250 ∣ critic_ganloss : -443.457968 ∣ generator_nllloss : 5120.539648 ∣ generator_ganloss : 990.842871 ∣  [  std_z : 0.99  real_sub_fake : 1641.02 ]
[  epoch 0012/0040] 4180/4800, lr:5.0e-05 ∣ avg_100 : 32050.884193 ∣ critic_nllloss : 25983.652930 ∣ critic_ganloss : -387.131335 ∣ generator_nllloss : 5142.238672 ∣ generator_ganloss : 989.279395 ∣  [  std_z : 1.00  real_sub_fake : 1585.59 ]
[  epoch 0012/0040] 4190/4800, lr:5.0e-05 ∣ avg_100 : 32048.468247 ∣ critic_nllloss : 26078.648438 ∣ critic_ganloss : -388.841516 ∣ generator_nllloss : 5179.262500 ∣ generator_ganloss : 1008.860693 ∣     [  std_z : 1.00  real_sub_fake : 1478.15 ]
[  epoch 0012/0040] 4200/4800, lr:5.0e-05 ∣ avg_100 : 32046.972277 ∣ critic_nllloss : 26354.230078 ∣ critic_ganloss : -436.281131 ∣ generator_nllloss : 5209.881641 ∣ generator_ganloss : 1004.945654 ∣     [  std_z : 1.00  real_sub_fake : 1473.45 ]
[  epoch 0012/0040] 4210/4800, lr:5.0e-05 ∣ avg_100 : 32043.208924 ∣ critic_nllloss : 25973.289258 ∣ critic_ganloss : -362.225668 ∣ generator_nllloss : 5180.637695 ∣ generator_ganloss : 992.451123 ∣  [  std_z : 0.98  real_sub_fake : 1550.97 ]
[  epoch 0012/0040] 4220/4800, lr:5.0e-05 ∣ avg_100 : 32043.169967 ∣ critic_nllloss : 26024.303906 ∣ critic_ganloss : -363.945715 ∣ generator_nllloss : 5244.934766 ∣ generator_ganloss : 1006.744238 ∣     [  std_z : 0.98  real_sub_fake : 1361.78 ]
[  epoch 0012/0040] 4230/4800, lr:5.0e-05 ∣ avg_100 : 32038.574830 ∣ critic_nllloss : 25981.741211 ∣ critic_ganloss : -421.885803 ∣ generator_nllloss : 5061.115625 ∣ generator_ganloss : 1001.511572 ∣     [  std_z : 0.97  real_sub_fake : 1425.64 ]
[  epoch 0012/0040] 4240/4800, lr:5.0e-05 ∣ avg_100 : 32035.852837 ∣ critic_nllloss : 26354.101172 ∣ critic_ganloss : -507.791843 ∣ generator_nllloss : 5155.927344 ∣ generator_ganloss : 1031.046387 ∣     [  std_z : 0.98  real_sub_fake : 1796.63 ]
[  epoch 0012/0040] 4250/4800, lr:5.0e-05 ∣ avg_100 : 32032.849299 ∣ critic_nllloss : 26147.189648 ∣ critic_ganloss : -520.742731 ∣ generator_nllloss : 5217.353125 ∣ generator_ganloss : 1006.910400 ∣     [  std_z : 1.01  real_sub_fake : 1822.77 ]
[  epoch 0012/0040] 4260/4800, lr:5.0e-05 ∣ avg_100 : 32034.026264 ∣ critic_nllloss : 26190.280078 ∣ critic_ganloss : -386.538455 ∣ generator_nllloss : 5161.445703 ∣ generator_ganloss : 1004.296777 ∣     [  std_z : 1.01  real_sub_fake : 1740.77 ]
[  epoch 0012/0040] 4270/4800, lr:5.0e-05 ∣ avg_100 : 32036.554078 ∣ critic_nllloss : 26254.422070 ∣ critic_ganloss : -358.311264 ∣ generator_nllloss : 5239.223437 ∣ generator_ganloss : 994.956738 ∣  [  std_z : 1.00  real_sub_fake : 1377.25 ]
[  epoch 0012/0040] 4280/4800, lr:5.0e-05 ∣ avg_100 : 32039.746458 ∣ critic_nllloss : 26459.411133 ∣ critic_ganloss : -405.357068 ∣ generator_nllloss : 5330.165625 ∣ generator_ganloss : 1001.374609 ∣     [  std_z : 0.98  real_sub_fake : 1609.26 ]
[  epoch 0012/0040] 4290/4800, lr:5.0e-05 ∣ avg_100 : 32038.530952 ∣ critic_nllloss : 26162.710352 ∣ critic_ganloss : -365.901151 ∣ generator_nllloss : 5223.533594 ∣ generator_ganloss : 1000.917871 ∣     [  std_z : 0.97  real_sub_fake : 1457.21 ]
[  epoch 0012/0040] 4300/4800, lr:5.0e-05 ∣ avg_100 : 32039.112244 ∣ critic_nllloss : 26126.792578 ∣ critic_ganloss : -345.532596 ∣ generator_nllloss : 5257.942773 ∣ generator_ganloss : 1003.661523 ∣     [  std_z : 0.98  real_sub_fake : 1534.11 ]
[  epoch 0012/0040] 4310/4800, lr:5.0e-05 ∣ avg_100 : 32037.246535 ∣ critic_nllloss : 25922.635937 ∣ critic_ganloss : -276.634117 ∣ generator_nllloss : 5124.477539 ∣ generator_ganloss : 1026.687500 ∣     [  std_z : 0.98  real_sub_fake : 1039.76 ]
[  epoch 0012/0040] 4320/4800, lr:5.0e-05 ∣ avg_100 : 32037.134517 ∣ critic_nllloss : 26018.222656 ∣ critic_ganloss : -326.053061 ∣ generator_nllloss : 5209.262109 ∣ generator_ganloss : 980.891260 ∣  [  std_z : 1.00  real_sub_fake : 1091.71 ]
[  epoch 0012/0040] 4330/4800, lr:5.0e-05 ∣ avg_100 : 32038.970965 ∣ critic_nllloss : 26237.478711 ∣ critic_ganloss : -418.396204 ∣ generator_nllloss : 5236.378711 ∣ generator_ganloss : 984.526270 ∣  [  std_z : 1.01  real_sub_fake : 1463.04 ]
[  epoch 0012/0040] 4340/4800, lr:5.0e-05 ∣ avg_100 : 32042.822650 ∣ critic_nllloss : 26192.397461 ∣ critic_ganloss : -292.386725 ∣ generator_nllloss : 5225.012305 ∣ generator_ganloss : 995.989014 ∣  [  std_z : 1.00  real_sub_fake : 1400.38 ]
[  epoch 0012/0040] 4350/4800, lr:5.0e-05 ∣ avg_100 : 32041.901130 ∣ critic_nllloss : 26197.849023 ∣ critic_ganloss : -319.516138 ∣ generator_nllloss : 5218.715039 ∣ generator_ganloss : 988.348047 ∣  [  std_z : 0.98  real_sub_fake : 1301.49 ]
[  epoch 0012/0040] 4360/4800, lr:5.0e-05 ∣ avg_100 : 32042.027415 ∣ critic_nllloss : 26300.709570 ∣ critic_ganloss : -418.072662 ∣ generator_nllloss : 5280.264844 ∣ generator_ganloss : 991.777832 ∣  [  std_z : 0.98  real_sub_fake : 1330.80 ]
[  epoch 0012/0040] 4370/4800, lr:5.0e-05 ∣ avg_100 : 32038.482513 ∣ critic_nllloss : 25889.628711 ∣ critic_ganloss : -420.219339 ∣ generator_nllloss : 5221.126953 ∣ generator_ganloss : 994.035840 ∣  [  std_z : 0.97  real_sub_fake : 1538.23 ]
[  epoch 0012/0040] 4380/4800, lr:5.0e-05 ∣ avg_100 : 32036.932440 ∣ critic_nllloss : 26228.199219 ∣ critic_ganloss : -460.686710 ∣ generator_nllloss : 5190.824414 ∣ generator_ganloss : 1007.211865 ∣     [  std_z : 0.99  real_sub_fake : 1800.73 ]
[  epoch 0012/0040] 4390/4800, lr:5.0e-05 ∣ avg_100 : 32033.001179 ∣ critic_nllloss : 26132.295508 ∣ critic_ganloss : -369.227365 ∣ generator_nllloss : 5173.607813 ∣ generator_ganloss : 1048.438574 ∣     [  std_z : 1.00  real_sub_fake : 1525.10 ]
[  epoch 0012/0040] 4400/4800, lr:5.0e-05 ∣ avg_100 : 32028.712323 ∣ critic_nllloss : 25948.814844 ∣ critic_ganloss : -339.730197 ∣ generator_nllloss : 5225.945703 ∣ generator_ganloss : 1001.215869 ∣     [  std_z : 0.99  real_sub_fake : 1402.61 ]
[  epoch 0012/0040] 4410/4800, lr:5.0e-05 ∣ avg_100 : 32028.613566 ∣ critic_nllloss : 26227.580469 ∣ critic_ganloss : -381.738394 ∣ generator_nllloss : 5274.707617 ∣ generator_ganloss : 1003.597168 ∣     [  std_z : 0.99  real_sub_fake : 1336.78 ]
[  epoch 0012/0040] 4420/4800, lr:5.0e-05 ∣ avg_100 : 32031.780293 ∣ critic_nllloss : 26283.391211 ∣ critic_ganloss : -477.234229 ∣ generator_nllloss : 5203.665625 ∣ generator_ganloss : 989.496680 ∣  [  std_z : 1.00  real_sub_fake : 1516.89 ]
[  epoch 0012/0040] 4430/4800, lr:5.0e-05 ∣ avg_100 : 32031.101541 ∣ critic_nllloss : 26250.089844 ∣ critic_ganloss : -453.436798 ∣ generator_nllloss : 5175.164453 ∣ generator_ganloss : 977.517676 ∣  [  std_z : 0.98  real_sub_fake : 1928.16 ]
[  epoch 0012/0040] 4440/4800, lr:5.0e-05 ∣ avg_100 : 32028.371166 ∣ critic_nllloss : 26103.155859 ∣ critic_ganloss : -279.944022 ∣ generator_nllloss : 5144.311328 ∣ generator_ganloss : 924.856689 ∣  [  std_z : 0.98  real_sub_fake : 1533.32 ]
[  epoch 0012/0040] 4450/4800, lr:5.0e-05 ∣ avg_100 : 32031.355634 ∣ critic_nllloss : 26102.699023 ∣ critic_ganloss : -153.251352 ∣ generator_nllloss : 5256.112891 ∣ generator_ganloss : 949.825244 ∣  [  std_z : 0.99  real_sub_fake : 809.89 ]
[  epoch 0012/0040] 4460/4800, lr:5.0e-05 ∣ avg_100 : 32033.803204 ∣ critic_nllloss : 26305.351172 ∣ critic_ganloss : -213.377394 ∣ generator_nllloss : 5315.649414 ∣ generator_ganloss : 934.639111 ∣  [  std_z : 1.00  real_sub_fake : 686.92 ]
[  epoch 0012/0040] 4470/4800, lr:5.0e-05 ∣ avg_100 : 32035.140892 ∣ critic_nllloss : 26055.678125 ∣ critic_ganloss : -188.473108 ∣ generator_nllloss : 5196.046680 ∣ generator_ganloss : 932.306396 ∣  [  std_z : 0.98  real_sub_fake : 706.17 ]
[  epoch 0012/0040] 4480/4800, lr:5.0e-05 ∣ avg_100 : 32034.041131 ∣ critic_nllloss : 26317.687695 ∣ critic_ganloss : -266.890773 ∣ generator_nllloss : 5262.819531 ∣ generator_ganloss : 943.976123 ∣  [  std_z : 0.98  real_sub_fake : 866.10 ]
[  epoch 0012/0040] 4490/4800, lr:5.0e-05 ∣ avg_100 : 32036.857774 ∣ critic_nllloss : 26249.748437 ∣ critic_ganloss : -336.920508 ∣ generator_nllloss : 5253.767773 ∣ generator_ganloss : 971.801611 ∣  [  std_z : 0.99  real_sub_fake : 1142.84 ]
[  epoch 0012/0040] 4500/4800, lr:5.0e-05 ∣ avg_100 : 32034.888663 ∣ critic_nllloss : 26165.902148 ∣ critic_ganloss : -410.767645 ∣ generator_nllloss : 5184.448633 ∣ generator_ganloss : 981.660938 ∣  [  std_z : 0.98  real_sub_fake : 1440.85 ]
[  epoch 0012/0040] 4510/4800, lr:5.0e-05 ∣ avg_100 : 32030.288756 ∣ critic_nllloss : 26062.364648 ∣ critic_ganloss : -480.341968 ∣ generator_nllloss : 5224.099219 ∣ generator_ganloss : 996.795703 ∣  [  std_z : 0.99  real_sub_fake : 1621.67 ]
[  epoch 0012/0040] 4520/4800, lr:5.0e-05 ∣ avg_100 : 32025.703318 ∣ critic_nllloss : 25940.618945 ∣ critic_ganloss : -517.437634 ∣ generator_nllloss : 5268.393945 ∣ generator_ganloss : 988.671094 ∣  [  std_z : 0.99  real_sub_fake : 1917.80 ]
[  epoch 0012/0040] 4530/4800, lr:5.0e-05 ∣ avg_100 : 32025.800232 ∣ critic_nllloss : 26240.819727 ∣ critic_ganloss : -375.735617 ∣ generator_nllloss : 5293.577148 ∣ generator_ganloss : 989.535938 ∣  [  std_z : 0.99  real_sub_fake : 1622.79 ]
[  epoch 0012/0040] 4540/4800, lr:5.0e-05 ∣ avg_100 : 32023.519054 ∣ critic_nllloss : 25952.371094 ∣ critic_ganloss : -379.118405 ∣ generator_nllloss : 5171.707617 ∣ generator_ganloss : 988.248926 ∣  [  std_z : 0.98  real_sub_fake : 1259.23 ]
[  epoch 0012/0040] 4550/4800, lr:5.0e-05 ∣ avg_100 : 32021.301898 ∣ critic_nllloss : 26227.045508 ∣ critic_ganloss : -399.953354 ∣ generator_nllloss : 5231.533789 ∣ generator_ganloss : 953.769971 ∣  [  std_z : 0.99  real_sub_fake : 1524.11 ]
[  epoch 0012/0040] 4560/4800, lr:5.0e-05 ∣ avg_100 : 32018.923283 ∣ critic_nllloss : 26076.369531 ∣ critic_ganloss : -387.559979 ∣ generator_nllloss : 5137.825000 ∣ generator_ganloss : 932.890967 ∣  [  std_z : 0.98  real_sub_fake : 1606.81 ]
[  epoch 0012/0040] 4570/4800, lr:5.0e-05 ∣ avg_100 : 32020.085243 ∣ critic_nllloss : 26159.588281 ∣ critic_ganloss : -427.860062 ∣ generator_nllloss : 5312.012109 ∣ generator_ganloss : 960.060107 ∣  [  std_z : 1.00  real_sub_fake : 1807.19 ]
[  epoch 0012/0040] 4580/4800, lr:5.0e-05 ∣ avg_100 : 32019.241135 ∣ critic_nllloss : 26287.592383 ∣ critic_ganloss : -498.550427 ∣ generator_nllloss : 5287.844141 ∣ generator_ganloss : 950.821094 ∣  [  std_z : 0.99  real_sub_fake : 1634.49 ]
[  epoch 0012/0040] 4590/4800, lr:5.0e-05 ∣ avg_100 : 32013.739532 ∣ critic_nllloss : 26070.396094 ∣ critic_ganloss : -492.777249 ∣ generator_nllloss : 5208.585156 ∣ generator_ganloss : 949.140381 ∣  [  std_z : 0.98  real_sub_fake : 2020.65 ]
[  epoch 0012/0040] 4600/4800, lr:5.0e-05 ∣ avg_100 : 32006.973012 ∣ critic_nllloss : 25983.489063 ∣ critic_ganloss : -545.835684 ∣ generator_nllloss : 5242.064453 ∣ generator_ganloss : 986.199365 ∣  [  std_z : 0.98  real_sub_fake : 1918.72 ]
[  epoch 0012/0040] 4610/4800, lr:5.0e-05 ∣ avg_100 : 32008.108044 ∣ critic_nllloss : 26481.385156 ∣ critic_ganloss : -504.967920 ∣ generator_nllloss : 5296.281836 ∣ generator_ganloss : 954.796436 ∣  [  std_z : 0.98  real_sub_fake : 2034.50 ]
[  epoch 0012/0040] 4620/4800, lr:5.0e-05 ∣ avg_100 : 32006.123517 ∣ critic_nllloss : 26192.009180 ∣ critic_ganloss : -539.670413 ∣ generator_nllloss : 5251.435156 ∣ generator_ganloss : 974.181543 ∣  [  std_z : 0.99  real_sub_fake : 1798.65 ]
[  epoch 0012/0040] 4630/4800, lr:5.0e-05 ∣ avg_100 : 32003.585431 ∣ critic_nllloss : 26095.021484 ∣ critic_ganloss : -469.631534 ∣ generator_nllloss : 5231.785547 ∣ generator_ganloss : 959.956641 ∣  [  std_z : 0.99  real_sub_fake : 1998.24 ]
[  epoch 0012/0040] 4640/4800, lr:5.0e-05 ∣ avg_100 : 32003.002838 ∣ critic_nllloss : 26173.267773 ∣ critic_ganloss : -556.127670 ∣ generator_nllloss : 5286.989844 ∣ generator_ganloss : 997.923389 ∣  [  std_z : 1.00  real_sub_fake : 2055.90 ]
[  epoch 0012/0040] 4650/4800, lr:5.0e-05 ∣ avg_100 : 32005.154436 ∣ critic_nllloss : 26381.305664 ∣ critic_ganloss : -364.231384 ∣ generator_nllloss : 5142.648828 ∣ generator_ganloss : 1020.471582 ∣     [  std_z : 0.99  real_sub_fake : 1838.89 ]
[  epoch 0012/0040] 4660/4800, lr:5.0e-05 ∣ avg_100 : 32008.136535 ∣ critic_nllloss : 26204.779687 ∣ critic_ganloss : -434.930307 ∣ generator_nllloss : 5251.506836 ∣ generator_ganloss : 993.041943 ∣  [  std_z : 0.99  real_sub_fake : 1318.14 ]
[  epoch 0012/0040] 4670/4800, lr:5.0e-05 ∣ avg_100 : 32006.608629 ∣ critic_nllloss : 26269.576953 ∣ critic_ganloss : -541.126392 ∣ generator_nllloss : 5266.177344 ∣ generator_ganloss : 981.333447 ∣  [  std_z : 0.99  real_sub_fake : 1795.65 ]
[  epoch 0012/0040] 4680/4800, lr:5.0e-05 ∣ avg_100 : 32003.185869 ∣ critic_nllloss : 26195.066797 ∣ critic_ganloss : -450.230127 ∣ generator_nllloss : 5216.741602 ∣ generator_ganloss : 953.657861 ∣  [  std_z : 1.00  real_sub_fake : 2093.40 ]
[  epoch 0012/0040] 4690/4800, lr:5.0e-05 ∣ avg_100 : 32001.939953 ∣ critic_nllloss : 26386.101562 ∣ critic_ganloss : -417.789789 ∣ generator_nllloss : 5195.305469 ∣ generator_ganloss : 954.423437 ∣  [  std_z : 0.99  real_sub_fake : 1383.27 ]
[  epoch 0012/0040] 4700/4800, lr:5.0e-05 ∣ avg_100 : 32004.594175 ∣ critic_nllloss : 26121.343750 ∣ critic_ganloss : -264.429276 ∣ generator_nllloss : 5187.891016 ∣ generator_ganloss : 928.547949 ∣  [  std_z : 0.99  real_sub_fake : 1443.59 ]
[  epoch 0012/0040] 4710/4800, lr:5.0e-05 ∣ avg_100 : 32005.936758 ∣ critic_nllloss : 26139.333789 ∣ critic_ganloss : -347.765488 ∣ generator_nllloss : 5357.920508 ∣ generator_ganloss : 954.416748 ∣  [  std_z : 0.99  real_sub_fake : 1169.53 ]
[  epoch 0012/0040] 4720/4800, lr:5.0e-05 ∣ avg_100 : 32000.199201 ∣ critic_nllloss : 26067.666602 ∣ critic_ganloss : -354.651996 ∣ generator_nllloss : 5144.663672 ∣ generator_ganloss : 965.294873 ∣  [  std_z : 0.98  real_sub_fake : 1276.11 ]
[  epoch 0012/0040] 4730/4800, lr:5.0e-05 ∣ avg_100 : 31997.164350 ∣ critic_nllloss : 26034.253711 ∣ critic_ganloss : -378.276355 ∣ generator_nllloss : 5210.943750 ∣ generator_ganloss : 946.429150 ∣  [  std_z : 0.99  real_sub_fake : 1569.73 ]
[  epoch 0012/0040] 4740/4800, lr:5.0e-05 ∣ avg_100 : 31998.150990 ∣ critic_nllloss : 26286.412109 ∣ critic_ganloss : -405.054324 ∣ generator_nllloss : 5291.037500 ∣ generator_ganloss : 976.852441 ∣  [  std_z : 1.00  real_sub_fake : 1512.80 ]
[  epoch 0012/0040] 4750/4800, lr:5.0e-05 ∣ avg_100 : 31998.208595 ∣ critic_nllloss : 26184.597852 ∣ critic_ganloss : -458.895807 ∣ generator_nllloss : 5302.176758 ∣ generator_ganloss : 959.214111 ∣  [  std_z : 1.01  real_sub_fake : 1607.61 ]
[  epoch 0012/0040] 4760/4800, lr:5.0e-05 ∣ avg_100 : 31996.681342 ∣ critic_nllloss : 26088.215625 ∣ critic_ganloss : -540.030927 ∣ generator_nllloss : 5164.634570 ∣ generator_ganloss : 993.083447 ∣  [  std_z : 1.00  real_sub_fake : 1811.24 ]
[  epoch 0012/0040] 4770/4800, lr:5.0e-05 ∣ avg_100 : 31997.121542 ∣ critic_nllloss : 26307.604492 ∣ critic_ganloss : -350.609753 ∣ generator_nllloss : 5371.094727 ∣ generator_ganloss : 986.592627 ∣  [  std_z : 1.00  real_sub_fake : 1801.01 ]
[  epoch 0012/0040] 4780/4800, lr:5.0e-05 ∣ avg_100 : 31993.759716 ∣ critic_nllloss : 26020.538672 ∣ critic_ganloss : -468.564258 ∣ generator_nllloss : 5179.185938 ∣ generator_ganloss : 1025.120020 ∣     [  std_z : 0.97  real_sub_fake : 1499.17 ]
[  epoch 0012/0040] 4790/4800, lr:5.0e-05 ∣ avg_100 : 31994.427932 ∣ critic_nllloss : 26237.407227 ∣ critic_ganloss : -332.472763 ∣ generator_nllloss : 5182.075195 ∣ generator_ganloss : 1008.692139 ∣     [  std_z : 0.97  real_sub_fake : 1668.50 ]
[  epoch 0012/0040] 4800/4800, lr:5.0e-05 ∣ avg_100 : 31992.202816 ∣ critic_nllloss : 26070.824219 ∣ critic_ganloss : -440.383923 ∣ generator_nllloss : 5192.748828 ∣ generator_ganloss : 1039.092871 ∣     [  std_z : 0.98  real_sub_fake : 1378.13 ]
[    val 012    ] Done! KLD: 0.026669: 0.0139534:10, total: 1 day, 6:20:14                  
[  epoch 0013/0040] 0010/4800, lr:5.0e-05 ∣ avg_100 : 31993.358682 ∣ critic_nllloss : 26343.376172 ∣ critic_ganloss : -385.091638 ∣ generator_nllloss : 5224.800977 ∣ generator_ganloss : 967.297607 ∣  [  std_z : 1.01  real_sub_fake : 1806.15 ]
[  epoch 0013/0040] 0020/4800, lr:5.0e-05 ∣ avg_100 : 31993.663333 ∣ critic_nllloss : 26107.273438 ∣ critic_ganloss : -368.501736 ∣ generator_nllloss : 5192.045313 ∣ generator_ganloss : 992.769482 ∣  [  std_z : 1.01  real_sub_fake : 1368.64 ]
[  epoch 0013/0040] 0030/4800, lr:5.0e-05 ∣ avg_100 : 31995.074027 ∣ critic_nllloss : 26200.102539 ∣ critic_ganloss : -414.578088 ∣ generator_nllloss : 5339.793945 ∣ generator_ganloss : 956.464404 ∣  [  std_z : 0.99  real_sub_fake : 1194.80 ]
[  epoch 0013/0040] 0040/4800, lr:5.0e-05 ∣ avg_100 : 31990.360211 ∣ critic_nllloss : 26081.400781 ∣ critic_ganloss : -365.492276 ∣ generator_nllloss : 5197.050391 ∣ generator_ganloss : 949.436816 ∣  [  std_z : 0.98  real_sub_fake : 1691.32 ]
[  epoch 0013/0040] 0050/4800, lr:5.0e-05 ∣ avg_100 : 31993.696415 ∣ critic_nllloss : 26266.766992 ∣ critic_ganloss : -366.102521 ∣ generator_nllloss : 5343.840430 ∣ generator_ganloss : 947.667041 ∣  [  std_z : 0.98  real_sub_fake : 1595.85 ]
[  epoch 0013/0040] 0060/4800, lr:5.0e-05 ∣ avg_100 : 31990.962505 ∣ critic_nllloss : 26076.367578 ∣ critic_ganloss : -420.870636 ∣ generator_nllloss : 5183.807813 ∣ generator_ganloss : 983.290723 ∣  [  std_z : 0.99  real_sub_fake : 1284.76 ]
[  epoch 0013/0040] 0070/4800, lr:5.0e-05 ∣ avg_100 : 31993.940631 ∣ critic_nllloss : 26373.381055 ∣ critic_ganloss : -292.762891 ∣ generator_nllloss : 5308.833789 ∣ generator_ganloss : 953.366357 ∣  [  std_z : 1.00  real_sub_fake : 1470.56 ]
[  epoch 0013/0040] 0080/4800, lr:5.0e-05 ∣ avg_100 : 31994.042904 ∣ critic_nllloss : 26159.454492 ∣ critic_ganloss : -403.403082 ∣ generator_nllloss : 5300.982617 ∣ generator_ganloss : 974.392529 ∣  [  std_z : 1.00  real_sub_fake : 1382.60 ]
[  epoch 0013/0040] 0090/4800, lr:5.0e-05 ∣ avg_100 : 31996.454760 ∣ critic_nllloss : 26436.327344 ∣ critic_ganloss : -368.964951 ∣ generator_nllloss : 5305.351367 ∣ generator_ganloss : 989.254346 ∣  [  std_z : 0.99  real_sub_fake : 1372.40 ]
[  epoch 0013/0040] 0100/4800, lr:5.0e-05 ∣ avg_100 : 31996.191950 ∣ critic_nllloss : 26168.583398 ∣ critic_ganloss : -357.042560 ∣ generator_nllloss : 5242.608398 ∣ generator_ganloss : 968.698926 ∣  [  std_z : 0.98  real_sub_fake : 1529.10 ]
[  epoch 0013/0040] 0110/4800, lr:5.0e-05 ∣ avg_100 : 31994.611054 ∣ critic_nllloss : 26114.565625 ∣ critic_ganloss : -419.535529 ∣ generator_nllloss : 5262.683789 ∣ generator_ganloss : 966.450049 ∣  [  std_z : 0.98  real_sub_fake : 1491.24 ]
[  epoch 0013/0040] 0120/4800, lr:5.0e-05 ∣ avg_100 : 31991.835485 ∣ critic_nllloss : 26127.017773 ∣ critic_ganloss : -447.293301 ∣ generator_nllloss : 5146.902930 ∣ generator_ganloss : 961.477148 ∣  [  std_z : 0.98  real_sub_fake : 1537.56 ]
[  epoch 0013/0040] 0130/4800, lr:5.0e-05 ∣ avg_100 : 31988.724722 ∣ critic_nllloss : 26053.030078 ∣ critic_ganloss : -405.018362 ∣ generator_nllloss : 5183.404297 ∣ generator_ganloss : 930.429834 ∣  [  std_z : 1.00  real_sub_fake : 1654.11 ]
[  epoch 0013/0040] 0140/4800, lr:5.0e-05 ∣ avg_100 : 31991.162045 ∣ critic_nllloss : 26235.396875 ∣ critic_ganloss : -371.073706 ∣ generator_nllloss : 5245.827344 ∣ generator_ganloss : 956.980811 ∣  [  std_z : 1.00  real_sub_fake : 1651.44 ]
[  epoch 0013/0040] 0150/4800, lr:5.0e-05 ∣ avg_100 : 31989.095503 ∣ critic_nllloss : 26003.416211 ∣ critic_ganloss : -221.500436 ∣ generator_nllloss : 5162.660742 ∣ generator_ganloss : 954.978662 ∣  [  std_z : 0.98  real_sub_fake : 1047.47 ]
[  epoch 0013/0040] 0160/4800, lr:5.0e-05 ∣ avg_100 : 31986.989783 ∣ critic_nllloss : 26199.032227 ∣ critic_ganloss : -312.864307 ∣ generator_nllloss : 5285.540820 ∣ generator_ganloss : 935.808887 ∣  [  std_z : 0.98  real_sub_fake : 876.20 ]
[  epoch 0013/0040] 0170/4800, lr:5.0e-05 ∣ avg_100 : 31985.081055 ∣ critic_nllloss : 26077.149023 ∣ critic_ganloss : -302.938678 ∣ generator_nllloss : 5244.801172 ∣ generator_ganloss : 905.256689 ∣  [  std_z : 0.98  real_sub_fake : 1173.56 ]
[  epoch 0013/0040] 0180/4800, lr:5.0e-05 ∣ avg_100 : 31987.516296 ∣ critic_nllloss : 26296.216602 ∣ critic_ganloss : -356.967468 ∣ generator_nllloss : 5265.917578 ∣ generator_ganloss : 942.744238 ∣  [  std_z : 1.00  real_sub_fake : 1331.51 ]
[  epoch 0013/0040] 0190/4800, lr:5.0e-05 ∣ avg_100 : 31987.068736 ∣ critic_nllloss : 26193.643750 ∣ critic_ganloss : -410.829376 ∣ generator_nllloss : 5226.799023 ∣ generator_ganloss : 941.045898 ∣  [  std_z : 1.00  real_sub_fake : 1517.73 ]
[  epoch 0013/0040] 0200/4800, lr:5.0e-05 ∣ avg_100 : 31989.161641 ∣ critic_nllloss : 26378.753906 ∣ critic_ganloss : -461.570575 ∣ generator_nllloss : 5316.116406 ∣ generator_ganloss : 943.653125 ∣  [  std_z : 0.99  real_sub_fake : 1643.11 ]
[  epoch 0013/0040] 0210/4800, lr:5.0e-05 ∣ avg_100 : 31989.569046 ∣ critic_nllloss : 26254.804102 ∣ critic_ganloss : -299.603885 ∣ generator_nllloss : 5221.577930 ∣ generator_ganloss : 968.853174 ∣  [  std_z : 0.99  real_sub_fake : 1371.44 ]
[  epoch 0013/0040] 0220/4800, lr:5.0e-05 ∣ avg_100 : 31989.045043 ∣ critic_nllloss : 26193.514453 ∣ critic_ganloss : -417.567209 ∣ generator_nllloss : 5326.768359 ∣ generator_ganloss : 929.820557 ∣  [  std_z : 0.99  real_sub_fake : 1376.43 ]
[  epoch 0013/0040] 0230/4800, lr:5.0e-05 ∣ avg_100 : 31992.863485 ∣ critic_nllloss : 26309.283203 ∣ critic_ganloss : -452.547198 ∣ generator_nllloss : 5289.077148 ∣ generator_ganloss : 962.689893 ∣  [  std_z : 0.98  real_sub_fake : 1577.15 ]
[  epoch 0013/0040] 0240/4800, lr:5.0e-05 ∣ avg_100 : 31989.719625 ∣ critic_nllloss : 26177.018555 ∣ critic_ganloss : -411.027078 ∣ generator_nllloss : 5223.507227 ∣ generator_ganloss : 957.907031 ∣  [  std_z : 0.97  real_sub_fake : 1891.49 ]
[  epoch 0013/0040] 0250/4800, lr:5.0e-05 ∣ avg_100 : 31989.924353 ∣ critic_nllloss : 26050.724609 ∣ critic_ganloss : -436.967673 ∣ generator_nllloss : 5260.613672 ∣ generator_ganloss : 978.824072 ∣  [  std_z : 0.97  real_sub_fake : 1409.68 ]
[  epoch 0013/0040] 0260/4800, lr:5.0e-05 ∣ avg_100 : 31988.311827 ∣ critic_nllloss : 26092.639062 ∣ critic_ganloss : -329.599976 ∣ generator_nllloss : 5130.656250 ∣ generator_ganloss : 996.105859 ∣  [  std_z : 0.99  real_sub_fake : 1412.06 ]
[  epoch 0013/0040] 0270/4800, lr:5.0e-05 ∣ avg_100 : 31983.573097 ∣ critic_nllloss : 25885.004297 ∣ critic_ganloss : -339.853787 ∣ generator_nllloss : 5106.832031 ∣ generator_ganloss : 974.477588 ∣  [  std_z : 1.00  real_sub_fake : 1417.74 ]
[  epoch 0013/0040] 0280/4800, lr:5.0e-05 ∣ avg_100 : 31984.120400 ∣ critic_nllloss : 26142.860352 ∣ critic_ganloss : -441.110571 ∣ generator_nllloss : 5245.453906 ∣ generator_ganloss : 992.573633 ∣  [  std_z : 1.01  real_sub_fake : 1409.27 ]
[  epoch 0013/0040] 0290/4800, lr:5.0e-05 ∣ avg_100 : 31983.209448 ∣ critic_nllloss : 26158.046875 ∣ critic_ganloss : -345.030710 ∣ generator_nllloss : 5219.093164 ∣ generator_ganloss : 951.304639 ∣  [  std_z : 1.00  real_sub_fake : 1668.03 ]
[  epoch 0013/0040] 0300/4800, lr:5.0e-05 ∣ avg_100 : 31981.770481 ∣ critic_nllloss : 25987.995117 ∣ critic_ganloss : -335.402948 ∣ generator_nllloss : 5235.867969 ∣ generator_ganloss : 968.975195 ∣  [  std_z : 0.98  real_sub_fake : 1216.67 ]
[  epoch 0013/0040] 0310/4800, lr:5.0e-05 ∣ avg_100 : 31981.259300 ∣ critic_nllloss : 26101.834180 ∣ critic_ganloss : -417.080573 ∣ generator_nllloss : 5219.001562 ∣ generator_ganloss : 942.022998 ∣  [  std_z : 0.97  real_sub_fake : 1375.45 ]
[  epoch 0013/0040] 0320/4800, lr:5.0e-05 ∣ avg_100 : 31978.969340 ∣ critic_nllloss : 26181.201953 ∣ critic_ganloss : -522.396686 ∣ generator_nllloss : 5302.149219 ∣ generator_ganloss : 956.048193 ∣  [  std_z : 0.98  real_sub_fake : 1672.57 ]
[  epoch 0013/0040] 0330/4800, lr:5.0e-05 ∣ avg_100 : 31975.598943 ∣ critic_nllloss : 26287.680273 ∣ critic_ganloss : -497.076550 ∣ generator_nllloss : 5323.422656 ∣ generator_ganloss : 979.775049 ∣  [  std_z : 1.00  real_sub_fake : 2006.97 ]
[  epoch 0013/0040] 0340/4800, lr:5.0e-05 ∣ avg_100 : 31978.885491 ∣ critic_nllloss : 26133.049219 ∣ critic_ganloss : -304.066455 ∣ generator_nllloss : 5260.219922 ∣ generator_ganloss : 997.619727 ∣  [  std_z : 1.01  real_sub_fake : 1420.60 ]
[  epoch 0013/0040] 0350/4800, lr:5.0e-05 ∣ avg_100 : 31974.771708 ∣ critic_nllloss : 25924.354883 ∣ critic_ganloss : -366.533658 ∣ generator_nllloss : 5219.228125 ∣ generator_ganloss : 975.359961 ∣  [  std_z : 1.00  real_sub_fake : 1385.36 ]
[  epoch 0013/0040] 0360/4800, lr:5.0e-05 ∣ avg_100 : 31973.883571 ∣ critic_nllloss : 26250.119531 ∣ critic_ganloss : -500.392752 ∣ generator_nllloss : 5267.230078 ∣ generator_ganloss : 974.760547 ∣  [  std_z : 0.99  real_sub_fake : 1575.69 ]
[  epoch 0013/0040] 0370/4800, lr:5.0e-05 ∣ avg_100 : 31974.699986 ∣ critic_nllloss : 26095.700586 ∣ critic_ganloss : -386.377277 ∣ generator_nllloss : 5188.448047 ∣ generator_ganloss : 959.375977 ∣  [  std_z : 0.98  real_sub_fake : 1701.03 ]
[  epoch 0013/0040] 0380/4800, lr:5.0e-05 ∣ avg_100 : 31978.469306 ∣ critic_nllloss : 26274.792187 ∣ critic_ganloss : -357.751324 ∣ generator_nllloss : 5270.857813 ∣ generator_ganloss : 917.072949 ∣  [  std_z : 0.99  real_sub_fake : 1554.35 ]
[  epoch 0013/0040] 0390/4800, lr:5.0e-05 ∣ avg_100 : 31978.392756 ∣ critic_nllloss : 26139.147461 ∣ critic_ganloss : -410.601761 ∣ generator_nllloss : 5212.374219 ∣ generator_ganloss : 929.355273 ∣  [  std_z : 0.99  real_sub_fake : 1295.27 ]
[  epoch 0013/0040] 0400/4800, lr:5.0e-05 ∣ avg_100 : 31977.012619 ∣ critic_nllloss : 26095.920117 ∣ critic_ganloss : -318.225342 ∣ generator_nllloss : 5294.685547 ∣ generator_ganloss : 922.382227 ∣  [  std_z : 0.99  real_sub_fake : 1498.65 ]
[  epoch 0013/0040] 0410/4800, lr:5.0e-05 ∣ avg_100 : 31978.989263 ∣ critic_nllloss : 26139.719727 ∣ critic_ganloss : -406.094617 ∣ generator_nllloss : 5283.529492 ∣ generator_ganloss : 964.662207 ∣  [  std_z : 0.99  real_sub_fake : 1629.32 ]
[  epoch 0013/0040] 0420/4800, lr:5.0e-05 ∣ avg_100 : 31979.226595 ∣ critic_nllloss : 26223.837500 ∣ critic_ganloss : -496.088925 ∣ generator_nllloss : 5208.123047 ∣ generator_ganloss : 999.898682 ∣  [  std_z : 0.99  real_sub_fake : 1631.84 ]
[  epoch 0013/0040] 0430/4800, lr:5.0e-05 ∣ avg_100 : 31982.988739 ∣ critic_nllloss : 26096.248242 ∣ critic_ganloss : -308.716992 ∣ generator_nllloss : 5215.519141 ∣ generator_ganloss : 995.646680 ∣  [  std_z : 0.99  real_sub_fake : 1645.83 ]
[  epoch 0013/0040] 0440/4800, lr:5.0e-05 ∣ avg_100 : 31986.466967 ∣ critic_nllloss : 26478.363086 ∣ critic_ganloss : -404.996494 ∣ generator_nllloss : 5326.526172 ∣ generator_ganloss : 981.213037 ∣  [  std_z : 0.99  real_sub_fake : 1451.88 ]
[  epoch 0013/0040] 0450/4800, lr:5.0e-05 ∣ avg_100 : 31986.935535 ∣ critic_nllloss : 26111.837109 ∣ critic_ganloss : -379.893094 ∣ generator_nllloss : 5187.321484 ∣ generator_ganloss : 978.301758 ∣  [  std_z : 0.99  real_sub_fake : 1248.47 ]
[  epoch 0013/0040] 0460/4800, lr:5.0e-05 ∣ avg_100 : 31986.872342 ∣ critic_nllloss : 26128.471680 ∣ critic_ganloss : -322.888205 ∣ generator_nllloss : 5197.831641 ∣ generator_ganloss : 959.749756 ∣  [  std_z : 0.99  real_sub_fake : 1428.65 ]
[  epoch 0013/0040] 0470/4800, lr:5.0e-05 ∣ avg_100 : 31983.701226 ∣ critic_nllloss : 25957.189844 ∣ critic_ganloss : -350.447781 ∣ generator_nllloss : 5235.665625 ∣ generator_ganloss : 970.771680 ∣  [  std_z : 1.00  real_sub_fake : 1259.81 ]
[  epoch 0013/0040] 0480/4800, lr:5.0e-05 ∣ avg_100 : 31979.311177 ∣ critic_nllloss : 26153.735547 ∣ critic_ganloss : -394.963144 ∣ generator_nllloss : 5236.242383 ∣ generator_ganloss : 951.574561 ∣  [  std_z : 0.99  real_sub_fake : 1383.22 ]
[  epoch 0013/0040] 0490/4800, lr:5.0e-05 ∣ avg_100 : 31980.053592 ∣ critic_nllloss : 26385.229492 ∣ critic_ganloss : -503.456253 ∣ generator_nllloss : 5280.147266 ∣ generator_ganloss : 933.581641 ∣  [  std_z : 0.98  real_sub_fake : 1670.66 ]
[  epoch 0013/0040] 0500/4800, lr:5.0e-05 ∣ avg_100 : 31980.737563 ∣ critic_nllloss : 26315.529102 ∣ critic_ganloss : -404.729410 ∣ generator_nllloss : 5270.209766 ∣ generator_ganloss : 930.252002 ∣  [  std_z : 0.98  real_sub_fake : 1899.52 ]
[  epoch 0013/0040] 0510/4800, lr:5.0e-05 ∣ avg_100 : 31982.063002 ∣ critic_nllloss : 26256.309180 ∣ critic_ganloss : -536.718173 ∣ generator_nllloss : 5276.077148 ∣ generator_ganloss : 934.042529 ∣  [  std_z : 0.99  real_sub_fake : 1518.35 ]
[  epoch 0013/0040] 0520/4800, lr:5.0e-05 ∣ avg_100 : 31984.227098 ∣ critic_nllloss : 26241.648242 ∣ critic_ganloss : -390.977505 ∣ generator_nllloss : 5317.456641 ∣ generator_ganloss : 930.605176 ∣  [  std_z : 0.99  real_sub_fake : 1656.58 ]
[  epoch 0013/0040] 0530/4800, lr:5.0e-05 ∣ avg_100 : 31984.431195 ∣ critic_nllloss : 26164.964648 ∣ critic_ganloss : -244.857504 ∣ generator_nllloss : 5183.700781 ∣ generator_ganloss : 956.589355 ∣  [  std_z : 0.99  real_sub_fake : 1262.82 ]
[  epoch 0013/0040] 0540/4800, lr:5.0e-05 ∣ avg_100 : 31984.702677 ∣ critic_nllloss : 26244.825586 ∣ critic_ganloss : -331.977820 ∣ generator_nllloss : 5275.989453 ∣ generator_ganloss : 959.322949 ∣  [  std_z : 0.99  real_sub_fake : 1290.98 ]
[  epoch 0013/0040] 0550/4800, lr:5.0e-05 ∣ avg_100 : 31983.777444 ∣ critic_nllloss : 26176.851172 ∣ critic_ganloss : -425.406570 ∣ generator_nllloss : 5278.696094 ∣ generator_ganloss : 962.731982 ∣  [  std_z : 0.98  real_sub_fake : 1387.54 ]
[  epoch 0013/0040] 0560/4800, lr:5.0e-05 ∣ avg_100 : 31982.249813 ∣ critic_nllloss : 26144.154492 ∣ critic_ganloss : -365.041196 ∣ generator_nllloss : 5270.540625 ∣ generator_ganloss : 952.262646 ∣  [  std_z : 0.98  real_sub_fake : 1642.21 ]
[  epoch 0013/0040] 0570/4800, lr:5.0e-05 ∣ avg_100 : 31983.209921 ∣ critic_nllloss : 26031.082227 ∣ critic_ganloss : -436.495963 ∣ generator_nllloss : 5225.890039 ∣ generator_ganloss : 960.106641 ∣  [  std_z : 0.98  real_sub_fake : 1547.45 ]
[  epoch 0013/0040] 0580/4800, lr:5.0e-05 ∣ avg_100 : 31982.068868 ∣ critic_nllloss : 26073.831836 ∣ critic_ganloss : -441.391141 ∣ generator_nllloss : 5264.832422 ∣ generator_ganloss : 954.170313 ∣  [  std_z : 0.98  real_sub_fake : 1499.58 ]
[  epoch 0013/0040] 0590/4800, lr:5.0e-05 ∣ avg_100 : 31982.100784 ∣ critic_nllloss : 26154.284961 ∣ critic_ganloss : -333.307651 ∣ generator_nllloss : 5212.586328 ∣ generator_ganloss : 954.742529 ∣  [  std_z : 0.99  real_sub_fake : 1663.22 ]
[  epoch 0013/0040] 0600/4800, lr:5.0e-05 ∣ avg_100 : 31984.775264 ∣ critic_nllloss : 26168.576953 ∣ critic_ganloss : -297.036824 ∣ generator_nllloss : 5243.871289 ∣ generator_ganloss : 988.282812 ∣  [  std_z : 0.99  real_sub_fake : 1114.01 ]
[  epoch 0013/0040] 0610/4800, lr:5.0e-05 ∣ avg_100 : 31982.714273 ∣ critic_nllloss : 26139.393164 ∣ critic_ganloss : -334.076337 ∣ generator_nllloss : 5150.158984 ∣ generator_ganloss : 962.571924 ∣  [  std_z : 0.98  real_sub_fake : 1146.26 ]
[  epoch 0013/0040] 0620/4800, lr:5.0e-05 ∣ avg_100 : 31981.689917 ∣ critic_nllloss : 26063.513477 ∣ critic_ganloss : -351.214359 ∣ generator_nllloss : 5238.312500 ∣ generator_ganloss : 946.272119 ∣  [  std_z : 0.99  real_sub_fake : 1361.35 ]
[  epoch 0013/0040] 0630/4800, lr:5.0e-05 ∣ avg_100 : 31978.056077 ∣ critic_nllloss : 26000.226758 ∣ critic_ganloss : -516.754834 ∣ generator_nllloss : 5158.884766 ∣ generator_ganloss : 943.594434 ∣  [  std_z : 0.99  real_sub_fake : 1731.15 ]
[  epoch 0013/0040] 0640/4800, lr:5.0e-05 ∣ avg_100 : 31977.430162 ∣ critic_nllloss : 26061.821875 ∣ critic_ganloss : -458.851361 ∣ generator_nllloss : 5290.676367 ∣ generator_ganloss : 936.141455 ∣  [  std_z : 1.00  real_sub_fake : 1966.49 ]
[  epoch 0013/0040] 0650/4800, lr:5.0e-05 ∣ avg_100 : 31971.113368 ∣ critic_nllloss : 25842.659570 ∣ critic_ganloss : -385.799161 ∣ generator_nllloss : 5111.613086 ∣ generator_ganloss : 955.232910 ∣  [  std_z : 1.00  real_sub_fake : 1332.66 ]
[  epoch 0013/0040] 0660/4800, lr:5.0e-05 ∣ avg_100 : 31966.063096 ∣ critic_nllloss : 26148.794141 ∣ critic_ganloss : -421.353928 ∣ generator_nllloss : 5170.745117 ∣ generator_ganloss : 939.049756 ∣  [  std_z : 0.99  real_sub_fake : 1523.32 ]
[  epoch 0013/0040] 0670/4800, lr:5.0e-05 ∣ avg_100 : 31966.510833 ∣ critic_nllloss : 26266.175000 ∣ critic_ganloss : -424.305493 ∣ generator_nllloss : 5240.755859 ∣ generator_ganloss : 957.706494 ∣  [  std_z : 0.99  real_sub_fake : 1562.14 ]
[  epoch 0013/0040] 0680/4800, lr:5.0e-05 ∣ avg_100 : 31962.763766 ∣ critic_nllloss : 25960.928516 ∣ critic_ganloss : -223.913452 ∣ generator_nllloss : 5158.961523 ∣ generator_ganloss : 986.909277 ∣  [  std_z : 0.97  real_sub_fake : 1353.48 ]
[  epoch 0013/0040] 0690/4800, lr:5.0e-05 ∣ avg_100 : 31962.121953 ∣ critic_nllloss : 26200.957422 ∣ critic_ganloss : -387.782968 ∣ generator_nllloss : 5274.572266 ∣ generator_ganloss : 986.469287 ∣  [  std_z : 0.98  real_sub_fake : 1256.70 ]
[  epoch 0013/0040] 0700/4800, lr:5.0e-05 ∣ avg_100 : 31961.992588 ∣ critic_nllloss : 26166.408203 ∣ critic_ganloss : -419.814401 ∣ generator_nllloss : 5181.525391 ∣ generator_ganloss : 980.188428 ∣  [  std_z : 0.99  real_sub_fake : 1383.71 ]
[  epoch 0013/0040] 0710/4800, lr:5.0e-05 ∣ avg_100 : 31964.565038 ∣ critic_nllloss : 26290.359570 ∣ critic_ganloss : -482.856754 ∣ generator_nllloss : 5285.613086 ∣ generator_ganloss : 967.046680 ∣  [  std_z : 1.00  real_sub_fake : 1757.91 ]
[  epoch 0013/0040] 0720/4800, lr:5.0e-05 ∣ avg_100 : 31967.435046 ∣ critic_nllloss : 26136.646680 ∣ critic_ganloss : -437.002917 ∣ generator_nllloss : 5258.949414 ∣ generator_ganloss : 1008.653955 ∣     [  std_z : 1.00  real_sub_fake : 1687.17 ]
[  epoch 0013/0040] 0730/4800, lr:5.0e-05 ∣ avg_100 : 31961.852320 ∣ critic_nllloss : 25950.492969 ∣ critic_ganloss : -490.005396 ∣ generator_nllloss : 5141.259375 ∣ generator_ganloss : 988.177637 ∣  [  std_z : 0.99  real_sub_fake : 1526.57 ]
[  epoch 0013/0040] 0740/4800, lr:5.0e-05 ∣ avg_100 : 31963.919352 ∣ critic_nllloss : 26123.127539 ∣ critic_ganloss : -384.708411 ∣ generator_nllloss : 5224.200781 ∣ generator_ganloss : 977.292480 ∣  [  std_z : 0.98  real_sub_fake : 1800.99 ]
[  epoch 0013/0040] 0750/4800, lr:5.0e-05 ∣ avg_100 : 31963.032073 ∣ critic_nllloss : 26066.092773 ∣ critic_ganloss : -316.728061 ∣ generator_nllloss : 5206.656445 ∣ generator_ganloss : 967.646924 ∣  [  std_z : 0.98  real_sub_fake : 1533.10 ]
[  epoch 0013/0040] 0760/4800, lr:5.0e-05 ∣ avg_100 : 31963.280188 ∣ critic_nllloss : 26042.440430 ∣ critic_ganloss : -430.607968 ∣ generator_nllloss : 5211.935547 ∣ generator_ganloss : 960.568945 ∣  [  std_z : 0.99  real_sub_fake : 1293.24 ]
[  epoch 0013/0040] 0770/4800, lr:5.0e-05 ∣ avg_100 : 31962.432679 ∣ critic_nllloss : 26110.375000 ∣ critic_ganloss : -385.341202 ∣ generator_nllloss : 5267.740234 ∣ generator_ganloss : 926.275537 ∣  [  std_z : 1.00  real_sub_fake : 1433.39 ]
[  epoch 0013/0040] 0780/4800, lr:5.0e-05 ∣ avg_100 : 31961.728316 ∣ critic_nllloss : 26155.469336 ∣ critic_ganloss : -345.700674 ∣ generator_nllloss : 5242.104297 ∣ generator_ganloss : 905.397900 ∣  [  std_z : 1.00  real_sub_fake : 1658.94 ]
[  epoch 0013/0040] 0790/4800, lr:5.0e-05 ∣ avg_100 : 31965.131290 ∣ critic_nllloss : 26253.144922 ∣ critic_ganloss : -389.959378 ∣ generator_nllloss : 5275.776758 ∣ generator_ganloss : 936.679541 ∣  [  std_z : 0.99  real_sub_fake : 1509.38 ]
[  epoch 0013/0040] 0800/4800, lr:5.0e-05 ∣ avg_100 : 31969.090557 ∣ critic_nllloss : 26176.990820 ∣ critic_ganloss : -347.662979 ∣ generator_nllloss : 5291.081250 ∣ generator_ganloss : 941.434766 ∣  [  std_z : 0.99  real_sub_fake : 1352.96 ]
[  epoch 0013/0040] 0810/4800, lr:5.0e-05 ∣ avg_100 : 31964.356098 ∣ critic_nllloss : 25968.251758 ∣ critic_ganloss : -408.610272 ∣ generator_nllloss : 5276.311719 ∣ generator_ganloss : 918.096387 ∣  [  std_z : 0.99  real_sub_fake : 1357.07 ]
[  epoch 0013/0040] 0820/4800, lr:5.0e-05 ∣ avg_100 : 31965.072667 ∣ critic_nllloss : 26201.683594 ∣ critic_ganloss : -460.934457 ∣ generator_nllloss : 5254.522266 ∣ generator_ganloss : 954.340967 ∣  [  std_z : 1.00  real_sub_fake : 1523.44 ]
[  epoch 0013/0040] 0830/4800, lr:5.0e-05 ∣ avg_100 : 31968.713887 ∣ critic_nllloss : 26291.684961 ∣ critic_ganloss : -276.963599 ∣ generator_nllloss : 5186.262305 ∣ generator_ganloss : 980.270508 ∣  [  std_z : 0.98  real_sub_fake : 1460.50 ]
[  epoch 0013/0040] 0840/4800, lr:5.0e-05 ∣ avg_100 : 31969.677523 ∣ critic_nllloss : 26196.730859 ∣ critic_ganloss : -419.395126 ∣ generator_nllloss : 5249.251172 ∣ generator_ganloss : 971.829980 ∣  [  std_z : 0.98  real_sub_fake : 1367.05 ]
[  epoch 0013/0040] 0850/4800, lr:5.0e-05 ∣ avg_100 : 31971.086791 ∣ critic_nllloss : 26371.849414 ∣ critic_ganloss : -383.761441 ∣ generator_nllloss : 5351.968359 ∣ generator_ganloss : 981.065234 ∣  [  std_z : 0.98  real_sub_fake : 1622.69 ]
[  epoch 0013/0040] 0860/4800, lr:5.0e-05 ∣ avg_100 : 31967.434921 ∣ critic_nllloss : 25948.877930 ∣ critic_ganloss : -489.473370 ∣ generator_nllloss : 5218.081836 ∣ generator_ganloss : 971.724707 ∣  [  std_z : 0.98  real_sub_fake : 1550.23 ]
[  epoch 0013/0040] 0870/4800, lr:5.0e-05 ∣ avg_100 : 31965.536906 ∣ critic_nllloss : 26031.843555 ∣ critic_ganloss : -454.654013 ∣ generator_nllloss : 5217.430078 ∣ generator_ganloss : 991.540234 ∣  [  std_z : 0.99  real_sub_fake : 1782.46 ]
[  epoch 0013/0040] 0880/4800, lr:5.0e-05 ∣ avg_100 : 31966.616989 ∣ critic_nllloss : 26230.242773 ∣ critic_ganloss : -383.999146 ∣ generator_nllloss : 5200.634180 ∣ generator_ganloss : 976.366650 ∣  [  std_z : 1.00  real_sub_fake : 1638.91 ]
[  epoch 0013/0040] 0890/4800, lr:5.0e-05 ∣ avg_100 : 31969.837499 ∣ critic_nllloss : 26418.404297 ∣ critic_ganloss : -335.901563 ∣ generator_nllloss : 5348.750781 ∣ generator_ganloss : 1008.838184 ∣     [  std_z : 0.99  real_sub_fake : 1352.48 ]
[  epoch 0013/0040] 0900/4800, lr:5.0e-05 ∣ avg_100 : 31971.214652 ∣ critic_nllloss : 26344.804297 ∣ critic_ganloss : -487.360623 ∣ generator_nllloss : 5294.175391 ∣ generator_ganloss : 959.449609 ∣  [  std_z : 0.99  real_sub_fake : 1514.23 ]
[  epoch 0013/0040] 0910/4800, lr:5.0e-05 ∣ avg_100 : 31971.735880 ∣ critic_nllloss : 26148.878516 ∣ critic_ganloss : -187.854410 ∣ generator_nllloss : 5230.919141 ∣ generator_ganloss : 964.085156 ∣  [  std_z : 0.98  real_sub_fake : 1479.06 ]
[  epoch 0013/0040] 0920/4800, lr:5.0e-05 ∣ avg_100 : 31974.990697 ∣ critic_nllloss : 26246.946289 ∣ critic_ganloss : -273.391142 ∣ generator_nllloss : 5241.169141 ∣ generator_ganloss : 933.730566 ∣  [  std_z : 0.99  real_sub_fake : 952.12 ]
[  epoch 0013/0040] 0930/4800, lr:5.0e-05 ∣ avg_100 : 31976.506866 ∣ critic_nllloss : 26259.643750 ∣ critic_ganloss : -343.497269 ∣ generator_nllloss : 5145.185156 ∣ generator_ganloss : 903.635547 ∣  [  std_z : 0.99  real_sub_fake : 1028.17 ]
[  epoch 0013/0040] 0940/4800, lr:5.0e-05 ∣ avg_100 : 31973.718023 ∣ critic_nllloss : 26005.499805 ∣ critic_ganloss : -312.386279 ∣ generator_nllloss : 5250.361133 ∣ generator_ganloss : 926.888721 ∣  [  std_z : 0.98  real_sub_fake : 1114.53 ]
[  epoch 0013/0040] 0950/4800, lr:5.0e-05 ∣ avg_100 : 31973.976368 ∣ critic_nllloss : 26149.055469 ∣ critic_ganloss : -346.638876 ∣ generator_nllloss : 5280.587109 ∣ generator_ganloss : 929.923730 ∣  [  std_z : 0.99  real_sub_fake : 1122.53 ]
[  epoch 0013/0040] 0960/4800, lr:5.0e-05 ∣ avg_100 : 31977.363182 ∣ critic_nllloss : 26202.085742 ∣ critic_ganloss : -324.478818 ∣ generator_nllloss : 5226.586328 ∣ generator_ganloss : 940.390820 ∣  [  std_z : 0.99  real_sub_fake : 1231.15 ]
[  epoch 0013/0040] 0970/4800, lr:5.0e-05 ∣ avg_100 : 31975.033072 ∣ critic_nllloss : 26251.380273 ∣ critic_ganloss : -326.742862 ∣ generator_nllloss : 5181.051367 ∣ generator_ganloss : 975.982324 ∣  [  std_z : 0.99  real_sub_fake : 1230.96 ]
[  epoch 0013/0040] 0980/4800, lr:5.0e-05 ∣ avg_100 : 31977.314015 ∣ critic_nllloss : 26129.797852 ∣ critic_ganloss : -318.816426 ∣ generator_nllloss : 5174.864844 ∣ generator_ganloss : 998.528418 ∣  [  std_z : 0.99  real_sub_fake : 1193.88 ]
[  epoch 0013/0040] 0990/4800, lr:5.0e-05 ∣ avg_100 : 31978.222224 ∣ critic_nllloss : 26255.937695 ∣ critic_ganloss : -266.200061 ∣ generator_nllloss : 5165.589063 ∣ generator_ganloss : 1031.195996 ∣     [  std_z : 0.99  real_sub_fake : 1004.15 ]
[  epoch 0013/0040] 1000/4800, lr:5.0e-05 ∣ avg_100 : 31979.663388 ∣ critic_nllloss : 26137.855078 ∣ critic_ganloss : -329.030109 ∣ generator_nllloss : 5191.636328 ∣ generator_ganloss : 1005.937158 ∣     [  std_z : 0.99  real_sub_fake : 1121.53 ]
[  epoch 0013/0040] 1010/4800, lr:5.0e-05 ∣ avg_100 : 31978.667256 ∣ critic_nllloss : 26226.454883 ∣ critic_ganloss : -399.719238 ∣ generator_nllloss : 5232.119922 ∣ generator_ganloss : 991.914307 ∣  [  std_z : 0.98  real_sub_fake : 1419.50 ]
[  epoch 0013/0040] 1020/4800, lr:5.0e-05 ∣ avg_100 : 31980.184178 ∣ critic_nllloss : 26193.540820 ∣ critic_ganloss : -381.836212 ∣ generator_nllloss : 5269.544336 ∣ generator_ganloss : 994.029736 ∣  [  std_z : 0.98  real_sub_fake : 1695.75 ]
[  epoch 0013/0040] 1030/4800, lr:5.0e-05 ∣ avg_100 : 31977.594442 ∣ critic_nllloss : 26057.902734 ∣ critic_ganloss : -373.750516 ∣ generator_nllloss : 5188.819727 ∣ generator_ganloss : 949.837305 ∣  [  std_z : 0.99  real_sub_fake : 1585.95 ]
[  epoch 0013/0040] 1040/4800, lr:5.0e-05 ∣ avg_100 : 31978.901040 ∣ critic_nllloss : 26148.740820 ∣ critic_ganloss : -398.806622 ∣ generator_nllloss : 5277.959961 ∣ generator_ganloss : 965.161279 ∣  [  std_z : 0.99  real_sub_fake : 1426.82 ]
[  epoch 0013/0040] 1050/4800, lr:5.0e-05 ∣ avg_100 : 31974.897963 ∣ critic_nllloss : 26095.800391 ∣ critic_ganloss : -385.468939 ∣ generator_nllloss : 5098.721484 ∣ generator_ganloss : 982.811328 ∣  [  std_z : 1.00  real_sub_fake : 1387.96 ]
[  epoch 0013/0040] 1060/4800, lr:5.0e-05 ∣ avg_100 : 31975.784436 ∣ critic_nllloss : 26013.811719 ∣ critic_ganloss : -328.175165 ∣ generator_nllloss : 5253.048242 ∣ generator_ganloss : 972.558008 ∣  [  std_z : 1.00  real_sub_fake : 1561.16 ]
[  epoch 0013/0040] 1070/4800, lr:5.0e-05 ∣ avg_100 : 31971.939297 ∣ critic_nllloss : 26097.078320 ∣ critic_ganloss : -431.198511 ∣ generator_nllloss : 5297.167578 ∣ generator_ganloss : 995.257031 ∣  [  std_z : 0.98  real_sub_fake : 1214.07 ]
[  epoch 0013/0040] 1080/4800, lr:5.0e-05 ∣ avg_100 : 31971.753493 ∣ critic_nllloss : 26161.797070 ∣ critic_ganloss : -400.560965 ∣ generator_nllloss : 5291.351953 ∣ generator_ganloss : 960.258057 ∣  [  std_z : 0.97  real_sub_fake : 1581.27 ]
[  epoch 0013/0040] 1090/4800, lr:5.0e-05 ∣ avg_100 : 31965.033520 ∣ critic_nllloss : 25928.791016 ∣ critic_ganloss : -481.148996 ∣ generator_nllloss : 5229.101758 ∣ generator_ganloss : 1013.227051 ∣     [  std_z : 0.98  real_sub_fake : 1658.74 ]
[  epoch 0013/0040] 1100/4800, lr:5.0e-05 ∣ avg_100 : 31966.357827 ∣ critic_nllloss : 26273.666797 ∣ critic_ganloss : -384.781760 ∣ generator_nllloss : 5293.593945 ∣ generator_ganloss : 972.799902 ∣  [  std_z : 0.99  real_sub_fake : 1730.73 ]
[  epoch 0013/0040] 1110/4800, lr:5.0e-05 ∣ avg_100 : 31965.465845 ∣ critic_nllloss : 26123.352930 ∣ critic_ganloss : -433.157654 ∣ generator_nllloss : 5153.435742 ∣ generator_ganloss : 991.334717 ∣  [  std_z : 1.01  real_sub_fake : 1662.99 ]
[  epoch 0013/0040] 1120/4800, lr:5.0e-05 ∣ avg_100 : 31966.791945 ∣ critic_nllloss : 26090.138867 ∣ critic_ganloss : -295.607007 ∣ generator_nllloss : 5132.282422 ∣ generator_ganloss : 993.900293 ∣  [  std_z : 1.01  real_sub_fake : 1296.79 ]
[  epoch 0013/0040] 1130/4800, lr:5.0e-05 ∣ avg_100 : 31967.707395 ∣ critic_nllloss : 26119.002539 ∣ critic_ganloss : -440.382034 ∣ generator_nllloss : 5181.948633 ∣ generator_ganloss : 992.821680 ∣  [  std_z : 1.00  real_sub_fake : 1302.26 ]
[  epoch 0013/0040] 1140/4800, lr:5.0e-05 ∣ avg_100 : 31968.223816 ∣ critic_nllloss : 26200.913477 ∣ critic_ganloss : -313.959290 ∣ generator_nllloss : 5257.625586 ∣ generator_ganloss : 974.193652 ∣  [  std_z : 0.98  real_sub_fake : 1682.12 ]
[  epoch 0013/0040] 1150/4800, lr:5.0e-05 ∣ avg_100 : 31968.564597 ∣ critic_nllloss : 26110.233203 ∣ critic_ganloss : -385.377209 ∣ generator_nllloss : 5216.043359 ∣ generator_ganloss : 992.733936 ∣  [  std_z : 0.96  real_sub_fake : 1268.34 ]
[  epoch 0013/0040] 1160/4800, lr:5.0e-05 ∣ avg_100 : 31967.984518 ∣ critic_nllloss : 26254.853320 ∣ critic_ganloss : -373.069400 ∣ generator_nllloss : 5182.243555 ∣ generator_ganloss : 985.482227 ∣  [  std_z : 0.97  real_sub_fake : 1155.96 ]
[  epoch 0013/0040] 1170/4800, lr:5.0e-05 ∣ avg_100 : 31967.969928 ∣ critic_nllloss : 26117.131055 ∣ critic_ganloss : -305.356802 ∣ generator_nllloss : 5154.112695 ∣ generator_ganloss : 956.922217 ∣  [  std_z : 0.99  real_sub_fake : 1199.41 ]
[  epoch 0013/0040] 1180/4800, lr:5.0e-05 ∣ avg_100 : 31968.307535 ∣ critic_nllloss : 26239.809766 ∣ critic_ganloss : -335.548712 ∣ generator_nllloss : 5315.704297 ∣ generator_ganloss : 961.706299 ∣  [  std_z : 1.01  real_sub_fake : 1374.00 ]
[  epoch 0013/0040] 1190/4800, lr:5.0e-05 ∣ avg_100 : 31970.087839 ∣ critic_nllloss : 26232.633203 ∣ critic_ganloss : -379.003668 ∣ generator_nllloss : 5315.048828 ∣ generator_ganloss : 960.011377 ∣  [  std_z : 1.00  real_sub_fake : 1407.87 ]
[  epoch 0013/0040] 1200/4800, lr:5.0e-05 ∣ avg_100 : 31968.079603 ∣ critic_nllloss : 26155.683008 ∣ critic_ganloss : -450.716858 ∣ generator_nllloss : 5294.415039 ∣ generator_ganloss : 976.748096 ∣  [  std_z : 0.99  real_sub_fake : 1482.68 ]
[  epoch 0013/0040] 1210/4800, lr:5.0e-05 ∣ avg_100 : 31965.730391 ∣ critic_nllloss : 26072.905469 ∣ critic_ganloss : -366.634048 ∣ generator_nllloss : 5219.260352 ∣ generator_ganloss : 985.178369 ∣  [  std_z : 0.97  real_sub_fake : 1704.03 ]
[  epoch 0013/0040] 1220/4800, lr:5.0e-05 ∣ avg_100 : 31966.393562 ∣ critic_nllloss : 26190.588281 ∣ critic_ganloss : -385.212430 ∣ generator_nllloss : 5298.369531 ∣ generator_ganloss : 995.107861 ∣  [  std_z : 0.98  real_sub_fake : 1723.09 ]
[  epoch 0013/0040] 1230/4800, lr:5.0e-05 ∣ avg_100 : 31963.051869 ∣ critic_nllloss : 26044.979297 ∣ critic_ganloss : -418.103458 ∣ generator_nllloss : 5129.060352 ∣ generator_ganloss : 1018.397559 ∣     [  std_z : 0.98  real_sub_fake : 1335.16 ]
[  epoch 0013/0040] 1240/4800, lr:5.0e-05 ∣ avg_100 : 31962.981995 ∣ critic_nllloss : 26194.321094 ∣ critic_ganloss : -475.813431 ∣ generator_nllloss : 5232.427148 ∣ generator_ganloss : 989.483496 ∣  [  std_z : 0.99  real_sub_fake : 1665.71 ]
[  epoch 0013/0040] 1250/4800, lr:5.0e-05 ∣ avg_100 : 31966.765315 ∣ critic_nllloss : 26338.378906 ∣ critic_ganloss : -306.416391 ∣ generator_nllloss : 5248.077148 ∣ generator_ganloss : 951.486963 ∣  [  std_z : 1.00  real_sub_fake : 1921.58 ]
[  epoch 0013/0040] 1260/4800, lr:5.0e-05 ∣ avg_100 : 31969.902264 ∣ critic_nllloss : 26243.841016 ∣ critic_ganloss : -306.832965 ∣ generator_nllloss : 5278.426758 ∣ generator_ganloss : 988.061377 ∣  [  std_z : 0.99  real_sub_fake : 944.18 ]
[  epoch 0013/0040] 1270/4800, lr:5.0e-05 ∣ avg_100 : 31975.932725 ∣ critic_nllloss : 26351.241211 ∣ critic_ganloss : -368.559991 ∣ generator_nllloss : 5291.325781 ∣ generator_ganloss : 955.499219 ∣  [  std_z : 0.98  real_sub_fake : 1066.37 ]
[  epoch 0013/0040] 1280/4800, lr:5.0e-05 ∣ avg_100 : 31974.379710 ∣ critic_nllloss : 26050.525586 ∣ critic_ganloss : -368.491068 ∣ generator_nllloss : 5145.708594 ∣ generator_ganloss : 956.732666 ∣  [  std_z : 0.98  real_sub_fake : 1342.65 ]
[  epoch 0013/0040] 1290/4800, lr:5.0e-05 ∣ avg_100 : 31975.677361 ∣ critic_nllloss : 26160.973047 ∣ critic_ganloss : -324.757401 ∣ generator_nllloss : 5299.218359 ∣ generator_ganloss : 977.745117 ∣  [  std_z : 0.99  real_sub_fake : 1487.85 ]
[  epoch 0013/0040] 1300/4800, lr:5.0e-05 ∣ avg_100 : 31978.450369 ∣ critic_nllloss : 26118.842187 ∣ critic_ganloss : -311.056912 ∣ generator_nllloss : 5307.861719 ∣ generator_ganloss : 1019.089062 ∣     [  std_z : 1.00  real_sub_fake : 1152.33 ]
[  epoch 0013/0040] 1310/4800, lr:5.0e-05 ∣ avg_100 : 31980.504942 ∣ critic_nllloss : 26101.178906 ∣ critic_ganloss : -353.240732 ∣ generator_nllloss : 5329.054688 ∣ generator_ganloss : 974.242627 ∣  [  std_z : 1.00  real_sub_fake : 1221.68 ]
[  epoch 0013/0040] 1320/4800, lr:5.0e-05 ∣ avg_100 : 31978.322693 ∣ critic_nllloss : 25910.932812 ∣ critic_ganloss : -397.157388 ∣ generator_nllloss : 5201.351562 ∣ generator_ganloss : 983.650781 ∣  [  std_z : 1.00  real_sub_fake : 1323.55 ]
[  epoch 0013/0040] 1330/4800, lr:5.0e-05 ∣ avg_100 : 31978.004504 ∣ critic_nllloss : 26177.960156 ∣ critic_ganloss : -354.454633 ∣ generator_nllloss : 5264.803125 ∣ generator_ganloss : 973.673877 ∣  [  std_z : 0.98  real_sub_fake : 1648.80 ]
[  epoch 0013/0040] 1340/4800, lr:5.0e-05 ∣ avg_100 : 31977.874582 ∣ critic_nllloss : 26220.742578 ∣ critic_ganloss : -375.888373 ∣ generator_nllloss : 5270.157227 ∣ generator_ganloss : 958.818848 ∣  [  std_z : 0.98  real_sub_fake : 1429.42 ]
[  epoch 0013/0040] 1350/4800, lr:5.0e-05 ∣ avg_100 : 31980.495628 ∣ critic_nllloss : 26223.382617 ∣ critic_ganloss : -415.858517 ∣ generator_nllloss : 5230.617969 ∣ generator_ganloss : 976.371777 ∣  [  std_z : 0.98  real_sub_fake : 1389.15 ]
[  epoch 0013/0040] 1360/4800, lr:5.0e-05 ∣ avg_100 : 31978.968336 ∣ critic_nllloss : 26077.470117 ∣ critic_ganloss : -394.813495 ∣ generator_nllloss : 5216.737891 ∣ generator_ganloss : 939.593750 ∣  [  std_z : 0.99  real_sub_fake : 1474.79 ]
[  epoch 0013/0040] 1370/4800, lr:5.0e-05 ∣ avg_100 : 31978.686445 ∣ critic_nllloss : 26087.476367 ∣ critic_ganloss : -321.707596 ∣ generator_nllloss : 5090.197070 ∣ generator_ganloss : 972.992383 ∣  [  std_z : 0.99  real_sub_fake : 1567.05 ]
[  epoch 0013/0040] 1380/4800, lr:5.0e-05 ∣ avg_100 : 31978.418174 ∣ critic_nllloss : 26079.672656 ∣ critic_ganloss : -263.445763 ∣ generator_nllloss : 5280.186328 ∣ generator_ganloss : 981.731250 ∣  [  std_z : 0.99  real_sub_fake : 1080.15 ]
[  epoch 0013/0040] 1390/4800, lr:5.0e-05 ∣ avg_100 : 31981.121973 ∣ critic_nllloss : 26181.437500 ∣ critic_ganloss : -338.862888 ∣ generator_nllloss : 5340.116406 ∣ generator_ganloss : 957.964111 ∣  [  std_z : 0.99  real_sub_fake : 1119.18 ]
[  epoch 0013/0040] 1400/4800, lr:5.0e-05 ∣ avg_100 : 31980.757448 ∣ critic_nllloss : 26119.437305 ∣ critic_ganloss : -335.315897 ∣ generator_nllloss : 5204.653711 ∣ generator_ganloss : 969.534912 ∣  [  std_z : 0.98  real_sub_fake : 1188.95 ]
[  epoch 0013/0040] 1410/4800, lr:5.0e-05 ∣ avg_100 : 31980.223013 ∣ critic_nllloss : 26104.593164 ∣ critic_ganloss : -319.683044 ∣ generator_nllloss : 5184.876367 ∣ generator_ganloss : 958.586865 ∣  [  std_z : 0.98  real_sub_fake : 1323.73 ]
[  epoch 0013/0040] 1420/4800, lr:5.0e-05 ∣ avg_100 : 31981.443502 ∣ critic_nllloss : 26270.105859 ∣ critic_ganloss : -419.396881 ∣ generator_nllloss : 5245.701172 ∣ generator_ganloss : 961.409033 ∣  [  std_z : 0.99  real_sub_fake : 1394.84 ]
[  epoch 0013/0040] 1430/4800, lr:5.0e-05 ∣ avg_100 : 31976.889089 ∣ critic_nllloss : 25904.347852 ∣ critic_ganloss : -431.170575 ∣ generator_nllloss : 5126.350977 ∣ generator_ganloss : 943.727539 ∣  [  std_z : 0.99  real_sub_fake : 1677.21 ]
[  epoch 0013/0040] 1440/4800, lr:5.0e-05 ∣ avg_100 : 31969.259433 ∣ critic_nllloss : 25900.297266 ∣ critic_ganloss : -387.128455 ∣ generator_nllloss : 5142.444727 ∣ generator_ganloss : 962.526660 ∣  [  std_z : 0.99  real_sub_fake : 1638.21 ]
[  epoch 0013/0040] 1450/4800, lr:5.0e-05 ∣ avg_100 : 31970.235287 ∣ critic_nllloss : 26113.503906 ∣ critic_ganloss : -332.826706 ∣ generator_nllloss : 5265.835742 ∣ generator_ganloss : 948.639697 ∣  [  std_z : 0.99  real_sub_fake : 1355.30 ]
[  epoch 0013/0040] 1460/4800, lr:5.0e-05 ∣ avg_100 : 31969.320191 ∣ critic_nllloss : 26115.697852 ∣ critic_ganloss : -422.121802 ∣ generator_nllloss : 5218.605664 ∣ generator_ganloss : 959.473535 ∣  [  std_z : 0.99  real_sub_fake : 1383.00 ]
[  epoch 0013/0040] 1470/4800, lr:5.0e-05 ∣ avg_100 : 31971.877306 ∣ critic_nllloss : 26225.814063 ∣ critic_ganloss : -337.295206 ∣ generator_nllloss : 5201.722266 ∣ generator_ganloss : 978.649707 ∣  [  std_z : 0.99  real_sub_fake : 1340.13 ]
[  epoch 0013/0040] 1480/4800, lr:5.0e-05 ∣ avg_100 : 31974.389857 ∣ critic_nllloss : 26327.054688 ∣ critic_ganloss : -309.282758 ∣ generator_nllloss : 5203.079297 ∣ generator_ganloss : 976.993262 ∣  [  std_z : 0.99  real_sub_fake : 1443.98 ]
[  epoch 0013/0040] 1490/4800, lr:5.0e-05 ∣ avg_100 : 31976.125171 ∣ critic_nllloss : 26393.885937 ∣ critic_ganloss : -445.823616 ∣ generator_nllloss : 5336.785937 ∣ generator_ganloss : 984.185303 ∣  [  std_z : 1.00  real_sub_fake : 1276.08 ]
[  epoch 0013/0040] 1500/4800, lr:5.0e-05 ∣ avg_100 : 31972.196237 ∣ critic_nllloss : 25944.996094 ∣ critic_ganloss : -469.457547 ∣ generator_nllloss : 5269.610547 ∣ generator_ganloss : 973.218945 ∣  [  std_z : 0.99  real_sub_fake : 1818.54 ]
[  epoch 0013/0040] 1510/4800, lr:5.0e-05 ∣ avg_100 : 31972.983713 ∣ critic_nllloss : 26049.204883 ∣ critic_ganloss : -204.179922 ∣ generator_nllloss : 5230.481055 ∣ generator_ganloss : 932.952246 ∣  [  std_z : 0.98  real_sub_fake : 1445.01 ]
[  epoch 0013/0040] 1520/4800, lr:5.0e-05 ∣ avg_100 : 31970.862908 ∣ critic_nllloss : 26016.235938 ∣ critic_ganloss : -285.802003 ∣ generator_nllloss : 5190.653320 ∣ generator_ganloss : 965.564844 ∣  [  std_z : 0.98  real_sub_fake : 946.02 ]
[  epoch 0013/0040] 1530/4800, lr:5.0e-05 ∣ avg_100 : 31968.891474 ∣ critic_nllloss : 26011.708789 ∣ critic_ganloss : -327.089314 ∣ generator_nllloss : 5187.612500 ∣ generator_ganloss : 991.021924 ∣  [  std_z : 0.98  real_sub_fake : 972.85 ]
[  epoch 0013/0040] 1540/4800, lr:5.0e-05 ∣ avg_100 : 31967.964492 ∣ critic_nllloss : 26154.961328 ∣ critic_ganloss : -261.176532 ∣ generator_nllloss : 5179.711719 ∣ generator_ganloss : 981.965381 ∣  [  std_z : 0.99  real_sub_fake : 1176.50 ]
[  epoch 0013/0040] 1550/4800, lr:5.0e-05 ∣ avg_100 : 31970.177349 ∣ critic_nllloss : 26236.322852 ∣ critic_ganloss : -320.918127 ∣ generator_nllloss : 5316.791016 ∣ generator_ganloss : 981.962695 ∣  [  std_z : 0.99  real_sub_fake : 1224.73 ]
[  epoch 0013/0040] 1560/4800, lr:5.0e-05 ∣ avg_100 : 31970.907003 ∣ critic_nllloss : 26156.411328 ∣ critic_ganloss : -393.267563 ∣ generator_nllloss : 5323.961328 ∣ generator_ganloss : 987.776807 ∣  [  std_z : 0.99  real_sub_fake : 1224.34 ]
[  epoch 0013/0040] 1570/4800, lr:5.0e-05 ∣ avg_100 : 31973.893624 ∣ critic_nllloss : 26190.906445 ∣ critic_ganloss : -339.204980 ∣ generator_nllloss : 5256.724609 ∣ generator_ganloss : 970.819043 ∣  [  std_z : 0.99  real_sub_fake : 1409.56 ]
[  epoch 0013/0040] 1580/4800, lr:5.0e-05 ∣ avg_100 : 31975.183527 ∣ critic_nllloss : 26178.211328 ∣ critic_ganloss : -345.689539 ∣ generator_nllloss : 5182.198828 ∣ generator_ganloss : 965.713086 ∣  [  std_z : 0.98  real_sub_fake : 1306.49 ]
[  epoch 0013/0040] 1590/4800, lr:5.0e-05 ∣ avg_100 : 31975.518347 ∣ critic_nllloss : 26242.981250 ∣ critic_ganloss : -441.000620 ∣ generator_nllloss : 5252.925195 ∣ generator_ganloss : 966.882373 ∣  [  std_z : 0.98  real_sub_fake : 1415.18 ]
[  epoch 0013/0040] 1600/4800, lr:5.0e-05 ∣ avg_100 : 31971.238302 ∣ critic_nllloss : 25982.984375 ∣ critic_ganloss : -474.156589 ∣ generator_nllloss : 5176.698438 ∣ generator_ganloss : 990.163477 ∣  [  std_z : 0.98  real_sub_fake : 1613.71 ]
[  epoch 0013/0040] 1610/4800, lr:5.0e-05 ∣ avg_100 : 31972.425290 ∣ critic_nllloss : 26199.616211 ∣ critic_ganloss : -423.124704 ∣ generator_nllloss : 5275.208594 ∣ generator_ganloss : 985.046387 ∣  [  std_z : 0.98  real_sub_fake : 1868.05 ]
[  epoch 0013/0040] 1620/4800, lr:5.0e-05 ∣ avg_100 : 31975.958409 ∣ critic_nllloss : 26308.374414 ∣ critic_ganloss : -359.724286 ∣ generator_nllloss : 5301.596484 ∣ generator_ganloss : 999.949023 ∣  [  std_z : 0.99  real_sub_fake : 1506.91 ]
[  epoch 0013/0040] 1630/4800, lr:5.0e-05 ∣ avg_100 : 31980.994575 ∣ critic_nllloss : 26201.748633 ∣ critic_ganloss : -362.770438 ∣ generator_nllloss : 5268.620703 ∣ generator_ganloss : 981.968848 ∣  [  std_z : 1.00  real_sub_fake : 1304.39 ]
[  epoch 0013/0040] 1640/4800, lr:5.0e-05 ∣ avg_100 : 31983.972195 ∣ critic_nllloss : 26276.331836 ∣ critic_ganloss : -319.529709 ∣ generator_nllloss : 5223.581445 ∣ generator_ganloss : 947.166748 ∣  [  std_z : 0.99  real_sub_fake : 1732.74 ]
[  epoch 0013/0040] 1650/4800, lr:5.0e-05 ∣ avg_100 : 31987.677432 ∣ critic_nllloss : 26067.866406 ∣ critic_ganloss : -341.063000 ∣ generator_nllloss : 5232.427148 ∣ generator_ganloss : 934.999561 ∣  [  std_z : 0.98  real_sub_fake : 1103.13 ]
[  epoch 0013/0040] 1660/4800, lr:5.0e-05 ∣ avg_100 : 31986.369482 ∣ critic_nllloss : 26130.854297 ∣ critic_ganloss : -408.185754 ∣ generator_nllloss : 5088.144727 ∣ generator_ganloss : 895.626855 ∣  [  std_z : 0.98  real_sub_fake : 1315.12 ]
[  epoch 0013/0040] 1670/4800, lr:5.0e-05 ∣ avg_100 : 31984.264346 ∣ critic_nllloss : 26108.640234 ∣ critic_ganloss : -417.936069 ∣ generator_nllloss : 5231.790039 ∣ generator_ganloss : 907.324023 ∣  [  std_z : 1.00  real_sub_fake : 1687.08 ]
[  epoch 0013/0040] 1680/4800, lr:5.0e-05 ∣ avg_100 : 31986.528310 ∣ critic_nllloss : 26245.522656 ∣ critic_ganloss : -381.793649 ∣ generator_nllloss : 5289.923828 ∣ generator_ganloss : 955.629443 ∣  [  std_z : 1.00  real_sub_fake : 1517.27 ]
[  epoch 0013/0040] 1690/4800, lr:5.0e-05 ∣ avg_100 : 31984.188743 ∣ critic_nllloss : 25950.324219 ∣ critic_ganloss : -305.478279 ∣ generator_nllloss : 5253.642187 ∣ generator_ganloss : 941.771143 ∣  [  std_z : 1.00  real_sub_fake : 1223.01 ]
[  epoch 0013/0040] 1700/4800, lr:5.0e-05 ∣ avg_100 : 31983.313290 ∣ critic_nllloss : 26031.592187 ∣ critic_ganloss : -329.361975 ∣ generator_nllloss : 5135.201367 ∣ generator_ganloss : 983.330811 ∣  [  std_z : 1.00  real_sub_fake : 1165.77 ]
[  epoch 0013/0040] 1710/4800, lr:5.0e-05 ∣ avg_100 : 31982.319251 ∣ critic_nllloss : 26183.644922 ∣ critic_ganloss : -416.100903 ∣ generator_nllloss : 5218.747852 ∣ generator_ganloss : 974.466797 ∣  [  std_z : 0.98  real_sub_fake : 1564.80 ]
[  epoch 0013/0040] 1720/4800, lr:5.0e-05 ∣ avg_100 : 31981.899343 ∣ critic_nllloss : 26237.680469 ∣ critic_ganloss : -497.867630 ∣ generator_nllloss : 5186.687695 ∣ generator_ganloss : 998.755762 ∣  [  std_z : 0.98  real_sub_fake : 1830.33 ]
[  epoch 0013/0040] 1730/4800, lr:5.0e-05 ∣ avg_100 : 31984.231959 ∣ critic_nllloss : 26097.850000 ∣ critic_ganloss : -470.823322 ∣ generator_nllloss : 5195.654102 ∣ generator_ganloss : 1000.505469 ∣     [  std_z : 0.97  real_sub_fake : 1803.62 ]
[  epoch 0013/0040] 1740/4800, lr:5.0e-05 ∣ avg_100 : 31985.681748 ∣ critic_nllloss : 26242.413281 ∣ critic_ganloss : -376.368677 ∣ generator_nllloss : 5194.110547 ∣ generator_ganloss : 1024.736133 ∣     [  std_z : 0.98  real_sub_fake : 1477.56 ]
[  epoch 0013/0040] 1750/4800, lr:5.0e-05 ∣ avg_100 : 31987.517433 ∣ critic_nllloss : 26166.502148 ∣ critic_ganloss : -332.290720 ∣ generator_nllloss : 5269.446484 ∣ generator_ganloss : 1003.578662 ∣     [  std_z : 0.99  real_sub_fake : 1210.11 ]
[  epoch 0013/0040] 1760/4800, lr:5.0e-05 ∣ avg_100 : 31989.924720 ∣ critic_nllloss : 26106.057031 ∣ critic_ganloss : -373.677771 ∣ generator_nllloss : 5279.069922 ∣ generator_ganloss : 1013.616406 ∣     [  std_z : 0.99  real_sub_fake : 1189.76 ]
[  epoch 0013/0040] 1770/4800, lr:5.0e-05 ∣ avg_100 : 31991.062687 ∣ critic_nllloss : 26192.903711 ∣ critic_ganloss : -370.829077 ∣ generator_nllloss : 5214.917188 ∣ generator_ganloss : 995.854443 ∣  [  std_z : 0.99  real_sub_fake : 1634.01 ]
[  epoch 0013/0040] 1780/4800, lr:5.0e-05 ∣ avg_100 : 31989.695271 ∣ critic_nllloss : 25979.771680 ∣ critic_ganloss : -370.172571 ∣ generator_nllloss : 5220.552734 ∣ generator_ganloss : 990.377490 ∣  [  std_z : 0.99  real_sub_fake : 1540.70 ]
[  epoch 0013/0040] 1790/4800, lr:5.0e-05 ∣ avg_100 : 31990.404835 ∣ critic_nllloss : 26272.066406 ∣ critic_ganloss : -320.030780 ∣ generator_nllloss : 5236.050781 ∣ generator_ganloss : 958.511816 ∣  [  std_z : 1.00  real_sub_fake : 1447.67 ]
[  epoch 0013/0040] 1800/4800, lr:5.0e-05 ∣ avg_100 : 31990.995523 ∣ critic_nllloss : 26258.494141 ∣ critic_ganloss : -360.375693 ∣ generator_nllloss : 5260.954102 ∣ generator_ganloss : 961.840137 ∣  [  std_z : 0.97  real_sub_fake : 1237.19 ]
[  epoch 0013/0040] 1810/4800, lr:5.0e-05 ∣ avg_100 : 31992.876946 ∣ critic_nllloss : 26200.922266 ∣ critic_ganloss : -372.848505 ∣ generator_nllloss : 5180.763477 ∣ generator_ganloss : 933.354590 ∣  [  std_z : 0.98  real_sub_fake : 1369.32 ]
[  epoch 0013/0040] 1820/4800, lr:5.0e-05 ∣ avg_100 : 31993.820120 ∣ critic_nllloss : 26329.393750 ∣ critic_ganloss : -461.061539 ∣ generator_nllloss : 5264.931641 ∣ generator_ganloss : 910.665967 ∣  [  std_z : 0.98  real_sub_fake : 1694.48 ]
[  epoch 0013/0040] 1830/4800, lr:5.0e-05 ∣ avg_100 : 31986.790745 ∣ critic_nllloss : 25857.984961 ∣ critic_ganloss : -375.734866 ∣ generator_nllloss : 5073.185156 ∣ generator_ganloss : 922.881445 ∣  [  std_z : 0.99  real_sub_fake : 1463.45 ]
[  epoch 0013/0040] 1840/4800, lr:5.0e-05 ∣ avg_100 : 31986.870436 ∣ critic_nllloss : 26141.978125 ∣ critic_ganloss : -369.847595 ∣ generator_nllloss : 5307.575391 ∣ generator_ganloss : 926.680029 ∣  [  std_z : 1.00  real_sub_fake : 1365.62 ]
[  epoch 0013/0040] 1850/4800, lr:5.0e-05 ∣ avg_100 : 31981.445741 ∣ critic_nllloss : 25990.405664 ∣ critic_ganloss : -422.046741 ∣ generator_nllloss : 5274.480859 ∣ generator_ganloss : 935.812305 ∣  [  std_z : 0.99  real_sub_fake : 1413.89 ]
[  epoch 0013/0040] 1860/4800, lr:5.0e-05 ∣ avg_100 : 31983.164955 ∣ critic_nllloss : 26197.001563 ∣ critic_ganloss : -460.548587 ∣ generator_nllloss : 5141.292773 ∣ generator_ganloss : 943.386768 ∣  [  std_z : 0.99  real_sub_fake : 1736.32 ]
[  epoch 0013/0040] 1870/4800, lr:5.0e-05 ∣ avg_100 : 31983.101070 ∣ critic_nllloss : 26065.717969 ∣ critic_ganloss : -406.055463 ∣ generator_nllloss : 5175.626367 ∣ generator_ganloss : 944.482471 ∣  [  std_z : 0.97  real_sub_fake : 1758.83 ]
[  epoch 0013/0040] 1880/4800, lr:5.0e-05 ∣ avg_100 : 31980.185223 ∣ critic_nllloss : 25984.808789 ∣ critic_ganloss : -386.630005 ∣ generator_nllloss : 5177.208789 ∣ generator_ganloss : 956.272119 ∣  [  std_z : 0.98  real_sub_fake : 1648.76 ]
[  epoch 0013/0040] 1890/4800, lr:5.0e-05 ∣ avg_100 : 31974.462488 ∣ critic_nllloss : 26192.101758 ∣ critic_ganloss : -488.770169 ∣ generator_nllloss : 5221.094141 ∣ generator_ganloss : 943.392480 ∣  [  std_z : 0.99  real_sub_fake : 1536.69 ]
[  epoch 0013/0040] 1900/4800, lr:5.0e-05 ∣ avg_100 : 31970.689738 ∣ critic_nllloss : 26105.567969 ∣ critic_ganloss : -463.200668 ∣ generator_nllloss : 5157.874023 ∣ generator_ganloss : 933.552344 ∣  [  std_z : 0.99  real_sub_fake : 1762.36 ]
[  epoch 0013/0040] 1910/4800, lr:5.0e-05 ∣ avg_100 : 31970.189986 ∣ critic_nllloss : 26248.563281 ∣ critic_ganloss : -370.594180 ∣ generator_nllloss : 5298.633203 ∣ generator_ganloss : 929.450879 ∣  [  std_z : 1.00  real_sub_fake : 1675.20 ]
[  epoch 0013/0040] 1920/4800, lr:5.0e-05 ∣ avg_100 : 31968.202191 ∣ critic_nllloss : 26104.976562 ∣ critic_ganloss : -290.420404 ∣ generator_nllloss : 5166.727539 ∣ generator_ganloss : 968.391699 ∣  [  std_z : 1.00  real_sub_fake : 1204.47 ]
[  epoch 0013/0040] 1930/4800, lr:5.0e-05 ∣ avg_100 : 31967.565534 ∣ critic_nllloss : 26029.286719 ∣ critic_ganloss : -291.659482 ∣ generator_nllloss : 5204.374609 ∣ generator_ganloss : 959.299658 ∣  [  std_z : 0.98  real_sub_fake : 994.61 ]
[  epoch 0013/0040] 1940/4800, lr:5.0e-05 ∣ avg_100 : 31967.542647 ∣ critic_nllloss : 26054.847461 ∣ critic_ganloss : -356.764877 ∣ generator_nllloss : 5228.481445 ∣ generator_ganloss : 941.510645 ∣  [  std_z : 0.98  real_sub_fake : 1281.20 ]
[  epoch 0013/0040] 1950/4800, lr:5.0e-05 ∣ avg_100 : 31968.167716 ∣ critic_nllloss : 26304.148828 ∣ critic_ganloss : -466.392267 ∣ generator_nllloss : 5283.323047 ∣ generator_ganloss : 954.354736 ∣  [  std_z : 0.99  real_sub_fake : 1660.25 ]
[  epoch 0013/0040] 1960/4800, lr:5.0e-05 ∣ avg_100 : 31967.399881 ∣ critic_nllloss : 26355.454492 ∣ critic_ganloss : -690.860199 ∣ generator_nllloss : 5327.198633 ∣ generator_ganloss : 976.007617 ∣  [  std_z : 1.01  real_sub_fake : 2019.62 ]
[  epoch 0013/0040] 1970/4800, lr:5.0e-05 ∣ avg_100 : 31966.200522 ∣ critic_nllloss : 26038.884375 ∣ critic_ganloss : -287.774023 ∣ generator_nllloss : 5235.596094 ∣ generator_ganloss : 975.028809 ∣  [  std_z : 0.99  real_sub_fake : 2362.37 ]
[  epoch 0013/0040] 1980/4800, lr:5.0e-05 ∣ avg_100 : 31967.687801 ∣ critic_nllloss : 26243.866211 ∣ critic_ganloss : -283.616324 ∣ generator_nllloss : 5223.620313 ∣ generator_ganloss : 949.232373 ∣  [  std_z : 0.99  real_sub_fake : 1006.09 ]
[  epoch 0013/0040] 1990/4800, lr:5.0e-05 ∣ avg_100 : 31967.179694 ∣ critic_nllloss : 26226.916602 ∣ critic_ganloss : -302.742892 ∣ generator_nllloss : 5274.390430 ∣ generator_ganloss : 937.147852 ∣  [  std_z : 0.98  real_sub_fake : 958.43 ]
[  epoch 0013/0040] 2000/4800, lr:5.0e-05 ∣ avg_100 : 31968.054758 ∣ critic_nllloss : 26275.522266 ∣ critic_ganloss : -302.214462 ∣ generator_nllloss : 5167.957812 ∣ generator_ganloss : 952.639258 ∣  [  std_z : 0.98  real_sub_fake : 1098.03 ]
[  epoch 0013/0040] 2010/4800, lr:5.0e-05 ∣ avg_100 : 31968.342087 ∣ critic_nllloss : 26225.680859 ∣ critic_ganloss : -302.274651 ∣ generator_nllloss : 5179.610937 ∣ generator_ganloss : 976.485547 ∣  [  std_z : 0.99  real_sub_fake : 1002.24 ]
[  epoch 0013/0040] 2020/4800, lr:5.0e-05 ∣ avg_100 : 31970.028012 ∣ critic_nllloss : 26439.915039 ∣ critic_ganloss : -403.830038 ∣ generator_nllloss : 5262.071094 ∣ generator_ganloss : 945.715088 ∣  [  std_z : 1.00  real_sub_fake : 1420.54 ]
[  epoch 0013/0040] 2030/4800, lr:5.0e-05 ∣ avg_100 : 31972.491277 ∣ critic_nllloss : 26122.935547 ∣ critic_ganloss : -273.452148 ∣ generator_nllloss : 5260.498438 ∣ generator_ganloss : 959.153955 ∣  [  std_z : 1.00  real_sub_fake : 1399.52 ]
[  epoch 0013/0040] 2040/4800, lr:5.0e-05 ∣ avg_100 : 31974.997270 ∣ critic_nllloss : 26240.926172 ∣ critic_ganloss : -247.956177 ∣ generator_nllloss : 5283.336328 ∣ generator_ganloss : 967.348438 ∣  [  std_z : 0.98  real_sub_fake : 1053.37 ]
[  epoch 0013/0040] 2050/4800, lr:5.0e-05 ∣ avg_100 : 31976.014220 ∣ critic_nllloss : 26034.625195 ∣ critic_ganloss : -370.278403 ∣ generator_nllloss : 5272.239062 ∣ generator_ganloss : 956.973389 ∣  [  std_z : 0.98  real_sub_fake : 1032.65 ]
[  epoch 0013/0040] 2060/4800, lr:5.0e-05 ∣ avg_100 : 31976.622622 ∣ critic_nllloss : 26190.378125 ∣ critic_ganloss : -400.926752 ∣ generator_nllloss : 5221.483008 ∣ generator_ganloss : 961.148584 ∣  [  std_z : 0.98  real_sub_fake : 1382.44 ]
[  epoch 0013/0040] 2070/4800, lr:5.0e-05 ∣ avg_100 : 31978.575632 ∣ critic_nllloss : 26328.820898 ∣ critic_ganloss : -398.453891 ∣ generator_nllloss : 5253.357031 ∣ generator_ganloss : 969.881445 ∣  [  std_z : 0.99  real_sub_fake : 1536.57 ]
[  epoch 0013/0040] 2080/4800, lr:5.0e-05 ∣ avg_100 : 31978.169284 ∣ critic_nllloss : 26196.216602 ∣ critic_ganloss : -375.967017 ∣ generator_nllloss : 5200.728711 ∣ generator_ganloss : 951.232959 ∣  [  std_z : 0.99  real_sub_fake : 1555.51 ]
[  epoch 0013/0040] 2090/4800, lr:5.0e-05 ∣ avg_100 : 31981.076501 ∣ critic_nllloss : 26144.390039 ∣ critic_ganloss : -417.752631 ∣ generator_nllloss : 5284.579297 ∣ generator_ganloss : 969.475879 ∣  [  std_z : 1.00  real_sub_fake : 1623.04 ]
[  epoch 0013/0040] 2100/4800, lr:5.0e-05 ∣ avg_100 : 31979.716457 ∣ critic_nllloss : 26273.113867 ∣ critic_ganloss : -472.317154 ∣ generator_nllloss : 5261.081445 ∣ generator_ganloss : 957.396289 ∣  [  std_z : 1.00  real_sub_fake : 1796.35 ]
[  epoch 0013/0040] 2110/4800, lr:5.0e-05 ∣ avg_100 : 31981.055301 ∣ critic_nllloss : 26149.584375 ∣ critic_ganloss : -370.116913 ∣ generator_nllloss : 5217.256250 ∣ generator_ganloss : 972.126465 ∣  [  std_z : 1.00  real_sub_fake : 1574.30 ]
[  epoch 0013/0040] 2120/4800, lr:5.0e-05 ∣ avg_100 : 31981.799072 ∣ critic_nllloss : 26015.434375 ∣ critic_ganloss : -289.647993 ∣ generator_nllloss : 5280.223047 ∣ generator_ganloss : 989.082227 ∣  [  std_z : 0.99  real_sub_fake : 1095.70 ]
[  epoch 0013/0040] 2130/4800, lr:5.0e-05 ∣ avg_100 : 31982.289678 ∣ critic_nllloss : 26181.798242 ∣ critic_ganloss : -432.571796 ∣ generator_nllloss : 5179.944141 ∣ generator_ganloss : 973.280811 ∣  [  std_z : 0.99  real_sub_fake : 1317.86 ]
[  epoch 0013/0040] 2140/4800, lr:5.0e-05 ∣ avg_100 : 31980.047988 ∣ critic_nllloss : 26128.682617 ∣ critic_ganloss : -416.177673 ∣ generator_nllloss : 5211.421875 ∣ generator_ganloss : 970.677588 ∣  [  std_z : 0.99  real_sub_fake : 1777.00 ]
[  epoch 0013/0040] 2150/4800, lr:5.0e-05 ∣ avg_100 : 31976.037782 ∣ critic_nllloss : 25885.214258 ∣ critic_ganloss : -457.793509 ∣ generator_nllloss : 5143.761719 ∣ generator_ganloss : 961.430273 ∣  [  std_z : 0.98  real_sub_fake : 1723.90 ]
[  epoch 0013/0040] 2160/4800, lr:5.0e-05 ∣ avg_100 : 31975.951593 ∣ critic_nllloss : 26091.443945 ∣ critic_ganloss : -242.559698 ∣ generator_nllloss : 5216.744141 ∣ generator_ganloss : 975.262354 ∣  [  std_z : 1.00  real_sub_fake : 1334.14 ]
[  epoch 0013/0040] 2170/4800, lr:5.0e-05 ∣ avg_100 : 31973.547509 ∣ critic_nllloss : 25930.861328 ∣ critic_ganloss : -382.101605 ∣ generator_nllloss : 5191.874609 ∣ generator_ganloss : 941.766455 ∣  [  std_z : 0.99  real_sub_fake : 1138.05 ]
[  epoch 0013/0040] 2180/4800, lr:5.0e-05 ∣ avg_100 : 31970.060800 ∣ critic_nllloss : 26040.224219 ∣ critic_ganloss : -443.676587 ∣ generator_nllloss : 5306.980859 ∣ generator_ganloss : 929.472266 ∣  [  std_z : 0.99  real_sub_fake : 1447.10 ]
[  epoch 0013/0040] 2190/4800, lr:5.0e-05 ∣ avg_100 : 31969.383320 ∣ critic_nllloss : 26218.822266 ∣ critic_ganloss : -314.875739 ∣ generator_nllloss : 5236.666992 ∣ generator_ganloss : 920.328223 ∣  [  std_z : 0.99  real_sub_fake : 1485.38 ]
[  epoch 0013/0040] 2200/4800, lr:5.0e-05 ∣ avg_100 : 31972.012746 ∣ critic_nllloss : 26350.223047 ∣ critic_ganloss : -270.434215 ∣ generator_nllloss : 5227.080078 ∣ generator_ganloss : 932.202930 ∣  [  std_z : 0.99  real_sub_fake : 1218.65 ]
[  epoch 0013/0040] 2210/4800, lr:5.0e-05 ∣ avg_100 : 31971.470819 ∣ critic_nllloss : 26096.281836 ∣ critic_ganloss : -385.025912 ∣ generator_nllloss : 5213.460352 ∣ generator_ganloss : 931.801221 ∣  [  std_z : 0.99  real_sub_fake : 1125.91 ]
[  epoch 0013/0040] 2220/4800, lr:5.0e-05 ∣ avg_100 : 31970.882503 ∣ critic_nllloss : 26286.733398 ∣ critic_ganloss : -338.184644 ∣ generator_nllloss : 5177.420117 ∣ generator_ganloss : 914.052734 ∣  [  std_z : 0.99  real_sub_fake : 1385.26 ]
[  epoch 0013/0040] 2230/4800, lr:5.0e-05 ∣ avg_100 : 31973.507027 ∣ critic_nllloss : 26211.308789 ∣ critic_ganloss : -342.594156 ∣ generator_nllloss : 5221.098047 ∣ generator_ganloss : 946.973535 ∣  [  std_z : 1.00  real_sub_fake : 1385.46 ]
[  epoch 0013/0040] 2240/4800, lr:5.0e-05 ∣ avg_100 : 31970.429343 ∣ critic_nllloss : 25898.702148 ∣ critic_ganloss : -355.130521 ∣ generator_nllloss : 5148.291797 ∣ generator_ganloss : 940.786475 ∣  [  std_z : 0.99  real_sub_fake : 1261.49 ]
[  epoch 0013/0040] 2250/4800, lr:5.0e-05 ∣ avg_100 : 31968.090712 ∣ critic_nllloss : 26045.209961 ∣ critic_ganloss : -287.813037 ∣ generator_nllloss : 5257.721875 ∣ generator_ganloss : 982.544727 ∣  [  std_z : 0.99  real_sub_fake : 1162.60 ]
[  epoch 0013/0040] 2260/4800, lr:5.0e-05 ∣ avg_100 : 31966.535463 ∣ critic_nllloss : 26282.646680 ∣ critic_ganloss : -406.022379 ∣ generator_nllloss : 5245.255078 ∣ generator_ganloss : 926.091846 ∣  [  std_z : 0.98  real_sub_fake : 1517.94 ]
[  epoch 0013/0040] 2270/4800, lr:5.0e-05 ∣ avg_100 : 31963.233998 ∣ critic_nllloss : 26055.740430 ∣ critic_ganloss : -323.265881 ∣ generator_nllloss : 5234.043945 ∣ generator_ganloss : 932.841211 ∣  [  std_z : 0.98  real_sub_fake : 1344.83 ]
[  epoch 0013/0040] 2280/4800, lr:5.0e-05 ∣ avg_100 : 31962.654771 ∣ critic_nllloss : 26048.363281 ∣ critic_ganloss : -469.169952 ∣ generator_nllloss : 5204.667969 ∣ generator_ganloss : 942.691846 ∣  [  std_z : 0.98  real_sub_fake : 1399.94 ]
[  epoch 0013/0040] 2290/4800, lr:5.0e-05 ∣ avg_100 : 31964.120958 ∣ critic_nllloss : 26361.974219 ∣ critic_ganloss : -402.914017 ∣ generator_nllloss : 5326.706250 ∣ generator_ganloss : 974.031348 ∣  [  std_z : 1.00  real_sub_fake : 1635.70 ]
[  epoch 0013/0040] 2300/4800, lr:5.0e-05 ∣ avg_100 : 31963.330834 ∣ critic_nllloss : 26131.309961 ∣ critic_ganloss : -330.824194 ∣ generator_nllloss : 5275.199805 ∣ generator_ganloss : 980.038086 ∣  [  std_z : 0.99  real_sub_fake : 1625.02 ]
[  epoch 0013/0040] 2310/4800, lr:5.0e-05 ∣ avg_100 : 31963.561280 ∣ critic_nllloss : 26116.386328 ∣ critic_ganloss : -314.532343 ∣ generator_nllloss : 5259.004102 ∣ generator_ganloss : 1013.422021 ∣     [  std_z : 0.99  real_sub_fake : 1150.13 ]
[  epoch 0013/0040] 2320/4800, lr:5.0e-05 ∣ avg_100 : 31963.445711 ∣ critic_nllloss : 25965.268945 ∣ critic_ganloss : -380.607309 ∣ generator_nllloss : 5127.784766 ∣ generator_ganloss : 974.774463 ∣  [  std_z : 0.98  real_sub_fake : 1133.38 ]
[  epoch 0013/0040] 2330/4800, lr:5.0e-05 ∣ avg_100 : 31962.037729 ∣ critic_nllloss : 26158.025195 ∣ critic_ganloss : -408.290674 ∣ generator_nllloss : 5218.403906 ∣ generator_ganloss : 953.045850 ∣  [  std_z : 0.99  real_sub_fake : 1528.62 ]
[  epoch 0013/0040] 2340/4800, lr:5.0e-05 ∣ avg_100 : 31961.403968 ∣ critic_nllloss : 26110.965039 ∣ critic_ganloss : -285.674500 ∣ generator_nllloss : 5205.094141 ∣ generator_ganloss : 980.069531 ∣  [  std_z : 1.00  real_sub_fake : 1452.16 ]
[  epoch 0013/0040] 2350/4800, lr:5.0e-05 ∣ avg_100 : 31961.628679 ∣ critic_nllloss : 26156.540430 ∣ critic_ganloss : -367.422894 ∣ generator_nllloss : 5254.871094 ∣ generator_ganloss : 992.996289 ∣  [  std_z : 0.99  real_sub_fake : 1272.88 ]
[  epoch 0013/0040] 2360/4800, lr:5.0e-05 ∣ avg_100 : 31964.694197 ∣ critic_nllloss : 26214.868555 ∣ critic_ganloss : -358.291971 ∣ generator_nllloss : 5292.298437 ∣ generator_ganloss : 996.665039 ∣  [  std_z : 0.99  real_sub_fake : 1293.19 ]
[  epoch 0013/0040] 2370/4800, lr:5.0e-05 ∣ avg_100 : 31965.201096 ∣ critic_nllloss : 26107.604883 ∣ critic_ganloss : -450.950034 ∣ generator_nllloss : 5241.285547 ∣ generator_ganloss : 981.707764 ∣  [  std_z : 0.97  real_sub_fake : 1553.27 ]
[  epoch 0013/0040] 2380/4800, lr:5.0e-05 ∣ avg_100 : 31964.409863 ∣ critic_nllloss : 26115.772656 ∣ critic_ganloss : -407.666855 ∣ generator_nllloss : 5319.214844 ∣ generator_ganloss : 971.700488 ∣  [  std_z : 0.98  real_sub_fake : 1831.16 ]
[  epoch 0013/0040] 2390/4800, lr:5.0e-05 ∣ avg_100 : 31962.230647 ∣ critic_nllloss : 26039.410156 ∣ critic_ganloss : -348.696832 ∣ generator_nllloss : 5243.345508 ∣ generator_ganloss : 988.674756 ∣  [  std_z : 0.99  real_sub_fake : 1296.41 ]
[  epoch 0013/0040] 2400/4800, lr:5.0e-05 ∣ avg_100 : 31961.798872 ∣ critic_nllloss : 26030.417773 ∣ critic_ganloss : -309.310974 ∣ generator_nllloss : 5205.633789 ∣ generator_ganloss : 988.391943 ∣  [  std_z : 1.00  real_sub_fake : 1111.37 ]
[  epoch 0013/0040] 2410/4800, lr:5.0e-05 ∣ avg_100 : 31964.183527 ∣ critic_nllloss : 26263.784766 ∣ critic_ganloss : -391.600467 ∣ generator_nllloss : 5322.005078 ∣ generator_ganloss : 972.649414 ∣  [  std_z : 0.99  real_sub_fake : 1421.92 ]
[  epoch 0013/0040] 2420/4800, lr:5.0e-05 ∣ avg_100 : 31962.755177 ∣ critic_nllloss : 26078.349414 ∣ critic_ganloss : -312.353818 ∣ generator_nllloss : 5209.377734 ∣ generator_ganloss : 939.610840 ∣  [  std_z : 0.99  real_sub_fake : 1559.23 ]
[  epoch 0013/0040] 2430/4800, lr:5.0e-05 ∣ avg_100 : 31966.547951 ∣ critic_nllloss : 26133.847266 ∣ critic_ganloss : -381.115833 ∣ generator_nllloss : 5243.356641 ∣ generator_ganloss : 926.445215 ∣  [  std_z : 0.98  real_sub_fake : 1271.30 ]
[  epoch 0013/0040] 2440/4800, lr:5.0e-05 ∣ avg_100 : 31970.459571 ∣ critic_nllloss : 26272.424023 ∣ critic_ganloss : -422.971210 ∣ generator_nllloss : 5253.148828 ∣ generator_ganloss : 906.700488 ∣  [  std_z : 0.98  real_sub_fake : 1626.73 ]
[  epoch 0013/0040] 2450/4800, lr:5.0e-05 ∣ avg_100 : 31964.228479 ∣ critic_nllloss : 25726.627734 ∣ critic_ganloss : -480.559940 ∣ generator_nllloss : 5228.512109 ∣ generator_ganloss : 897.463574 ∣  [  std_z : 0.99  real_sub_fake : 1586.51 ]
[  epoch 0013/0040] 2460/4800, lr:5.0e-05 ∣ avg_100 : 31966.987212 ∣ critic_nllloss : 26252.066016 ∣ critic_ganloss : -258.711078 ∣ generator_nllloss : 5218.329492 ∣ generator_ganloss : 935.844141 ∣  [  std_z : 0.99  real_sub_fake : 1483.26 ]
[  epoch 0013/0040] 2470/4800, lr:5.0e-05 ∣ avg_100 : 31964.578656 ∣ critic_nllloss : 26076.344141 ∣ critic_ganloss : -328.540982 ∣ generator_nllloss : 5129.795703 ∣ generator_ganloss : 950.436279 ∣  [  std_z : 0.99  real_sub_fake : 1044.40 ]
[  epoch 0013/0040] 2480/4800, lr:5.0e-05 ∣ avg_100 : 31961.694333 ∣ critic_nllloss : 26086.374805 ∣ critic_ganloss : -327.913608 ∣ generator_nllloss : 5190.625586 ∣ generator_ganloss : 960.325488 ∣  [  std_z : 0.99  real_sub_fake : 1134.80 ]
[  epoch 0013/0040] 2490/4800, lr:5.0e-05 ∣ avg_100 : 31955.566922 ∣ critic_nllloss : 25978.870312 ∣ critic_ganloss : -455.935870 ∣ generator_nllloss : 5159.773047 ∣ generator_ganloss : 973.584961 ∣  [  std_z : 0.99  real_sub_fake : 1580.24 ]
[  epoch 0013/0040] 2500/4800, lr:5.0e-05 ∣ avg_100 : 31958.641573 ∣ critic_nllloss : 26231.700000 ∣ critic_ganloss : -460.941373 ∣ generator_nllloss : 5258.403125 ∣ generator_ganloss : 996.671387 ∣  [  std_z : 0.98  real_sub_fake : 1878.70 ]
[  epoch 0013/0040] 2510/4800, lr:5.0e-05 ∣ avg_100 : 31956.033345 ∣ critic_nllloss : 26060.340039 ∣ critic_ganloss : -495.432101 ∣ generator_nllloss : 5178.168750 ∣ generator_ganloss : 1004.558789 ∣     [  std_z : 0.99  real_sub_fake : 1606.25 ]
[  epoch 0013/0040] 2520/4800, lr:5.0e-05 ∣ avg_100 : 31960.691064 ∣ critic_nllloss : 26389.953320 ∣ critic_ganloss : -269.172629 ∣ generator_nllloss : 5247.569141 ∣ generator_ganloss : 984.074121 ∣  [  std_z : 1.00  real_sub_fake : 1537.14 ]
[  epoch 0013/0040] 2530/4800, lr:5.0e-05 ∣ avg_100 : 31964.351119 ∣ critic_nllloss : 26313.924219 ∣ critic_ganloss : -400.397028 ∣ generator_nllloss : 5357.697266 ∣ generator_ganloss : 958.034961 ∣  [  std_z : 0.98  real_sub_fake : 1249.46 ]
[  epoch 0013/0040] 2540/4800, lr:5.0e-05 ∣ avg_100 : 31966.228868 ∣ critic_nllloss : 26279.136719 ∣ critic_ganloss : -307.545297 ∣ generator_nllloss : 5297.383008 ∣ generator_ganloss : 974.262402 ∣  [  std_z : 0.98  real_sub_fake : 1384.96 ]
[  epoch 0013/0040] 2550/4800, lr:5.0e-05 ∣ avg_100 : 31964.974063 ∣ critic_nllloss : 26184.014648 ∣ critic_ganloss : -341.820421 ∣ generator_nllloss : 5250.804492 ∣ generator_ganloss : 995.679199 ∣  [  std_z : 0.98  real_sub_fake : 1184.73 ]
[  epoch 0013/0040] 2560/4800, lr:5.0e-05 ∣ avg_100 : 31966.269572 ∣ critic_nllloss : 26339.847461 ∣ critic_ganloss : -387.765482 ∣ generator_nllloss : 5266.629687 ∣ generator_ganloss : 985.721094 ∣  [  std_z : 0.99  real_sub_fake : 1250.83 ]
[  epoch 0013/0040] 2570/4800, lr:5.0e-05 ∣ avg_100 : 31964.726150 ∣ critic_nllloss : 26175.574805 ∣ critic_ganloss : -353.789810 ∣ generator_nllloss : 5142.026758 ∣ generator_ganloss : 961.091211 ∣  [  std_z : 1.00  real_sub_fake : 1570.84 ]
[  epoch 0013/0040] 2580/4800, lr:5.0e-05 ∣ avg_100 : 31965.386704 ∣ critic_nllloss : 26203.576172 ∣ critic_ganloss : -304.360349 ∣ generator_nllloss : 5173.530078 ∣ generator_ganloss : 973.743115 ∣  [  std_z : 1.00  real_sub_fake : 1241.34 ]
[  epoch 0013/0040] 2590/4800, lr:5.0e-05 ∣ avg_100 : 31963.623184 ∣ critic_nllloss : 26207.760156 ∣ critic_ganloss : -493.340741 ∣ generator_nllloss : 5217.818164 ∣ generator_ganloss : 913.198633 ∣  [  std_z : 0.99  real_sub_fake : 1491.82 ]
[  epoch 0013/0040] 2600/4800, lr:5.0e-05 ∣ avg_100 : 31965.380273 ∣ critic_nllloss : 26099.914062 ∣ critic_ganloss : -371.000287 ∣ generator_nllloss : 5179.451563 ∣ generator_ganloss : 943.033252 ∣  [  std_z : 0.98  real_sub_fake : 1866.39 ]
[  epoch 0013/0040] 2610/4800, lr:5.0e-05 ∣ avg_100 : 31961.815487 ∣ critic_nllloss : 25994.809570 ∣ critic_ganloss : -381.554999 ∣ generator_nllloss : 5126.238281 ∣ generator_ganloss : 940.775098 ∣  [  std_z : 0.98  real_sub_fake : 1391.28 ]
[  epoch 0013/0040] 2620/4800, lr:5.0e-05 ∣ avg_100 : 31959.403349 ∣ critic_nllloss : 26099.151562 ∣ critic_ganloss : -324.489041 ∣ generator_nllloss : 5285.928711 ∣ generator_ganloss : 948.390576 ∣  [  std_z : 0.98  real_sub_fake : 1171.33 ]
[  epoch 0013/0040] 2630/4800, lr:5.0e-05 ∣ avg_100 : 31959.115030 ∣ critic_nllloss : 26215.037500 ∣ critic_ganloss : -330.543448 ∣ generator_nllloss : 5252.468359 ∣ generator_ganloss : 923.773486 ∣  [  std_z : 0.99  real_sub_fake : 1276.36 ]
[  epoch 0013/0040] 2640/4800, lr:5.0e-05 ∣ avg_100 : 31956.183736 ∣ critic_nllloss : 26064.789062 ∣ critic_ganloss : -398.551099 ∣ generator_nllloss : 5239.159766 ∣ generator_ganloss : 929.023145 ∣  [  std_z : 0.99  real_sub_fake : 1360.61 ]
[  epoch 0013/0040] 2650/4800, lr:5.0e-05 ∣ avg_100 : 31957.874731 ∣ critic_nllloss : 26189.593164 ∣ critic_ganloss : -366.233582 ∣ generator_nllloss : 5286.983398 ∣ generator_ganloss : 952.986621 ∣  [  std_z : 0.99  real_sub_fake : 1500.58 ]
[  epoch 0013/0040] 2660/4800, lr:5.0e-05 ∣ avg_100 : 31961.278557 ∣ critic_nllloss : 26183.121094 ∣ critic_ganloss : -372.741928 ∣ generator_nllloss : 5277.797656 ∣ generator_ganloss : 958.645947 ∣  [  std_z : 0.99  real_sub_fake : 1431.61 ]
[  epoch 0013/0040] 2670/4800, lr:5.0e-05 ∣ avg_100 : 31963.879917 ∣ critic_nllloss : 26182.797461 ∣ critic_ganloss : -385.133627 ∣ generator_nllloss : 5324.181836 ∣ generator_ganloss : 968.108496 ∣  [  std_z : 0.98  real_sub_fake : 1433.59 ]
[  epoch 0013/0040] 2680/4800, lr:5.0e-05 ∣ avg_100 : 31961.919458 ∣ critic_nllloss : 26145.038477 ∣ critic_ganloss : -478.887250 ∣ generator_nllloss : 5249.436914 ∣ generator_ganloss : 997.648291 ∣  [  std_z : 0.98  real_sub_fake : 1577.40 ]
[  epoch 0013/0040] 2690/4800, lr:5.0e-05 ∣ avg_100 : 31961.280920 ∣ critic_nllloss : 26107.464844 ∣ critic_ganloss : -481.747589 ∣ generator_nllloss : 5195.320117 ∣ generator_ganloss : 955.368115 ∣  [  std_z : 0.98  real_sub_fake : 1685.22 ]
[  epoch 0013/0040] 2700/4800, lr:5.0e-05 ∣ avg_100 : 31964.645644 ∣ critic_nllloss : 25997.605273 ∣ critic_ganloss : -170.167984 ∣ generator_nllloss : 5316.839063 ∣ generator_ganloss : 1012.958447 ∣     [  std_z : 0.98  real_sub_fake : 1320.59 ]
[  epoch 0013/0040] 2710/4800, lr:5.0e-05 ∣ avg_100 : 31964.758807 ∣ critic_nllloss : 26058.344336 ∣ critic_ganloss : -265.425331 ∣ generator_nllloss : 5182.889063 ∣ generator_ganloss : 996.266895 ∣  [  std_z : 0.98  real_sub_fake : 730.55 ]
[  epoch 0013/0040] 2720/4800, lr:5.0e-05 ∣ avg_100 : 31965.104928 ∣ critic_nllloss : 26019.639844 ∣ critic_ganloss : -288.477313 ∣ generator_nllloss : 5286.630859 ∣ generator_ganloss : 942.075000 ∣  [  std_z : 0.98  real_sub_fake : 1052.82 ]
[  epoch 0013/0040] 2730/4800, lr:5.0e-05 ∣ avg_100 : 31963.290794 ∣ critic_nllloss : 25897.736133 ∣ critic_ganloss : -385.174323 ∣ generator_nllloss : 5182.862500 ∣ generator_ganloss : 946.348486 ∣  [  std_z : 0.98  real_sub_fake : 1351.95 ]
[  epoch 0013/0040] 2740/4800, lr:5.0e-05 ∣ avg_100 : 31961.449556 ∣ critic_nllloss : 26052.335938 ∣ critic_ganloss : -333.772925 ∣ generator_nllloss : 5222.915820 ∣ generator_ganloss : 959.288672 ∣  [  std_z : 0.99  real_sub_fake : 1704.12 ]
[  epoch 0013/0040] 2750/4800, lr:5.0e-05 ∣ avg_100 : 31960.197435 ∣ critic_nllloss : 26074.474219 ∣ critic_ganloss : -333.902379 ∣ generator_nllloss : 5249.208984 ∣ generator_ganloss : 992.243652 ∣  [  std_z : 0.99  real_sub_fake : 1119.70 ]
[  epoch 0013/0040] 2760/4800, lr:5.0e-05 ∣ avg_100 : 31961.811863 ∣ critic_nllloss : 26228.976953 ∣ critic_ganloss : -310.707886 ∣ generator_nllloss : 5317.327344 ∣ generator_ganloss : 950.911963 ∣  [  std_z : 0.99  real_sub_fake : 1116.73 ]
[  epoch 0013/0040] 2770/4800, lr:5.0e-05 ∣ avg_100 : 31961.141415 ∣ critic_nllloss : 26209.667773 ∣ critic_ganloss : -410.091898 ∣ generator_nllloss : 5205.888672 ∣ generator_ganloss : 960.336963 ∣  [  std_z : 0.98  real_sub_fake : 1398.13 ]
[  epoch 0013/0040] 2780/4800, lr:5.0e-05 ∣ avg_100 : 31966.004031 ∣ critic_nllloss : 26439.320703 ∣ critic_ganloss : -365.265848 ∣ generator_nllloss : 5232.072070 ∣ generator_ganloss : 1000.664014 ∣     [  std_z : 0.98  real_sub_fake : 1466.40 ]
[  epoch 0013/0040] 2790/4800, lr:5.0e-05 ∣ avg_100 : 31963.170211 ∣ critic_nllloss : 26027.215820 ∣ critic_ganloss : -364.661179 ∣ generator_nllloss : 5222.002148 ∣ generator_ganloss : 978.659424 ∣  [  std_z : 0.98  real_sub_fake : 1514.01 ]
[  epoch 0013/0040] 2800/4800, lr:5.0e-05 ∣ avg_100 : 31959.758343 ∣ critic_nllloss : 26039.543359 ∣ critic_ganloss : -393.623727 ∣ generator_nllloss : 5162.010352 ∣ generator_ganloss : 971.795898 ∣  [  std_z : 0.99  real_sub_fake : 1513.66 ]
[  epoch 0013/0040] 2810/4800, lr:5.0e-05 ∣ avg_100 : 31959.716259 ∣ critic_nllloss : 26247.649219 ∣ critic_ganloss : -498.756253 ∣ generator_nllloss : 5239.720312 ∣ generator_ganloss : 949.370117 ∣  [  std_z : 1.00  real_sub_fake : 1608.54 ]
[  epoch 0013/0040] 2820/4800, lr:5.0e-05 ∣ avg_100 : 31959.083796 ∣ critic_nllloss : 26241.230859 ∣ critic_ganloss : -473.958624 ∣ generator_nllloss : 5239.534766 ∣ generator_ganloss : 973.876562 ∣  [  std_z : 1.00  real_sub_fake : 1930.64 ]
[  epoch 0013/0040] 2830/4800, lr:5.0e-05 ∣ avg_100 : 31964.088293 ∣ critic_nllloss : 26057.100586 ∣ critic_ganloss : -365.071326 ∣ generator_nllloss : 5285.368359 ∣ generator_ganloss : 1001.368701 ∣     [  std_z : 0.98  real_sub_fake : 1620.37 ]
[  epoch 0013/0040] 2840/4800, lr:5.0e-05 ∣ avg_100 : 31966.294872 ∣ critic_nllloss : 26216.959570 ∣ critic_ganloss : -299.979901 ∣ generator_nllloss : 5315.200000 ∣ generator_ganloss : 994.864209 ∣  [  std_z : 0.98  real_sub_fake : 1151.11 ]
[  epoch 0013/0040] 2850/4800, lr:5.0e-05 ∣ avg_100 : 31965.385087 ∣ critic_nllloss : 25978.008789 ∣ critic_ganloss : -386.852655 ∣ generator_nllloss : 5148.869922 ∣ generator_ganloss : 947.647510 ∣  [  std_z : 0.99  real_sub_fake : 1180.87 ]
[  epoch 0013/0040] 2860/4800, lr:5.0e-05 ∣ avg_100 : 31965.910832 ∣ critic_nllloss : 26064.295898 ∣ critic_ganloss : -397.279193 ∣ generator_nllloss : 5239.385742 ∣ generator_ganloss : 967.304639 ∣  [  std_z : 0.99  real_sub_fake : 1704.36 ]
[  epoch 0013/0040] 2870/4800, lr:5.0e-05 ∣ avg_100 : 31969.188636 ∣ critic_nllloss : 26199.365430 ∣ critic_ganloss : -255.450757 ∣ generator_nllloss : 5187.201563 ∣ generator_ganloss : 976.435449 ∣  [  std_z : 0.98  real_sub_fake : 1153.14 ]
[  epoch 0013/0040] 2880/4800, lr:5.0e-05 ∣ avg_100 : 31973.966004 ∣ critic_nllloss : 26288.441992 ∣ critic_ganloss : -289.052969 ∣ generator_nllloss : 5258.466602 ∣ generator_ganloss : 951.540918 ∣  [  std_z : 0.99  real_sub_fake : 1248.30 ]
[  epoch 0013/0040] 2890/4800, lr:5.0e-05 ∣ avg_100 : 31977.060669 ∣ critic_nllloss : 26308.145898 ∣ critic_ganloss : -293.403366 ∣ generator_nllloss : 5204.197070 ∣ generator_ganloss : 958.345068 ∣  [  std_z : 0.98  real_sub_fake : 1048.93 ]
[  epoch 0013/0040] 2900/4800, lr:5.0e-05 ∣ avg_100 : 31980.194480 ∣ critic_nllloss : 26196.008594 ∣ critic_ganloss : -364.316995 ∣ generator_nllloss : 5268.159766 ∣ generator_ganloss : 947.323437 ∣  [  std_z : 0.99  real_sub_fake : 1207.64 ]
[  epoch 0013/0040] 2910/4800, lr:5.0e-05 ∣ avg_100 : 31979.897211 ∣ critic_nllloss : 26065.916406 ∣ critic_ganloss : -224.565680 ∣ generator_nllloss : 5258.995898 ∣ generator_ganloss : 975.979639 ∣  [  std_z : 0.99  real_sub_fake : 1127.02 ]
[  epoch 0013/0040] 2920/4800, lr:5.0e-05 ∣ avg_100 : 31982.487690 ∣ critic_nllloss : 26385.148828 ∣ critic_ganloss : -339.779959 ∣ generator_nllloss : 5214.775391 ∣ generator_ganloss : 948.579004 ∣  [  std_z : 0.99  real_sub_fake : 1125.02 ]
[  epoch 0013/0040] 2930/4800, lr:5.0e-05 ∣ avg_100 : 31984.748871 ∣ critic_nllloss : 26186.312891 ∣ critic_ganloss : -351.046579 ∣ generator_nllloss : 5315.632422 ∣ generator_ganloss : 976.520898 ∣  [  std_z : 0.99  real_sub_fake : 1143.25 ]
[  epoch 0013/0040] 2940/4800, lr:5.0e-05 ∣ avg_100 : 31983.358039 ∣ critic_nllloss : 26049.003125 ∣ critic_ganloss : -447.125272 ∣ generator_nllloss : 5168.938477 ∣ generator_ganloss : 958.175146 ∣  [  std_z : 1.00  real_sub_fake : 1426.67 ]
[  epoch 0013/0040] 2950/4800, lr:5.0e-05 ∣ avg_100 : 31985.438963 ∣ critic_nllloss : 26296.964453 ∣ critic_ganloss : -266.737833 ∣ generator_nllloss : 5229.918359 ∣ generator_ganloss : 1023.381738 ∣     [  std_z : 0.99  real_sub_fake : 1493.54 ]
[  epoch 0013/0040] 2960/4800, lr:5.0e-05 ∣ avg_100 : 31987.094829 ∣ critic_nllloss : 26200.475391 ∣ critic_ganloss : -322.021770 ∣ generator_nllloss : 5267.117773 ∣ generator_ganloss : 987.815771 ∣  [  std_z : 0.99  real_sub_fake : 1152.62 ]
[  epoch 0013/0040] 2970/4800, lr:5.0e-05 ∣ avg_100 : 31988.886939 ∣ critic_nllloss : 26212.765820 ∣ critic_ganloss : -341.321495 ∣ generator_nllloss : 5259.357031 ∣ generator_ganloss : 1010.144873 ∣     [  std_z : 0.99  real_sub_fake : 1102.25 ]
[  epoch 0013/0040] 2980/4800, lr:5.0e-05 ∣ avg_100 : 31988.530072 ∣ critic_nllloss : 26075.993359 ∣ critic_ganloss : -294.276733 ∣ generator_nllloss : 5295.792578 ∣ generator_ganloss : 1019.906689 ∣     [  std_z : 0.99  real_sub_fake : 1209.53 ]
[  epoch 0013/0040] 2990/4800, lr:5.0e-05 ∣ avg_100 : 31989.614885 ∣ critic_nllloss : 26366.125781 ∣ critic_ganloss : -321.892947 ∣ generator_nllloss : 5209.141406 ∣ generator_ganloss : 990.819043 ∣  [  std_z : 0.99  real_sub_fake : 1269.18 ]
[  epoch 0013/0040] 3000/4800, lr:5.0e-05 ∣ avg_100 : 31989.117133 ∣ critic_nllloss : 26238.454297 ∣ critic_ganloss : -404.191315 ∣ generator_nllloss : 5195.239648 ∣ generator_ganloss : 1014.627002 ∣     [  std_z : 0.99  real_sub_fake : 1310.19 ]
[  epoch 0013/0040] 3010/4800, lr:5.0e-05 ∣ avg_100 : 31990.092868 ∣ critic_nllloss : 26200.211523 ∣ critic_ganloss : -376.312265 ∣ generator_nllloss : 5332.879297 ∣ generator_ganloss : 1020.297705 ∣     [  std_z : 0.98  real_sub_fake : 1533.29 ]
[  epoch 0013/0040] 3020/4800, lr:5.0e-05 ∣ avg_100 : 31990.664763 ∣ critic_nllloss : 26422.354102 ∣ critic_ganloss : -331.720126 ∣ generator_nllloss : 5244.843750 ∣ generator_ganloss : 965.582959 ∣  [  std_z : 0.99  real_sub_fake : 1405.56 ]
[  epoch 0013/0040] 3030/4800, lr:5.0e-05 ∣ avg_100 : 31989.124057 ∣ critic_nllloss : 26158.467187 ∣ critic_ganloss : -419.010175 ∣ generator_nllloss : 5254.958203 ∣ generator_ganloss : 920.650000 ∣  [  std_z : 0.98  real_sub_fake : 1458.79 ]
[  epoch 0013/0040] 3040/4800, lr:5.0e-05 ∣ avg_100 : 31988.371542 ∣ critic_nllloss : 26309.338672 ∣ critic_ganloss : -371.132666 ∣ generator_nllloss : 5295.389844 ∣ generator_ganloss : 934.807373 ∣  [  std_z : 0.99  real_sub_fake : 1400.91 ]
[  epoch 0013/0040] 3050/4800, lr:5.0e-05 ∣ avg_100 : 31987.647285 ∣ critic_nllloss : 26094.271484 ∣ critic_ganloss : -385.625684 ∣ generator_nllloss : 5182.022461 ∣ generator_ganloss : 930.465234 ∣  [  std_z : 0.99  real_sub_fake : 1488.76 ]
[  epoch 0013/0040] 3060/4800, lr:5.0e-05 ∣ avg_100 : 31985.379195 ∣ critic_nllloss : 25982.760742 ∣ critic_ganloss : -409.547461 ∣ generator_nllloss : 5227.309570 ∣ generator_ganloss : 944.751172 ∣  [  std_z : 1.00  real_sub_fake : 1443.06 ]
[  epoch 0013/0040] 3070/4800, lr:5.0e-05 ∣ avg_100 : 31985.523481 ∣ critic_nllloss : 26384.241406 ∣ critic_ganloss : -431.400098 ∣ generator_nllloss : 5264.560742 ∣ generator_ganloss : 950.631982 ∣  [  std_z : 1.00  real_sub_fake : 1771.31 ]
[  epoch 0013/0040] 3080/4800, lr:5.0e-05 ∣ avg_100 : 31989.069534 ∣ critic_nllloss : 26412.213867 ∣ critic_ganloss : -326.880957 ∣ generator_nllloss : 5264.065625 ∣ generator_ganloss : 977.418066 ∣  [  std_z : 0.99  real_sub_fake : 1655.80 ]
[  epoch 0013/0040] 3090/4800, lr:5.0e-05 ∣ avg_100 : 31988.835663 ∣ critic_nllloss : 26013.040039 ∣ critic_ganloss : -212.056357 ∣ generator_nllloss : 5151.930469 ∣ generator_ganloss : 1004.391309 ∣     [  std_z : 0.98  real_sub_fake : 895.94 ]
[  epoch 0013/0040] 3100/4800, lr:5.0e-05 ∣ avg_100 : 31988.755054 ∣ critic_nllloss : 26094.620312 ∣ critic_ganloss : -265.762537 ∣ generator_nllloss : 5198.271484 ∣ generator_ganloss : 984.084326 ∣  [  std_z : 0.99  real_sub_fake : 787.23 ]
[  epoch 0013/0040] 3110/4800, lr:5.0e-05 ∣ avg_100 : 31992.543728 ∣ critic_nllloss : 26493.176172 ∣ critic_ganloss : -387.150317 ∣ generator_nllloss : 5287.625391 ∣ generator_ganloss : 954.066309 ∣  [  std_z : 1.01  real_sub_fake : 1235.73 ]
[  epoch 0013/0040] 3120/4800, lr:5.0e-05 ∣ avg_100 : 31990.420914 ∣ critic_nllloss : 25938.555469 ∣ critic_ganloss : -324.685275 ∣ generator_nllloss : 5220.396875 ∣ generator_ganloss : 948.543164 ∣  [  std_z : 1.00  real_sub_fake : 1388.92 ]
[  epoch 0013/0040] 3130/4800, lr:5.0e-05 ∣ avg_100 : 31989.712310 ∣ critic_nllloss : 26081.310547 ∣ critic_ganloss : -372.179724 ∣ generator_nllloss : 5150.071875 ∣ generator_ganloss : 972.388281 ∣  [  std_z : 0.98  real_sub_fake : 1348.19 ]
[  epoch 0013/0040] 3140/4800, lr:5.0e-05 ∣ avg_100 : 31988.513563 ∣ critic_nllloss : 26046.559961 ∣ critic_ganloss : -320.623016 ∣ generator_nllloss : 5085.369141 ∣ generator_ganloss : 963.423633 ∣  [  std_z : 0.98  real_sub_fake : 1298.15 ]
[  epoch 0013/0040] 3150/4800, lr:5.0e-05 ∣ avg_100 : 31993.384294 ∣ critic_nllloss : 26199.088086 ∣ critic_ganloss : -363.842072 ∣ generator_nllloss : 5242.267969 ∣ generator_ganloss : 942.171924 ∣  [  std_z : 0.99  real_sub_fake : 1452.89 ]
[  epoch 0013/0040] 3160/4800, lr:5.0e-05 ∣ avg_100 : 31993.205148 ∣ critic_nllloss : 26121.714062 ∣ critic_ganloss : -313.114047 ∣ generator_nllloss : 5262.371875 ∣ generator_ganloss : 952.004199 ∣  [  std_z : 1.00  real_sub_fake : 1436.76 ]
[  epoch 0013/0040] 3170/4800, lr:5.0e-05 ∣ avg_100 : 31994.121060 ∣ critic_nllloss : 26048.732812 ∣ critic_ganloss : -400.699487 ∣ generator_nllloss : 5198.152734 ∣ generator_ganloss : 927.805957 ∣  [  std_z : 0.99  real_sub_fake : 1146.69 ]
[  epoch 0013/0040] 3180/4800, lr:5.0e-05 ∣ avg_100 : 31995.951165 ∣ critic_nllloss : 26229.984375 ∣ critic_ganloss : -362.666928 ∣ generator_nllloss : 5252.128711 ∣ generator_ganloss : 896.565088 ∣  [  std_z : 0.98  real_sub_fake : 1390.71 ]
[  epoch 0013/0040] 3190/4800, lr:5.0e-05 ∣ avg_100 : 31997.178917 ∣ critic_nllloss : 26277.047656 ∣ critic_ganloss : -360.633292 ∣ generator_nllloss : 5347.641797 ∣ generator_ganloss : 919.660742 ∣  [  std_z : 0.98  real_sub_fake : 1376.90 ]
[  epoch 0013/0040] 3200/4800, lr:5.0e-05 ∣ avg_100 : 31994.347504 ∣ critic_nllloss : 26106.005664 ∣ critic_ganloss : -423.702304 ∣ generator_nllloss : 5331.105078 ∣ generator_ganloss : 942.522119 ∣  [  std_z : 0.98  real_sub_fake : 1594.67 ]
[  epoch 0013/0040] 3210/4800, lr:5.0e-05 ∣ avg_100 : 31997.822673 ∣ critic_nllloss : 26361.202930 ∣ critic_ganloss : -393.495383 ∣ generator_nllloss : 5303.199805 ∣ generator_ganloss : 933.127051 ∣  [  std_z : 0.99  real_sub_fake : 1455.37 ]
[  epoch 0013/0040] 3220/4800, lr:5.0e-05 ∣ avg_100 : 31995.485515 ∣ critic_nllloss : 26035.474414 ∣ critic_ganloss : -395.656299 ∣ generator_nllloss : 5219.713477 ∣ generator_ganloss : 946.774268 ∣  [  std_z : 0.98  real_sub_fake : 1407.71 ]
[  epoch 0013/0040] 3230/4800, lr:5.0e-05 ∣ avg_100 : 31995.243440 ∣ critic_nllloss : 26117.838086 ∣ critic_ganloss : -278.185379 ∣ generator_nllloss : 5226.891211 ∣ generator_ganloss : 946.034717 ∣  [  std_z : 0.98  real_sub_fake : 1636.92 ]
[  epoch 0013/0040] 3240/4800, lr:5.0e-05 ∣ avg_100 : 32001.297013 ∣ critic_nllloss : 26348.610547 ∣ critic_ganloss : -357.976071 ∣ generator_nllloss : 5247.586719 ∣ generator_ganloss : 999.786035 ∣  [  std_z : 0.99  real_sub_fake : 1061.71 ]
[  epoch 0013/0040] 3250/4800, lr:5.0e-05 ∣ avg_100 : 32003.141130 ∣ critic_nllloss : 26272.066797 ∣ critic_ganloss : -294.209729 ∣ generator_nllloss : 5221.515820 ∣ generator_ganloss : 982.702295 ∣  [  std_z : 1.01  real_sub_fake : 1162.72 ]
[  epoch 0013/0040] 3260/4800, lr:5.0e-05 ∣ avg_100 : 32004.738811 ∣ critic_nllloss : 26323.966602 ∣ critic_ganloss : -342.920419 ∣ generator_nllloss : 5295.522070 ∣ generator_ganloss : 931.171094 ∣  [  std_z : 1.00  real_sub_fake : 1325.39 ]
[  epoch 0013/0040] 3270/4800, lr:5.0e-05 ∣ avg_100 : 32006.885117 ∣ critic_nllloss : 26247.079297 ∣ critic_ganloss : -287.393944 ∣ generator_nllloss : 5221.568164 ∣ generator_ganloss : 932.736816 ∣  [  std_z : 0.99  real_sub_fake : 1283.37 ]
[  epoch 0013/0040] 3280/4800, lr:5.0e-05 ∣ avg_100 : 32012.057615 ∣ critic_nllloss : 26328.901953 ∣ critic_ganloss : -349.214688 ∣ generator_nllloss : 5353.671289 ∣ generator_ganloss : 910.444336 ∣  [  std_z : 0.98  real_sub_fake : 1007.24 ]
[  epoch 0013/0040] 3290/4800, lr:5.0e-05 ∣ avg_100 : 32009.517973 ∣ critic_nllloss : 26215.625000 ∣ critic_ganloss : -405.365585 ∣ generator_nllloss : 5279.971289 ∣ generator_ganloss : 915.602930 ∣  [  std_z : 0.99  real_sub_fake : 1347.98 ]
[  epoch 0013/0040] 3300/4800, lr:5.0e-05 ∣ avg_100 : 32008.417166 ∣ critic_nllloss : 26199.672070 ∣ critic_ganloss : -428.185681 ∣ generator_nllloss : 5211.445703 ∣ generator_ganloss : 962.710840 ∣  [  std_z : 0.99  real_sub_fake : 1729.64 ]
[  epoch 0013/0040] 3310/4800, lr:5.0e-05 ∣ avg_100 : 32007.049574 ∣ critic_nllloss : 26066.925000 ∣ critic_ganloss : -337.761691 ∣ generator_nllloss : 5203.147070 ∣ generator_ganloss : 1005.210547 ∣     [  std_z : 1.00  real_sub_fake : 1345.16 ]
[  epoch 0013/0040] 3320/4800, lr:5.0e-05 ∣ avg_100 : 32011.723373 ∣ critic_nllloss : 26287.308203 ∣ critic_ganloss : -368.202545 ∣ generator_nllloss : 5269.633984 ∣ generator_ganloss : 965.861182 ∣  [  std_z : 0.99  real_sub_fake : 1424.91 ]
[  epoch 0013/0040] 3330/4800, lr:5.0e-05 ∣ avg_100 : 32010.918260 ∣ critic_nllloss : 25911.267578 ∣ critic_ganloss : -251.297766 ∣ generator_nllloss : 5183.730078 ∣ generator_ganloss : 996.973047 ∣  [  std_z : 0.98  real_sub_fake : 1046.70 ]
[  epoch 0013/0040] 3340/4800, lr:5.0e-05 ∣ avg_100 : 32010.491200 ∣ critic_nllloss : 26125.133789 ∣ critic_ganloss : -306.281451 ∣ generator_nllloss : 5176.295117 ∣ generator_ganloss : 972.600732 ∣  [  std_z : 0.98  real_sub_fake : 930.62 ]
[  epoch 0013/0040] 3350/4800, lr:5.0e-05 ∣ avg_100 : 32011.452517 ∣ critic_nllloss : 26268.130664 ∣ critic_ganloss : -377.932864 ∣ generator_nllloss : 5261.262500 ∣ generator_ganloss : 981.656348 ∣  [  std_z : 1.00  real_sub_fake : 1334.77 ]
[  epoch 0013/0040] 3360/4800, lr:5.0e-05 ∣ avg_100 : 32012.892019 ∣ critic_nllloss : 26272.854883 ∣ critic_ganloss : -324.196277 ∣ generator_nllloss : 5319.595312 ∣ generator_ganloss : 1021.236328 ∣     [  std_z : 0.99  real_sub_fake : 1243.94 ]
[  epoch 0013/0040] 3370/4800, lr:5.0e-05 ∣ avg_100 : 32015.182793 ∣ critic_nllloss : 26280.757812 ∣ critic_ganloss : -310.824738 ∣ generator_nllloss : 5153.758203 ∣ generator_ganloss : 985.034277 ∣  [  std_z : 0.98  real_sub_fake : 1293.70 ]
[  epoch 0013/0040] 3380/4800, lr:5.0e-05 ∣ avg_100 : 32015.305895 ∣ critic_nllloss : 26147.049023 ∣ critic_ganloss : -360.720305 ∣ generator_nllloss : 5250.534766 ∣ generator_ganloss : 974.467822 ∣  [  std_z : 0.98  real_sub_fake : 1312.12 ]
[  epoch 0013/0040] 3390/4800, lr:5.0e-05 ∣ avg_100 : 32016.079670 ∣ critic_nllloss : 26217.379297 ∣ critic_ganloss : -421.672580 ∣ generator_nllloss : 5252.667969 ∣ generator_ganloss : 951.736426 ∣  [  std_z : 0.99  real_sub_fake : 1480.53 ]
[  epoch 0013/0040] 3400/4800, lr:5.0e-05 ∣ avg_100 : 32020.187006 ∣ critic_nllloss : 26407.557422 ∣ critic_ganloss : -316.522620 ∣ generator_nllloss : 5280.338867 ∣ generator_ganloss : 954.492529 ∣  [  std_z : 1.00  real_sub_fake : 1585.29 ]
[  epoch 0013/0040] 3410/4800, lr:5.0e-05 ∣ avg_100 : 32018.640790 ∣ critic_nllloss : 26207.808008 ∣ critic_ganloss : -381.408182 ∣ generator_nllloss : 5258.199219 ∣ generator_ganloss : 927.618115 ∣  [  std_z : 1.00  real_sub_fake : 1271.72 ]
[  epoch 0013/0040] 3420/4800, lr:5.0e-05 ∣ avg_100 : 32019.032209 ∣ critic_nllloss : 26096.909961 ∣ critic_ganloss : -320.902505 ∣ generator_nllloss : 5232.007031 ∣ generator_ganloss : 946.111523 ∣  [  std_z : 0.98  real_sub_fake : 1355.37 ]
[  epoch 0013/0040] 3430/4800, lr:5.0e-05 ∣ avg_100 : 32020.758459 ∣ critic_nllloss : 26229.689453 ∣ critic_ganloss : -352.047144 ∣ generator_nllloss : 5250.186914 ∣ generator_ganloss : 967.329102 ∣  [  std_z : 0.97  real_sub_fake : 1307.47 ]
[  epoch 0013/0040] 3440/4800, lr:5.0e-05 ∣ avg_100 : 32018.578042 ∣ critic_nllloss : 25978.669336 ∣ critic_ganloss : -384.257196 ∣ generator_nllloss : 5224.782422 ∣ generator_ganloss : 972.065869 ∣  [  std_z : 0.98  real_sub_fake : 1293.23 ]
[  epoch 0013/0040] 3450/4800, lr:5.0e-05 ∣ avg_100 : 32024.500719 ∣ critic_nllloss : 26010.818750 ∣ critic_ganloss : -261.200993 ∣ generator_nllloss : 5226.878320 ∣ generator_ganloss : 987.815137 ∣  [  std_z : 0.99  real_sub_fake : 1208.96 ]
[  epoch 0013/0040] 3460/4800, lr:5.0e-05 ∣ avg_100 : 32025.718839 ∣ critic_nllloss : 26203.372266 ∣ critic_ganloss : -118.734631 ∣ generator_nllloss : 5216.628711 ∣ generator_ganloss : 968.074219 ∣  [  std_z : 1.01  real_sub_fake : 761.45 ]
[  epoch 0013/0040] 3470/4800, lr:5.0e-05 ∣ avg_100 : 32029.184782 ∣ critic_nllloss : 26268.970117 ∣ critic_ganloss : -247.034650 ∣ generator_nllloss : 5191.151172 ∣ generator_ganloss : 961.542773 ∣  [  std_z : 1.01  real_sub_fake : 698.37 ]
[  epoch 0013/0040] 3480/4800, lr:5.0e-05 ∣ avg_100 : 32031.183815 ∣ critic_nllloss : 26227.902148 ∣ critic_ganloss : -337.583646 ∣ generator_nllloss : 5266.939062 ∣ generator_ganloss : 952.058008 ∣  [  std_z : 0.99  real_sub_fake : 965.22 ]
[  epoch 0013/0040] 3490/4800, lr:5.0e-05 ∣ avg_100 : 32034.026321 ∣ critic_nllloss : 26149.790039 ∣ critic_ganloss : -354.394531 ∣ generator_nllloss : 5217.002734 ∣ generator_ganloss : 928.144824 ∣  [  std_z : 0.98  real_sub_fake : 1350.04 ]
[  epoch 0013/0040] 3500/4800, lr:5.0e-05 ∣ avg_100 : 32030.018468 ∣ critic_nllloss : 25911.780469 ∣ critic_ganloss : -399.495831 ∣ generator_nllloss : 5158.009766 ∣ generator_ganloss : 954.753418 ∣  [  std_z : 0.97  real_sub_fake : 1532.61 ]
[  epoch 0013/0040] 3510/4800, lr:5.0e-05 ∣ avg_100 : 32033.940555 ∣ critic_nllloss : 26122.811914 ∣ critic_ganloss : -259.172546 ∣ generator_nllloss : 5262.759766 ∣ generator_ganloss : 1013.445020 ∣     [  std_z : 0.98  real_sub_fake : 1219.09 ]
[  epoch 0013/0040] 3520/4800, lr:5.0e-05 ∣ avg_100 : 32033.745949 ∣ critic_nllloss : 26304.488867 ∣ critic_ganloss : -332.188092 ∣ generator_nllloss : 5348.252344 ∣ generator_ganloss : 1012.410254 ∣     [  std_z : 0.99  real_sub_fake : 1004.32 ]
[  epoch 0013/0040] 3530/4800, lr:5.0e-05 ∣ avg_100 : 32035.192498 ∣ critic_nllloss : 26257.483789 ∣ critic_ganloss : -206.545712 ∣ generator_nllloss : 5326.734961 ∣ generator_ganloss : 996.241309 ∣  [  std_z : 0.99  real_sub_fake : 1255.39 ]
[  epoch 0013/0040] 3540/4800, lr:5.0e-05 ∣ avg_100 : 32033.426519 ∣ critic_nllloss : 26129.471484 ∣ critic_ganloss : -320.404333 ∣ generator_nllloss : 5249.688477 ∣ generator_ganloss : 1007.883301 ∣     [  std_z : 0.98  real_sub_fake : 1014.72 ]
[  epoch 0013/0040] 3550/4800, lr:5.0e-05 ∣ avg_100 : 32033.955376 ∣ critic_nllloss : 26213.012109 ∣ critic_ganloss : -321.814276 ∣ generator_nllloss : 5269.136328 ∣ generator_ganloss : 981.229492 ∣  [  std_z : 0.98  real_sub_fake : 1178.19 ]
[  epoch 0013/0040] 3560/4800, lr:5.0e-05 ∣ avg_100 : 32030.403953 ∣ critic_nllloss : 26074.538672 ∣ critic_ganloss : -354.580621 ∣ generator_nllloss : 5154.753516 ∣ generator_ganloss : 974.578857 ∣  [  std_z : 0.99  real_sub_fake : 1304.85 ]
[  epoch 0013/0040] 3570/4800, lr:5.0e-05 ∣ avg_100 : 32032.211744 ∣ critic_nllloss : 26316.990430 ∣ critic_ganloss : -384.554523 ∣ generator_nllloss : 5212.161133 ∣ generator_ganloss : 961.085059 ∣  [  std_z : 1.00  real_sub_fake : 1612.90 ]
[  epoch 0013/0040] 3580/4800, lr:5.0e-05 ∣ avg_100 : 32027.562300 ∣ critic_nllloss : 25907.958789 ∣ critic_ganloss : -435.236432 ∣ generator_nllloss : 5142.082227 ∣ generator_ganloss : 966.739990 ∣  [  std_z : 1.00  real_sub_fake : 1393.75 ]
[  epoch 0013/0040] 3590/4800, lr:5.0e-05 ∣ avg_100 : 32030.177388 ∣ critic_nllloss : 26286.670312 ∣ critic_ganloss : -361.818723 ∣ generator_nllloss : 5225.192773 ∣ generator_ganloss : 956.900684 ∣  [  std_z : 1.00  real_sub_fake : 1418.80 ]
[  epoch 0013/0040] 3600/4800, lr:5.0e-05 ∣ avg_100 : 32030.455471 ∣ critic_nllloss : 26017.891406 ∣ critic_ganloss : -279.832007 ∣ generator_nllloss : 5175.719141 ∣ generator_ganloss : 965.428271 ∣  [  std_z : 0.99  real_sub_fake : 1298.80 ]
[  epoch 0013/0040] 3610/4800, lr:5.0e-05 ∣ avg_100 : 32035.075244 ∣ critic_nllloss : 26285.213477 ∣ critic_ganloss : -337.541315 ∣ generator_nllloss : 5215.862500 ∣ generator_ganloss : 978.710596 ∣  [  std_z : 0.99  real_sub_fake : 1228.61 ]
[  epoch 0013/0040] 3620/4800, lr:5.0e-05 ∣ avg_100 : 32035.937539 ∣ critic_nllloss : 26204.806250 ∣ critic_ganloss : -315.226691 ∣ generator_nllloss : 5246.568945 ∣ generator_ganloss : 959.062793 ∣  [  std_z : 0.99  real_sub_fake : 1328.51 ]
[  epoch 0013/0040] 3630/4800, lr:5.0e-05 ∣ avg_100 : 32034.590637 ∣ critic_nllloss : 26193.699023 ∣ critic_ganloss : -451.021451 ∣ generator_nllloss : 5225.543750 ∣ generator_ganloss : 957.824463 ∣  [  std_z : 0.99  real_sub_fake : 1341.37 ]
[  epoch 0013/0040] 3640/4800, lr:5.0e-05 ∣ avg_100 : 32033.089665 ∣ critic_nllloss : 26087.190234 ∣ critic_ganloss : -487.213419 ∣ generator_nllloss : 5131.210742 ∣ generator_ganloss : 953.136035 ∣  [  std_z : 0.99  real_sub_fake : 1768.57 ]
[  epoch 0013/0040] 3650/4800, lr:5.0e-05 ∣ avg_100 : 32034.407385 ∣ critic_nllloss : 26388.228320 ∣ critic_ganloss : -375.911246 ∣ generator_nllloss : 5232.676172 ∣ generator_ganloss : 950.108398 ∣  [  std_z : 0.99  real_sub_fake : 1887.59 ]
[  epoch 0013/0040] 3660/4800, lr:5.0e-05 ∣ avg_100 : 32029.869864 ∣ critic_nllloss : 25837.959961 ∣ critic_ganloss : -367.111508 ∣ generator_nllloss : 5146.426172 ∣ generator_ganloss : 975.796045 ∣  [  std_z : 0.99  real_sub_fake : 1221.13 ]
[  epoch 0013/0040] 3670/4800, lr:5.0e-05 ∣ avg_100 : 32028.894821 ∣ critic_nllloss : 26119.263086 ∣ critic_ganloss : -332.573813 ∣ generator_nllloss : 5255.217383 ∣ generator_ganloss : 950.543164 ∣  [  std_z : 0.99  real_sub_fake : 1383.45 ]
[  epoch 0013/0040] 3680/4800, lr:5.0e-05 ∣ avg_100 : 32030.238794 ∣ critic_nllloss : 26180.179883 ∣ critic_ganloss : -358.323959 ∣ generator_nllloss : 5275.610547 ∣ generator_ganloss : 950.167334 ∣  [  std_z : 1.00  real_sub_fake : 1299.97 ]
[  epoch 0013/0040] 3690/4800, lr:5.0e-05 ∣ avg_100 : 32033.666339 ∣ critic_nllloss : 26246.655664 ∣ critic_ganloss : -362.884045 ∣ generator_nllloss : 5288.658203 ∣ generator_ganloss : 946.730127 ∣  [  std_z : 0.99  real_sub_fake : 1409.25 ]
[  epoch 0013/0040] 3700/4800, lr:5.0e-05 ∣ avg_100 : 32031.530501 ∣ critic_nllloss : 26114.783984 ∣ critic_ganloss : -395.038068 ∣ generator_nllloss : 5269.495703 ∣ generator_ganloss : 954.409375 ∣  [  std_z : 0.99  real_sub_fake : 1571.10 ]
[  epoch 0013/0040] 3710/4800, lr:5.0e-05 ∣ avg_100 : 32032.222697 ∣ critic_nllloss : 26258.093750 ∣ critic_ganloss : -431.641653 ∣ generator_nllloss : 5269.991797 ∣ generator_ganloss : 944.850684 ∣  [  std_z : 0.99  real_sub_fake : 1553.24 ]
[  epoch 0013/0040] 3720/4800, lr:5.0e-05 ∣ avg_100 : 32031.225163 ∣ critic_nllloss : 26078.269531 ∣ critic_ganloss : -398.541595 ∣ generator_nllloss : 5222.552148 ∣ generator_ganloss : 957.834863 ∣  [  std_z : 0.99  real_sub_fake : 1620.09 ]
[  epoch 0013/0040] 3730/4800, lr:5.0e-05 ∣ avg_100 : 32036.266227 ∣ critic_nllloss : 26326.307617 ∣ critic_ganloss : -380.559827 ∣ generator_nllloss : 5272.257031 ∣ generator_ganloss : 927.874414 ∣  [  std_z : 0.99  real_sub_fake : 1488.34 ]
[  epoch 0013/0040] 3740/4800, lr:5.0e-05 ∣ avg_100 : 32037.582374 ∣ critic_nllloss : 26162.672461 ∣ critic_ganloss : -332.148047 ∣ generator_nllloss : 5188.915039 ∣ generator_ganloss : 1012.942725 ∣     [  std_z : 0.99  real_sub_fake : 1232.05 ]
[  epoch 0013/0040] 3750/4800, lr:5.0e-05 ∣ avg_100 : 32038.296722 ∣ critic_nllloss : 26150.571289 ∣ critic_ganloss : -323.912416 ∣ generator_nllloss : 5245.904883 ∣ generator_ganloss : 980.895557 ∣  [  std_z : 0.98  real_sub_fake : 1387.84 ]
[  epoch 0013/0040] 3760/4800, lr:5.0e-05 ∣ avg_100 : 32034.815222 ∣ critic_nllloss : 26105.599023 ∣ critic_ganloss : -379.471039 ∣ generator_nllloss : 5143.911719 ∣ generator_ganloss : 968.318701 ∣  [  std_z : 0.99  real_sub_fake : 1299.32 ]
[  epoch 0013/0040] 3770/4800, lr:5.0e-05 ∣ avg_100 : 32033.118652 ∣ critic_nllloss : 25950.953711 ∣ critic_ganloss : -312.391501 ∣ generator_nllloss : 5192.341406 ∣ generator_ganloss : 965.240820 ∣  [  std_z : 0.98  real_sub_fake : 1241.21 ]
[  epoch 0013/0040] 3780/4800, lr:5.0e-05 ∣ avg_100 : 32029.011657 ∣ critic_nllloss : 26022.253125 ∣ critic_ganloss : -356.496252 ∣ generator_nllloss : 5265.366602 ∣ generator_ganloss : 964.967969 ∣  [  std_z : 0.99  real_sub_fake : 1285.40 ]
[  epoch 0013/0040] 3790/4800, lr:5.0e-05 ∣ avg_100 : 32030.564973 ∣ critic_nllloss : 26115.796680 ∣ critic_ganloss : -295.844861 ∣ generator_nllloss : 5222.691016 ∣ generator_ganloss : 975.905029 ∣  [  std_z : 1.00  real_sub_fake : 1181.59 ]
[  epoch 0013/0040] 3800/4800, lr:5.0e-05 ∣ avg_100 : 32031.239241 ∣ critic_nllloss : 26100.911719 ∣ critic_ganloss : -330.607013 ∣ generator_nllloss : 5143.014063 ∣ generator_ganloss : 933.833936 ∣  [  std_z : 1.00  real_sub_fake : 1266.42 ]
[  epoch 0013/0040] 3810/4800, lr:5.0e-05 ∣ avg_100 : 32030.112049 ∣ critic_nllloss : 26103.012891 ∣ critic_ganloss : -398.403430 ∣ generator_nllloss : 5181.907031 ∣ generator_ganloss : 938.747656 ∣  [  std_z : 0.99  real_sub_fake : 1432.33 ]
[  epoch 0013/0040] 3820/4800, lr:5.0e-05 ∣ avg_100 : 32030.483194 ∣ critic_nllloss : 26117.180664 ∣ critic_ganloss : -305.114340 ∣ generator_nllloss : 5263.106836 ∣ generator_ganloss : 942.624951 ∣  [  std_z : 0.99  real_sub_fake : 1353.30 ]
[  epoch 0013/0040] 3830/4800, lr:5.0e-05 ∣ avg_100 : 32031.133712 ∣ critic_nllloss : 26226.479297 ∣ critic_ganloss : -333.873502 ∣ generator_nllloss : 5237.489844 ∣ generator_ganloss : 913.722461 ∣  [  std_z : 0.99  real_sub_fake : 1278.90 ]
[  epoch 0013/0040] 3840/4800, lr:5.0e-05 ∣ avg_100 : 32027.485579 ∣ critic_nllloss : 26056.892773 ∣ critic_ganloss : -297.343445 ∣ generator_nllloss : 5139.479688 ∣ generator_ganloss : 963.201563 ∣  [  std_z : 0.98  real_sub_fake : 1063.56 ]
[  epoch 0013/0040] 3850/4800, lr:5.0e-05 ∣ avg_100 : 32030.523228 ∣ critic_nllloss : 26223.556445 ∣ critic_ganloss : -383.874631 ∣ generator_nllloss : 5185.118164 ∣ generator_ganloss : 966.638428 ∣  [  std_z : 0.98  real_sub_fake : 1367.80 ]
[  epoch 0013/0040] 3860/4800, lr:5.0e-05 ∣ avg_100 : 32030.191579 ∣ critic_nllloss : 26002.033008 ∣ critic_ganloss : -392.856161 ∣ generator_nllloss : 5229.369727 ∣ generator_ganloss : 1001.995605 ∣     [  std_z : 0.99  real_sub_fake : 1511.04 ]
[  epoch 0013/0040] 3870/4800, lr:5.0e-05 ∣ avg_100 : 32026.927876 ∣ critic_nllloss : 25985.747656 ∣ critic_ganloss : -422.378925 ∣ generator_nllloss : 5224.894336 ∣ generator_ganloss : 992.918359 ∣  [  std_z : 0.99  real_sub_fake : 1444.44 ]
[  epoch 0013/0040] 3880/4800, lr:5.0e-05 ∣ avg_100 : 32025.007662 ∣ critic_nllloss : 26134.242383 ∣ critic_ganloss : -340.314905 ∣ generator_nllloss : 5220.679883 ∣ generator_ganloss : 1002.767773 ∣     [  std_z : 0.99  real_sub_fake : 1446.88 ]
[  epoch 0013/0040] 3890/4800, lr:5.0e-05 ∣ avg_100 : 32027.030109 ∣ critic_nllloss : 26329.048047 ∣ critic_ganloss : -262.810144 ∣ generator_nllloss : 5311.791211 ∣ generator_ganloss : 1001.500293 ∣     [  std_z : 0.99  real_sub_fake : 1320.96 ]
[  epoch 0013/0040] 3900/4800, lr:5.0e-05 ∣ avg_100 : 32025.763728 ∣ critic_nllloss : 26216.372461 ∣ critic_ganloss : -400.227460 ∣ generator_nllloss : 5101.305664 ∣ generator_ganloss : 1003.086035 ∣     [  std_z : 0.98  real_sub_fake : 1235.91 ]
[  epoch 0013/0040] 3910/4800, lr:5.0e-05 ∣ avg_100 : 32024.176559 ∣ critic_nllloss : 26030.723047 ∣ critic_ganloss : -310.016342 ∣ generator_nllloss : 5214.661719 ∣ generator_ganloss : 982.240918 ∣  [  std_z : 0.98  real_sub_fake : 1372.54 ]
[  epoch 0013/0040] 3920/4800, lr:5.0e-05 ∣ avg_100 : 32024.006812 ∣ critic_nllloss : 26280.350391 ∣ critic_ganloss : -319.594348 ∣ generator_nllloss : 5257.464063 ∣ generator_ganloss : 973.528467 ∣  [  std_z : 0.98  real_sub_fake : 1237.15 ]
[  epoch 0013/0040] 3930/4800, lr:5.0e-05 ∣ avg_100 : 32019.547936 ∣ critic_nllloss : 26048.560937 ∣ critic_ganloss : -503.376340 ∣ generator_nllloss : 5197.434766 ∣ generator_ganloss : 938.912646 ∣  [  std_z : 0.98  real_sub_fake : 1514.76 ]
[  epoch 0013/0040] 3940/4800, lr:5.0e-05 ∣ avg_100 : 32022.114449 ∣ critic_nllloss : 26268.861133 ∣ critic_ganloss : -497.016907 ∣ generator_nllloss : 5278.233594 ∣ generator_ganloss : 935.564990 ∣  [  std_z : 0.99  real_sub_fake : 1984.40 ]
[  epoch 0013/0040] 3950/4800, lr:5.0e-05 ∣ avg_100 : 32015.764144 ∣ critic_nllloss : 25965.735938 ∣ critic_ganloss : -437.385968 ∣ generator_nllloss : 5143.351367 ∣ generator_ganloss : 976.794824 ∣  [  std_z : 1.00  real_sub_fake : 1533.06 ]
[  epoch 0013/0040] 3960/4800, lr:5.0e-05 ∣ avg_100 : 32014.051722 ∣ critic_nllloss : 26100.555664 ∣ critic_ganloss : -339.614496 ∣ generator_nllloss : 5192.390625 ∣ generator_ganloss : 1008.813232 ∣     [  std_z : 1.00  real_sub_fake : 1468.08 ]
[  epoch 0013/0040] 3970/4800, lr:5.0e-05 ∣ avg_100 : 32013.556611 ∣ critic_nllloss : 26144.642383 ∣ critic_ganloss : -255.881656 ∣ generator_nllloss : 5154.604492 ∣ generator_ganloss : 1048.069922 ∣     [  std_z : 1.00  real_sub_fake : 1011.04 ]
[  epoch 0013/0040] 3980/4800, lr:5.0e-05 ∣ avg_100 : 32013.196987 ∣ critic_nllloss : 26212.507227 ∣ critic_ganloss : -343.505325 ∣ generator_nllloss : 5184.895703 ∣ generator_ganloss : 1007.555811 ∣     [  std_z : 0.99  real_sub_fake : 1427.03 ]
[  epoch 0013/0040] 3990/4800, lr:5.0e-05 ∣ avg_100 : 32013.002095 ∣ critic_nllloss : 26281.281836 ∣ critic_ganloss : -323.265735 ∣ generator_nllloss : 5216.157031 ∣ generator_ganloss : 1050.531006 ∣     [  std_z : 0.97  real_sub_fake : 1265.98 ]
[  epoch 0013/0040] 4000/4800, lr:5.0e-05 ∣ avg_100 : 32011.241098 ∣ critic_nllloss : 26071.113477 ∣ critic_ganloss : -374.093820 ∣ generator_nllloss : 5126.627344 ∣ generator_ganloss : 1044.382910 ∣     [  std_z : 0.98  real_sub_fake : 1195.69 ]
[  epoch 0013/0040] 4010/4800, lr:5.0e-05 ∣ avg_100 : 32009.558651 ∣ critic_nllloss : 26201.500000 ∣ critic_ganloss : -444.870966 ∣ generator_nllloss : 5238.685156 ∣ generator_ganloss : 1013.517334 ∣     [  std_z : 0.98  real_sub_fake : 1662.25 ]
[  epoch 0013/0040] 4020/4800, lr:5.0e-05 ∣ avg_100 : 32002.328672 ∣ critic_nllloss : 25912.549219 ∣ critic_ganloss : -460.163010 ∣ generator_nllloss : 5113.274609 ∣ generator_ganloss : 1012.402002 ∣     [  std_z : 0.99  real_sub_fake : 1716.48 ]
[  epoch 0013/0040] 4030/4800, lr:5.0e-05 ∣ avg_100 : 32002.742309 ∣ critic_nllloss : 26160.070117 ∣ critic_ganloss : -439.706851 ∣ generator_nllloss : 5209.726758 ∣ generator_ganloss : 1026.338916 ∣     [  std_z : 1.02  real_sub_fake : 1621.49 ]
[  epoch 0013/0040] 4040/4800, lr:5.0e-05 ∣ avg_100 : 32000.856061 ∣ critic_nllloss : 26090.198047 ∣ critic_ganloss : -265.121188 ∣ generator_nllloss : 5148.976953 ∣ generator_ganloss : 1005.724561 ∣     [  std_z : 1.01  real_sub_fake : 1464.97 ]
[  epoch 0013/0040] 4050/4800, lr:5.0e-05 ∣ avg_100 : 31999.558038 ∣ critic_nllloss : 25896.340430 ∣ critic_ganloss : -342.430499 ∣ generator_nllloss : 5128.643750 ∣ generator_ganloss : 1008.777588 ∣     [  std_z : 0.99  real_sub_fake : 1032.87 ]
[  epoch 0013/0040] 4060/4800, lr:5.0e-05 ∣ avg_100 : 32002.576053 ∣ critic_nllloss : 26231.856445 ∣ critic_ganloss : -342.142413 ∣ generator_nllloss : 5214.659570 ∣ generator_ganloss : 942.701904 ∣  [  std_z : 0.98  real_sub_fake : 1149.92 ]
[  epoch 0013/0040] 4070/4800, lr:5.0e-05 ∣ avg_100 : 32003.407357 ∣ critic_nllloss : 26380.345898 ∣ critic_ganloss : -423.974619 ∣ generator_nllloss : 5320.993945 ∣ generator_ganloss : 973.799219 ∣  [  std_z : 0.97  real_sub_fake : 1553.06 ]
[  epoch 0013/0040] 4080/4800, lr:5.0e-05 ∣ avg_100 : 32001.189607 ∣ critic_nllloss : 26153.614648 ∣ critic_ganloss : -268.590146 ∣ generator_nllloss : 5240.478711 ∣ generator_ganloss : 979.538379 ∣  [  std_z : 0.97  real_sub_fake : 1444.88 ]
[  epoch 0013/0040] 4090/4800, lr:5.0e-05 ∣ avg_100 : 32002.195336 ∣ critic_nllloss : 26123.094531 ∣ critic_ganloss : -276.608296 ∣ generator_nllloss : 5235.674219 ∣ generator_ganloss : 975.717920 ∣  [  std_z : 0.98  real_sub_fake : 896.19 ]
[  epoch 0013/0040] 4100/4800, lr:5.0e-05 ∣ avg_100 : 32001.987013 ∣ critic_nllloss : 26126.643750 ∣ critic_ganloss : -290.245374 ∣ generator_nllloss : 5192.472266 ∣ generator_ganloss : 961.510596 ∣  [  std_z : 0.99  real_sub_fake : 1008.14 ]
[  epoch 0013/0040] 4110/4800, lr:5.0e-05 ∣ avg_100 : 31997.238264 ∣ critic_nllloss : 26089.147070 ∣ critic_ganloss : -368.741379 ∣ generator_nllloss : 5196.292773 ∣ generator_ganloss : 956.144238 ∣  [  std_z : 1.00  real_sub_fake : 1302.75 ]
[  epoch 0013/0040] 4120/4800, lr:5.0e-05 ∣ avg_100 : 31999.537807 ∣ critic_nllloss : 26270.323047 ∣ critic_ganloss : -455.856161 ∣ generator_nllloss : 5253.561133 ∣ generator_ganloss : 944.736523 ∣  [  std_z : 1.01  real_sub_fake : 1586.52 ]
[  epoch 0013/0040] 4130/4800, lr:5.0e-05 ∣ avg_100 : 32003.176499 ∣ critic_nllloss : 26410.608008 ∣ critic_ganloss : -368.500146 ∣ generator_nllloss : 5166.194531 ∣ generator_ganloss : 987.157764 ∣  [  std_z : 0.99  real_sub_fake : 1741.26 ]
[  epoch 0013/0040] 4140/4800, lr:5.0e-05 ∣ avg_100 : 32005.001079 ∣ critic_nllloss : 26187.250391 ∣ critic_ganloss : -488.052124 ∣ generator_nllloss : 5277.042383 ∣ generator_ganloss : 980.947070 ∣  [  std_z : 0.97  real_sub_fake : 1548.71 ]
[  epoch 0013/0040] 4150/4800, lr:5.0e-05 ∣ avg_100 : 32005.532663 ∣ critic_nllloss : 26384.334570 ∣ critic_ganloss : -496.303470 ∣ generator_nllloss : 5228.978906 ∣ generator_ganloss : 955.834277 ∣  [  std_z : 0.97  real_sub_fake : 1862.92 ]
[  epoch 0013/0040] 4160/4800, lr:5.0e-05 ∣ avg_100 : 32008.724763 ∣ critic_nllloss : 26171.483203 ∣ critic_ganloss : -67.091614 ∣ generator_nllloss : 5263.198242 ∣ generator_ganloss : 974.596289 ∣   [  std_z : 0.98  real_sub_fake : 1261.33 ]
[  epoch 0013/0040] 4170/4800, lr:5.0e-05 ∣ avg_100 : 32011.217602 ∣ critic_nllloss : 26048.204492 ∣ critic_ganloss : -218.962889 ∣ generator_nllloss : 5212.307031 ∣ generator_ganloss : 981.727295 ∣  [  std_z : 0.99  real_sub_fake : 672.40 ]
[  epoch 0013/0040] 4180/4800, lr:5.0e-05 ∣ avg_100 : 32012.669239 ∣ critic_nllloss : 26204.720703 ∣ critic_ganloss : -257.955782 ∣ generator_nllloss : 5262.862500 ∣ generator_ganloss : 951.547461 ∣  [  std_z : 1.00  real_sub_fake : 794.35 ]
[  epoch 0013/0040] 4190/4800, lr:5.0e-05 ∣ avg_100 : 32010.049912 ∣ critic_nllloss : 26110.123242 ∣ critic_ganloss : -326.876012 ∣ generator_nllloss : 5184.609570 ∣ generator_ganloss : 953.927393 ∣  [  std_z : 1.00  real_sub_fake : 1061.81 ]
[  epoch 0013/0040] 4200/4800, lr:5.0e-05 ∣ avg_100 : 32008.190167 ∣ critic_nllloss : 25912.918164 ∣ critic_ganloss : -296.481195 ∣ generator_nllloss : 5195.259180 ∣ generator_ganloss : 958.259912 ∣  [  std_z : 0.99  real_sub_fake : 1194.29 ]
[  epoch 0013/0040] 4210/4800, lr:5.0e-05 ∣ avg_100 : 32003.526444 ∣ critic_nllloss : 25921.258984 ∣ critic_ganloss : -285.335300 ∣ generator_nllloss : 5154.179688 ∣ generator_ganloss : 947.558789 ∣  [  std_z : 0.96  real_sub_fake : 1138.67 ]
[  epoch 0013/0040] 4220/4800, lr:5.0e-05 ∣ avg_100 : 32004.538814 ∣ critic_nllloss : 26135.252930 ∣ critic_ganloss : -415.447214 ∣ generator_nllloss : 5238.603125 ∣ generator_ganloss : 949.133936 ∣  [  std_z : 0.97  real_sub_fake : 1352.57 ]
[  epoch 0013/0040] 4230/4800, lr:5.0e-05 ∣ avg_100 : 32003.666400 ∣ critic_nllloss : 26106.377344 ∣ critic_ganloss : -392.509692 ∣ generator_nllloss : 5286.608789 ∣ generator_ganloss : 924.860889 ∣  [  std_z : 0.99  real_sub_fake : 1482.13 ]
[  epoch 0013/0040] 4240/4800, lr:5.0e-05 ∣ avg_100 : 32003.144686 ∣ critic_nllloss : 26299.908008 ∣ critic_ganloss : -326.291599 ∣ generator_nllloss : 5266.646680 ∣ generator_ganloss : 945.572705 ∣  [  std_z : 1.01  real_sub_fake : 1305.73 ]
[  epoch 0013/0040] 4250/4800, lr:5.0e-05 ∣ avg_100 : 32000.683278 ∣ critic_nllloss : 26064.198242 ∣ critic_ganloss : -292.987823 ∣ generator_nllloss : 5193.899023 ∣ generator_ganloss : 970.824902 ∣  [  std_z : 1.01  real_sub_fake : 1144.51 ]
[  epoch 0013/0040] 4260/4800, lr:5.0e-05 ∣ avg_100 : 31996.051143 ∣ critic_nllloss : 25991.495312 ∣ critic_ganloss : -357.267706 ∣ generator_nllloss : 5205.744727 ∣ generator_ganloss : 904.553516 ∣  [  std_z : 0.99  real_sub_fake : 1288.60 ]
[  epoch 0013/0040] 4270/4800, lr:5.0e-05 ∣ avg_100 : 31992.390122 ∣ critic_nllloss : 26038.028906 ∣ critic_ganloss : -442.581323 ∣ generator_nllloss : 5182.823828 ∣ generator_ganloss : 969.616895 ∣  [  std_z : 0.97  real_sub_fake : 1386.80 ]
[  epoch 0013/0040] 4280/4800, lr:5.0e-05 ∣ avg_100 : 31990.312682 ∣ critic_nllloss : 26243.404883 ∣ critic_ganloss : -472.111325 ∣ generator_nllloss : 5302.465039 ∣ generator_ganloss : 962.300293 ∣  [  std_z : 0.97  real_sub_fake : 1791.59 ]
[  epoch 0013/0040] 4290/4800, lr:5.0e-05 ∣ avg_100 : 31993.941636 ∣ critic_nllloss : 26322.855859 ∣ critic_ganloss : -246.447501 ∣ generator_nllloss : 5317.117773 ∣ generator_ganloss : 975.202832 ∣  [  std_z : 0.98  real_sub_fake : 1356.31 ]
[  epoch 0013/0040] 4300/4800, lr:5.0e-05 ∣ avg_100 : 31994.663123 ∣ critic_nllloss : 26176.297656 ∣ critic_ganloss : -259.525159 ∣ generator_nllloss : 5185.682813 ∣ generator_ganloss : 915.336377 ∣  [  std_z : 1.00  real_sub_fake : 1286.33 ]
[  epoch 0013/0040] 4310/4800, lr:5.0e-05 ∣ avg_100 : 31994.042068 ∣ critic_nllloss : 26062.040625 ∣ critic_ganloss : -260.625946 ∣ generator_nllloss : 5129.809766 ∣ generator_ganloss : 944.190918 ∣  [  std_z : 1.01  real_sub_fake : 892.55 ]
[  epoch 0013/0040] 4320/4800, lr:5.0e-05 ∣ avg_100 : 31995.113786 ∣ critic_nllloss : 26321.516797 ∣ critic_ganloss : -327.797522 ∣ generator_nllloss : 5326.338672 ∣ generator_ganloss : 941.714746 ∣  [  std_z : 1.00  real_sub_fake : 1136.39 ]
[  epoch 0013/0040] 4330/4800, lr:5.0e-05 ∣ avg_100 : 31993.955377 ∣ critic_nllloss : 25992.607422 ∣ critic_ganloss : -330.973843 ∣ generator_nllloss : 5108.282227 ∣ generator_ganloss : 954.916211 ∣  [  std_z : 0.99  real_sub_fake : 1178.18 ]
[  epoch 0013/0040] 4340/4800, lr:5.0e-05 ∣ avg_100 : 31992.933465 ∣ critic_nllloss : 26051.414453 ∣ critic_ganloss : -321.549228 ∣ generator_nllloss : 5198.951563 ∣ generator_ganloss : 936.740186 ∣  [  std_z : 0.98  real_sub_fake : 1184.20 ]
[  epoch 0013/0040] 4350/4800, lr:5.0e-05 ∣ avg_100 : 31994.963374 ∣ critic_nllloss : 26428.985742 ∣ critic_ganloss : -266.619122 ∣ generator_nllloss : 5237.957031 ∣ generator_ganloss : 935.783936 ∣  [  std_z : 0.99  real_sub_fake : 1364.64 ]
[  epoch 0013/0040] 4360/4800, lr:5.0e-05 ∣ avg_100 : 31991.890378 ∣ critic_nllloss : 26124.900586 ∣ critic_ganloss : -320.110257 ∣ generator_nllloss : 5260.903125 ∣ generator_ganloss : 916.497119 ∣  [  std_z : 0.99  real_sub_fake : 1005.50 ]
[  epoch 0013/0040] 4370/4800, lr:5.0e-05 ∣ avg_100 : 31988.506717 ∣ critic_nllloss : 25939.639648 ∣ critic_ganloss : -291.950734 ∣ generator_nllloss : 5205.033203 ∣ generator_ganloss : 917.637402 ∣  [  std_z : 0.98  real_sub_fake : 996.92 ]
[  epoch 0013/0040] 4380/4800, lr:5.0e-05 ∣ avg_100 : 31985.155329 ∣ critic_nllloss : 25859.834570 ∣ critic_ganloss : -341.495935 ∣ generator_nllloss : 5225.707812 ∣ generator_ganloss : 932.146045 ∣  [  std_z : 0.98  real_sub_fake : 1075.45 ]
[  epoch 0013/0040] 4390/4800, lr:5.0e-05 ∣ avg_100 : 31984.909361 ∣ critic_nllloss : 26167.413477 ∣ critic_ganloss : -343.884293 ∣ generator_nllloss : 5213.242188 ∣ generator_ganloss : 938.742920 ∣  [  std_z : 0.99  real_sub_fake : 1279.99 ]
[  epoch 0013/0040] 4400/4800, lr:5.0e-05 ∣ avg_100 : 31979.740443 ∣ critic_nllloss : 26074.854883 ∣ critic_ganloss : -434.212296 ∣ generator_nllloss : 5219.534375 ∣ generator_ganloss : 948.797412 ∣  [  std_z : 0.99  real_sub_fake : 1730.64 ]
[  epoch 0013/0040] 4410/4800, lr:5.0e-05 ∣ avg_100 : 31977.473826 ∣ critic_nllloss : 26025.816211 ∣ critic_ganloss : -357.469604 ∣ generator_nllloss : 5180.612109 ∣ generator_ganloss : 936.596729 ∣  [  std_z : 0.99  real_sub_fake : 1484.69 ]
[  epoch 0013/0040] 4420/4800, lr:5.0e-05 ∣ avg_100 : 31977.037071 ∣ critic_nllloss : 26125.556641 ∣ critic_ganloss : -394.612634 ∣ generator_nllloss : 5238.047070 ∣ generator_ganloss : 941.459521 ∣  [  std_z : 1.00  real_sub_fake : 1482.48 ]
[  epoch 0013/0040] 4430/4800, lr:5.0e-05 ∣ avg_100 : 31978.406237 ∣ critic_nllloss : 26396.284180 ∣ critic_ganloss : -379.811368 ∣ generator_nllloss : 5276.233789 ∣ generator_ganloss : 939.368262 ∣  [  std_z : 1.00  real_sub_fake : 1371.57 ]
[  epoch 0013/0040] 4440/4800, lr:5.0e-05 ∣ avg_100 : 31982.789419 ∣ critic_nllloss : 26343.603711 ∣ critic_ganloss : -288.801871 ∣ generator_nllloss : 5273.943164 ∣ generator_ganloss : 900.833643 ∣  [  std_z : 0.99  real_sub_fake : 1455.71 ]
[  epoch 0013/0040] 4450/4800, lr:5.0e-05 ∣ avg_100 : 31983.584232 ∣ critic_nllloss : 26124.926367 ∣ critic_ganloss : -314.809203 ∣ generator_nllloss : 5260.573242 ∣ generator_ganloss : 973.102100 ∣  [  std_z : 0.98  real_sub_fake : 936.86 ]
[  epoch 0013/0040] 4460/4800, lr:5.0e-05 ∣ avg_100 : 31982.565686 ∣ critic_nllloss : 26247.713672 ∣ critic_ganloss : -351.151059 ∣ generator_nllloss : 5326.322266 ∣ generator_ganloss : 944.601074 ∣  [  std_z : 0.97  real_sub_fake : 1136.27 ]
[  epoch 0013/0040] 4470/4800, lr:5.0e-05 ∣ avg_100 : 31979.155627 ∣ critic_nllloss : 26063.595313 ∣ critic_ganloss : -385.127234 ∣ generator_nllloss : 5211.629883 ∣ generator_ganloss : 943.525586 ∣  [  std_z : 0.98  real_sub_fake : 1389.22 ]
[  epoch 0013/0040] 4480/4800, lr:5.0e-05 ∣ avg_100 : 31979.749949 ∣ critic_nllloss : 26412.535938 ∣ critic_ganloss : -360.071057 ∣ generator_nllloss : 5219.675195 ∣ generator_ganloss : 896.607715 ∣  [  std_z : 0.99  real_sub_fake : 1623.12 ]
[  epoch 0013/0040] 4490/4800, lr:5.0e-05 ∣ avg_100 : 31978.167326 ∣ critic_nllloss : 26125.133984 ∣ critic_ganloss : -375.476483 ∣ generator_nllloss : 5150.153320 ∣ generator_ganloss : 882.469873 ∣  [  std_z : 1.00  real_sub_fake : 1344.54 ]
[  epoch 0013/0040] 4500/4800, lr:5.0e-05 ∣ avg_100 : 31979.202615 ∣ critic_nllloss : 26024.971484 ∣ critic_ganloss : -312.675757 ∣ generator_nllloss : 5120.642383 ∣ generator_ganloss : 895.638623 ∣  [  std_z : 0.99  real_sub_fake : 1310.10 ]
[  epoch 0013/0040] 4510/4800, lr:5.0e-05 ∣ avg_100 : 31975.960621 ∣ critic_nllloss : 26005.121289 ∣ critic_ganloss : -279.033334 ∣ generator_nllloss : 5188.973047 ∣ generator_ganloss : 900.583740 ∣  [  std_z : 0.98  real_sub_fake : 1140.27 ]
[  epoch 0013/0040] 4520/4800, lr:5.0e-05 ∣ avg_100 : 31971.616332 ∣ critic_nllloss : 26130.772852 ∣ critic_ganloss : -391.400305 ∣ generator_nllloss : 5252.731641 ∣ generator_ganloss : 906.430322 ∣  [  std_z : 0.98  real_sub_fake : 1249.86 ]
[  epoch 0013/0040] 4530/4800, lr:5.0e-05 ∣ avg_100 : 31969.679470 ∣ critic_nllloss : 26267.940625 ∣ critic_ganloss : -337.535837 ∣ generator_nllloss : 5318.865430 ∣ generator_ganloss : 930.957959 ∣  [  std_z : 0.98  real_sub_fake : 1353.38 ]
[  epoch 0013/0040] 4540/4800, lr:5.0e-05 ∣ avg_100 : 31968.889100 ∣ critic_nllloss : 26246.459375 ∣ critic_ganloss : -373.935355 ∣ generator_nllloss : 5197.656445 ∣ generator_ganloss : 917.421387 ∣  [  std_z : 0.99  real_sub_fake : 1490.67 ]
[  epoch 0013/0040] 4550/4800, lr:5.0e-05 ∣ avg_100 : 31968.652458 ∣ critic_nllloss : 26276.845703 ∣ critic_ganloss : -381.738797 ∣ generator_nllloss : 5273.548828 ∣ generator_ganloss : 949.243750 ∣  [  std_z : 0.99  real_sub_fake : 1580.86 ]
[  epoch 0013/0040] 4560/4800, lr:5.0e-05 ∣ avg_100 : 31969.388383 ∣ critic_nllloss : 26030.194336 ∣ critic_ganloss : -265.777557 ∣ generator_nllloss : 5200.755859 ∣ generator_ganloss : 957.710254 ∣  [  std_z : 0.98  real_sub_fake : 1153.35 ]
[  epoch 0013/0040] 4570/4800, lr:5.0e-05 ∣ avg_100 : 31968.831400 ∣ critic_nllloss : 26077.730664 ∣ critic_ganloss : -272.517090 ∣ generator_nllloss : 5311.264648 ∣ generator_ganloss : 933.505664 ∣  [  std_z : 0.99  real_sub_fake : 1000.93 ]
[  epoch 0013/0040] 4580/4800, lr:5.0e-05 ∣ avg_100 : 31973.575387 ∣ critic_nllloss : 26184.764453 ∣ critic_ganloss : -320.284671 ∣ generator_nllloss : 5264.879492 ∣ generator_ganloss : 926.583936 ∣  [  std_z : 0.99  real_sub_fake : 1051.16 ]
[  epoch 0013/0040] 4590/4800, lr:5.0e-05 ∣ avg_100 : 31972.461338 ∣ critic_nllloss : 26159.945508 ∣ critic_ganloss : -333.287405 ∣ generator_nllloss : 5250.114453 ∣ generator_ganloss : 918.767578 ∣  [  std_z : 0.99  real_sub_fake : 1254.72 ]
[  epoch 0013/0040] 4600/4800, lr:5.0e-05 ∣ avg_100 : 31973.028800 ∣ critic_nllloss : 26078.968164 ∣ critic_ganloss : -327.310751 ∣ generator_nllloss : 5248.741992 ∣ generator_ganloss : 935.553613 ∣  [  std_z : 0.99  real_sub_fake : 1206.26 ]
[  epoch 0013/0040] 4610/4800, lr:5.0e-05 ∣ avg_100 : 31973.558795 ∣ critic_nllloss : 26247.534961 ∣ critic_ganloss : -263.863193 ∣ generator_nllloss : 5293.473242 ∣ generator_ganloss : 918.099756 ∣  [  std_z : 1.00  real_sub_fake : 1163.32 ]
[  epoch 0013/0040] 4620/4800, lr:5.0e-05 ∣ avg_100 : 31970.527590 ∣ critic_nllloss : 25953.214062 ∣ critic_ganloss : -275.458911 ∣ generator_nllloss : 5194.766406 ∣ generator_ganloss : 919.569238 ∣  [  std_z : 1.00  real_sub_fake : 1022.63 ]
[  epoch 0013/0040] 4630/4800, lr:5.0e-05 ∣ avg_100 : 31972.435107 ∣ critic_nllloss : 26364.694141 ∣ critic_ganloss : -370.990326 ∣ generator_nllloss : 5215.499609 ∣ generator_ganloss : 907.594092 ∣  [  std_z : 1.00  real_sub_fake : 1382.04 ]
[  epoch 0013/0040] 4640/4800, lr:5.0e-05 ∣ avg_100 : 31975.150990 ∣ critic_nllloss : 26220.684375 ∣ critic_ganloss : -433.191617 ∣ generator_nllloss : 5253.018359 ∣ generator_ganloss : 915.400781 ∣  [  std_z : 0.99  real_sub_fake : 1441.22 ]
[  epoch 0013/0040] 4650/4800, lr:5.0e-05 ∣ avg_100 : 31973.390710 ∣ critic_nllloss : 26148.740039 ∣ critic_ganloss : -362.004007 ∣ generator_nllloss : 5288.525195 ∣ generator_ganloss : 943.812402 ∣  [  std_z : 0.99  real_sub_fake : 1346.39 ]
[  epoch 0013/0040] 4660/4800, lr:5.0e-05 ∣ avg_100 : 31980.503130 ∣ critic_nllloss : 26299.222266 ∣ critic_ganloss : -296.314288 ∣ generator_nllloss : 5364.689453 ∣ generator_ganloss : 936.715234 ∣  [  std_z : 0.99  real_sub_fake : 1367.78 ]
[  epoch 0013/0040] 4670/4800, lr:5.0e-05 ∣ avg_100 : 31979.567552 ∣ critic_nllloss : 26019.507422 ∣ critic_ganloss : -310.410095 ∣ generator_nllloss : 5267.964063 ∣ generator_ganloss : 921.830615 ∣  [  std_z : 0.98  real_sub_fake : 1090.15 ]
[  epoch 0013/0040] 4680/4800, lr:5.0e-05 ∣ avg_100 : 31975.469896 ∣ critic_nllloss : 25827.538477 ∣ critic_ganloss : -298.379723 ∣ generator_nllloss : 5175.234766 ∣ generator_ganloss : 933.474707 ∣  [  std_z : 0.97  real_sub_fake : 1115.39 ]
[  epoch 0013/0040] 4690/4800, lr:5.0e-05 ∣ avg_100 : 31973.970580 ∣ critic_nllloss : 26105.080469 ∣ critic_ganloss : -361.008646 ∣ generator_nllloss : 5308.890820 ∣ generator_ganloss : 916.265723 ∣  [  std_z : 0.99  real_sub_fake : 1341.87 ]
[  epoch 0013/0040] 4700/4800, lr:5.0e-05 ∣ avg_100 : 31972.795053 ∣ critic_nllloss : 26080.934961 ∣ critic_ganloss : -346.915262 ∣ generator_nllloss : 5165.065820 ∣ generator_ganloss : 927.012793 ∣  [  std_z : 0.99  real_sub_fake : 1369.35 ]
[  epoch 0013/0040] 4710/4800, lr:5.0e-05 ∣ avg_100 : 31972.215088 ∣ critic_nllloss : 26215.530859 ∣ critic_ganloss : -399.252954 ∣ generator_nllloss : 5204.932227 ∣ generator_ganloss : 962.087891 ∣  [  std_z : 0.99  real_sub_fake : 1478.15 ]
[  epoch 0013/0040] 4720/4800, lr:5.0e-05 ∣ avg_100 : 31973.785241 ∣ critic_nllloss : 26249.940430 ∣ critic_ganloss : -451.323572 ∣ generator_nllloss : 5274.620313 ∣ generator_ganloss : 943.893115 ∣  [  std_z : 0.99  real_sub_fake : 1550.83 ]
[  epoch 0013/0040] 4730/4800, lr:5.0e-05 ∣ avg_100 : 31973.659325 ∣ critic_nllloss : 26094.353711 ∣ critic_ganloss : -181.932526 ∣ generator_nllloss : 5238.658984 ∣ generator_ganloss : 982.207471 ∣  [  std_z : 0.99  real_sub_fake : 1053.17 ]
[  epoch 0013/0040] 4740/4800, lr:5.0e-05 ∣ avg_100 : 31975.789934 ∣ critic_nllloss : 26317.406836 ∣ critic_ganloss : -225.123811 ∣ generator_nllloss : 5192.177344 ∣ generator_ganloss : 960.982666 ∣  [  std_z : 0.99  real_sub_fake : 835.82 ]
[  epoch 0013/0040] 4750/4800, lr:5.0e-05 ∣ avg_100 : 31975.198591 ∣ critic_nllloss : 26215.133203 ∣ critic_ganloss : -305.123859 ∣ generator_nllloss : 5169.714648 ∣ generator_ganloss : 914.601074 ∣  [  std_z : 1.00  real_sub_fake : 1080.83 ]
[  epoch 0013/0040] 4760/4800, lr:5.0e-05 ∣ avg_100 : 31977.859115 ∣ critic_nllloss : 26158.908398 ∣ critic_ganloss : -219.403310 ∣ generator_nllloss : 5241.216211 ∣ generator_ganloss : 923.689502 ∣  [  std_z : 0.99  real_sub_fake : 942.50 ]
[  epoch 0013/0040] 4770/4800, lr:5.0e-05 ∣ avg_100 : 31981.180993 ∣ critic_nllloss : 26295.435937 ∣ critic_ganloss : -359.344525 ∣ generator_nllloss : 5280.947461 ∣ generator_ganloss : 911.293311 ∣  [  std_z : 1.00  real_sub_fake : 1101.30 ]
[  epoch 0013/0040] 4780/4800, lr:5.0e-05 ∣ avg_100 : 31980.154058 ∣ critic_nllloss : 26025.715039 ∣ critic_ganloss : -357.896786 ∣ generator_nllloss : 5173.307813 ∣ generator_ganloss : 952.271924 ∣  [  std_z : 0.99  real_sub_fake : 1296.35 ]
[  epoch 0013/0040] 4790/4800, lr:5.0e-05 ∣ avg_100 : 31979.295375 ∣ critic_nllloss : 26118.504297 ∣ critic_ganloss : -441.543225 ∣ generator_nllloss : 5288.622266 ∣ generator_ganloss : 967.096240 ∣  [  std_z : 0.97  real_sub_fake : 1670.29 ]
[  epoch 0013/0040] 4800/4800, lr:5.0e-05 ∣ avg_100 : 31978.529516 ∣ critic_nllloss : 26043.344336 ∣ critic_ganloss : -448.204178 ∣ generator_nllloss : 5183.484961 ∣ generator_ganloss : 991.941650 ∣  [  std_z : 0.97  real_sub_fake : 1586.77 ]
[    val 013    ] Done! KLD: 0.067670: 0.0212678:46, total: 1 day, 6:20:24                  
[  epoch 0014/0040] 0010/4800, lr:5.0e-05 ∣ avg_100 : 31978.459438 ∣ critic_nllloss : 25877.425781 ∣ critic_ganloss : -283.899191 ∣ generator_nllloss : 5218.190234 ∣ generator_ganloss : 1006.539502 ∣     [  std_z : 0.98  real_sub_fake : 1281.21 ]
[  epoch 0014/0040] 0020/4800, lr:5.0e-05 ∣ avg_100 : 31979.903981 ∣ critic_nllloss : 26280.500781 ∣ critic_ganloss : -388.694180 ∣ generator_nllloss : 5253.014258 ∣ generator_ganloss : 1017.431543 ∣     [  std_z : 1.00  real_sub_fake : 1116.47 ]
[  epoch 0014/0040] 0030/4800, lr:5.0e-05 ∣ avg_100 : 31978.595726 ∣ critic_nllloss : 25899.593164 ∣ critic_ganloss : -159.747351 ∣ generator_nllloss : 5237.025195 ∣ generator_ganloss : 936.121582 ∣  [  std_z : 0.99  real_sub_fake : 1567.87 ]
[  epoch 0014/0040] 0040/4800, lr:5.0e-05 ∣ avg_100 : 31983.956339 ∣ critic_nllloss : 26371.792773 ∣ critic_ganloss : -342.365289 ∣ generator_nllloss : 5360.249414 ∣ generator_ganloss : 1008.614990 ∣     [  std_z : 0.99  real_sub_fake : 989.73 ]
[  epoch 0014/0040] 0050/4800, lr:5.0e-05 ∣ avg_100 : 31983.936375 ∣ critic_nllloss : 25988.738477 ∣ critic_ganloss : -220.347583 ∣ generator_nllloss : 5209.576172 ∣ generator_ganloss : 1011.475000 ∣     [  std_z : 0.98  real_sub_fake : 824.26 ]
[  epoch 0014/0040] 0060/4800, lr:5.0e-05 ∣ avg_100 : 31984.553698 ∣ critic_nllloss : 26044.652539 ∣ critic_ganloss : -323.599689 ∣ generator_nllloss : 5207.724219 ∣ generator_ganloss : 973.497412 ∣  [  std_z : 0.99  real_sub_fake : 1126.95 ]
[  epoch 0014/0040] 0070/4800, lr:5.0e-05 ∣ avg_100 : 31985.758160 ∣ critic_nllloss : 26037.407227 ∣ critic_ganloss : -315.629657 ∣ generator_nllloss : 5222.148047 ∣ generator_ganloss : 957.702002 ∣  [  std_z : 1.00  real_sub_fake : 1153.99 ]
[  epoch 0014/0040] 0080/4800, lr:5.0e-05 ∣ avg_100 : 31988.110347 ∣ critic_nllloss : 26276.517969 ∣ critic_ganloss : -267.054260 ∣ generator_nllloss : 5335.573633 ∣ generator_ganloss : 907.556445 ∣  [  std_z : 1.00  real_sub_fake : 1265.81 ]
[  epoch 0014/0040] 0090/4800, lr:5.0e-05 ∣ avg_100 : 31983.591532 ∣ critic_nllloss : 26199.255273 ∣ critic_ganloss : -381.611981 ∣ generator_nllloss : 5192.624023 ∣ generator_ganloss : 917.380615 ∣  [  std_z : 0.99  real_sub_fake : 1121.44 ]
[  epoch 0014/0040] 0100/4800, lr:5.0e-05 ∣ avg_100 : 31982.989542 ∣ critic_nllloss : 26055.372852 ∣ critic_ganloss : -326.760776 ∣ generator_nllloss : 5198.935547 ∣ generator_ganloss : 932.790088 ∣  [  std_z : 0.98  real_sub_fake : 1376.30 ]
[  epoch 0014/0040] 0110/4800, lr:5.0e-05 ∣ avg_100 : 31982.846154 ∣ critic_nllloss : 26051.793750 ∣ critic_ganloss : -279.874524 ∣ generator_nllloss : 5174.320312 ∣ generator_ganloss : 957.030957 ∣  [  std_z : 0.98  real_sub_fake : 1092.93 ]
[  epoch 0014/0040] 0120/4800, lr:5.0e-05 ∣ avg_100 : 31983.225778 ∣ critic_nllloss : 26319.709766 ∣ critic_ganloss : -359.729651 ∣ generator_nllloss : 5334.833203 ∣ generator_ganloss : 934.897705 ∣  [  std_z : 0.99  real_sub_fake : 1246.98 ]
[  epoch 0014/0040] 0130/4800, lr:5.0e-05 ∣ avg_100 : 31988.940594 ∣ critic_nllloss : 26348.723438 ∣ critic_ganloss : -354.757028 ∣ generator_nllloss : 5328.366406 ∣ generator_ganloss : 930.680762 ∣  [  std_z : 1.00  real_sub_fake : 1453.43 ]
[  epoch 0014/0040] 0140/4800, lr:5.0e-05 ∣ avg_100 : 31989.292004 ∣ critic_nllloss : 26233.589453 ∣ critic_ganloss : -415.205807 ∣ generator_nllloss : 5268.304883 ∣ generator_ganloss : 934.095312 ∣  [  std_z : 0.99  real_sub_fake : 1367.03 ]
[  epoch 0014/0040] 0150/4800, lr:5.0e-05 ∣ avg_100 : 31993.736411 ∣ critic_nllloss : 26269.262500 ∣ critic_ganloss : -346.094287 ∣ generator_nllloss : 5247.291211 ∣ generator_ganloss : 922.477441 ∣  [  std_z : 1.00  real_sub_fake : 1559.53 ]
[  epoch 0014/0040] 0160/4800, lr:5.0e-05 ∣ avg_100 : 31993.736082 ∣ critic_nllloss : 26169.517773 ∣ critic_ganloss : -415.035748 ∣ generator_nllloss : 5267.630469 ∣ generator_ganloss : 939.999609 ∣  [  std_z : 0.99  real_sub_fake : 1474.35 ]
[  epoch 0014/0040] 0170/4800, lr:5.0e-05 ∣ avg_100 : 31989.749248 ∣ critic_nllloss : 25956.225000 ∣ critic_ganloss : -413.857339 ∣ generator_nllloss : 5211.100000 ∣ generator_ganloss : 939.284082 ∣  [  std_z : 0.98  real_sub_fake : 1431.45 ]
[  epoch 0014/0040] 0180/4800, lr:5.0e-05 ∣ avg_100 : 31989.390586 ∣ critic_nllloss : 26178.543555 ∣ critic_ganloss : -353.283554 ∣ generator_nllloss : 5252.720703 ∣ generator_ganloss : 947.606494 ∣  [  std_z : 0.99  real_sub_fake : 1555.84 ]
[  epoch 0014/0040] 0190/4800, lr:5.0e-05 ∣ avg_100 : 31986.912693 ∣ critic_nllloss : 26077.082422 ∣ critic_ganloss : -248.368933 ∣ generator_nllloss : 5221.431250 ∣ generator_ganloss : 926.770117 ∣  [  std_z : 0.99  real_sub_fake : 1270.63 ]
[  epoch 0014/0040] 0200/4800, lr:5.0e-05 ∣ avg_100 : 31988.229691 ∣ critic_nllloss : 26250.681250 ∣ critic_ganloss : -320.699796 ∣ generator_nllloss : 5146.461133 ∣ generator_ganloss : 923.287109 ∣  [  std_z : 0.98  real_sub_fake : 1065.52 ]
[  epoch 0014/0040] 0210/4800, lr:5.0e-05 ∣ avg_100 : 31986.003276 ∣ critic_nllloss : 26008.973828 ∣ critic_ganloss : -327.415543 ∣ generator_nllloss : 5169.657617 ∣ generator_ganloss : 934.974121 ∣  [  std_z : 0.98  real_sub_fake : 1096.95 ]
[  epoch 0014/0040] 0220/4800, lr:5.0e-05 ∣ avg_100 : 31988.132585 ∣ critic_nllloss : 26009.668555 ∣ critic_ganloss : -371.409161 ∣ generator_nllloss : 5248.915039 ∣ generator_ganloss : 903.819287 ∣  [  std_z : 0.99  real_sub_fake : 1254.61 ]
[  epoch 0014/0040] 0230/4800, lr:5.0e-05 ∣ avg_100 : 31991.652984 ∣ critic_nllloss : 26394.115234 ∣ critic_ganloss : -392.903009 ∣ generator_nllloss : 5371.653516 ∣ generator_ganloss : 935.603125 ∣  [  std_z : 0.99  real_sub_fake : 1585.07 ]
[  epoch 0014/0040] 0240/4800, lr:5.0e-05 ∣ avg_100 : 31990.612356 ∣ critic_nllloss : 26140.975977 ∣ critic_ganloss : -435.119946 ∣ generator_nllloss : 5228.964844 ∣ generator_ganloss : 940.894678 ∣  [  std_z : 0.99  real_sub_fake : 1382.47 ]
[  epoch 0014/0040] 0250/4800, lr:5.0e-05 ∣ avg_100 : 31999.828229 ∣ critic_nllloss : 26271.435352 ∣ critic_ganloss : 34.389215 ∣ generator_nllloss : 5314.825391 ∣ generator_ganloss : 992.268604 ∣    [  std_z : 1.00  real_sub_fake : 1298.44 ]
[  epoch 0014/0040] 0260/4800, lr:5.0e-05 ∣ avg_100 : 32004.467589 ∣ critic_nllloss : 26254.505078 ∣ critic_ganloss : 7.649208 ∣ generator_nllloss : 5223.065625 ∣ generator_ganloss : 1025.791602 ∣    [  std_z : 0.99  real_sub_fake : 71.83 ]
[  epoch 0014/0040] 0270/4800, lr:5.0e-05 ∣ avg_100 : 32002.872462 ∣ critic_nllloss : 25861.458008 ∣ critic_ganloss : -9.114043 ∣ generator_nllloss : 5192.394531 ∣ generator_ganloss : 1046.913232 ∣   [  std_z : 0.99  real_sub_fake : 26.33 ]
[  epoch 0014/0040] 0280/4800, lr:5.0e-05 ∣ avg_100 : 32006.626969 ∣ critic_nllloss : 26132.612109 ∣ critic_ganloss : -13.364098 ∣ generator_nllloss : 5305.335352 ∣ generator_ganloss : 1055.908936 ∣  [  std_z : 0.98  real_sub_fake : 29.91 ]
[  epoch 0014/0040] 0290/4800, lr:5.0e-05 ∣ avg_100 : 32011.390977 ∣ critic_nllloss : 26198.581836 ∣ critic_ganloss : -16.521193 ∣ generator_nllloss : 5292.774219 ∣ generator_ganloss : 1059.444336 ∣  [  std_z : 0.98  real_sub_fake : 36.70 ]
[  epoch 0014/0040] 0300/4800, lr:5.0e-05 ∣ avg_100 : 32015.607676 ∣ critic_nllloss : 26183.535938 ∣ critic_ganloss : -22.785648 ∣ generator_nllloss : 5190.083008 ∣ generator_ganloss : 1061.217822 ∣  [  std_z : 0.98  real_sub_fake : 49.56 ]
[  epoch 0014/0040] 0310/4800, lr:5.0e-05 ∣ avg_100 : 32021.170980 ∣ critic_nllloss : 26156.773828 ∣ critic_ganloss : -24.318817 ∣ generator_nllloss : 5234.871094 ∣ generator_ganloss : 1061.846973 ∣  [  std_z : 0.99  real_sub_fake : 55.35 ]
[  epoch 0014/0040] 0320/4800, lr:5.0e-05 ∣ avg_100 : 32024.535519 ∣ critic_nllloss : 26108.656836 ∣ critic_ganloss : -30.400912 ∣ generator_nllloss : 5209.150195 ∣ generator_ganloss : 1061.812354 ∣  [  std_z : 0.99  real_sub_fake : 69.49 ]
[  epoch 0014/0040] 0330/4800, lr:5.0e-05 ∣ avg_100 : 32026.433718 ∣ critic_nllloss : 26189.908008 ∣ critic_ganloss : -35.646084 ∣ generator_nllloss : 5169.148242 ∣ generator_ganloss : 1061.869873 ∣  [  std_z : 0.99  real_sub_fake : 83.50 ]
[  epoch 0014/0040] 0340/4800, lr:5.0e-05 ∣ avg_100 : 32029.222897 ∣ critic_nllloss : 26037.727734 ∣ critic_ganloss : -39.831207 ∣ generator_nllloss : 5177.710156 ∣ generator_ganloss : 1060.498926 ∣  [  std_z : 1.00  real_sub_fake : 97.99 ]
[  epoch 0014/0040] 0350/4800, lr:5.0e-05 ∣ avg_100 : 32032.080902 ∣ critic_nllloss : 26202.612695 ∣ critic_ganloss : -48.423080 ∣ generator_nllloss : 5145.006641 ∣ generator_ganloss : 1059.448584 ∣  [  std_z : 1.00  real_sub_fake : 120.44 ]
[  epoch 0014/0040] 0360/4800, lr:5.0e-05 ∣ avg_100 : 32035.491942 ∣ critic_nllloss : 26348.853516 ∣ critic_ganloss : -55.877608 ∣ generator_nllloss : 5335.720117 ∣ generator_ganloss : 1054.594092 ∣  [  std_z : 0.99  real_sub_fake : 141.33 ]
[  epoch 0014/0040] 0370/4800, lr:5.0e-05 ∣ avg_100 : 32038.526036 ∣ critic_nllloss : 26165.195312 ∣ critic_ganloss : -63.388272 ∣ generator_nllloss : 5177.085742 ∣ generator_ganloss : 1047.792529 ∣  [  std_z : 0.99  real_sub_fake : 168.18 ]
[  epoch 0014/0040] 0380/4800, lr:5.0e-05 ∣ avg_100 : 32041.181675 ∣ critic_nllloss : 26224.144336 ∣ critic_ganloss : -68.953624 ∣ generator_nllloss : 5232.561719 ∣ generator_ganloss : 1038.986328 ∣  [  std_z : 0.98  real_sub_fake : 189.46 ]
[  epoch 0014/0040] 0390/4800, lr:5.0e-05 ∣ avg_100 : 32046.001133 ∣ critic_nllloss : 26182.883789 ∣ critic_ganloss : -71.682668 ∣ generator_nllloss : 5266.963477 ∣ generator_ganloss : 1025.565430 ∣  [  std_z : 0.99  real_sub_fake : 205.32 ]
[  epoch 0014/0040] 0400/4800, lr:5.0e-05 ∣ avg_100 : 32051.475234 ∣ critic_nllloss : 26143.937695 ∣ critic_ganloss : -75.213142 ∣ generator_nllloss : 5239.589063 ∣ generator_ganloss : 1009.052539 ∣  [  std_z : 0.99  real_sub_fake : 215.11 ]
[  epoch 0014/0040] 0410/4800, lr:5.0e-05 ∣ avg_100 : 32057.354890 ∣ critic_nllloss : 26138.040234 ∣ critic_ganloss : -77.158610 ∣ generator_nllloss : 5270.174023 ∣ generator_ganloss : 994.572070 ∣   [  std_z : 0.98  real_sub_fake : 217.51 ]
[  epoch 0014/0040] 0420/4800, lr:5.0e-05 ∣ avg_100 : 32058.775245 ∣ critic_nllloss : 25960.958594 ∣ critic_ganloss : -71.547433 ∣ generator_nllloss : 5178.816211 ∣ generator_ganloss : 981.350928 ∣   [  std_z : 0.99  real_sub_fake : 221.17 ]
[  epoch 0014/0040] 0430/4800, lr:5.0e-05 ∣ avg_100 : 32063.409338 ∣ critic_nllloss : 26254.217187 ∣ critic_ganloss : -55.428930 ∣ generator_nllloss : 5219.287891 ∣ generator_ganloss : 970.670459 ∣   [  std_z : 0.99  real_sub_fake : 186.88 ]
[  epoch 0014/0040] 0440/4800, lr:5.0e-05 ∣ avg_100 : 32061.855845 ∣ critic_nllloss : 26017.422656 ∣ critic_ganloss : -68.028799 ∣ generator_nllloss : 5113.084766 ∣ generator_ganloss : 968.007959 ∣   [  std_z : 0.98  real_sub_fake : 210.39 ]
[  epoch 0014/0040] 0450/4800, lr:5.0e-05 ∣ avg_100 : 32063.962639 ∣ critic_nllloss : 26060.612305 ∣ critic_ganloss : -61.185203 ∣ generator_nllloss : 5177.571875 ∣ generator_ganloss : 969.614697 ∣   [  std_z : 0.98  real_sub_fake : 192.10 ]
[  epoch 0014/0040] 0460/4800, lr:5.0e-05 ∣ avg_100 : 32066.873591 ∣ critic_nllloss : 26029.550391 ∣ critic_ganloss : -79.908404 ∣ generator_nllloss : 5113.460156 ∣ generator_ganloss : 972.518945 ∣   [  std_z : 1.00  real_sub_fake : 232.40 ]
[  epoch 0014/0040] 0470/4800, lr:5.0e-05 ∣ avg_100 : 32072.220943 ∣ critic_nllloss : 26196.131641 ∣ critic_ganloss : -91.087265 ∣ generator_nllloss : 5208.360352 ∣ generator_ganloss : 969.218750 ∣   [  std_z : 1.00  real_sub_fake : 267.05 ]
[  epoch 0014/0040] 0480/4800, lr:5.0e-05 ∣ avg_100 : 32076.108533 ∣ critic_nllloss : 26290.609961 ∣ critic_ganloss : -104.414292 ∣ generator_nllloss : 5269.738867 ∣ generator_ganloss : 968.883350 ∣  [  std_z : 1.00  real_sub_fake : 314.76 ]
[  epoch 0014/0040] 0490/4800, lr:5.0e-05 ∣ avg_100 : 32072.384241 ∣ critic_nllloss : 25968.543359 ∣ critic_ganloss : -110.862879 ∣ generator_nllloss : 5171.822266 ∣ generator_ganloss : 966.797070 ∣  [  std_z : 0.98  real_sub_fake : 352.06 ]
[  epoch 0014/0040] 0500/4800, lr:5.0e-05 ∣ avg_100 : 32075.837618 ∣ critic_nllloss : 26221.631055 ∣ critic_ganloss : -105.517294 ∣ generator_nllloss : 5278.800391 ∣ generator_ganloss : 968.215186 ∣  [  std_z : 0.98  real_sub_fake : 360.95 ]
[  epoch 0014/0040] 0510/4800, lr:5.0e-05 ∣ avg_100 : 32078.159198 ∣ critic_nllloss : 26046.664648 ∣ critic_ganloss : -102.709904 ∣ generator_nllloss : 5194.590820 ∣ generator_ganloss : 969.027832 ∣  [  std_z : 0.99  real_sub_fake : 337.26 ]
[  epoch 0014/0040] 0520/4800, lr:5.0e-05 ∣ avg_100 : 32075.734767 ∣ critic_nllloss : 26003.770703 ∣ critic_ganloss : -103.658966 ∣ generator_nllloss : 5138.549414 ∣ generator_ganloss : 980.668457 ∣  [  std_z : 1.00  real_sub_fake : 343.15 ]
[  epoch 0014/0040] 0530/4800, lr:5.0e-05 ∣ avg_100 : 32081.027365 ∣ critic_nllloss : 26191.882031 ∣ critic_ganloss : -129.713403 ∣ generator_nllloss : 5200.674805 ∣ generator_ganloss : 991.248340 ∣  [  std_z : 1.00  real_sub_fake : 394.91 ]
[  epoch 0014/0040] 0540/4800, lr:5.0e-05 ∣ avg_100 : 32085.624883 ∣ critic_nllloss : 26200.080664 ∣ critic_ganloss : -177.115884 ∣ generator_nllloss : 5311.394141 ∣ generator_ganloss : 990.949854 ∣  [  std_z : 0.99  real_sub_fake : 487.48 ]
[  epoch 0014/0040] 0550/4800, lr:5.0e-05 ∣ avg_100 : 32082.376234 ∣ critic_nllloss : 26013.680273 ∣ critic_ganloss : -206.856067 ∣ generator_nllloss : 5225.159180 ∣ generator_ganloss : 979.259326 ∣  [  std_z : 0.97  real_sub_fake : 602.71 ]
[  epoch 0014/0040] 0560/4800, lr:5.0e-05 ∣ avg_100 : 32082.222736 ∣ critic_nllloss : 25973.972266 ∣ critic_ganloss : -224.833028 ∣ generator_nllloss : 5247.317773 ∣ generator_ganloss : 970.383789 ∣  [  std_z : 0.98  real_sub_fake : 754.76 ]
[  epoch 0014/0040] 0570/4800, lr:5.0e-05 ∣ avg_100 : 32086.622193 ∣ critic_nllloss : 26271.580078 ∣ critic_ganloss : -269.098427 ∣ generator_nllloss : 5252.007617 ∣ generator_ganloss : 955.815918 ∣  [  std_z : 0.99  real_sub_fake : 870.91 ]
[  epoch 0014/0040] 0580/4800, lr:5.0e-05 ∣ avg_100 : 32086.642719 ∣ critic_nllloss : 25775.762109 ∣ critic_ganloss : -224.498242 ∣ generator_nllloss : 5178.863281 ∣ generator_ganloss : 948.117969 ∣  [  std_z : 0.99  real_sub_fake : 821.75 ]
[  epoch 0014/0040] 0590/4800, lr:5.0e-05 ∣ avg_100 : 32088.717513 ∣ critic_nllloss : 26245.405078 ∣ critic_ganloss : -290.197826 ∣ generator_nllloss : 5283.393359 ∣ generator_ganloss : 944.393018 ∣  [  std_z : 1.00  real_sub_fake : 1011.95 ]
[  epoch 0014/0040] 0600/4800, lr:5.0e-05 ∣ avg_100 : 32089.697418 ∣ critic_nllloss : 26063.767188 ∣ critic_ganloss : -344.644986 ∣ generator_nllloss : 5271.647266 ∣ generator_ganloss : 916.195410 ∣  [  std_z : 0.99  real_sub_fake : 1180.91 ]
[  epoch 0014/0040] 0610/4800, lr:5.0e-05 ∣ avg_100 : 32091.894373 ∣ critic_nllloss : 26117.566406 ∣ critic_ganloss : -336.660858 ∣ generator_nllloss : 5279.731836 ∣ generator_ganloss : 944.613574 ∣  [  std_z : 0.97  real_sub_fake : 1242.48 ]
[  epoch 0014/0040] 0620/4800, lr:5.0e-05 ∣ avg_100 : 32093.133932 ∣ critic_nllloss : 26233.568945 ∣ critic_ganloss : -359.507281 ∣ generator_nllloss : 5226.744922 ∣ generator_ganloss : 933.599902 ∣  [  std_z : 0.97  real_sub_fake : 1391.07 ]
[  epoch 0014/0040] 0630/4800, lr:5.0e-05 ∣ avg_100 : 32092.101667 ∣ critic_nllloss : 26200.751367 ∣ critic_ganloss : -303.336505 ∣ generator_nllloss : 5289.161719 ∣ generator_ganloss : 942.271777 ∣  [  std_z : 0.98  real_sub_fake : 1202.08 ]
[  epoch 0014/0040] 0640/4800, lr:5.0e-05 ∣ avg_100 : 32089.774598 ∣ critic_nllloss : 26252.797070 ∣ critic_ganloss : -386.532655 ∣ generator_nllloss : 5233.087891 ∣ generator_ganloss : 897.519434 ∣  [  std_z : 1.00  real_sub_fake : 1266.78 ]
[  epoch 0014/0040] 0650/4800, lr:5.0e-05 ∣ avg_100 : 32088.815180 ∣ critic_nllloss : 26112.798438 ∣ critic_ganloss : -296.192651 ∣ generator_nllloss : 5207.484766 ∣ generator_ganloss : 923.760156 ∣  [  std_z : 1.00  real_sub_fake : 1476.96 ]
[  epoch 0014/0040] 0660/4800, lr:5.0e-05 ∣ avg_100 : 32086.425109 ∣ critic_nllloss : 26183.528516 ∣ critic_ganloss : -362.346365 ∣ generator_nllloss : 5157.899609 ∣ generator_ganloss : 949.397070 ∣  [  std_z : 1.00  real_sub_fake : 1324.19 ]
[  epoch 0014/0040] 0670/4800, lr:5.0e-05 ∣ avg_100 : 32086.102427 ∣ critic_nllloss : 26101.666797 ∣ critic_ganloss : -393.807568 ∣ generator_nllloss : 5148.469531 ∣ generator_ganloss : 945.026611 ∣  [  std_z : 0.99  real_sub_fake : 1314.64 ]
[  epoch 0014/0040] 0680/4800, lr:5.0e-05 ∣ avg_100 : 32083.996882 ∣ critic_nllloss : 26208.684766 ∣ critic_ganloss : -394.992474 ∣ generator_nllloss : 5180.508789 ∣ generator_ganloss : 963.992236 ∣  [  std_z : 0.99  real_sub_fake : 1542.99 ]
[  epoch 0014/0040] 0690/4800, lr:5.0e-05 ∣ avg_100 : 32084.281256 ∣ critic_nllloss : 26005.925781 ∣ critic_ganloss : -323.138037 ∣ generator_nllloss : 5206.152734 ∣ generator_ganloss : 921.777588 ∣  [  std_z : 0.98  real_sub_fake : 1458.47 ]
[  epoch 0014/0040] 0700/4800, lr:5.0e-05 ∣ avg_100 : 32087.144063 ∣ critic_nllloss : 26145.320703 ∣ critic_ganloss : -340.005875 ∣ generator_nllloss : 5249.306445 ∣ generator_ganloss : 960.236230 ∣  [  std_z : 0.98  real_sub_fake : 1266.49 ]
[  epoch 0014/0040] 0710/4800, lr:5.0e-05 ∣ avg_100 : 32087.976353 ∣ critic_nllloss : 26073.764258 ∣ critic_ganloss : -395.174503 ∣ generator_nllloss : 5264.129297 ∣ generator_ganloss : 956.154688 ∣  [  std_z : 0.99  real_sub_fake : 1290.88 ]
[  epoch 0014/0040] 0720/4800, lr:5.0e-05 ∣ avg_100 : 32090.826217 ∣ critic_nllloss : 26275.132422 ∣ critic_ganloss : -358.245471 ∣ generator_nllloss : 5333.237891 ∣ generator_ganloss : 933.395996 ∣  [  std_z : 0.98  real_sub_fake : 1704.06 ]
[  epoch 0014/0040] 0730/4800, lr:5.0e-05 ∣ avg_100 : 32087.638569 ∣ critic_nllloss : 26044.960742 ∣ critic_ganloss : -354.956171 ∣ generator_nllloss : 5210.037305 ∣ generator_ganloss : 961.421484 ∣  [  std_z : 0.97  real_sub_fake : 1340.22 ]
[  epoch 0014/0040] 0740/4800, lr:5.0e-05 ∣ avg_100 : 32087.063295 ∣ critic_nllloss : 26127.567969 ∣ critic_ganloss : -306.669019 ∣ generator_nllloss : 5163.669336 ∣ generator_ganloss : 945.506250 ∣  [  std_z : 0.97  real_sub_fake : 1180.68 ]
[  epoch 0014/0040] 0750/4800, lr:5.0e-05 ∣ avg_100 : 32086.691144 ∣ critic_nllloss : 26213.044141 ∣ critic_ganloss : -336.483197 ∣ generator_nllloss : 5262.421875 ∣ generator_ganloss : 941.701514 ∣  [  std_z : 0.98  real_sub_fake : 1107.84 ]
[  epoch 0014/0040] 0760/4800, lr:5.0e-05 ∣ avg_100 : 32084.579173 ∣ critic_nllloss : 25958.716602 ∣ critic_ganloss : -323.390292 ∣ generator_nllloss : 5173.096680 ∣ generator_ganloss : 903.262842 ∣  [  std_z : 1.00  real_sub_fake : 1183.79 ]
[  epoch 0014/0040] 0770/4800, lr:5.0e-05 ∣ avg_100 : 32084.775321 ∣ critic_nllloss : 26195.724414 ∣ critic_ganloss : -298.935193 ∣ generator_nllloss : 5246.198828 ∣ generator_ganloss : 926.610645 ∣  [  std_z : 1.01  real_sub_fake : 1181.53 ]
[  epoch 0014/0040] 0780/4800, lr:5.0e-05 ∣ avg_100 : 32084.088927 ∣ critic_nllloss : 26207.142969 ∣ critic_ganloss : -297.588184 ∣ generator_nllloss : 5180.996875 ∣ generator_ganloss : 896.752148 ∣  [  std_z : 1.00  real_sub_fake : 1278.03 ]
[  epoch 0014/0040] 0790/4800, lr:5.0e-05 ∣ avg_100 : 32083.653717 ∣ critic_nllloss : 26061.765625 ∣ critic_ganloss : -276.041226 ∣ generator_nllloss : 5218.111328 ∣ generator_ganloss : 948.183398 ∣  [  std_z : 0.98  real_sub_fake : 1020.61 ]
[  epoch 0014/0040] 0800/4800, lr:5.0e-05 ∣ avg_100 : 32084.195603 ∣ critic_nllloss : 26214.327539 ∣ critic_ganloss : -377.088821 ∣ generator_nllloss : 5244.361523 ∣ generator_ganloss : 908.541357 ∣  [  std_z : 0.98  real_sub_fake : 1296.46 ]
[  epoch 0014/0040] 0810/4800, lr:5.0e-05 ∣ avg_100 : 32084.186495 ∣ critic_nllloss : 26271.338672 ∣ critic_ganloss : -367.683667 ∣ generator_nllloss : 5365.510938 ∣ generator_ganloss : 925.168066 ∣  [  std_z : 0.99  real_sub_fake : 1472.47 ]
[  epoch 0014/0040] 0820/4800, lr:5.0e-05 ∣ avg_100 : 32085.580108 ∣ critic_nllloss : 26205.738477 ∣ critic_ganloss : -441.390515 ∣ generator_nllloss : 5238.544727 ∣ generator_ganloss : 928.559326 ∣  [  std_z : 1.00  real_sub_fake : 1426.53 ]
[  epoch 0014/0040] 0830/4800, lr:5.0e-05 ∣ avg_100 : 32084.453685 ∣ critic_nllloss : 26166.525586 ∣ critic_ganloss : -368.668253 ∣ generator_nllloss : 5273.302148 ∣ generator_ganloss : 932.995752 ∣  [  std_z : 1.00  real_sub_fake : 1704.90 ]
[  epoch 0014/0040] 0840/4800, lr:5.0e-05 ∣ avg_100 : 32087.229719 ∣ critic_nllloss : 26260.202539 ∣ critic_ganloss : -261.629770 ∣ generator_nllloss : 5304.002539 ∣ generator_ganloss : 930.940039 ∣  [  std_z : 0.99  real_sub_fake : 1256.65 ]
[  epoch 0014/0040] 0850/4800, lr:5.0e-05 ∣ avg_100 : 32087.704979 ∣ critic_nllloss : 26184.995898 ∣ critic_ganloss : -317.106927 ∣ generator_nllloss : 5263.058008 ∣ generator_ganloss : 935.652637 ∣  [  std_z : 0.98  real_sub_fake : 1100.75 ]
[  epoch 0014/0040] 0860/4800, lr:5.0e-05 ∣ avg_100 : 32084.461993 ∣ critic_nllloss : 26125.444531 ∣ critic_ganloss : -322.388419 ∣ generator_nllloss : 5222.686719 ∣ generator_ganloss : 954.271191 ∣  [  std_z : 0.99  real_sub_fake : 1026.13 ]
[  epoch 0014/0040] 0870/4800, lr:5.0e-05 ∣ avg_100 : 32085.087568 ∣ critic_nllloss : 26038.294922 ∣ critic_ganloss : -311.005695 ∣ generator_nllloss : 5280.582812 ∣ generator_ganloss : 953.577490 ∣  [  std_z : 0.98  real_sub_fake : 1297.48 ]
[  epoch 0014/0040] 0880/4800, lr:5.0e-05 ∣ avg_100 : 32087.832767 ∣ critic_nllloss : 26099.351953 ∣ critic_ganloss : -345.768301 ∣ generator_nllloss : 5180.079687 ∣ generator_ganloss : 978.724805 ∣  [  std_z : 0.99  real_sub_fake : 1161.33 ]
[  epoch 0014/0040] 0890/4800, lr:5.0e-05 ∣ avg_100 : 32089.639429 ∣ critic_nllloss : 26217.756250 ∣ critic_ganloss : -314.470279 ∣ generator_nllloss : 5271.828516 ∣ generator_ganloss : 974.780078 ∣  [  std_z : 0.98  real_sub_fake : 1330.22 ]
[  epoch 0014/0040] 0900/4800, lr:5.0e-05 ∣ avg_100 : 32090.731581 ∣ critic_nllloss : 26095.747070 ∣ critic_ganloss : -335.722375 ∣ generator_nllloss : 5210.496484 ∣ generator_ganloss : 964.792285 ∣  [  std_z : 0.99  real_sub_fake : 1245.36 ]
[  epoch 0014/0040] 0910/4800, lr:5.0e-05 ∣ avg_100 : 32094.624320 ∣ critic_nllloss : 26432.384766 ∣ critic_ganloss : -370.645831 ∣ generator_nllloss : 5312.946289 ∣ generator_ganloss : 997.886719 ∣  [  std_z : 0.99  real_sub_fake : 1104.51 ]
[  epoch 0014/0040] 0920/4800, lr:5.0e-05 ∣ avg_100 : 32094.585742 ∣ critic_nllloss : 26251.338477 ∣ critic_ganloss : -441.187891 ∣ generator_nllloss : 5234.065039 ∣ generator_ganloss : 969.056836 ∣  [  std_z : 1.00  real_sub_fake : 1646.96 ]
[  epoch 0014/0040] 0930/4800, lr:5.0e-05 ∣ avg_100 : 32089.692595 ∣ critic_nllloss : 25817.622656 ∣ critic_ganloss : -235.800040 ∣ generator_nllloss : 5075.180664 ∣ generator_ganloss : 986.969727 ∣  [  std_z : 1.00  real_sub_fake : 1574.83 ]
[  epoch 0014/0040] 0940/4800, lr:5.0e-05 ∣ avg_100 : 32088.676279 ∣ critic_nllloss : 26257.545898 ∣ critic_ganloss : -334.950520 ∣ generator_nllloss : 5254.095703 ∣ generator_ganloss : 967.120312 ∣  [  std_z : 0.99  real_sub_fake : 1062.41 ]
[  epoch 0014/0040] 0950/4800, lr:5.0e-05 ∣ avg_100 : 32087.458346 ∣ critic_nllloss : 26090.036328 ∣ critic_ganloss : -394.482678 ∣ generator_nllloss : 5232.692187 ∣ generator_ganloss : 944.285986 ∣  [  std_z : 0.99  real_sub_fake : 1202.68 ]
[  epoch 0014/0040] 0960/4800, lr:5.0e-05 ∣ avg_100 : 32085.000332 ∣ critic_nllloss : 26028.822266 ∣ critic_ganloss : -341.712265 ∣ generator_nllloss : 5236.636523 ∣ generator_ganloss : 934.862793 ∣  [  std_z : 0.98  real_sub_fake : 1531.43 ]
[  epoch 0014/0040] 0970/4800, lr:5.0e-05 ∣ avg_100 : 32083.169399 ∣ critic_nllloss : 26154.289258 ∣ critic_ganloss : -338.637057 ∣ generator_nllloss : 5192.974609 ∣ generator_ganloss : 936.612109 ∣  [  std_z : 0.98  real_sub_fake : 1199.51 ]
[  epoch 0014/0040] 0980/4800, lr:5.0e-05 ∣ avg_100 : 32086.518185 ∣ critic_nllloss : 26243.620898 ∣ critic_ganloss : -272.327173 ∣ generator_nllloss : 5282.157227 ∣ generator_ganloss : 874.825684 ∣  [  std_z : 0.99  real_sub_fake : 1219.97 ]
[  epoch 0014/0040] 0990/4800, lr:5.0e-05 ∣ avg_100 : 32087.013369 ∣ critic_nllloss : 26099.968750 ∣ critic_ganloss : -282.272055 ∣ generator_nllloss : 5235.560352 ∣ generator_ganloss : 928.940918 ∣  [  std_z : 0.99  real_sub_fake : 978.90 ]
[  epoch 0014/0040] 1000/4800, lr:5.0e-05 ∣ avg_100 : 32093.655507 ∣ critic_nllloss : 26568.566406 ∣ critic_ganloss : -295.960083 ∣ generator_nllloss : 5263.437109 ∣ generator_ganloss : 898.737061 ∣  [  std_z : 1.01  real_sub_fake : 1116.42 ]
[  epoch 0014/0040] 1010/4800, lr:5.0e-05 ∣ avg_100 : 32094.679031 ∣ critic_nllloss : 26116.661328 ∣ critic_ganloss : -327.622430 ∣ generator_nllloss : 5239.020508 ∣ generator_ganloss : 892.549414 ∣  [  std_z : 0.99  real_sub_fake : 1246.95 ]
[  epoch 0014/0040] 1020/4800, lr:5.0e-05 ∣ avg_100 : 32092.411871 ∣ critic_nllloss : 26252.338867 ∣ critic_ganloss : -409.665692 ∣ generator_nllloss : 5187.292188 ∣ generator_ganloss : 905.570996 ∣  [  std_z : 0.99  real_sub_fake : 1422.53 ]
[  epoch 0014/0040] 1030/4800, lr:5.0e-05 ∣ avg_100 : 32092.967563 ∣ critic_nllloss : 26172.312305 ∣ critic_ganloss : -360.963736 ∣ generator_nllloss : 5227.174219 ∣ generator_ganloss : 930.038965 ∣  [  std_z : 0.98  real_sub_fake : 1481.61 ]
[  epoch 0014/0040] 1040/4800, lr:5.0e-05 ∣ avg_100 : 32086.411015 ∣ critic_nllloss : 26042.280078 ∣ critic_ganloss : -394.126584 ∣ generator_nllloss : 5171.301562 ∣ generator_ganloss : 923.182080 ∣  [  std_z : 0.99  real_sub_fake : 1427.45 ]
[  epoch 0014/0040] 1050/4800, lr:5.0e-05 ∣ avg_100 : 32087.647039 ∣ critic_nllloss : 26096.834766 ∣ critic_ganloss : -128.804468 ∣ generator_nllloss : 5170.108984 ∣ generator_ganloss : 974.905127 ∣  [  std_z : 1.00  real_sub_fake : 839.11 ]
[  epoch 0014/0040] 1060/4800, lr:5.0e-05 ∣ avg_100 : 32092.602335 ∣ critic_nllloss : 26256.882617 ∣ critic_ganloss : -90.703317 ∣ generator_nllloss : 5230.251367 ∣ generator_ganloss : 1001.373486 ∣  [  std_z : 1.00  real_sub_fake : 269.01 ]
[  epoch 0014/0040] 1070/4800, lr:5.0e-05 ∣ avg_100 : 32098.617950 ∣ critic_nllloss : 26383.811914 ∣ critic_ganloss : -89.130738 ∣ generator_nllloss : 5206.106836 ∣ generator_ganloss : 1002.401074 ∣  [  std_z : 1.00  real_sub_fake : 347.43 ]
[  epoch 0014/0040] 1080/4800, lr:5.0e-05 ∣ avg_100 : 32099.649675 ∣ critic_nllloss : 26265.137500 ∣ critic_ganloss : -163.741692 ∣ generator_nllloss : 5260.559961 ∣ generator_ganloss : 993.810547 ∣  [  std_z : 0.99  real_sub_fake : 455.74 ]
[  epoch 0014/0040] 1090/4800, lr:5.0e-05 ∣ avg_100 : 32103.120080 ∣ critic_nllloss : 26236.289648 ∣ critic_ganloss : -204.804814 ∣ generator_nllloss : 5281.934375 ∣ generator_ganloss : 961.269238 ∣  [  std_z : 0.98  real_sub_fake : 666.14 ]
[  epoch 0014/0040] 1100/4800, lr:5.0e-05 ∣ avg_100 : 32104.650090 ∣ critic_nllloss : 26086.837500 ∣ critic_ganloss : -230.394641 ∣ generator_nllloss : 5216.531641 ∣ generator_ganloss : 940.364160 ∣  [  std_z : 0.96  real_sub_fake : 761.82 ]
[  epoch 0014/0040] 1110/4800, lr:5.0e-05 ∣ avg_100 : 32108.182687 ∣ critic_nllloss : 26329.635156 ∣ critic_ganloss : -207.364331 ∣ generator_nllloss : 5215.977734 ∣ generator_ganloss : 918.281641 ∣  [  std_z : 0.99  real_sub_fake : 825.40 ]
[  epoch 0014/0040] 1120/4800, lr:5.0e-05 ∣ avg_100 : 32106.983086 ∣ critic_nllloss : 26221.658984 ∣ critic_ganloss : -231.135799 ∣ generator_nllloss : 5238.121875 ∣ generator_ganloss : 881.105859 ∣  [  std_z : 0.99  real_sub_fake : 869.71 ]
[  epoch 0014/0040] 1130/4800, lr:5.0e-05 ∣ avg_100 : 32105.440522 ∣ critic_nllloss : 26134.967969 ∣ critic_ganloss : -230.811092 ∣ generator_nllloss : 5260.831250 ∣ generator_ganloss : 933.769043 ∣  [  std_z : 1.00  real_sub_fake : 705.56 ]
[  epoch 0014/0040] 1140/4800, lr:5.0e-05 ∣ avg_100 : 32105.222620 ∣ critic_nllloss : 26078.990039 ∣ critic_ganloss : -218.282149 ∣ generator_nllloss : 5211.278906 ∣ generator_ganloss : 927.006836 ∣  [  std_z : 1.00  real_sub_fake : 968.69 ]
[  epoch 0014/0040] 1150/4800, lr:5.0e-05 ∣ avg_100 : 32107.623998 ∣ critic_nllloss : 26411.110547 ∣ critic_ganloss : -328.503940 ∣ generator_nllloss : 5296.883984 ∣ generator_ganloss : 953.584082 ∣  [  std_z : 0.99  real_sub_fake : 1068.16 ]
[  epoch 0014/0040] 1160/4800, lr:5.0e-05 ∣ avg_100 : 32108.939535 ∣ critic_nllloss : 26166.942383 ∣ critic_ganloss : -235.549365 ∣ generator_nllloss : 5255.800781 ∣ generator_ganloss : 906.472021 ∣  [  std_z : 0.98  real_sub_fake : 1177.81 ]
[  epoch 0014/0040] 1170/4800, lr:5.0e-05 ∣ avg_100 : 32110.157888 ∣ critic_nllloss : 26037.448242 ∣ critic_ganloss : -278.260953 ∣ generator_nllloss : 5155.636719 ∣ generator_ganloss : 899.763037 ∣  [  std_z : 0.98  real_sub_fake : 912.99 ]
[  epoch 0014/0040] 1180/4800, lr:5.0e-05 ∣ avg_100 : 32106.018715 ∣ critic_nllloss : 25768.601953 ∣ critic_ganloss : -268.777461 ∣ generator_nllloss : 5180.282031 ∣ generator_ganloss : 931.563379 ∣  [  std_z : 0.99  real_sub_fake : 944.94 ]
[  epoch 0014/0040] 1190/4800, lr:5.0e-05 ∣ avg_100 : 32105.990880 ∣ critic_nllloss : 26057.706055 ∣ critic_ganloss : -219.740587 ∣ generator_nllloss : 5230.664453 ∣ generator_ganloss : 905.501465 ∣  [  std_z : 1.00  real_sub_fake : 1023.73 ]
[  epoch 0014/0040] 1200/4800, lr:5.0e-05 ∣ avg_100 : 32105.227780 ∣ critic_nllloss : 26208.375586 ∣ critic_ganloss : -338.914363 ∣ generator_nllloss : 5163.017578 ∣ generator_ganloss : 890.940869 ∣  [  std_z : 1.00  real_sub_fake : 1117.23 ]
[  epoch 0014/0040] 1210/4800, lr:5.0e-05 ∣ avg_100 : 32106.678287 ∣ critic_nllloss : 26139.958789 ∣ critic_ganloss : -326.385651 ∣ generator_nllloss : 5235.479492 ∣ generator_ganloss : 882.188086 ∣  [  std_z : 0.99  real_sub_fake : 1344.42 ]
[  epoch 0014/0040] 1220/4800, lr:5.0e-05 ∣ avg_100 : 32110.670312 ∣ critic_nllloss : 26196.399414 ∣ critic_ganloss : -185.969193 ∣ generator_nllloss : 5336.889648 ∣ generator_ganloss : 842.876392 ∣  [  std_z : 0.98  real_sub_fake : 1117.69 ]
[  epoch 0014/0040] 1230/4800, lr:5.0e-05 ∣ avg_100 : 32106.126744 ∣ critic_nllloss : 25990.929492 ∣ critic_ganloss : -264.995110 ∣ generator_nllloss : 5222.204297 ∣ generator_ganloss : 905.973291 ∣  [  std_z : 0.98  real_sub_fake : 768.80 ]
[  epoch 0014/0040] 1240/4800, lr:5.0e-05 ∣ avg_100 : 32106.339559 ∣ critic_nllloss : 26046.310352 ∣ critic_ganloss : -294.719412 ∣ generator_nllloss : 5275.131641 ∣ generator_ganloss : 870.274561 ∣  [  std_z : 0.97  real_sub_fake : 851.08 ]
[  epoch 0014/0040] 1250/4800, lr:5.0e-05 ∣ avg_100 : 32101.618739 ∣ critic_nllloss : 26246.730664 ∣ critic_ganloss : -291.750613 ∣ generator_nllloss : 5321.198438 ∣ generator_ganloss : 864.658008 ∣  [  std_z : 0.98  real_sub_fake : 1090.80 ]
[  epoch 0014/0040] 1260/4800, lr:5.0e-05 ∣ avg_100 : 32095.843495 ∣ critic_nllloss : 26076.317969 ∣ critic_ganloss : -284.443896 ∣ generator_nllloss : 5285.086719 ∣ generator_ganloss : 856.526318 ∣  [  std_z : 0.99  real_sub_fake : 1118.22 ]
[  epoch 0014/0040] 1270/4800, lr:5.0e-05 ∣ avg_100 : 32090.978908 ∣ critic_nllloss : 25847.233984 ∣ critic_ganloss : -299.260452 ∣ generator_nllloss : 5146.510156 ∣ generator_ganloss : 910.709326 ∣  [  std_z : 0.99  real_sub_fake : 967.60 ]
[  epoch 0014/0040] 1280/4800, lr:5.0e-05 ∣ avg_100 : 32086.850560 ∣ critic_nllloss : 26139.074414 ∣ critic_ganloss : -286.445349 ∣ generator_nllloss : 5302.208203 ∣ generator_ganloss : 912.820312 ∣  [  std_z : 0.99  real_sub_fake : 1138.20 ]
[  epoch 0014/0040] 1290/4800, lr:5.0e-05 ∣ avg_100 : 32083.153964 ∣ critic_nllloss : 26241.058594 ∣ critic_ganloss : -284.972565 ∣ generator_nllloss : 5301.612109 ∣ generator_ganloss : 906.921436 ∣  [  std_z : 0.99  real_sub_fake : 1328.29 ]
[  epoch 0014/0040] 1300/4800, lr:5.0e-05 ∣ avg_100 : 32078.690827 ∣ critic_nllloss : 26230.609766 ∣ critic_ganloss : -377.959146 ∣ generator_nllloss : 5235.213867 ∣ generator_ganloss : 877.872900 ∣  [  std_z : 0.98  real_sub_fake : 1257.66 ]
[  epoch 0014/0040] 1310/4800, lr:5.0e-05 ∣ avg_100 : 32071.498346 ∣ critic_nllloss : 25995.296484 ∣ critic_ganloss : -374.745233 ∣ generator_nllloss : 5173.178516 ∣ generator_ganloss : 916.195264 ∣  [  std_z : 0.99  real_sub_fake : 1444.16 ]
[  epoch 0014/0040] 1320/4800, lr:5.0e-05 ∣ avg_100 : 32066.080544 ∣ critic_nllloss : 26068.389258 ∣ critic_ganloss : -320.314218 ∣ generator_nllloss : 5148.569336 ∣ generator_ganloss : 910.793848 ∣  [  std_z : 1.00  real_sub_fake : 1315.58 ]
[  epoch 0014/0040] 1330/4800, lr:5.0e-05 ∣ avg_100 : 32063.348886 ∣ critic_nllloss : 26305.186719 ∣ critic_ganloss : -342.145721 ∣ generator_nllloss : 5253.509961 ∣ generator_ganloss : 895.563281 ∣  [  std_z : 1.00  real_sub_fake : 1289.17 ]
[  epoch 0014/0040] 1340/4800, lr:5.0e-05 ∣ avg_100 : 32056.848069 ∣ critic_nllloss : 25914.074219 ∣ critic_ganloss : -371.723798 ∣ generator_nllloss : 5126.911523 ∣ generator_ganloss : 916.761963 ∣  [  std_z : 0.99  real_sub_fake : 1211.56 ]
[  epoch 0014/0040] 1350/4800, lr:5.0e-05 ∣ avg_100 : 32052.516571 ∣ critic_nllloss : 26148.396875 ∣ critic_ganloss : -366.524387 ∣ generator_nllloss : 5211.463477 ∣ generator_ganloss : 932.159131 ∣  [  std_z : 0.98  real_sub_fake : 1317.48 ]
[  epoch 0014/0040] 1360/4800, lr:5.0e-05 ∣ avg_100 : 32046.726452 ∣ critic_nllloss : 26265.986328 ∣ critic_ganloss : -330.031287 ∣ generator_nllloss : 5225.067578 ∣ generator_ganloss : 943.255566 ∣  [  std_z : 0.99  real_sub_fake : 1628.77 ]
[  epoch 0014/0040] 1370/4800, lr:5.0e-05 ∣ avg_100 : 32044.832420 ∣ critic_nllloss : 26204.377539 ∣ critic_ganloss : -326.691272 ∣ generator_nllloss : 5311.508203 ∣ generator_ganloss : 948.087598 ∣  [  std_z : 0.98  real_sub_fake : 1272.20 ]
[  epoch 0014/0040] 1380/4800, lr:5.0e-05 ∣ avg_100 : 32042.270468 ∣ critic_nllloss : 26330.427344 ∣ critic_ganloss : -318.764114 ∣ generator_nllloss : 5246.001562 ∣ generator_ganloss : 912.878760 ∣  [  std_z : 1.00  real_sub_fake : 1179.27 ]
[  epoch 0014/0040] 1390/4800, lr:5.0e-05 ∣ avg_100 : 32037.348343 ∣ critic_nllloss : 26079.398633 ∣ critic_ganloss : -309.880215 ∣ generator_nllloss : 5218.975195 ∣ generator_ganloss : 923.023975 ∣  [  std_z : 0.99  real_sub_fake : 1171.53 ]
[  epoch 0014/0040] 1400/4800, lr:5.0e-05 ∣ avg_100 : 32033.408606 ∣ critic_nllloss : 26051.431055 ∣ critic_ganloss : -256.524704 ∣ generator_nllloss : 5225.581445 ∣ generator_ganloss : 902.904688 ∣  [  std_z : 0.99  real_sub_fake : 1187.97 ]
[  epoch 0014/0040] 1410/4800, lr:5.0e-05 ∣ avg_100 : 32031.038453 ∣ critic_nllloss : 26205.502539 ∣ critic_ganloss : -335.085696 ∣ generator_nllloss : 5305.170508 ∣ generator_ganloss : 913.025049 ∣  [  std_z : 1.00  real_sub_fake : 1124.69 ]
[  epoch 0014/0040] 1420/4800, lr:5.0e-05 ∣ avg_100 : 32029.602031 ∣ critic_nllloss : 26074.888086 ∣ critic_ganloss : -317.819308 ∣ generator_nllloss : 5231.357813 ∣ generator_ganloss : 917.509473 ∣  [  std_z : 0.99  real_sub_fake : 1289.04 ]
[  epoch 0014/0040] 1430/4800, lr:5.0e-05 ∣ avg_100 : 32027.566159 ∣ critic_nllloss : 26349.973242 ∣ critic_ganloss : -381.646588 ∣ generator_nllloss : 5295.486523 ∣ generator_ganloss : 921.346191 ∣  [  std_z : 0.98  real_sub_fake : 1300.71 ]
[  epoch 0014/0040] 1440/4800, lr:5.0e-05 ∣ avg_100 : 32028.168335 ∣ critic_nllloss : 26125.714453 ∣ critic_ganloss : -229.083325 ∣ generator_nllloss : 5276.594922 ∣ generator_ganloss : 917.478174 ∣  [  std_z : 0.97  real_sub_fake : 1216.89 ]
[  epoch 0014/0040] 1450/4800, lr:5.0e-05 ∣ avg_100 : 32024.189895 ∣ critic_nllloss : 25979.954102 ∣ critic_ganloss : -377.463834 ∣ generator_nllloss : 5244.262109 ∣ generator_ganloss : 902.017285 ∣  [  std_z : 0.98  real_sub_fake : 1052.52 ]
[  epoch 0014/0040] 1460/4800, lr:5.0e-05 ∣ avg_100 : 32024.691180 ∣ critic_nllloss : 26243.847461 ∣ critic_ganloss : -385.020984 ∣ generator_nllloss : 5304.589453 ∣ generator_ganloss : 922.333643 ∣  [  std_z : 1.00  real_sub_fake : 1386.06 ]
[  epoch 0014/0040] 1470/4800, lr:5.0e-05 ∣ avg_100 : 32021.211022 ∣ critic_nllloss : 26096.665234 ∣ critic_ganloss : -329.647977 ∣ generator_nllloss : 5252.923047 ∣ generator_ganloss : 914.667383 ∣  [  std_z : 1.01  real_sub_fake : 1573.45 ]
[  epoch 0014/0040] 1480/4800, lr:5.0e-05 ∣ avg_100 : 32017.873717 ∣ critic_nllloss : 26125.814258 ∣ critic_ganloss : -147.907074 ∣ generator_nllloss : 5161.247266 ∣ generator_ganloss : 951.932910 ∣  [  std_z : 1.01  real_sub_fake : 859.08 ]
[  epoch 0014/0040] 1490/4800, lr:5.0e-05 ∣ avg_100 : 32016.783520 ∣ critic_nllloss : 25840.682422 ∣ critic_ganloss : -129.882129 ∣ generator_nllloss : 5206.028320 ∣ generator_ganloss : 970.451514 ∣  [  std_z : 0.99  real_sub_fake : 427.40 ]
[  epoch 0014/0040] 1500/4800, lr:5.0e-05 ∣ avg_100 : 32014.139478 ∣ critic_nllloss : 26163.016602 ∣ critic_ganloss : -228.027753 ∣ generator_nllloss : 5206.600586 ∣ generator_ganloss : 957.135742 ∣  [  std_z : 0.97  real_sub_fake : 639.06 ]
[  epoch 0014/0040] 1510/4800, lr:5.0e-05 ∣ avg_100 : 32014.638720 ∣ critic_nllloss : 26270.370898 ∣ critic_ganloss : -282.104410 ∣ generator_nllloss : 5219.503906 ∣ generator_ganloss : 949.727197 ∣  [  std_z : 0.98  real_sub_fake : 972.02 ]
[  epoch 0014/0040] 1520/4800, lr:5.0e-05 ∣ avg_100 : 32010.882679 ∣ critic_nllloss : 25871.408008 ∣ critic_ganloss : -320.795276 ∣ generator_nllloss : 5159.176172 ∣ generator_ganloss : 933.936572 ∣  [  std_z : 0.99  real_sub_fake : 1198.96 ]
[  epoch 0014/0040] 1530/4800, lr:5.0e-05 ∣ avg_100 : 32005.120495 ∣ critic_nllloss : 25926.558984 ∣ critic_ganloss : -343.308969 ∣ generator_nllloss : 5146.595312 ∣ generator_ganloss : 948.028027 ∣  [  std_z : 1.01  real_sub_fake : 1222.29 ]
[  epoch 0014/0040] 1540/4800, lr:5.0e-05 ∣ avg_100 : 32002.895023 ∣ critic_nllloss : 26252.205273 ∣ critic_ganloss : -388.271530 ∣ generator_nllloss : 5314.700977 ∣ generator_ganloss : 924.126855 ∣  [  std_z : 1.01  real_sub_fake : 1516.42 ]
[  epoch 0014/0040] 1550/4800, lr:5.0e-05 ∣ avg_100 : 32002.840476 ∣ critic_nllloss : 26125.948437 ∣ critic_ganloss : -404.909628 ∣ generator_nllloss : 5330.377344 ∣ generator_ganloss : 954.371924 ∣  [  std_z : 0.98  real_sub_fake : 1477.07 ]
[  epoch 0014/0040] 1560/4800, lr:5.0e-05 ∣ avg_100 : 32004.449627 ∣ critic_nllloss : 26209.844336 ∣ critic_ganloss : -172.802560 ∣ generator_nllloss : 5181.244922 ∣ generator_ganloss : 909.469189 ∣  [  std_z : 0.96  real_sub_fake : 1148.43 ]
[  epoch 0014/0040] 1570/4800, lr:5.0e-05 ∣ avg_100 : 32001.821263 ∣ critic_nllloss : 26109.716602 ∣ critic_ganloss : -294.450961 ∣ generator_nllloss : 5215.353125 ∣ generator_ganloss : 916.850000 ∣  [  std_z : 0.98  real_sub_fake : 769.33 ]
[  epoch 0014/0040] 1580/4800, lr:5.0e-05 ∣ avg_100 : 32006.618685 ∣ critic_nllloss : 26328.613281 ∣ critic_ganloss : -316.895262 ∣ generator_nllloss : 5237.438281 ∣ generator_ganloss : 908.831006 ∣  [  std_z : 1.00  real_sub_fake : 1063.47 ]
[  epoch 0014/0040] 1590/4800, lr:5.0e-05 ∣ avg_100 : 32001.632451 ∣ critic_nllloss : 25932.520703 ∣ critic_ganloss : -342.843698 ∣ generator_nllloss : 5186.513477 ∣ generator_ganloss : 908.179785 ∣  [  std_z : 1.00  real_sub_fake : 1220.32 ]
[  epoch 0014/0040] 1600/4800, lr:5.0e-05 ∣ avg_100 : 32000.853253 ∣ critic_nllloss : 26111.866602 ∣ critic_ganloss : -404.338055 ∣ generator_nllloss : 5209.269531 ∣ generator_ganloss : 912.247021 ∣  [  std_z : 1.00  real_sub_fake : 1442.42 ]
[  epoch 0014/0040] 1610/4800, lr:5.0e-05 ∣ avg_100 : 31998.802841 ∣ critic_nllloss : 26180.784570 ∣ critic_ganloss : -512.929810 ∣ generator_nllloss : 5211.233594 ∣ generator_ganloss : 921.121387 ∣  [  std_z : 0.98  real_sub_fake : 1600.63 ]
[  epoch 0014/0040] 1620/4800, lr:5.0e-05 ∣ avg_100 : 31998.564193 ∣ critic_nllloss : 26051.956055 ∣ critic_ganloss : -195.752917 ∣ generator_nllloss : 5219.556641 ∣ generator_ganloss : 934.781885 ∣  [  std_z : 0.98  real_sub_fake : 1540.81 ]
[  epoch 0014/0040] 1630/4800, lr:5.0e-05 ∣ avg_100 : 31994.869219 ∣ critic_nllloss : 25982.128516 ∣ critic_ganloss : -340.512598 ∣ generator_nllloss : 5229.287305 ∣ generator_ganloss : 888.447705 ∣  [  std_z : 0.98  real_sub_fake : 1168.15 ]
[  epoch 0014/0040] 1640/4800, lr:5.0e-05 ∣ avg_100 : 31994.283083 ∣ critic_nllloss : 26119.675781 ∣ critic_ganloss : -326.678607 ∣ generator_nllloss : 5278.973633 ∣ generator_ganloss : 866.287402 ∣  [  std_z : 0.99  real_sub_fake : 1048.48 ]
[  epoch 0014/0040] 1650/4800, lr:5.0e-05 ∣ avg_100 : 31992.481014 ∣ critic_nllloss : 26088.282617 ∣ critic_ganloss : -341.586496 ∣ generator_nllloss : 5176.226367 ∣ generator_ganloss : 844.721338 ∣  [  std_z : 0.99  real_sub_fake : 1227.53 ]
[  epoch 0014/0040] 1660/4800, lr:5.0e-05 ∣ avg_100 : 31992.935473 ∣ critic_nllloss : 26111.250391 ∣ critic_ganloss : -325.546329 ∣ generator_nllloss : 5309.484570 ∣ generator_ganloss : 878.736035 ∣  [  std_z : 0.99  real_sub_fake : 1305.70 ]
[  epoch 0014/0040] 1670/4800, lr:5.0e-05 ∣ avg_100 : 31995.983207 ∣ critic_nllloss : 26217.606641 ∣ critic_ganloss : -318.689282 ∣ generator_nllloss : 5310.326953 ∣ generator_ganloss : 896.884473 ∣  [  std_z : 0.99  real_sub_fake : 1235.76 ]
[  epoch 0014/0040] 1680/4800, lr:5.0e-05 ∣ avg_100 : 31991.758738 ∣ critic_nllloss : 25837.208008 ∣ critic_ganloss : -298.716742 ∣ generator_nllloss : 5077.904688 ∣ generator_ganloss : 919.350488 ∣  [  std_z : 0.98  real_sub_fake : 1113.30 ]
[  epoch 0014/0040] 1690/4800, lr:5.0e-05 ∣ avg_100 : 31994.172587 ∣ critic_nllloss : 26084.148242 ∣ critic_ganloss : -307.999280 ∣ generator_nllloss : 5328.348047 ∣ generator_ganloss : 947.605908 ∣  [  std_z : 0.99  real_sub_fake : 1159.82 ]
[  epoch 0014/0040] 1700/4800, lr:5.0e-05 ∣ avg_100 : 31992.139739 ∣ critic_nllloss : 25958.385352 ∣ critic_ganloss : -296.323499 ∣ generator_nllloss : 5216.040430 ∣ generator_ganloss : 933.470459 ∣  [  std_z : 0.98  real_sub_fake : 1412.29 ]
[  epoch 0014/0040] 1710/4800, lr:5.0e-05 ∣ avg_100 : 31993.320879 ∣ critic_nllloss : 26115.203711 ∣ critic_ganloss : -354.450174 ∣ generator_nllloss : 5301.144727 ∣ generator_ganloss : 955.089502 ∣  [  std_z : 0.99  real_sub_fake : 1078.66 ]
[  epoch 0014/0040] 1720/4800, lr:5.0e-05 ∣ avg_100 : 31993.598757 ∣ critic_nllloss : 26370.666992 ∣ critic_ganloss : -368.523438 ∣ generator_nllloss : 5286.893359 ∣ generator_ganloss : 922.271729 ∣  [  std_z : 0.99  real_sub_fake : 1374.23 ]
[  epoch 0014/0040] 1730/4800, lr:5.0e-05 ∣ avg_100 : 31995.989051 ∣ critic_nllloss : 26191.121289 ∣ critic_ganloss : -300.096365 ∣ generator_nllloss : 5247.360937 ∣ generator_ganloss : 962.106836 ∣  [  std_z : 0.98  real_sub_fake : 1227.17 ]
[  epoch 0014/0040] 1740/4800, lr:5.0e-05 ∣ avg_100 : 31996.382294 ∣ critic_nllloss : 26142.562109 ∣ critic_ganloss : -339.443857 ∣ generator_nllloss : 5223.063086 ∣ generator_ganloss : 943.217480 ∣  [  std_z : 1.00  real_sub_fake : 1229.79 ]
[  epoch 0014/0040] 1750/4800, lr:5.0e-05 ∣ avg_100 : 31994.724478 ∣ critic_nllloss : 26086.156250 ∣ critic_ganloss : -400.600464 ∣ generator_nllloss : 5295.795313 ∣ generator_ganloss : 933.551709 ∣  [  std_z : 1.01  real_sub_fake : 1501.87 ]
[  epoch 0014/0040] 1760/4800, lr:5.0e-05 ∣ avg_100 : 31996.765596 ∣ critic_nllloss : 26204.877539 ∣ critic_ganloss : -421.753134 ∣ generator_nllloss : 5211.016602 ∣ generator_ganloss : 921.656592 ∣  [  std_z : 0.99  real_sub_fake : 1743.90 ]
[  epoch 0014/0040] 1770/4800, lr:5.0e-05 ∣ avg_100 : 31995.623359 ∣ critic_nllloss : 26181.362500 ∣ critic_ganloss : -312.001447 ∣ generator_nllloss : 5172.055469 ∣ generator_ganloss : 913.958447 ∣  [  std_z : 0.99  real_sub_fake : 1255.33 ]
[  epoch 0014/0040] 1780/4800, lr:5.0e-05 ∣ avg_100 : 31996.257736 ∣ critic_nllloss : 26188.447461 ∣ critic_ganloss : -328.718942 ∣ generator_nllloss : 5294.369141 ∣ generator_ganloss : 896.643896 ∣  [  std_z : 0.99  real_sub_fake : 1088.24 ]
[  epoch 0014/0040] 1790/4800, lr:5.0e-05 ∣ avg_100 : 31993.660047 ∣ critic_nllloss : 25908.852344 ∣ critic_ganloss : -286.153662 ∣ generator_nllloss : 5149.905078 ∣ generator_ganloss : 919.646484 ∣  [  std_z : 0.99  real_sub_fake : 991.05 ]
[  epoch 0014/0040] 1800/4800, lr:5.0e-05 ∣ avg_100 : 31993.998321 ∣ critic_nllloss : 26088.551758 ∣ critic_ganloss : -340.123285 ∣ generator_nllloss : 5347.302148 ∣ generator_ganloss : 928.238330 ∣  [  std_z : 1.00  real_sub_fake : 1200.24 ]
[  epoch 0014/0040] 1810/4800, lr:5.0e-05 ∣ avg_100 : 31991.589933 ∣ critic_nllloss : 26075.068750 ∣ critic_ganloss : -306.183914 ∣ generator_nllloss : 5250.691406 ∣ generator_ganloss : 933.918945 ∣  [  std_z : 0.99  real_sub_fake : 1342.92 ]
[  epoch 0014/0040] 1820/4800, lr:5.0e-05 ∣ avg_100 : 31992.294043 ∣ critic_nllloss : 26113.343945 ∣ critic_ganloss : -304.275143 ∣ generator_nllloss : 5269.080664 ∣ generator_ganloss : 923.713574 ∣  [  std_z : 0.99  real_sub_fake : 1456.41 ]
[  epoch 0014/0040] 1830/4800, lr:5.0e-05 ∣ avg_100 : 31990.526783 ∣ critic_nllloss : 26114.351367 ∣ critic_ganloss : -430.490137 ∣ generator_nllloss : 5173.166211 ∣ generator_ganloss : 970.401807 ∣  [  std_z : 0.98  real_sub_fake : 1451.29 ]
[  epoch 0014/0040] 1840/4800, lr:5.0e-05 ∣ avg_100 : 31990.693034 ∣ critic_nllloss : 26341.779687 ∣ critic_ganloss : -321.159286 ∣ generator_nllloss : 5256.359375 ∣ generator_ganloss : 973.160645 ∣  [  std_z : 0.99  real_sub_fake : 1355.74 ]
[  epoch 0014/0040] 1850/4800, lr:5.0e-05 ∣ avg_100 : 31990.594453 ∣ critic_nllloss : 26255.404687 ∣ critic_ganloss : -401.565695 ∣ generator_nllloss : 5221.996289 ∣ generator_ganloss : 980.906201 ∣  [  std_z : 1.00  real_sub_fake : 1198.74 ]
[  epoch 0014/0040] 1860/4800, lr:5.0e-05 ∣ avg_100 : 31991.889879 ∣ critic_nllloss : 26149.491016 ∣ critic_ganloss : -316.414404 ∣ generator_nllloss : 5312.271484 ∣ generator_ganloss : 964.208545 ∣  [  std_z : 1.00  real_sub_fake : 1352.63 ]
[  epoch 0014/0040] 1870/4800, lr:5.0e-05 ∣ avg_100 : 31993.098065 ∣ critic_nllloss : 26140.340430 ∣ critic_ganloss : -289.118982 ∣ generator_nllloss : 5262.524805 ∣ generator_ganloss : 968.521924 ∣  [  std_z : 0.99  real_sub_fake : 1211.52 ]
[  epoch 0014/0040] 1880/4800, lr:5.0e-05 ∣ avg_100 : 31997.764165 ∣ critic_nllloss : 26435.439258 ∣ critic_ganloss : -284.458521 ∣ generator_nllloss : 5265.795313 ∣ generator_ganloss : 962.222119 ∣  [  std_z : 0.98  real_sub_fake : 1150.89 ]
[  epoch 0014/0040] 1890/4800, lr:5.0e-05 ∣ avg_100 : 31995.042091 ∣ critic_nllloss : 26097.129492 ∣ critic_ganloss : -355.725183 ∣ generator_nllloss : 5163.374609 ∣ generator_ganloss : 972.908203 ∣  [  std_z : 0.98  real_sub_fake : 1025.03 ]
[  epoch 0014/0040] 1900/4800, lr:5.0e-05 ∣ avg_100 : 31994.950342 ∣ critic_nllloss : 26100.434180 ∣ critic_ganloss : -336.615976 ∣ generator_nllloss : 5204.457227 ∣ generator_ganloss : 957.863086 ∣  [  std_z : 1.00  real_sub_fake : 1378.89 ]
[  epoch 0014/0040] 1910/4800, lr:5.0e-05 ∣ avg_100 : 31992.883933 ∣ critic_nllloss : 26231.684961 ∣ critic_ganloss : -232.076187 ∣ generator_nllloss : 5225.698633 ∣ generator_ganloss : 940.623682 ∣  [  std_z : 1.02  real_sub_fake : 1287.05 ]
[  epoch 0014/0040] 1920/4800, lr:5.0e-05 ∣ avg_100 : 31990.154295 ∣ critic_nllloss : 25945.845703 ∣ critic_ganloss : -291.787505 ∣ generator_nllloss : 5143.897656 ∣ generator_ganloss : 942.352783 ∣  [  std_z : 1.00  real_sub_fake : 950.30 ]
[  epoch 0014/0040] 1930/4800, lr:5.0e-05 ∣ avg_100 : 31993.780472 ∣ critic_nllloss : 26133.364063 ∣ critic_ganloss : -311.734264 ∣ generator_nllloss : 5238.804492 ∣ generator_ganloss : 946.156396 ∣  [  std_z : 0.98  real_sub_fake : 1066.02 ]
[  epoch 0014/0040] 1940/4800, lr:5.0e-05 ∣ avg_100 : 31993.223919 ∣ critic_nllloss : 26262.162305 ∣ critic_ganloss : -341.242368 ∣ generator_nllloss : 5239.908008 ∣ generator_ganloss : 927.328174 ∣  [  std_z : 0.97  real_sub_fake : 1243.11 ]
[  epoch 0014/0040] 1950/4800, lr:5.0e-05 ∣ avg_100 : 31994.639437 ∣ critic_nllloss : 26214.047266 ∣ critic_ganloss : -297.263049 ∣ generator_nllloss : 5196.413281 ∣ generator_ganloss : 900.886133 ∣  [  std_z : 0.97  real_sub_fake : 1268.63 ]
[  epoch 0014/0040] 1960/4800, lr:5.0e-05 ∣ avg_100 : 31992.842033 ∣ critic_nllloss : 25884.097070 ∣ critic_ganloss : -270.145351 ∣ generator_nllloss : 5168.990820 ∣ generator_ganloss : 895.926367 ∣  [  std_z : 0.99  real_sub_fake : 1015.57 ]
[  epoch 0014/0040] 1970/4800, lr:5.0e-05 ∣ avg_100 : 31992.051145 ∣ critic_nllloss : 26066.845508 ∣ critic_ganloss : -298.727136 ∣ generator_nllloss : 5234.202930 ∣ generator_ganloss : 863.828809 ∣  [  std_z : 1.00  real_sub_fake : 1258.47 ]
[  epoch 0014/0040] 1980/4800, lr:5.0e-05 ∣ avg_100 : 31990.134031 ∣ critic_nllloss : 26193.111523 ∣ critic_ganloss : -330.091034 ∣ generator_nllloss : 5188.680664 ∣ generator_ganloss : 884.864160 ∣  [  std_z : 1.00  real_sub_fake : 1101.33 ]
[  epoch 0014/0040] 1990/4800, lr:5.0e-05 ∣ avg_100 : 31992.903771 ∣ critic_nllloss : 26380.025000 ∣ critic_ganloss : -343.251817 ∣ generator_nllloss : 5339.214648 ∣ generator_ganloss : 883.184082 ∣  [  std_z : 0.99  real_sub_fake : 1138.65 ]
[  epoch 0014/0040] 2000/4800, lr:5.0e-05 ∣ avg_100 : 31989.843089 ∣ critic_nllloss : 26195.543750 ∣ critic_ganloss : -276.167444 ∣ generator_nllloss : 5302.234570 ∣ generator_ganloss : 907.101416 ∣  [  std_z : 0.98  real_sub_fake : 1241.56 ]
[  epoch 0014/0040] 2010/4800, lr:5.0e-05 ∣ avg_100 : 31988.571606 ∣ critic_nllloss : 26000.214062 ∣ critic_ganloss : -305.992918 ∣ generator_nllloss : 5193.551172 ∣ generator_ganloss : 905.688184 ∣  [  std_z : 0.99  real_sub_fake : 1187.35 ]
[  epoch 0014/0040] 2020/4800, lr:5.0e-05 ∣ avg_100 : 31988.764390 ∣ critic_nllloss : 26081.840234 ∣ critic_ganloss : -270.337582 ∣ generator_nllloss : 5223.773438 ∣ generator_ganloss : 919.538672 ∣  [  std_z : 0.99  real_sub_fake : 1220.83 ]
[  epoch 0014/0040] 2030/4800, lr:5.0e-05 ∣ avg_100 : 31989.071645 ∣ critic_nllloss : 26088.656836 ∣ critic_ganloss : -285.541943 ∣ generator_nllloss : 5248.364258 ∣ generator_ganloss : 947.808154 ∣  [  std_z : 0.99  real_sub_fake : 1076.69 ]
[  epoch 0014/0040] 2040/4800, lr:5.0e-05 ∣ avg_100 : 31988.463674 ∣ critic_nllloss : 25900.619336 ∣ critic_ganloss : -263.322498 ∣ generator_nllloss : 5127.140820 ∣ generator_ganloss : 917.402344 ∣  [  std_z : 0.99  real_sub_fake : 957.73 ]
[  epoch 0014/0040] 2050/4800, lr:5.0e-05 ∣ avg_100 : 31984.171300 ∣ critic_nllloss : 25864.777930 ∣ critic_ganloss : -323.190939 ∣ generator_nllloss : 5198.553125 ∣ generator_ganloss : 943.666895 ∣  [  std_z : 0.98  real_sub_fake : 985.46 ]
[  epoch 0014/0040] 2060/4800, lr:5.0e-05 ∣ avg_100 : 31978.453959 ∣ critic_nllloss : 25973.917773 ∣ critic_ganloss : -342.050360 ∣ generator_nllloss : 5271.201953 ∣ generator_ganloss : 923.000684 ∣  [  std_z : 0.98  real_sub_fake : 1293.39 ]
[  epoch 0014/0040] 2070/4800, lr:5.0e-05 ∣ avg_100 : 31972.588722 ∣ critic_nllloss : 26008.185937 ∣ critic_ganloss : -266.945309 ∣ generator_nllloss : 5231.459961 ∣ generator_ganloss : 943.964795 ∣  [  std_z : 0.98  real_sub_fake : 1265.63 ]
[  epoch 0014/0040] 2080/4800, lr:5.0e-05 ∣ avg_100 : 31968.338941 ∣ critic_nllloss : 26068.706250 ∣ critic_ganloss : -319.322607 ∣ generator_nllloss : 5210.419531 ∣ generator_ganloss : 970.985059 ∣  [  std_z : 0.98  real_sub_fake : 972.32 ]
[  epoch 0014/0040] 2090/4800, lr:5.0e-05 ∣ avg_100 : 31966.396983 ∣ critic_nllloss : 26162.036133 ∣ critic_ganloss : -285.544861 ∣ generator_nllloss : 5239.472070 ∣ generator_ganloss : 964.529346 ∣  [  std_z : 0.98  real_sub_fake : 954.63 ]
[  epoch 0014/0040] 2100/4800, lr:5.0e-05 ∣ avg_100 : 31965.838738 ∣ critic_nllloss : 26170.846875 ∣ critic_ganloss : -282.016827 ∣ generator_nllloss : 5152.547656 ∣ generator_ganloss : 916.136377 ∣  [  std_z : 0.99  real_sub_fake : 1341.78 ]
[  epoch 0014/0040] 2110/4800, lr:5.0e-05 ∣ avg_100 : 31962.891045 ∣ critic_nllloss : 26100.116016 ∣ critic_ganloss : -262.783139 ∣ generator_nllloss : 5190.245313 ∣ generator_ganloss : 934.182715 ∣  [  std_z : 0.99  real_sub_fake : 1099.53 ]
[  epoch 0014/0040] 2120/4800, lr:5.0e-05 ∣ avg_100 : 31959.981780 ∣ critic_nllloss : 26059.221680 ∣ critic_ganloss : -320.724228 ∣ generator_nllloss : 5154.240820 ∣ generator_ganloss : 926.086182 ∣  [  std_z : 0.99  real_sub_fake : 984.12 ]
[  epoch 0014/0040] 2130/4800, lr:5.0e-05 ∣ avg_100 : 31958.803194 ∣ critic_nllloss : 26248.766602 ∣ critic_ganloss : -380.608493 ∣ generator_nllloss : 5206.500781 ∣ generator_ganloss : 906.239648 ∣  [  std_z : 0.98  real_sub_fake : 1309.64 ]
[  epoch 0014/0040] 2140/4800, lr:5.0e-05 ∣ avg_100 : 31959.778956 ∣ critic_nllloss : 26227.918945 ∣ critic_ganloss : -297.289468 ∣ generator_nllloss : 5236.647070 ∣ generator_ganloss : 929.293311 ∣  [  std_z : 0.99  real_sub_fake : 1237.34 ]
[  epoch 0014/0040] 2150/4800, lr:5.0e-05 ∣ avg_100 : 31957.823633 ∣ critic_nllloss : 26234.095313 ∣ critic_ganloss : -232.730348 ∣ generator_nllloss : 5234.274609 ∣ generator_ganloss : 901.902832 ∣  [  std_z : 1.00  real_sub_fake : 999.07 ]
[  epoch 0014/0040] 2160/4800, lr:5.0e-05 ∣ avg_100 : 31954.853158 ∣ critic_nllloss : 26023.091992 ∣ critic_ganloss : -305.652625 ∣ generator_nllloss : 5189.616016 ∣ generator_ganloss : 889.562939 ∣  [  std_z : 1.00  real_sub_fake : 983.81 ]
[  epoch 0014/0040] 2170/4800, lr:5.0e-05 ∣ avg_100 : 31957.335313 ∣ critic_nllloss : 26218.607227 ∣ critic_ganloss : -368.169019 ∣ generator_nllloss : 5292.495313 ∣ generator_ganloss : 919.868994 ∣  [  std_z : 0.99  real_sub_fake : 1217.42 ]
[  epoch 0014/0040] 2180/4800, lr:5.0e-05 ∣ avg_100 : 31959.510419 ∣ critic_nllloss : 26015.452344 ∣ critic_ganloss : -368.172195 ∣ generator_nllloss : 5241.404883 ∣ generator_ganloss : 940.495508 ∣  [  std_z : 0.98  real_sub_fake : 1505.12 ]
[  epoch 0014/0040] 2190/4800, lr:5.0e-05 ∣ avg_100 : 31958.111615 ∣ critic_nllloss : 26033.915820 ∣ critic_ganloss : -355.535828 ∣ generator_nllloss : 5191.875195 ∣ generator_ganloss : 963.995801 ∣  [  std_z : 0.99  real_sub_fake : 1357.81 ]
[  epoch 0014/0040] 2200/4800, lr:5.0e-05 ∣ avg_100 : 31961.204716 ∣ critic_nllloss : 26284.109961 ∣ critic_ganloss : -305.343137 ∣ generator_nllloss : 5281.607617 ∣ generator_ganloss : 972.355273 ∣  [  std_z : 1.00  real_sub_fake : 1218.57 ]
[  epoch 0014/0040] 2210/4800, lr:5.0e-05 ∣ avg_100 : 31960.560612 ∣ critic_nllloss : 26029.384375 ∣ critic_ganloss : -307.637738 ∣ generator_nllloss : 5214.000391 ∣ generator_ganloss : 931.083252 ∣  [  std_z : 1.00  real_sub_fake : 1178.89 ]
[  epoch 0014/0040] 2220/4800, lr:5.0e-05 ∣ avg_100 : 31958.716994 ∣ critic_nllloss : 26141.711133 ∣ critic_ganloss : -322.289804 ∣ generator_nllloss : 5232.608398 ∣ generator_ganloss : 953.804785 ∣  [  std_z : 0.99  real_sub_fake : 1120.62 ]
[  epoch 0014/0040] 2230/4800, lr:5.0e-05 ∣ avg_100 : 31959.620743 ∣ critic_nllloss : 26159.745898 ∣ critic_ganloss : -368.798633 ∣ generator_nllloss : 5212.777930 ∣ generator_ganloss : 940.761719 ∣  [  std_z : 1.00  real_sub_fake : 1353.82 ]
[  epoch 0014/0040] 2240/4800, lr:5.0e-05 ∣ avg_100 : 31959.928128 ∣ critic_nllloss : 26131.076758 ∣ critic_ganloss : -325.047250 ∣ generator_nllloss : 5176.712695 ∣ generator_ganloss : 944.993408 ∣  [  std_z : 0.99  real_sub_fake : 1322.05 ]
[  epoch 0014/0040] 2250/4800, lr:5.0e-05 ∣ avg_100 : 31960.586741 ∣ critic_nllloss : 26260.877344 ∣ critic_ganloss : -249.594046 ∣ generator_nllloss : 5295.260547 ∣ generator_ganloss : 900.153955 ∣  [  std_z : 0.98  real_sub_fake : 1112.50 ]
[  epoch 0014/0040] 2260/4800, lr:5.0e-05 ∣ avg_100 : 31960.435397 ∣ critic_nllloss : 26030.778906 ∣ critic_ganloss : -281.631223 ∣ generator_nllloss : 5255.767773 ∣ generator_ganloss : 913.437256 ∣  [  std_z : 0.97  real_sub_fake : 1058.92 ]
[  epoch 0014/0040] 2270/4800, lr:5.0e-05 ∣ avg_100 : 31966.204183 ∣ critic_nllloss : 26296.475586 ∣ critic_ganloss : -318.187939 ∣ generator_nllloss : 5300.891797 ∣ generator_ganloss : 902.892187 ∣  [  std_z : 1.00  real_sub_fake : 1155.80 ]
[  epoch 0014/0040] 2280/4800, lr:5.0e-05 ∣ avg_100 : 31966.080373 ∣ critic_nllloss : 26220.763086 ∣ critic_ganloss : -306.583365 ∣ generator_nllloss : 5231.398047 ∣ generator_ganloss : 909.698779 ∣  [  std_z : 1.01  real_sub_fake : 1208.01 ]
[  epoch 0014/0040] 2290/4800, lr:5.0e-05 ∣ avg_100 : 31962.106294 ∣ critic_nllloss : 25973.650391 ∣ critic_ganloss : -334.288037 ∣ generator_nllloss : 5219.919336 ∣ generator_ganloss : 907.929932 ∣  [  std_z : 1.00  real_sub_fake : 1244.25 ]
[  epoch 0014/0040] 2300/4800, lr:5.0e-05 ∣ avg_100 : 31963.583954 ∣ critic_nllloss : 26267.358594 ∣ critic_ganloss : -249.587057 ∣ generator_nllloss : 5202.227734 ∣ generator_ganloss : 893.504150 ∣  [  std_z : 0.98  real_sub_fake : 1102.51 ]
[  epoch 0014/0040] 2310/4800, lr:5.0e-05 ∣ avg_100 : 31963.910200 ∣ critic_nllloss : 25883.120312 ∣ critic_ganloss : -237.811604 ∣ generator_nllloss : 5152.625000 ∣ generator_ganloss : 944.615918 ∣  [  std_z : 0.97  real_sub_fake : 873.81 ]
[  epoch 0014/0040] 2320/4800, lr:5.0e-05 ∣ avg_100 : 31964.280033 ∣ critic_nllloss : 26011.110547 ∣ critic_ganloss : -343.001050 ∣ generator_nllloss : 5257.776367 ∣ generator_ganloss : 918.535693 ∣  [  std_z : 0.97  real_sub_fake : 1117.85 ]
[  epoch 0014/0040] 2330/4800, lr:5.0e-05 ∣ avg_100 : 31961.465760 ∣ critic_nllloss : 25987.939648 ∣ critic_ganloss : -272.333197 ∣ generator_nllloss : 5175.428125 ∣ generator_ganloss : 939.652393 ∣  [  std_z : 0.98  real_sub_fake : 1261.48 ]
[  epoch 0014/0040] 2340/4800, lr:5.0e-05 ∣ avg_100 : 31965.583844 ∣ critic_nllloss : 26169.154883 ∣ critic_ganloss : -349.177762 ∣ generator_nllloss : 5223.471680 ∣ generator_ganloss : 954.383447 ∣  [  std_z : 1.00  real_sub_fake : 1152.14 ]
[  epoch 0014/0040] 2350/4800, lr:5.0e-05 ∣ avg_100 : 31963.170208 ∣ critic_nllloss : 25998.894141 ∣ critic_ganloss : -332.805237 ∣ generator_nllloss : 5072.790625 ∣ generator_ganloss : 945.252002 ∣  [  std_z : 1.00  real_sub_fake : 1223.62 ]
[  epoch 0014/0040] 2360/4800, lr:5.0e-05 ∣ avg_100 : 31960.473553 ∣ critic_nllloss : 26085.899219 ∣ critic_ganloss : -383.547241 ∣ generator_nllloss : 5192.454297 ∣ generator_ganloss : 939.806348 ∣  [  std_z : 0.99  real_sub_fake : 1517.54 ]
[  epoch 0014/0040] 2370/4800, lr:5.0e-05 ∣ avg_100 : 31959.615649 ∣ critic_nllloss : 26248.529687 ∣ critic_ganloss : -343.696533 ∣ generator_nllloss : 5221.639258 ∣ generator_ganloss : 925.019336 ∣  [  std_z : 1.00  real_sub_fake : 1501.33 ]
[  epoch 0014/0040] 2380/4800, lr:5.0e-05 ∣ avg_100 : 31954.941793 ∣ critic_nllloss : 25816.342187 ∣ critic_ganloss : -280.599878 ∣ generator_nllloss : 5249.249023 ∣ generator_ganloss : 918.166553 ∣  [  std_z : 0.99  real_sub_fake : 1013.13 ]
[  epoch 0014/0040] 2390/4800, lr:5.0e-05 ∣ avg_100 : 31955.400652 ∣ critic_nllloss : 26053.005859 ∣ critic_ganloss : -226.129732 ∣ generator_nllloss : 5185.785742 ∣ generator_ganloss : 944.741650 ∣  [  std_z : 0.99  real_sub_fake : 809.29 ]
[  epoch 0014/0040] 2400/4800, lr:5.0e-05 ∣ avg_100 : 31953.365992 ∣ critic_nllloss : 25987.541797 ∣ critic_ganloss : -361.870432 ∣ generator_nllloss : 5185.327344 ∣ generator_ganloss : 908.927783 ∣  [  std_z : 0.98  real_sub_fake : 1125.83 ]
[  epoch 0014/0040] 2410/4800, lr:5.0e-05 ∣ avg_100 : 31951.781788 ∣ critic_nllloss : 26122.480273 ∣ critic_ganloss : -371.524872 ∣ generator_nllloss : 5231.140820 ∣ generator_ganloss : 948.095752 ∣  [  std_z : 0.98  real_sub_fake : 1395.58 ]
[  epoch 0014/0040] 2420/4800, lr:5.0e-05 ∣ avg_100 : 31953.797523 ∣ critic_nllloss : 26183.280859 ∣ critic_ganloss : -176.657423 ∣ generator_nllloss : 5170.730664 ∣ generator_ganloss : 930.155469 ∣  [  std_z : 0.99  real_sub_fake : 1253.57 ]
[  epoch 0014/0040] 2430/4800, lr:5.0e-05 ∣ avg_100 : 31950.187462 ∣ critic_nllloss : 26019.936133 ∣ critic_ganloss : -287.706470 ∣ generator_nllloss : 5194.785742 ∣ generator_ganloss : 897.137842 ∣  [  std_z : 1.00  real_sub_fake : 830.91 ]
[  epoch 0014/0040] 2440/4800, lr:5.0e-05 ∣ avg_100 : 31949.468435 ∣ critic_nllloss : 26188.750391 ∣ critic_ganloss : -348.130531 ∣ generator_nllloss : 5287.460938 ∣ generator_ganloss : 890.720752 ∣  [  std_z : 1.00  real_sub_fake : 1168.08 ]
[  epoch 0014/0040] 2450/4800, lr:5.0e-05 ∣ avg_100 : 31949.437504 ∣ critic_nllloss : 26023.557031 ∣ critic_ganloss : -353.073920 ∣ generator_nllloss : 5162.894531 ∣ generator_ganloss : 912.298877 ∣  [  std_z : 0.98  real_sub_fake : 1347.87 ]
[  epoch 0014/0040] 2460/4800, lr:5.0e-05 ∣ avg_100 : 31949.480532 ∣ critic_nllloss : 26172.772266 ∣ critic_ganloss : -252.785768 ∣ generator_nllloss : 5260.785156 ∣ generator_ganloss : 909.280811 ∣  [  std_z : 0.99  real_sub_fake : 1073.74 ]
[  epoch 0014/0040] 2470/4800, lr:5.0e-05 ∣ avg_100 : 31948.247311 ∣ critic_nllloss : 25946.046484 ∣ critic_ganloss : -298.206589 ∣ generator_nllloss : 5253.589258 ∣ generator_ganloss : 909.856348 ∣  [  std_z : 1.00  real_sub_fake : 986.34 ]
[  epoch 0014/0040] 2480/4800, lr:5.0e-05 ∣ avg_100 : 31947.006781 ∣ critic_nllloss : 26159.405859 ∣ critic_ganloss : -313.306973 ∣ generator_nllloss : 5212.356641 ∣ generator_ganloss : 908.578906 ∣  [  std_z : 1.01  real_sub_fake : 1346.50 ]
[  epoch 0014/0040] 2490/4800, lr:5.0e-05 ∣ avg_100 : 31948.099450 ∣ critic_nllloss : 26162.634570 ∣ critic_ganloss : -369.003165 ∣ generator_nllloss : 5294.275391 ∣ generator_ganloss : 908.640186 ∣  [  std_z : 1.00  real_sub_fake : 1357.77 ]
[  epoch 0014/0040] 2500/4800, lr:5.0e-05 ∣ avg_100 : 31944.233600 ∣ critic_nllloss : 25955.586914 ∣ critic_ganloss : -390.684811 ∣ generator_nllloss : 5223.605469 ∣ generator_ganloss : 923.632617 ∣  [  std_z : 0.98  real_sub_fake : 1409.92 ]
[  epoch 0014/0040] 2510/4800, lr:5.0e-05 ∣ avg_100 : 31942.903227 ∣ critic_nllloss : 26125.658594 ∣ critic_ganloss : -241.542688 ∣ generator_nllloss : 5180.729297 ∣ generator_ganloss : 959.615137 ∣  [  std_z : 0.99  real_sub_fake : 1137.67 ]
[  epoch 0014/0040] 2520/4800, lr:5.0e-05 ∣ avg_100 : 31947.744777 ∣ critic_nllloss : 26160.299219 ∣ critic_ganloss : -220.837682 ∣ generator_nllloss : 5235.577344 ∣ generator_ganloss : 952.841504 ∣  [  std_z : 0.99  real_sub_fake : 972.46 ]
[  epoch 0014/0040] 2530/4800, lr:5.0e-05 ∣ avg_100 : 31953.301353 ∣ critic_nllloss : 26309.534375 ∣ critic_ganloss : -278.893338 ∣ generator_nllloss : 5246.305469 ∣ generator_ganloss : 956.584521 ∣  [  std_z : 1.00  real_sub_fake : 936.16 ]
[  epoch 0014/0040] 2540/4800, lr:5.0e-05 ∣ avg_100 : 31953.632733 ∣ critic_nllloss : 26240.139258 ∣ critic_ganloss : -286.918204 ∣ generator_nllloss : 5243.091406 ∣ generator_ganloss : 939.587109 ∣  [  std_z : 1.00  real_sub_fake : 1051.28 ]
[  epoch 0014/0040] 2550/4800, lr:5.0e-05 ∣ avg_100 : 31952.125970 ∣ critic_nllloss : 26075.986719 ∣ critic_ganloss : -372.603079 ∣ generator_nllloss : 5223.948438 ∣ generator_ganloss : 927.779688 ∣  [  std_z : 0.99  real_sub_fake : 1189.81 ]
[  epoch 0014/0040] 2560/4800, lr:5.0e-05 ∣ avg_100 : 31949.723577 ∣ critic_nllloss : 26127.273633 ∣ critic_ganloss : -387.391190 ∣ generator_nllloss : 5206.374023 ∣ generator_ganloss : 941.260107 ∣  [  std_z : 0.99  real_sub_fake : 1407.25 ]
[  epoch 0014/0040] 2570/4800, lr:5.0e-05 ∣ avg_100 : 31950.880348 ∣ critic_nllloss : 26145.701562 ∣ critic_ganloss : -227.816437 ∣ generator_nllloss : 5173.139844 ∣ generator_ganloss : 972.120947 ∣  [  std_z : 0.99  real_sub_fake : 1272.43 ]
[  epoch 0014/0040] 2580/4800, lr:5.0e-05 ∣ avg_100 : 31950.343879 ∣ critic_nllloss : 26139.798438 ∣ critic_ganloss : -283.788730 ∣ generator_nllloss : 5277.156641 ∣ generator_ganloss : 971.174023 ∣  [  std_z : 0.99  real_sub_fake : 938.44 ]
[  epoch 0014/0040] 2590/4800, lr:5.0e-05 ∣ avg_100 : 31953.472218 ∣ critic_nllloss : 26076.096680 ∣ critic_ganloss : -274.057663 ∣ generator_nllloss : 5269.473633 ∣ generator_ganloss : 925.691455 ∣  [  std_z : 0.98  real_sub_fake : 1089.56 ]
[  epoch 0014/0040] 2600/4800, lr:5.0e-05 ∣ avg_100 : 31955.009550 ∣ critic_nllloss : 26209.946094 ∣ critic_ganloss : -347.209573 ∣ generator_nllloss : 5213.747070 ∣ generator_ganloss : 906.294775 ∣  [  std_z : 0.99  real_sub_fake : 1296.42 ]
[  epoch 0014/0040] 2610/4800, lr:5.0e-05 ∣ avg_100 : 31957.927448 ∣ critic_nllloss : 26187.004492 ∣ critic_ganloss : -274.131720 ∣ generator_nllloss : 5254.667969 ∣ generator_ganloss : 924.458789 ∣  [  std_z : 1.00  real_sub_fake : 987.21 ]
[  epoch 0014/0040] 2620/4800, lr:5.0e-05 ∣ avg_100 : 31954.084517 ∣ critic_nllloss : 25953.200586 ∣ critic_ganloss : -353.857455 ∣ generator_nllloss : 5106.570898 ∣ generator_ganloss : 920.334570 ∣  [  std_z : 0.99  real_sub_fake : 1129.97 ]
[  epoch 0014/0040] 2630/4800, lr:5.0e-05 ∣ avg_100 : 31957.353160 ∣ critic_nllloss : 26150.397070 ∣ critic_ganloss : -282.468045 ∣ generator_nllloss : 5279.410547 ∣ generator_ganloss : 938.875635 ∣  [  std_z : 0.98  real_sub_fake : 1302.19 ]
[  epoch 0014/0040] 2640/4800, lr:5.0e-05 ∣ avg_100 : 31957.486813 ∣ critic_nllloss : 26080.154492 ∣ critic_ganloss : -296.898547 ∣ generator_nllloss : 5251.729492 ∣ generator_ganloss : 916.638086 ∣  [  std_z : 0.98  real_sub_fake : 1021.55 ]
[  epoch 0014/0040] 2650/4800, lr:5.0e-05 ∣ avg_100 : 31960.325269 ∣ critic_nllloss : 26130.541016 ∣ critic_ganloss : -280.650426 ∣ generator_nllloss : 5273.200781 ∣ generator_ganloss : 928.398047 ∣  [  std_z : 0.99  real_sub_fake : 1055.22 ]
[  epoch 0014/0040] 2660/4800, lr:5.0e-05 ∣ avg_100 : 31959.162817 ∣ critic_nllloss : 26160.147656 ∣ critic_ganloss : -411.842377 ∣ generator_nllloss : 5198.415234 ∣ generator_ganloss : 910.958887 ∣  [  std_z : 1.00  real_sub_fake : 1291.98 ]
[  epoch 0014/0040] 2670/4800, lr:5.0e-05 ∣ avg_100 : 31958.755811 ∣ critic_nllloss : 26313.688867 ∣ critic_ganloss : -337.901236 ∣ generator_nllloss : 5176.411523 ∣ generator_ganloss : 913.229102 ∣  [  std_z : 1.00  real_sub_fake : 1373.21 ]
[  epoch 0014/0040] 2680/4800, lr:5.0e-05 ∣ avg_100 : 31964.554548 ∣ critic_nllloss : 26064.630859 ∣ critic_ganloss : -248.063750 ∣ generator_nllloss : 5288.831641 ∣ generator_ganloss : 1010.221387 ∣     [  std_z : 0.99  real_sub_fake : 1148.72 ]
[  epoch 0014/0040] 2690/4800, lr:5.0e-05 ∣ avg_100 : 31964.332210 ∣ critic_nllloss : 26086.850977 ∣ critic_ganloss : -239.879321 ∣ generator_nllloss : 5187.963086 ∣ generator_ganloss : 994.934326 ∣  [  std_z : 0.98  real_sub_fake : 1051.36 ]
[  epoch 0014/0040] 2700/4800, lr:5.0e-05 ∣ avg_100 : 31968.372067 ∣ critic_nllloss : 26266.798828 ∣ critic_ganloss : -205.305783 ∣ generator_nllloss : 5163.782031 ∣ generator_ganloss : 990.283398 ∣  [  std_z : 0.98  real_sub_fake : 839.32 ]
[  epoch 0014/0040] 2710/4800, lr:5.0e-05 ∣ avg_100 : 31967.003494 ∣ critic_nllloss : 25989.009570 ∣ critic_ganloss : -221.994086 ∣ generator_nllloss : 5125.602734 ∣ generator_ganloss : 987.512256 ∣  [  std_z : 0.99  real_sub_fake : 741.80 ]
[  epoch 0014/0040] 2720/4800, lr:5.0e-05 ∣ avg_100 : 31965.765773 ∣ critic_nllloss : 26235.371094 ∣ critic_ganloss : -274.184253 ∣ generator_nllloss : 5186.106836 ∣ generator_ganloss : 940.242871 ∣  [  std_z : 1.00  real_sub_fake : 943.60 ]
[  epoch 0014/0040] 2730/4800, lr:5.0e-05 ∣ avg_100 : 31963.020532 ∣ critic_nllloss : 25970.731250 ∣ critic_ganloss : -297.138547 ∣ generator_nllloss : 5189.658594 ∣ generator_ganloss : 962.717285 ∣  [  std_z : 1.00  real_sub_fake : 1035.67 ]
[  epoch 0014/0040] 2740/4800, lr:5.0e-05 ∣ avg_100 : 31963.424131 ∣ critic_nllloss : 26139.466016 ∣ critic_ganloss : -294.426819 ∣ generator_nllloss : 5201.553125 ∣ generator_ganloss : 963.166357 ∣  [  std_z : 0.99  real_sub_fake : 1155.67 ]
[  epoch 0014/0040] 2750/4800, lr:5.0e-05 ∣ avg_100 : 31964.929594 ∣ critic_nllloss : 26114.026172 ∣ critic_ganloss : -272.155994 ∣ generator_nllloss : 5231.454297 ∣ generator_ganloss : 992.124707 ∣  [  std_z : 0.98  real_sub_fake : 981.95 ]
[  epoch 0014/0040] 2760/4800, lr:5.0e-05 ∣ avg_100 : 31966.350048 ∣ critic_nllloss : 26174.409180 ∣ critic_ganloss : -322.797028 ∣ generator_nllloss : 5239.936328 ∣ generator_ganloss : 966.294434 ∣  [  std_z : 0.99  real_sub_fake : 1206.59 ]
[  epoch 0014/0040] 2770/4800, lr:5.0e-05 ∣ avg_100 : 31967.376796 ∣ critic_nllloss : 26173.788672 ∣ critic_ganloss : -370.300400 ∣ generator_nllloss : 5279.222070 ∣ generator_ganloss : 975.339453 ∣  [  std_z : 1.00  real_sub_fake : 1364.20 ]
[  epoch 0014/0040] 2780/4800, lr:5.0e-05 ∣ avg_100 : 31964.469611 ∣ critic_nllloss : 25885.233984 ∣ critic_ganloss : -274.756848 ∣ generator_nllloss : 5160.399023 ∣ generator_ganloss : 989.146924 ∣  [  std_z : 1.00  real_sub_fake : 1257.55 ]
[  epoch 0014/0040] 2790/4800, lr:5.0e-05 ∣ avg_100 : 31969.037101 ∣ critic_nllloss : 26307.303320 ∣ critic_ganloss : -341.656177 ∣ generator_nllloss : 5201.831641 ∣ generator_ganloss : 981.520410 ∣  [  std_z : 1.00  real_sub_fake : 1238.27 ]
[  epoch 0014/0040] 2800/4800, lr:5.0e-05 ∣ avg_100 : 31967.846165 ∣ critic_nllloss : 26079.736914 ∣ critic_ganloss : -326.424164 ∣ generator_nllloss : 5181.629883 ∣ generator_ganloss : 969.932715 ∣  [  std_z : 0.98  real_sub_fake : 1310.53 ]
[  epoch 0014/0040] 2810/4800, lr:5.0e-05 ∣ avg_100 : 31970.108932 ∣ critic_nllloss : 26275.908398 ∣ critic_ganloss : -381.736755 ∣ generator_nllloss : 5324.927539 ∣ generator_ganloss : 960.672705 ∣  [  std_z : 0.98  real_sub_fake : 1301.09 ]
[  epoch 0014/0040] 2820/4800, lr:5.0e-05 ∣ avg_100 : 31972.807554 ∣ critic_nllloss : 26299.094727 ∣ critic_ganloss : -285.093283 ∣ generator_nllloss : 5282.735937 ∣ generator_ganloss : 974.987891 ∣  [  std_z : 0.98  real_sub_fake : 1350.36 ]
[  epoch 0014/0040] 2830/4800, lr:5.0e-05 ∣ avg_100 : 31977.685522 ∣ critic_nllloss : 26300.548242 ∣ critic_ganloss : -258.005116 ∣ generator_nllloss : 5267.314062 ∣ generator_ganloss : 1005.368848 ∣     [  std_z : 0.98  real_sub_fake : 959.98 ]
[  epoch 0014/0040] 2840/4800, lr:5.0e-05 ∣ avg_100 : 31976.334826 ∣ critic_nllloss : 26215.188086 ∣ critic_ganloss : -227.620323 ∣ generator_nllloss : 5151.521094 ∣ generator_ganloss : 975.981934 ∣  [  std_z : 1.00  real_sub_fake : 892.75 ]
[  epoch 0014/0040] 2850/4800, lr:5.0e-05 ∣ avg_100 : 31975.198083 ∣ critic_nllloss : 25969.156250 ∣ critic_ganloss : -279.786209 ∣ generator_nllloss : 5283.598633 ∣ generator_ganloss : 970.098584 ∣  [  std_z : 0.99  real_sub_fake : 913.39 ]
[  epoch 0014/0040] 2860/4800, lr:5.0e-05 ∣ avg_100 : 31975.105677 ∣ critic_nllloss : 26177.246484 ∣ critic_ganloss : -354.943561 ∣ generator_nllloss : 5345.937891 ∣ generator_ganloss : 932.075244 ∣  [  std_z : 0.99  real_sub_fake : 1325.98 ]
[  epoch 0014/0040] 2870/4800, lr:5.0e-05 ∣ avg_100 : 31973.597227 ∣ critic_nllloss : 26049.211719 ∣ critic_ganloss : -305.351328 ∣ generator_nllloss : 5222.305273 ∣ generator_ganloss : 965.257422 ∣  [  std_z : 0.99  real_sub_fake : 1183.61 ]
[  epoch 0014/0040] 2880/4800, lr:5.0e-05 ∣ avg_100 : 31969.279422 ∣ critic_nllloss : 26055.045312 ∣ critic_ganloss : -278.590918 ∣ generator_nllloss : 5220.639063 ∣ generator_ganloss : 950.124268 ∣  [  std_z : 0.98  real_sub_fake : 1185.06 ]
[  epoch 0014/0040] 2890/4800, lr:5.0e-05 ∣ avg_100 : 31971.456306 ∣ critic_nllloss : 26193.107812 ∣ critic_ganloss : -353.978757 ∣ generator_nllloss : 5283.143359 ∣ generator_ganloss : 973.103125 ∣  [  std_z : 0.97  real_sub_fake : 1135.67 ]
[  epoch 0014/0040] 2900/4800, lr:5.0e-05 ∣ avg_100 : 31974.436249 ∣ critic_nllloss : 26247.424023 ∣ critic_ganloss : -315.615634 ∣ generator_nllloss : 5357.541406 ∣ generator_ganloss : 934.782959 ∣  [  std_z : 0.99  real_sub_fake : 1305.82 ]
[  epoch 0014/0040] 2910/4800, lr:5.0e-05 ∣ avg_100 : 31975.346009 ∣ critic_nllloss : 26208.474219 ∣ critic_ganloss : -212.768750 ∣ generator_nllloss : 5341.527539 ∣ generator_ganloss : 919.674072 ∣  [  std_z : 0.99  real_sub_fake : 1187.65 ]
[  epoch 0014/0040] 2920/4800, lr:5.0e-05 ∣ avg_100 : 31975.097370 ∣ critic_nllloss : 25869.853516 ∣ critic_ganloss : -290.676483 ∣ generator_nllloss : 5210.221680 ∣ generator_ganloss : 926.046045 ∣  [  std_z : 0.99  real_sub_fake : 973.71 ]
[  epoch 0014/0040] 2930/4800, lr:5.0e-05 ∣ avg_100 : 31974.487768 ∣ critic_nllloss : 26183.903711 ∣ critic_ganloss : -372.246286 ∣ generator_nllloss : 5234.760352 ∣ generator_ganloss : 899.212695 ∣  [  std_z : 0.97  real_sub_fake : 1130.19 ]
[  epoch 0014/0040] 2940/4800, lr:5.0e-05 ∣ avg_100 : 31974.666245 ∣ critic_nllloss : 26186.983789 ∣ critic_ganloss : -266.221329 ∣ generator_nllloss : 5303.378125 ∣ generator_ganloss : 881.863281 ∣  [  std_z : 0.97  real_sub_fake : 1400.80 ]
[  epoch 0014/0040] 2950/4800, lr:5.0e-05 ∣ avg_100 : 31973.750793 ∣ critic_nllloss : 26018.467773 ∣ critic_ganloss : -217.036937 ∣ generator_nllloss : 5161.912500 ∣ generator_ganloss : 959.195068 ∣  [  std_z : 0.98  real_sub_fake : 760.12 ]
[  epoch 0014/0040] 2960/4800, lr:5.0e-05 ∣ avg_100 : 31976.799516 ∣ critic_nllloss : 26118.615234 ∣ critic_ganloss : -265.667154 ∣ generator_nllloss : 5210.600391 ∣ generator_ganloss : 920.192773 ∣  [  std_z : 0.99  real_sub_fake : 928.59 ]
[  epoch 0014/0040] 2970/4800, lr:5.0e-05 ∣ avg_100 : 31979.500157 ∣ critic_nllloss : 26227.379102 ∣ critic_ganloss : -282.535202 ∣ generator_nllloss : 5261.345898 ∣ generator_ganloss : 930.024365 ∣  [  std_z : 1.00  real_sub_fake : 1028.27 ]
[  epoch 0014/0040] 2980/4800, lr:5.0e-05 ∣ avg_100 : 31976.798465 ∣ critic_nllloss : 25956.106836 ∣ critic_ganloss : -328.597263 ∣ generator_nllloss : 5097.232813 ∣ generator_ganloss : 941.653711 ∣  [  std_z : 0.99  real_sub_fake : 1216.23 ]
[  epoch 0014/0040] 2990/4800, lr:5.0e-05 ∣ avg_100 : 31973.800092 ∣ critic_nllloss : 26063.317773 ∣ critic_ganloss : -378.120599 ∣ generator_nllloss : 5334.553711 ∣ generator_ganloss : 939.583740 ∣  [  std_z : 0.98  real_sub_fake : 1381.37 ]
[  epoch 0014/0040] 3000/4800, lr:5.0e-05 ∣ avg_100 : 31974.493119 ∣ critic_nllloss : 26208.026562 ∣ critic_ganloss : -229.263129 ∣ generator_nllloss : 5227.700391 ∣ generator_ganloss : 991.551221 ∣  [  std_z : 0.98  real_sub_fake : 1145.11 ]
[  epoch 0014/0040] 3010/4800, lr:5.0e-05 ∣ avg_100 : 31977.516063 ∣ critic_nllloss : 26274.249219 ∣ critic_ganloss : -378.210736 ∣ generator_nllloss : 5253.764648 ∣ generator_ganloss : 945.951758 ∣  [  std_z : 0.98  real_sub_fake : 1154.06 ]
[  epoch 0014/0040] 3020/4800, lr:5.0e-05 ∣ avg_100 : 31977.592164 ∣ critic_nllloss : 26120.530273 ∣ critic_ganloss : -331.396262 ∣ generator_nllloss : 5227.246094 ∣ generator_ganloss : 946.044775 ∣  [  std_z : 0.99  real_sub_fake : 1302.68 ]
[  epoch 0014/0040] 3030/4800, lr:5.0e-05 ∣ avg_100 : 31978.875489 ∣ critic_nllloss : 26164.534570 ∣ critic_ganloss : -267.290836 ∣ generator_nllloss : 5265.518750 ∣ generator_ganloss : 964.857324 ∣  [  std_z : 0.99  real_sub_fake : 1248.65 ]
[  epoch 0014/0040] 3040/4800, lr:5.0e-05 ∣ avg_100 : 31982.339782 ∣ critic_nllloss : 26039.349023 ∣ critic_ganloss : -276.558809 ∣ generator_nllloss : 5304.935156 ∣ generator_ganloss : 960.543848 ∣  [  std_z : 0.99  real_sub_fake : 996.22 ]
[  epoch 0014/0040] 3050/4800, lr:5.0e-05 ∣ avg_100 : 31985.533016 ∣ critic_nllloss : 26221.178320 ∣ critic_ganloss : -348.761331 ∣ generator_nllloss : 5218.111719 ∣ generator_ganloss : 912.601758 ∣  [  std_z : 0.99  real_sub_fake : 1040.06 ]
[  epoch 0014/0040] 3060/4800, lr:5.0e-05 ∣ avg_100 : 31984.749842 ∣ critic_nllloss : 25977.277148 ∣ critic_ganloss : -293.764029 ∣ generator_nllloss : 5166.555273 ∣ generator_ganloss : 897.684229 ∣  [  std_z : 1.00  real_sub_fake : 1161.50 ]
[  epoch 0014/0040] 3070/4800, lr:5.0e-05 ∣ avg_100 : 31984.714997 ∣ critic_nllloss : 26125.123633 ∣ critic_ganloss : -354.856143 ∣ generator_nllloss : 5211.935742 ∣ generator_ganloss : 930.977637 ∣  [  std_z : 1.00  real_sub_fake : 1230.77 ]
[  epoch 0014/0040] 3080/4800, lr:5.0e-05 ∣ avg_100 : 31988.332060 ∣ critic_nllloss : 26233.203125 ∣ critic_ganloss : -227.034424 ∣ generator_nllloss : 5316.296094 ∣ generator_ganloss : 970.029736 ∣  [  std_z : 0.99  real_sub_fake : 879.42 ]
[  epoch 0014/0040] 3090/4800, lr:5.0e-05 ∣ avg_100 : 31990.378364 ∣ critic_nllloss : 26199.629492 ∣ critic_ganloss : -163.863669 ∣ generator_nllloss : 5284.170703 ∣ generator_ganloss : 965.186621 ∣  [  std_z : 0.98  real_sub_fake : 797.34 ]
[  epoch 0014/0040] 3100/4800, lr:5.0e-05 ∣ avg_100 : 31990.843942 ∣ critic_nllloss : 26171.503516 ∣ critic_ganloss : -306.162326 ∣ generator_nllloss : 5177.395312 ∣ generator_ganloss : 961.335352 ∣  [  std_z : 0.98  real_sub_fake : 1067.74 ]
[  epoch 0014/0040] 3110/4800, lr:5.0e-05 ∣ avg_100 : 31992.609666 ∣ critic_nllloss : 26208.569727 ∣ critic_ganloss : -313.824649 ∣ generator_nllloss : 5299.835547 ∣ generator_ganloss : 943.752686 ∣  [  std_z : 0.99  real_sub_fake : 1205.23 ]
[  epoch 0014/0040] 3120/4800, lr:5.0e-05 ∣ avg_100 : 31993.556577 ∣ critic_nllloss : 26098.089258 ∣ critic_ganloss : -324.916226 ∣ generator_nllloss : 5203.687305 ∣ generator_ganloss : 936.655225 ∣  [  std_z : 1.00  real_sub_fake : 1311.14 ]
[  epoch 0014/0040] 3130/4800, lr:5.0e-05 ∣ avg_100 : 31994.304022 ∣ critic_nllloss : 26239.139453 ∣ critic_ganloss : -320.570337 ∣ generator_nllloss : 5152.937695 ∣ generator_ganloss : 984.136182 ∣  [  std_z : 1.00  real_sub_fake : 1120.62 ]
[  epoch 0014/0040] 3140/4800, lr:5.0e-05 ∣ avg_100 : 31994.761204 ∣ critic_nllloss : 26231.201367 ∣ critic_ganloss : -346.689648 ∣ generator_nllloss : 5281.196680 ∣ generator_ganloss : 976.579687 ∣  [  std_z : 0.99  real_sub_fake : 1223.29 ]
[  epoch 0014/0040] 3150/4800, lr:5.0e-05 ∣ avg_100 : 31991.763384 ∣ critic_nllloss : 26028.239063 ∣ critic_ganloss : -398.582062 ∣ generator_nllloss : 5227.806055 ∣ generator_ganloss : 980.297314 ∣  [  std_z : 0.98  real_sub_fake : 1370.47 ]
[  epoch 0014/0040] 3160/4800, lr:5.0e-05 ∣ avg_100 : 31993.858631 ∣ critic_nllloss : 26190.611523 ∣ critic_ganloss : -347.757742 ∣ generator_nllloss : 5190.002930 ∣ generator_ganloss : 973.286377 ∣  [  std_z : 0.97  real_sub_fake : 1568.47 ]
[  epoch 0014/0040] 3170/4800, lr:5.0e-05 ∣ avg_100 : 31996.428116 ∣ critic_nllloss : 26316.737500 ∣ critic_ganloss : -276.455588 ∣ generator_nllloss : 5330.433594 ∣ generator_ganloss : 949.035449 ∣  [  std_z : 0.98  real_sub_fake : 1204.52 ]
[  epoch 0014/0040] 3180/4800, lr:5.0e-05 ∣ avg_100 : 31996.612785 ∣ critic_nllloss : 25984.569336 ∣ critic_ganloss : -248.734464 ∣ generator_nllloss : 5194.809961 ∣ generator_ganloss : 917.002637 ∣  [  std_z : 0.99  real_sub_fake : 915.93 ]
[  epoch 0014/0040] 3190/4800, lr:5.0e-05 ∣ avg_100 : 32000.753273 ∣ critic_nllloss : 26393.674414 ∣ critic_ganloss : -408.847513 ∣ generator_nllloss : 5358.888281 ∣ generator_ganloss : 904.584570 ∣  [  std_z : 1.02  real_sub_fake : 1258.85 ]
[  epoch 0014/0040] 3200/4800, lr:5.0e-05 ∣ avg_100 : 31995.515183 ∣ critic_nllloss : 25976.749023 ∣ critic_ganloss : -354.290976 ∣ generator_nllloss : 5161.654883 ∣ generator_ganloss : 924.807861 ∣  [  std_z : 1.00  real_sub_fake : 1503.21 ]
[  epoch 0014/0040] 3210/4800, lr:5.0e-05 ∣ avg_100 : 31995.956577 ∣ critic_nllloss : 26012.150000 ∣ critic_ganloss : -297.295798 ∣ generator_nllloss : 5251.970508 ∣ generator_ganloss : 944.144922 ∣  [  std_z : 0.98  real_sub_fake : 1272.30 ]
[  epoch 0014/0040] 3220/4800, lr:5.0e-05 ∣ avg_100 : 31995.563677 ∣ critic_nllloss : 26136.372852 ∣ critic_ganloss : -294.880386 ∣ generator_nllloss : 5203.199023 ∣ generator_ganloss : 921.853027 ∣  [  std_z : 0.98  real_sub_fake : 1053.05 ]
[  epoch 0014/0040] 3230/4800, lr:5.0e-05 ∣ avg_100 : 31993.416326 ∣ critic_nllloss : 26110.291211 ∣ critic_ganloss : -436.101462 ∣ generator_nllloss : 5167.517187 ∣ generator_ganloss : 888.044922 ∣  [  std_z : 0.98  real_sub_fake : 1389.54 ]
[  epoch 0014/0040] 3240/4800, lr:5.0e-05 ∣ avg_100 : 31993.941971 ∣ critic_nllloss : 26175.027539 ∣ critic_ganloss : -328.761972 ∣ generator_nllloss : 5215.652539 ∣ generator_ganloss : 918.381934 ∣  [  std_z : 0.98  real_sub_fake : 1426.45 ]
[  epoch 0014/0040] 3250/4800, lr:5.0e-05 ∣ avg_100 : 31990.301745 ∣ critic_nllloss : 25991.436523 ∣ critic_ganloss : -264.281180 ∣ generator_nllloss : 5228.919141 ∣ generator_ganloss : 886.600781 ∣  [  std_z : 0.99  real_sub_fake : 1270.10 ]
[  epoch 0014/0040] 3260/4800, lr:5.0e-05 ∣ avg_100 : 31989.901053 ∣ critic_nllloss : 26117.843750 ∣ critic_ganloss : -335.640726 ∣ generator_nllloss : 5179.083984 ∣ generator_ganloss : 916.996484 ∣  [  std_z : 0.99  real_sub_fake : 1049.70 ]
[  epoch 0014/0040] 3270/4800, lr:5.0e-05 ∣ avg_100 : 31989.649101 ∣ critic_nllloss : 26322.333984 ∣ critic_ganloss : -359.439728 ∣ generator_nllloss : 5278.595703 ∣ generator_ganloss : 915.386475 ∣  [  std_z : 1.00  real_sub_fake : 1297.81 ]
[  epoch 0014/0040] 3280/4800, lr:5.0e-05 ∣ avg_100 : 31991.464078 ∣ critic_nllloss : 26283.286719 ∣ critic_ganloss : -269.372885 ∣ generator_nllloss : 5279.243555 ∣ generator_ganloss : 943.616797 ∣  [  std_z : 1.00  real_sub_fake : 1288.40 ]
[  epoch 0014/0040] 3290/4800, lr:5.0e-05 ∣ avg_100 : 31992.592278 ∣ critic_nllloss : 26007.878711 ∣ critic_ganloss : -219.941219 ∣ generator_nllloss : 5139.592773 ∣ generator_ganloss : 952.501367 ∣  [  std_z : 0.98  real_sub_fake : 930.40 ]
[  epoch 0014/0040] 3300/4800, lr:5.0e-05 ∣ avg_100 : 31991.438484 ∣ critic_nllloss : 26129.444922 ∣ critic_ganloss : -290.062991 ∣ generator_nllloss : 5205.423437 ∣ generator_ganloss : 953.318701 ∣  [  std_z : 0.98  real_sub_fake : 932.88 ]
[  epoch 0014/0040] 3310/4800, lr:5.0e-05 ∣ avg_100 : 31994.797070 ∣ critic_nllloss : 26203.502930 ∣ critic_ganloss : -354.735144 ∣ generator_nllloss : 5277.986719 ∣ generator_ganloss : 951.653711 ∣  [  std_z : 1.00  real_sub_fake : 1225.28 ]
[  epoch 0014/0040] 3320/4800, lr:5.0e-05 ∣ avg_100 : 31994.433050 ∣ critic_nllloss : 26044.295703 ∣ critic_ganloss : -339.008469 ∣ generator_nllloss : 5134.477734 ∣ generator_ganloss : 968.254590 ∣  [  std_z : 1.01  real_sub_fake : 1311.58 ]
[  epoch 0014/0040] 3330/4800, lr:5.0e-05 ∣ avg_100 : 31996.546905 ∣ critic_nllloss : 26234.077148 ∣ critic_ganloss : -367.158246 ∣ generator_nllloss : 5209.406836 ∣ generator_ganloss : 965.746729 ∣  [  std_z : 1.00  real_sub_fake : 1546.97 ]
[  epoch 0014/0040] 3340/4800, lr:5.0e-05 ∣ avg_100 : 31996.879094 ∣ critic_nllloss : 26104.682617 ∣ critic_ganloss : -298.415823 ∣ generator_nllloss : 5269.695508 ∣ generator_ganloss : 955.088867 ∣  [  std_z : 0.98  real_sub_fake : 1092.43 ]
[  epoch 0014/0040] 3350/4800, lr:5.0e-05 ∣ avg_100 : 32000.415088 ∣ critic_nllloss : 26061.884180 ∣ critic_ganloss : -227.380371 ∣ generator_nllloss : 5246.419141 ∣ generator_ganloss : 956.808008 ∣  [  std_z : 0.97  real_sub_fake : 886.74 ]
[  epoch 0014/0040] 3360/4800, lr:5.0e-05 ∣ avg_100 : 32002.401035 ∣ critic_nllloss : 25992.282227 ∣ critic_ganloss : -154.253317 ∣ generator_nllloss : 5255.328516 ∣ generator_ganloss : 939.849805 ∣  [  std_z : 0.98  real_sub_fake : 870.53 ]
[  epoch 0014/0040] 3370/4800, lr:5.0e-05 ∣ avg_100 : 32001.229890 ∣ critic_nllloss : 26054.867188 ∣ critic_ganloss : -263.892459 ∣ generator_nllloss : 5193.679297 ∣ generator_ganloss : 949.723242 ∣  [  std_z : 0.99  real_sub_fake : 780.43 ]
[  epoch 0014/0040] 3380/4800, lr:5.0e-05 ∣ avg_100 : 32003.752549 ∣ critic_nllloss : 26039.204102 ∣ critic_ganloss : -266.883705 ∣ generator_nllloss : 5265.407812 ∣ generator_ganloss : 917.695557 ∣  [  std_z : 1.00  real_sub_fake : 954.86 ]
[  epoch 0014/0040] 3390/4800, lr:5.0e-05 ∣ avg_100 : 32004.258634 ∣ critic_nllloss : 26152.643555 ∣ critic_ganloss : -350.114230 ∣ generator_nllloss : 5292.641992 ∣ generator_ganloss : 912.840723 ∣  [  std_z : 1.01  real_sub_fake : 1047.94 ]
[  epoch 0014/0040] 3400/4800, lr:5.0e-05 ∣ avg_100 : 32006.107658 ∣ critic_nllloss : 26137.683789 ∣ critic_ganloss : -346.001172 ∣ generator_nllloss : 5169.536719 ∣ generator_ganloss : 943.609619 ∣  [  std_z : 1.00  real_sub_fake : 1365.55 ]
[  epoch 0014/0040] 3410/4800, lr:5.0e-05 ∣ avg_100 : 32007.328683 ∣ critic_nllloss : 26130.664258 ∣ critic_ganloss : -394.330408 ∣ generator_nllloss : 5356.078906 ∣ generator_ganloss : 959.881641 ∣  [  std_z : 0.98  real_sub_fake : 1294.20 ]
[  epoch 0014/0040] 3420/4800, lr:5.0e-05 ∣ avg_100 : 32006.960808 ∣ critic_nllloss : 26118.174414 ∣ critic_ganloss : -233.117755 ∣ generator_nllloss : 5221.594922 ∣ generator_ganloss : 964.070508 ∣  [  std_z : 0.97  real_sub_fake : 1347.33 ]
[  epoch 0014/0040] 3430/4800, lr:5.0e-05 ∣ avg_100 : 32009.886135 ∣ critic_nllloss : 26101.000781 ∣ critic_ganloss : -221.763324 ∣ generator_nllloss : 5239.653320 ∣ generator_ganloss : 997.795215 ∣  [  std_z : 0.97  real_sub_fake : 810.93 ]
[  epoch 0014/0040] 3440/4800, lr:5.0e-05 ∣ avg_100 : 32009.889202 ∣ critic_nllloss : 26075.760352 ∣ critic_ganloss : -231.778668 ∣ generator_nllloss : 5228.880664 ∣ generator_ganloss : 946.245898 ∣  [  std_z : 0.99  real_sub_fake : 968.67 ]
[  epoch 0014/0040] 3450/4800, lr:5.0e-05 ∣ avg_100 : 32013.879080 ∣ critic_nllloss : 26235.953320 ∣ critic_ganloss : -277.482091 ∣ generator_nllloss : 5211.897461 ∣ generator_ganloss : 974.295605 ∣  [  std_z : 1.00  real_sub_fake : 960.49 ]
[  epoch 0014/0040] 3460/4800, lr:5.0e-05 ∣ avg_100 : 32008.943323 ∣ critic_nllloss : 25830.981445 ∣ critic_ganloss : -290.299323 ∣ generator_nllloss : 5116.437109 ∣ generator_ganloss : 939.357568 ∣  [  std_z : 0.99  real_sub_fake : 1126.50 ]
[  epoch 0014/0040] 3470/4800, lr:5.0e-05 ∣ avg_100 : 32011.296002 ∣ critic_nllloss : 26146.182617 ∣ critic_ganloss : -307.496930 ∣ generator_nllloss : 5253.605273 ∣ generator_ganloss : 954.262402 ∣  [  std_z : 0.99  real_sub_fake : 1213.92 ]
[  epoch 0014/0040] 3480/4800, lr:5.0e-05 ∣ avg_100 : 32014.047080 ∣ critic_nllloss : 26295.338867 ∣ critic_ganloss : -331.779388 ∣ generator_nllloss : 5315.299609 ∣ generator_ganloss : 963.283154 ∣  [  std_z : 0.98  real_sub_fake : 1246.19 ]
[  epoch 0014/0040] 3490/4800, lr:5.0e-05 ∣ avg_100 : 32011.744022 ∣ critic_nllloss : 25815.217383 ∣ critic_ganloss : -240.828262 ∣ generator_nllloss : 5248.173242 ∣ generator_ganloss : 943.678809 ∣  [  std_z : 0.98  real_sub_fake : 1163.42 ]
[  epoch 0014/0040] 3500/4800, lr:5.0e-05 ∣ avg_100 : 32014.114022 ∣ critic_nllloss : 26098.683594 ∣ critic_ganloss : -307.630118 ∣ generator_nllloss : 5214.945508 ∣ generator_ganloss : 943.141162 ∣  [  std_z : 0.99  real_sub_fake : 975.34 ]
[  epoch 0014/0040] 3510/4800, lr:5.0e-05 ∣ avg_100 : 32012.338255 ∣ critic_nllloss : 26083.755664 ∣ critic_ganloss : -399.516669 ∣ generator_nllloss : 5250.942187 ∣ generator_ganloss : 911.702490 ∣  [  std_z : 1.00  real_sub_fake : 1330.51 ]
[  epoch 0014/0040] 3520/4800, lr:5.0e-05 ∣ avg_100 : 32010.767661 ∣ critic_nllloss : 26069.702344 ∣ critic_ganloss : -274.648257 ∣ generator_nllloss : 5204.095508 ∣ generator_ganloss : 971.671387 ∣  [  std_z : 1.00  real_sub_fake : 1211.74 ]
[  epoch 0014/0040] 3530/4800, lr:5.0e-05 ∣ avg_100 : 32008.145028 ∣ critic_nllloss : 25989.661719 ∣ critic_ganloss : -232.919827 ∣ generator_nllloss : 5234.467578 ∣ generator_ganloss : 980.058301 ∣  [  std_z : 0.99  real_sub_fake : 1018.87 ]
[  epoch 0014/0040] 3540/4800, lr:5.0e-05 ∣ avg_100 : 32011.008937 ∣ critic_nllloss : 26463.902148 ∣ critic_ganloss : -302.378189 ∣ generator_nllloss : 5266.954102 ∣ generator_ganloss : 993.812402 ∣  [  std_z : 0.98  real_sub_fake : 897.07 ]
[  epoch 0014/0040] 3550/4800, lr:5.0e-05 ∣ avg_100 : 32012.909972 ∣ critic_nllloss : 26226.582031 ∣ critic_ganloss : -341.406851 ∣ generator_nllloss : 5192.594727 ∣ generator_ganloss : 967.445312 ∣  [  std_z : 0.98  real_sub_fake : 1176.63 ]
[  epoch 0014/0040] 3560/4800, lr:5.0e-05 ∣ avg_100 : 32012.439462 ∣ critic_nllloss : 25999.503906 ∣ critic_ganloss : -343.598666 ∣ generator_nllloss : 5207.198047 ∣ generator_ganloss : 977.362354 ∣  [  std_z : 0.99  real_sub_fake : 1302.72 ]
[  epoch 0014/0040] 3570/4800, lr:5.0e-05 ∣ avg_100 : 32013.139051 ∣ critic_nllloss : 26149.025781 ∣ critic_ganloss : -285.001779 ∣ generator_nllloss : 5287.001953 ∣ generator_ganloss : 982.078809 ∣  [  std_z : 0.99  real_sub_fake : 1293.47 ]
[  epoch 0014/0040] 3580/4800, lr:5.0e-05 ∣ avg_100 : 32012.698147 ∣ critic_nllloss : 26123.036133 ∣ critic_ganloss : -294.031064 ∣ generator_nllloss : 5220.278125 ∣ generator_ganloss : 1010.966748 ∣     [  std_z : 1.00  real_sub_fake : 1008.84 ]
[  epoch 0014/0040] 3590/4800, lr:5.0e-05 ∣ avg_100 : 32015.532921 ∣ critic_nllloss : 26335.741797 ∣ critic_ganloss : -294.331406 ∣ generator_nllloss : 5259.025195 ∣ generator_ganloss : 980.245947 ∣  [  std_z : 1.00  real_sub_fake : 1257.10 ]
[  epoch 0014/0040] 3600/4800, lr:5.0e-05 ∣ avg_100 : 32014.899748 ∣ critic_nllloss : 26094.576172 ∣ critic_ganloss : -365.041180 ∣ generator_nllloss : 5218.229102 ∣ generator_ganloss : 971.697021 ∣  [  std_z : 0.98  real_sub_fake : 1240.88 ]
[  epoch 0014/0040] 3610/4800, lr:5.0e-05 ∣ avg_100 : 32011.205715 ∣ critic_nllloss : 25962.487500 ∣ critic_ganloss : -355.393625 ∣ generator_nllloss : 5172.685352 ∣ generator_ganloss : 942.816943 ∣  [  std_z : 0.98  real_sub_fake : 1364.23 ]
[  epoch 0014/0040] 3620/4800, lr:5.0e-05 ∣ avg_100 : 32014.274288 ∣ critic_nllloss : 26144.407617 ∣ critic_ganloss : -388.740317 ∣ generator_nllloss : 5242.510352 ∣ generator_ganloss : 934.928320 ∣  [  std_z : 0.99  real_sub_fake : 1535.75 ]
[  epoch 0014/0040] 3630/4800, lr:5.0e-05 ∣ avg_100 : 32016.114590 ∣ critic_nllloss : 26347.553711 ∣ critic_ganloss : -302.638004 ∣ generator_nllloss : 5309.092188 ∣ generator_ganloss : 916.237451 ∣  [  std_z : 0.99  real_sub_fake : 1300.27 ]
[  epoch 0014/0040] 3640/4800, lr:5.0e-05 ∣ avg_100 : 32016.289163 ∣ critic_nllloss : 26180.029102 ∣ critic_ganloss : -398.972119 ∣ generator_nllloss : 5268.598828 ∣ generator_ganloss : 919.425049 ∣  [  std_z : 0.99  real_sub_fake : 1290.02 ]
[  epoch 0014/0040] 3650/4800, lr:5.0e-05 ∣ avg_100 : 32014.471915 ∣ critic_nllloss : 26061.208203 ∣ critic_ganloss : -271.164572 ∣ generator_nllloss : 5170.786133 ∣ generator_ganloss : 908.934863 ∣  [  std_z : 0.99  real_sub_fake : 1184.45 ]
[  epoch 0014/0040] 3660/4800, lr:5.0e-05 ∣ avg_100 : 32013.934535 ∣ critic_nllloss : 26021.712109 ∣ critic_ganloss : -264.519629 ∣ generator_nllloss : 5131.189453 ∣ generator_ganloss : 915.559424 ∣  [  std_z : 1.00  real_sub_fake : 1091.63 ]
[  epoch 0014/0040] 3670/4800, lr:5.0e-05 ∣ avg_100 : 32016.250771 ∣ critic_nllloss : 26362.287891 ∣ critic_ganloss : -295.537111 ∣ generator_nllloss : 5293.993359 ∣ generator_ganloss : 936.307715 ∣  [  std_z : 1.00  real_sub_fake : 990.34 ]
[  epoch 0014/0040] 3680/4800, lr:5.0e-05 ∣ avg_100 : 32015.915415 ∣ critic_nllloss : 26266.933789 ∣ critic_ganloss : -364.509863 ∣ generator_nllloss : 5286.524805 ∣ generator_ganloss : 893.135791 ∣  [  std_z : 0.99  real_sub_fake : 1460.97 ]
[  epoch 0014/0040] 3690/4800, lr:5.0e-05 ∣ avg_100 : 32015.895898 ∣ critic_nllloss : 26098.624023 ∣ critic_ganloss : -314.998071 ∣ generator_nllloss : 5287.841406 ∣ generator_ganloss : 956.450000 ∣  [  std_z : 0.98  real_sub_fake : 1141.92 ]
[  epoch 0014/0040] 3700/4800, lr:5.0e-05 ∣ avg_100 : 32012.785119 ∣ critic_nllloss : 26107.547266 ∣ critic_ganloss : -335.473431 ∣ generator_nllloss : 5203.413281 ∣ generator_ganloss : 928.993457 ∣  [  std_z : 0.98  real_sub_fake : 1236.81 ]
[  epoch 0014/0040] 3710/4800, lr:5.0e-05 ∣ avg_100 : 32011.965709 ∣ critic_nllloss : 25991.140625 ∣ critic_ganloss : -317.528439 ∣ generator_nllloss : 5163.513672 ∣ generator_ganloss : 961.063672 ∣  [  std_z : 1.00  real_sub_fake : 1117.01 ]
[  epoch 0014/0040] 3720/4800, lr:5.0e-05 ∣ avg_100 : 32011.186034 ∣ critic_nllloss : 26114.805469 ∣ critic_ganloss : -252.051865 ∣ generator_nllloss : 5209.058203 ∣ generator_ganloss : 937.757178 ∣  [  std_z : 1.01  real_sub_fake : 1068.38 ]
[  epoch 0014/0040] 3730/4800, lr:5.0e-05 ∣ avg_100 : 32012.923435 ∣ critic_nllloss : 26110.545703 ∣ critic_ganloss : -232.671638 ∣ generator_nllloss : 5171.933984 ∣ generator_ganloss : 949.900684 ∣  [  std_z : 1.01  real_sub_fake : 1018.18 ]
[  epoch 0014/0040] 3740/4800, lr:5.0e-05 ∣ avg_100 : 32011.924232 ∣ critic_nllloss : 26140.783984 ∣ critic_ganloss : -359.153125 ∣ generator_nllloss : 5173.833203 ∣ generator_ganloss : 954.374268 ∣  [  std_z : 0.99  real_sub_fake : 1159.84 ]
[  epoch 0014/0040] 3750/4800, lr:5.0e-05 ∣ avg_100 : 32011.551363 ∣ critic_nllloss : 26212.019727 ∣ critic_ganloss : -353.514600 ∣ generator_nllloss : 5210.318164 ∣ generator_ganloss : 959.339062 ∣  [  std_z : 0.98  real_sub_fake : 1312.90 ]
[  epoch 0014/0040] 3760/4800, lr:5.0e-05 ∣ avg_100 : 32012.046693 ∣ critic_nllloss : 26231.762695 ∣ critic_ganloss : -291.543546 ∣ generator_nllloss : 5197.957617 ∣ generator_ganloss : 969.199170 ∣  [  std_z : 0.98  real_sub_fake : 1255.98 ]
[  epoch 0014/0040] 3770/4800, lr:5.0e-05 ∣ avg_100 : 32010.309985 ∣ critic_nllloss : 25975.966211 ∣ critic_ganloss : -285.411392 ∣ generator_nllloss : 5220.333203 ∣ generator_ganloss : 973.490918 ∣  [  std_z : 0.98  real_sub_fake : 1023.97 ]
[  epoch 0014/0040] 3780/4800, lr:5.0e-05 ∣ avg_100 : 32011.470927 ∣ critic_nllloss : 26170.859180 ∣ critic_ganloss : -424.131473 ∣ generator_nllloss : 5194.160156 ∣ generator_ganloss : 935.229395 ∣  [  std_z : 1.00  real_sub_fake : 1351.52 ]
[  epoch 0014/0040] 3790/4800, lr:5.0e-05 ∣ avg_100 : 32012.127174 ∣ critic_nllloss : 26097.774414 ∣ critic_ganloss : -205.618127 ∣ generator_nllloss : 5334.756641 ∣ generator_ganloss : 987.711035 ∣  [  std_z : 1.00  real_sub_fake : 1226.54 ]
[  epoch 0014/0040] 3800/4800, lr:5.0e-05 ∣ avg_100 : 32013.705414 ∣ critic_nllloss : 26058.054102 ∣ critic_ganloss : -242.905589 ∣ generator_nllloss : 5282.894531 ∣ generator_ganloss : 964.656250 ∣  [  std_z : 0.99  real_sub_fake : 659.03 ]
[  epoch 0014/0040] 3810/4800, lr:5.0e-05 ∣ avg_100 : 32011.255409 ∣ critic_nllloss : 26166.363086 ∣ critic_ganloss : -327.229741 ∣ generator_nllloss : 5202.843750 ∣ generator_ganloss : 892.794287 ∣  [  std_z : 0.99  real_sub_fake : 957.85 ]
[  epoch 0014/0040] 3820/4800, lr:5.0e-05 ∣ avg_100 : 32005.907847 ∣ critic_nllloss : 25980.288867 ∣ critic_ganloss : -251.401630 ∣ generator_nllloss : 5154.488281 ∣ generator_ganloss : 853.593555 ∣  [  std_z : 0.98  real_sub_fake : 1195.47 ]
[  epoch 0014/0040] 3830/4800, lr:5.0e-05 ∣ avg_100 : 32001.434655 ∣ critic_nllloss : 26050.489453 ∣ critic_ganloss : -212.572757 ∣ generator_nllloss : 5160.974219 ∣ generator_ganloss : 869.015967 ∣  [  std_z : 0.98  real_sub_fake : 999.04 ]
[  epoch 0014/0040] 3840/4800, lr:5.0e-05 ∣ avg_100 : 31998.500346 ∣ critic_nllloss : 26057.444531 ∣ critic_ganloss : -279.763290 ∣ generator_nllloss : 5176.751562 ∣ generator_ganloss : 867.207031 ∣  [  std_z : 0.99  real_sub_fake : 912.21 ]
[  epoch 0014/0040] 3850/4800, lr:5.0e-05 ∣ avg_100 : 31996.888390 ∣ critic_nllloss : 26042.696875 ∣ critic_ganloss : -274.857286 ∣ generator_nllloss : 5126.524219 ∣ generator_ganloss : 887.507861 ∣  [  std_z : 1.00  real_sub_fake : 955.57 ]
[  epoch 0014/0040] 3860/4800, lr:5.0e-05 ∣ avg_100 : 31998.032995 ∣ critic_nllloss : 26379.933789 ∣ critic_ganloss : -328.979608 ∣ generator_nllloss : 5274.540039 ∣ generator_ganloss : 889.282324 ∣  [  std_z : 0.99  real_sub_fake : 1195.46 ]
[  epoch 0014/0040] 3870/4800, lr:5.0e-05 ∣ avg_100 : 31999.295134 ∣ critic_nllloss : 26273.850586 ∣ critic_ganloss : -390.290466 ∣ generator_nllloss : 5276.004687 ∣ generator_ganloss : 898.072266 ∣  [  std_z : 0.98  real_sub_fake : 1422.58 ]
[  epoch 0014/0040] 3880/4800, lr:5.0e-05 ∣ avg_100 : 32000.185921 ∣ critic_nllloss : 26128.678320 ∣ critic_ganloss : -359.676135 ∣ generator_nllloss : 5306.412695 ∣ generator_ganloss : 960.881445 ∣  [  std_z : 0.98  real_sub_fake : 1263.54 ]
[  epoch 0014/0040] 3890/4800, lr:5.0e-05 ∣ avg_100 : 32001.776361 ∣ critic_nllloss : 26319.344727 ∣ critic_ganloss : -296.726373 ∣ generator_nllloss : 5275.820898 ∣ generator_ganloss : 955.980322 ∣  [  std_z : 0.99  real_sub_fake : 1585.47 ]
[  epoch 0014/0040] 3900/4800, lr:5.0e-05 ∣ avg_100 : 31998.276530 ∣ critic_nllloss : 25981.717578 ∣ critic_ganloss : -295.421558 ∣ generator_nllloss : 5224.664062 ∣ generator_ganloss : 963.189551 ∣  [  std_z : 1.00  real_sub_fake : 1029.50 ]
[  epoch 0014/0040] 3910/4800, lr:5.0e-05 ∣ avg_100 : 31996.968136 ∣ critic_nllloss : 26277.736719 ∣ critic_ganloss : -353.325378 ∣ generator_nllloss : 5265.120117 ∣ generator_ganloss : 936.536230 ∣  [  std_z : 1.00  real_sub_fake : 1171.01 ]
[  epoch 0014/0040] 3920/4800, lr:5.0e-05 ∣ avg_100 : 31995.336104 ∣ critic_nllloss : 25781.952344 ∣ critic_ganloss : -396.210928 ∣ generator_nllloss : 5221.320508 ∣ generator_ganloss : 945.179688 ∣  [  std_z : 0.99  real_sub_fake : 1348.96 ]
[  epoch 0014/0040] 3930/4800, lr:5.0e-05 ∣ avg_100 : 31996.028442 ∣ critic_nllloss : 26110.603320 ∣ critic_ganloss : -255.204117 ∣ generator_nllloss : 5195.199805 ∣ generator_ganloss : 964.265283 ∣  [  std_z : 0.99  real_sub_fake : 1463.18 ]
[  epoch 0014/0040] 3940/4800, lr:5.0e-05 ∣ avg_100 : 31994.641230 ∣ critic_nllloss : 26069.001367 ∣ critic_ganloss : -367.475319 ∣ generator_nllloss : 5271.001172 ∣ generator_ganloss : 994.755420 ∣  [  std_z : 0.99  real_sub_fake : 978.46 ]
[  epoch 0014/0040] 3950/4800, lr:5.0e-05 ∣ avg_100 : 31997.056282 ∣ critic_nllloss : 26229.612891 ∣ critic_ganloss : -365.165146 ∣ generator_nllloss : 5342.325586 ∣ generator_ganloss : 957.270215 ∣  [  std_z : 0.99  real_sub_fake : 1477.78 ]
[  epoch 0014/0040] 3960/4800, lr:5.0e-05 ∣ avg_100 : 31997.827878 ∣ critic_nllloss : 26188.952344 ∣ critic_ganloss : -307.101056 ∣ generator_nllloss : 5256.016211 ∣ generator_ganloss : 923.033398 ∣  [  std_z : 0.98  real_sub_fake : 1374.23 ]
[  epoch 0014/0040] 3970/4800, lr:5.0e-05 ∣ avg_100 : 31997.978543 ∣ critic_nllloss : 26299.150586 ∣ critic_ganloss : -194.618475 ∣ generator_nllloss : 5143.961328 ∣ generator_ganloss : 902.787256 ∣  [  std_z : 0.99  real_sub_fake : 1035.85 ]
[  epoch 0014/0040] 3980/4800, lr:5.0e-05 ∣ avg_100 : 32000.968208 ∣ critic_nllloss : 26131.866797 ∣ critic_ganloss : -268.910030 ∣ generator_nllloss : 5208.602734 ∣ generator_ganloss : 893.803027 ∣  [  std_z : 0.99  real_sub_fake : 851.20 ]
[  epoch 0014/0040] 3990/4800, lr:5.0e-05 ∣ avg_100 : 32002.772557 ∣ critic_nllloss : 26268.053711 ∣ critic_ganloss : -234.676256 ∣ generator_nllloss : 5214.525000 ∣ generator_ganloss : 891.867090 ∣  [  std_z : 1.00  real_sub_fake : 907.82 ]
[  epoch 0014/0040] 4000/4800, lr:5.0e-05 ∣ avg_100 : 31999.986461 ∣ critic_nllloss : 26036.461719 ∣ critic_ganloss : -248.492142 ∣ generator_nllloss : 5269.782227 ∣ generator_ganloss : 861.653613 ∣  [  std_z : 0.99  real_sub_fake : 878.49 ]
[  epoch 0014/0040] 4010/4800, lr:5.0e-05 ∣ avg_100 : 31996.511163 ∣ critic_nllloss : 26027.770703 ∣ critic_ganloss : -320.661307 ∣ generator_nllloss : 5178.538477 ∣ generator_ganloss : 862.577295 ∣  [  std_z : 0.98  real_sub_fake : 1113.12 ]
[  epoch 0014/0040] 4020/4800, lr:5.0e-05 ∣ avg_100 : 31996.023684 ∣ critic_nllloss : 26223.308789 ∣ critic_ganloss : -360.589294 ∣ generator_nllloss : 5153.957031 ∣ generator_ganloss : 897.000391 ∣  [  std_z : 0.99  real_sub_fake : 1237.82 ]
[  epoch 0014/0040] 4030/4800, lr:5.0e-05 ∣ avg_100 : 31993.913759 ∣ critic_nllloss : 26106.479687 ∣ critic_ganloss : -341.685855 ∣ generator_nllloss : 5247.716797 ∣ generator_ganloss : 904.116699 ∣  [  std_z : 0.99  real_sub_fake : 1286.69 ]
[  epoch 0014/0040] 4040/4800, lr:5.0e-05 ∣ avg_100 : 31992.795172 ∣ critic_nllloss : 26057.478320 ∣ critic_ganloss : -344.561099 ∣ generator_nllloss : 5276.528906 ∣ generator_ganloss : 926.964404 ∣  [  std_z : 0.99  real_sub_fake : 1242.92 ]
[  epoch 0014/0040] 4050/4800, lr:5.0e-05 ∣ avg_100 : 31992.280006 ∣ critic_nllloss : 26169.746680 ∣ critic_ganloss : -251.372052 ∣ generator_nllloss : 5130.757031 ∣ generator_ganloss : 902.482227 ∣  [  std_z : 0.98  real_sub_fake : 1367.53 ]
[  epoch 0014/0040] 4060/4800, lr:5.0e-05 ∣ avg_100 : 31991.760205 ∣ critic_nllloss : 25859.741992 ∣ critic_ganloss : -268.008690 ∣ generator_nllloss : 5146.830078 ∣ generator_ganloss : 957.209082 ∣  [  std_z : 0.98  real_sub_fake : 913.63 ]
[  epoch 0014/0040] 4070/4800, lr:5.0e-05 ∣ avg_100 : 31994.958110 ∣ critic_nllloss : 26339.529102 ∣ critic_ganloss : -333.108716 ∣ generator_nllloss : 5286.626172 ∣ generator_ganloss : 939.924805 ∣  [  std_z : 1.00  real_sub_fake : 1108.71 ]
[  epoch 0014/0040] 4080/4800, lr:5.0e-05 ∣ avg_100 : 31992.762802 ∣ critic_nllloss : 26070.435352 ∣ critic_ganloss : -203.253223 ∣ generator_nllloss : 5269.022070 ∣ generator_ganloss : 936.759570 ∣  [  std_z : 0.99  real_sub_fake : 1011.70 ]
[  epoch 0014/0040] 4090/4800, lr:5.0e-05 ∣ avg_100 : 31990.351573 ∣ critic_nllloss : 26145.700000 ∣ critic_ganloss : -289.598228 ∣ generator_nllloss : 5238.588672 ∣ generator_ganloss : 949.309766 ∣  [  std_z : 1.00  real_sub_fake : 928.97 ]
[  epoch 0014/0040] 4100/4800, lr:5.0e-05 ∣ avg_100 : 31987.691037 ∣ critic_nllloss : 26040.621875 ∣ critic_ganloss : -355.613968 ∣ generator_nllloss : 5129.409766 ∣ generator_ganloss : 923.600586 ∣  [  std_z : 0.99  real_sub_fake : 1208.30 ]
[  epoch 0014/0040] 4110/4800, lr:5.0e-05 ∣ avg_100 : 31985.359577 ∣ critic_nllloss : 26070.385937 ∣ critic_ganloss : -298.584439 ∣ generator_nllloss : 5183.088477 ∣ generator_ganloss : 950.297314 ∣  [  std_z : 0.98  real_sub_fake : 1155.97 ]
[  epoch 0014/0040] 4120/4800, lr:5.0e-05 ∣ avg_100 : 31983.932322 ∣ critic_nllloss : 26058.692578 ∣ critic_ganloss : -442.606262 ∣ generator_nllloss : 5216.442969 ∣ generator_ganloss : 938.260840 ∣  [  std_z : 0.98  real_sub_fake : 1391.00 ]
[  epoch 0014/0040] 4130/4800, lr:5.0e-05 ∣ avg_100 : 31983.745777 ∣ critic_nllloss : 26070.022852 ∣ critic_ganloss : -235.872253 ∣ generator_nllloss : 5258.613086 ∣ generator_ganloss : 944.224756 ∣  [  std_z : 0.99  real_sub_fake : 1494.44 ]
[  epoch 0014/0040] 4140/4800, lr:5.0e-05 ∣ avg_100 : 31983.223221 ∣ critic_nllloss : 26111.010156 ∣ critic_ganloss : -239.986887 ∣ generator_nllloss : 5266.425000 ∣ generator_ganloss : 952.584277 ∣  [  std_z : 1.00  real_sub_fake : 794.38 ]
[  epoch 0014/0040] 4150/4800, lr:5.0e-05 ∣ avg_100 : 31984.739608 ∣ critic_nllloss : 26021.432812 ∣ critic_ganloss : -230.297308 ∣ generator_nllloss : 5252.502734 ∣ generator_ganloss : 945.760791 ∣  [  std_z : 1.00  real_sub_fake : 656.67 ]
[  epoch 0014/0040] 4160/4800, lr:5.0e-05 ∣ avg_100 : 31987.237597 ∣ critic_nllloss : 26197.476562 ∣ critic_ganloss : -159.485583 ∣ generator_nllloss : 5302.197266 ∣ generator_ganloss : 915.753711 ∣  [  std_z : 0.99  real_sub_fake : 1048.62 ]
[  epoch 0014/0040] 4170/4800, lr:5.0e-05 ∣ avg_100 : 31984.414910 ∣ critic_nllloss : 26133.380273 ∣ critic_ganloss : -318.381456 ∣ generator_nllloss : 5292.926172 ∣ generator_ganloss : 929.557324 ∣  [  std_z : 0.98  real_sub_fake : 865.69 ]
[  epoch 0014/0040] 4180/4800, lr:5.0e-05 ∣ avg_100 : 31983.785374 ∣ critic_nllloss : 26039.736328 ∣ critic_ganloss : -350.375282 ∣ generator_nllloss : 5207.318555 ∣ generator_ganloss : 888.014258 ∣  [  std_z : 0.99  real_sub_fake : 1381.06 ]
[  epoch 0014/0040] 4190/4800, lr:5.0e-05 ∣ avg_100 : 31980.263492 ∣ critic_nllloss : 26077.318555 ∣ critic_ganloss : -384.746671 ∣ generator_nllloss : 5286.028516 ∣ generator_ganloss : 917.511133 ∣  [  std_z : 0.99  real_sub_fake : 1407.42 ]
[  epoch 0014/0040] 4200/4800, lr:5.0e-05 ∣ avg_100 : 31981.655642 ∣ critic_nllloss : 26038.073047 ∣ critic_ganloss : -326.425119 ∣ generator_nllloss : 5204.907227 ∣ generator_ganloss : 931.580615 ∣  [  std_z : 1.00  real_sub_fake : 1191.98 ]
[  epoch 0014/0040] 4210/4800, lr:5.0e-05 ∣ avg_100 : 31981.602130 ∣ critic_nllloss : 25992.187695 ∣ critic_ganloss : -238.378342 ∣ generator_nllloss : 5254.863867 ∣ generator_ganloss : 896.945215 ∣  [  std_z : 1.00  real_sub_fake : 1167.85 ]
[  epoch 0014/0040] 4220/4800, lr:5.0e-05 ∣ avg_100 : 31980.444592 ∣ critic_nllloss : 25990.279492 ∣ critic_ganloss : -287.073308 ∣ generator_nllloss : 5211.247461 ∣ generator_ganloss : 936.337109 ∣  [  std_z : 1.00  real_sub_fake : 990.68 ]
[  epoch 0014/0040] 4230/4800, lr:5.0e-05 ∣ avg_100 : 31982.296533 ∣ critic_nllloss : 26138.082227 ∣ critic_ganloss : -329.412970 ∣ generator_nllloss : 5197.557813 ∣ generator_ganloss : 908.718896 ∣  [  std_z : 1.00  real_sub_fake : 1143.93 ]
[  epoch 0014/0040] 4240/4800, lr:5.0e-05 ∣ avg_100 : 31980.431371 ∣ critic_nllloss : 26042.385937 ∣ critic_ganloss : -381.619760 ∣ generator_nllloss : 5226.290039 ∣ generator_ganloss : 906.727588 ∣  [  std_z : 0.99  real_sub_fake : 1311.64 ]
[  epoch 0014/0040] 4250/4800, lr:5.0e-05 ∣ avg_100 : 31980.059303 ∣ critic_nllloss : 26069.002930 ∣ critic_ganloss : -391.340381 ∣ generator_nllloss : 5219.102344 ∣ generator_ganloss : 908.703564 ∣  [  std_z : 0.98  real_sub_fake : 1493.74 ]
[  epoch 0014/0040] 4260/4800, lr:5.0e-05 ∣ avg_100 : 31982.243012 ∣ critic_nllloss : 26257.362109 ∣ critic_ganloss : -344.700717 ∣ generator_nllloss : 5269.691406 ∣ generator_ganloss : 914.301660 ∣  [  std_z : 0.99  real_sub_fake : 1330.05 ]
[  epoch 0014/0040] 4270/4800, lr:5.0e-05 ∣ avg_100 : 31984.373845 ∣ critic_nllloss : 26402.951758 ∣ critic_ganloss : -258.029443 ∣ generator_nllloss : 5263.858008 ∣ generator_ganloss : 961.179395 ∣  [  std_z : 0.98  real_sub_fake : 1115.69 ]
[  epoch 0014/0040] 4280/4800, lr:5.0e-05 ∣ avg_100 : 31980.554206 ∣ critic_nllloss : 26013.291602 ∣ critic_ganloss : -313.261478 ∣ generator_nllloss : 5206.109375 ∣ generator_ganloss : 948.670801 ∣  [  std_z : 0.99  real_sub_fake : 1122.75 ]
[  epoch 0014/0040] 4290/4800, lr:5.0e-05 ∣ avg_100 : 31981.887509 ∣ critic_nllloss : 26122.651562 ∣ critic_ganloss : -331.970316 ∣ generator_nllloss : 5254.504102 ∣ generator_ganloss : 968.176563 ∣  [  std_z : 1.00  real_sub_fake : 1388.79 ]
[  epoch 0014/0040] 4300/4800, lr:5.0e-05 ∣ avg_100 : 31984.618093 ∣ critic_nllloss : 26287.087109 ∣ critic_ganloss : -233.616470 ∣ generator_nllloss : 5262.285156 ∣ generator_ganloss : 955.426660 ∣  [  std_z : 0.99  real_sub_fake : 1515.66 ]
[  epoch 0014/0040] 4310/4800, lr:5.0e-05 ∣ avg_100 : 31982.174669 ∣ critic_nllloss : 25957.127930 ∣ critic_ganloss : -274.204047 ∣ generator_nllloss : 5225.558203 ∣ generator_ganloss : 925.583789 ∣  [  std_z : 0.98  real_sub_fake : 811.01 ]
[  epoch 0014/0040] 4320/4800, lr:5.0e-05 ∣ avg_100 : 31984.151405 ∣ critic_nllloss : 26146.218359 ∣ critic_ganloss : -260.217831 ∣ generator_nllloss : 5217.558594 ∣ generator_ganloss : 902.133984 ∣  [  std_z : 0.99  real_sub_fake : 677.29 ]
[  epoch 0014/0040] 4330/4800, lr:5.0e-05 ∣ avg_100 : 31982.767841 ∣ critic_nllloss : 26050.245898 ∣ critic_ganloss : -271.036833 ∣ generator_nllloss : 5227.429688 ∣ generator_ganloss : 897.077295 ∣  [  std_z : 0.98  real_sub_fake : 907.14 ]
[  epoch 0014/0040] 4340/4800, lr:5.0e-05 ∣ avg_100 : 31981.874143 ∣ critic_nllloss : 26054.432617 ∣ critic_ganloss : -267.308293 ∣ generator_nllloss : 5245.478320 ∣ generator_ganloss : 909.078711 ∣  [  std_z : 0.99  real_sub_fake : 1018.41 ]
[  epoch 0014/0040] 4350/4800, lr:5.0e-05 ∣ avg_100 : 31982.940580 ∣ critic_nllloss : 26148.127734 ∣ critic_ganloss : -225.616290 ∣ generator_nllloss : 5314.994531 ∣ generator_ganloss : 906.868701 ∣  [  std_z : 1.00  real_sub_fake : 988.32 ]
[  epoch 0014/0040] 4360/4800, lr:5.0e-05 ∣ avg_100 : 31980.497598 ∣ critic_nllloss : 25981.809570 ∣ critic_ganloss : -309.633559 ∣ generator_nllloss : 5217.438086 ∣ generator_ganloss : 899.294922 ∣  [  std_z : 0.99  real_sub_fake : 948.26 ]
[  epoch 0014/0040] 4370/4800, lr:5.0e-05 ∣ avg_100 : 31981.551037 ∣ critic_nllloss : 26188.980664 ∣ critic_ganloss : -296.565784 ∣ generator_nllloss : 5258.540820 ∣ generator_ganloss : 888.765527 ∣  [  std_z : 1.00  real_sub_fake : 1119.74 ]
[  epoch 0014/0040] 4380/4800, lr:5.0e-05 ∣ avg_100 : 31980.260137 ∣ critic_nllloss : 26075.154492 ∣ critic_ganloss : -374.444662 ∣ generator_nllloss : 5231.598437 ∣ generator_ganloss : 894.025488 ∣  [  std_z : 0.98  real_sub_fake : 1257.43 ]
[  epoch 0014/0040] 4390/4800, lr:5.0e-05 ∣ avg_100 : 31980.419360 ∣ critic_nllloss : 26129.895117 ∣ critic_ganloss : -262.230109 ∣ generator_nllloss : 5268.925195 ∣ generator_ganloss : 887.344141 ∣  [  std_z : 0.98  real_sub_fake : 1375.10 ]
[  epoch 0014/0040] 4400/4800, lr:5.0e-05 ∣ avg_100 : 31983.001322 ∣ critic_nllloss : 26274.655469 ∣ critic_ganloss : -242.998686 ∣ generator_nllloss : 5211.548047 ∣ generator_ganloss : 919.820312 ∣  [  std_z : 0.99  real_sub_fake : 955.18 ]
[  epoch 0014/0040] 4410/4800, lr:5.0e-05 ∣ avg_100 : 31983.425839 ∣ critic_nllloss : 26290.359375 ∣ critic_ganloss : -330.332126 ∣ generator_nllloss : 5238.723437 ∣ generator_ganloss : 895.995410 ∣  [  std_z : 0.99  real_sub_fake : 953.30 ]
[  epoch 0014/0040] 4420/4800, lr:5.0e-05 ∣ avg_100 : 31981.546493 ∣ critic_nllloss : 26117.260547 ∣ critic_ganloss : -332.529303 ∣ generator_nllloss : 5211.590625 ∣ generator_ganloss : 886.465625 ∣  [  std_z : 0.99  real_sub_fake : 1218.50 ]
[  epoch 0014/0040] 4430/4800, lr:5.0e-05 ∣ avg_100 : 31980.313358 ∣ critic_nllloss : 26232.740430 ∣ critic_ganloss : -330.379126 ∣ generator_nllloss : 5206.273438 ∣ generator_ganloss : 884.737744 ∣  [  std_z : 0.99  real_sub_fake : 1261.53 ]
[  epoch 0014/0040] 4440/4800, lr:5.0e-05 ∣ avg_100 : 31980.093418 ∣ critic_nllloss : 26127.101367 ∣ critic_ganloss : -319.038126 ∣ generator_nllloss : 5255.729297 ∣ generator_ganloss : 933.321680 ∣  [  std_z : 0.99  real_sub_fake : 1310.73 ]
[  epoch 0014/0040] 4450/4800, lr:5.0e-05 ∣ avg_100 : 31979.162092 ∣ critic_nllloss : 26129.738477 ∣ critic_ganloss : -244.018044 ∣ generator_nllloss : 5209.472852 ∣ generator_ganloss : 956.338428 ∣  [  std_z : 1.00  real_sub_fake : 981.40 ]
[  epoch 0014/0040] 4460/4800, lr:5.0e-05 ∣ avg_100 : 31983.931680 ∣ critic_nllloss : 26185.979297 ∣ critic_ganloss : -260.580040 ∣ generator_nllloss : 5222.440625 ∣ generator_ganloss : 925.595703 ∣  [  std_z : 1.01  real_sub_fake : 998.90 ]
[  epoch 0014/0040] 4470/4800, lr:5.0e-05 ∣ avg_100 : 31982.510754 ∣ critic_nllloss : 26072.009766 ∣ critic_ganloss : -254.819141 ∣ generator_nllloss : 5167.768359 ∣ generator_ganloss : 919.501758 ∣  [  std_z : 1.00  real_sub_fake : 883.97 ]
[  epoch 0014/0040] 4480/4800, lr:5.0e-05 ∣ avg_100 : 31981.174232 ∣ critic_nllloss : 26122.984961 ∣ critic_ganloss : -253.200735 ∣ generator_nllloss : 5314.128125 ∣ generator_ganloss : 924.577734 ∣  [  std_z : 0.99  real_sub_fake : 1005.06 ]
[  epoch 0014/0040] 4490/4800, lr:5.0e-05 ∣ avg_100 : 31984.100782 ∣ critic_nllloss : 26181.979492 ∣ critic_ganloss : -291.285266 ∣ generator_nllloss : 5223.395312 ∣ generator_ganloss : 944.806641 ∣  [  std_z : 0.97  real_sub_fake : 998.30 ]
[  epoch 0014/0040] 4500/4800, lr:5.0e-05 ∣ avg_100 : 31983.806560 ∣ critic_nllloss : 26148.743359 ∣ critic_ganloss : -407.856250 ∣ generator_nllloss : 5277.332617 ∣ generator_ganloss : 901.498242 ∣  [  std_z : 0.98  real_sub_fake : 1308.17 ]
[  epoch 0014/0040] 4510/4800, lr:5.0e-05 ∣ avg_100 : 31989.550056 ∣ critic_nllloss : 26300.030469 ∣ critic_ganloss : -77.705396 ∣ generator_nllloss : 5231.213867 ∣ generator_ganloss : 967.694336 ∣   [  std_z : 0.98  real_sub_fake : 1106.88 ]
[  epoch 0014/0040] 4520/4800, lr:5.0e-05 ∣ avg_100 : 31991.069673 ∣ critic_nllloss : 26099.503516 ∣ critic_ganloss : -181.653035 ∣ generator_nllloss : 5301.957031 ∣ generator_ganloss : 902.975146 ∣  [  std_z : 0.99  real_sub_fake : 613.92 ]
[  epoch 0014/0040] 4530/4800, lr:5.0e-05 ∣ avg_100 : 31991.145786 ∣ critic_nllloss : 26042.523242 ∣ critic_ganloss : -176.565758 ∣ generator_nllloss : 5211.104883 ∣ generator_ganloss : 901.816699 ∣  [  std_z : 1.00  real_sub_fake : 478.11 ]
[  epoch 0014/0040] 4540/4800, lr:5.0e-05 ∣ avg_100 : 31985.455297 ∣ critic_nllloss : 25951.370703 ∣ critic_ganloss : -195.142096 ∣ generator_nllloss : 5195.099023 ∣ generator_ganloss : 901.913916 ∣  [  std_z : 0.98  real_sub_fake : 584.14 ]
[  epoch 0014/0040] 4550/4800, lr:5.0e-05 ∣ avg_100 : 31983.979358 ∣ critic_nllloss : 26111.440625 ∣ critic_ganloss : -255.567555 ∣ generator_nllloss : 5135.019531 ∣ generator_ganloss : 906.728711 ∣  [  std_z : 0.99  real_sub_fake : 853.79 ]
[  epoch 0014/0040] 4560/4800, lr:5.0e-05 ∣ avg_100 : 31984.708549 ∣ critic_nllloss : 26049.165625 ∣ critic_ganloss : -207.423709 ∣ generator_nllloss : 5148.113477 ∣ generator_ganloss : 923.529395 ∣  [  std_z : 1.00  real_sub_fake : 909.26 ]
[  epoch 0014/0040] 4570/4800, lr:5.0e-05 ∣ avg_100 : 31985.234972 ∣ critic_nllloss : 26382.943750 ∣ critic_ganloss : -332.983237 ∣ generator_nllloss : 5218.665430 ∣ generator_ganloss : 917.121094 ∣  [  std_z : 1.00  real_sub_fake : 1100.29 ]
[  epoch 0014/0040] 4580/4800, lr:5.0e-05 ∣ avg_100 : 31984.197212 ∣ critic_nllloss : 26129.854687 ∣ critic_ganloss : -326.136456 ∣ generator_nllloss : 5209.777344 ∣ generator_ganloss : 942.978320 ∣  [  std_z : 1.00  real_sub_fake : 1124.69 ]
[  epoch 0014/0040] 4590/4800, lr:5.0e-05 ∣ avg_100 : 31978.413406 ∣ critic_nllloss : 25786.409961 ∣ critic_ganloss : -204.584570 ∣ generator_nllloss : 5178.291797 ∣ generator_ganloss : 942.183789 ∣  [  std_z : 0.98  real_sub_fake : 1068.27 ]
[  epoch 0014/0040] 4600/4800, lr:5.0e-05 ∣ avg_100 : 31978.154713 ∣ critic_nllloss : 26057.922266 ∣ critic_ganloss : -297.345724 ∣ generator_nllloss : 5195.142969 ∣ generator_ganloss : 937.872314 ∣  [  std_z : 0.99  real_sub_fake : 1016.59 ]
[  epoch 0014/0040] 4610/4800, lr:5.0e-05 ∣ avg_100 : 31978.586142 ∣ critic_nllloss : 25977.851367 ∣ critic_ganloss : -299.288481 ∣ generator_nllloss : 5136.152930 ∣ generator_ganloss : 951.023242 ∣  [  std_z : 0.99  real_sub_fake : 910.23 ]
[  epoch 0014/0040] 4620/4800, lr:5.0e-05 ∣ avg_100 : 31980.952319 ∣ critic_nllloss : 26121.924414 ∣ critic_ganloss : -209.739177 ∣ generator_nllloss : 5300.523047 ∣ generator_ganloss : 957.015430 ∣  [  std_z : 1.00  real_sub_fake : 919.31 ]
[  epoch 0014/0040] 4630/4800, lr:5.0e-05 ∣ avg_100 : 31977.786323 ∣ critic_nllloss : 26147.625977 ∣ critic_ganloss : -323.007468 ∣ generator_nllloss : 5209.811328 ∣ generator_ganloss : 919.215869 ∣  [  std_z : 0.99  real_sub_fake : 1105.42 ]
[  epoch 0014/0040] 4640/4800, lr:5.0e-05 ∣ avg_100 : 31977.835494 ∣ critic_nllloss : 26165.712305 ∣ critic_ganloss : -314.558081 ∣ generator_nllloss : 5163.344141 ∣ generator_ganloss : 959.499609 ∣  [  std_z : 0.98  real_sub_fake : 1130.45 ]
[  epoch 0014/0040] 4650/4800, lr:5.0e-05 ∣ avg_100 : 31980.686734 ∣ critic_nllloss : 26149.177539 ∣ critic_ganloss : -195.848975 ∣ generator_nllloss : 5277.148047 ∣ generator_ganloss : 924.412012 ∣  [  std_z : 0.98  real_sub_fake : 1157.21 ]
[  epoch 0014/0040] 4660/4800, lr:5.0e-05 ∣ avg_100 : 31980.885518 ∣ critic_nllloss : 26047.694141 ∣ critic_ganloss : -303.229007 ∣ generator_nllloss : 5161.069141 ∣ generator_ganloss : 918.285449 ∣  [  std_z : 0.99  real_sub_fake : 924.98 ]
[  epoch 0014/0040] 4670/4800, lr:5.0e-05 ∣ avg_100 : 31975.542928 ∣ critic_nllloss : 25923.630859 ∣ critic_ganloss : -275.925647 ∣ generator_nllloss : 5215.390234 ∣ generator_ganloss : 899.697461 ∣  [  std_z : 1.00  real_sub_fake : 1132.75 ]
[  epoch 0014/0040] 4680/4800, lr:5.0e-05 ∣ avg_100 : 31973.077527 ∣ critic_nllloss : 26043.180859 ∣ critic_ganloss : -270.229460 ∣ generator_nllloss : 5155.361523 ∣ generator_ganloss : 907.231494 ∣  [  std_z : 1.01  real_sub_fake : 990.78 ]
[  epoch 0014/0040] 4690/4800, lr:5.0e-05 ∣ avg_100 : 31974.490595 ∣ critic_nllloss : 26184.642969 ∣ critic_ganloss : -228.300905 ∣ generator_nllloss : 5297.975195 ∣ generator_ganloss : 914.906836 ∣  [  std_z : 1.00  real_sub_fake : 877.22 ]
[  epoch 0014/0040] 4700/4800, lr:5.0e-05 ∣ avg_100 : 31978.973772 ∣ critic_nllloss : 26437.770898 ∣ critic_ganloss : -260.734473 ∣ generator_nllloss : 5280.490625 ∣ generator_ganloss : 895.271240 ∣  [  std_z : 0.99  real_sub_fake : 970.91 ]
[  epoch 0014/0040] 4710/4800, lr:5.0e-05 ∣ avg_100 : 31983.016334 ∣ critic_nllloss : 26239.729102 ∣ critic_ganloss : -265.492365 ∣ generator_nllloss : 5297.314258 ∣ generator_ganloss : 930.894775 ∣  [  std_z : 0.98  real_sub_fake : 998.18 ]
[  epoch 0014/0040] 4720/4800, lr:5.0e-05 ∣ avg_100 : 31983.383087 ∣ critic_nllloss : 26146.745508 ∣ critic_ganloss : -250.002060 ∣ generator_nllloss : 5266.916602 ∣ generator_ganloss : 882.584229 ∣  [  std_z : 0.99  real_sub_fake : 1072.56 ]
[  epoch 0014/0040] 4730/4800, lr:5.0e-05 ∣ avg_100 : 31981.194952 ∣ critic_nllloss : 25876.378125 ∣ critic_ganloss : -250.806969 ∣ generator_nllloss : 5227.898047 ∣ generator_ganloss : 927.425977 ∣  [  std_z : 0.99  real_sub_fake : 903.97 ]
[  epoch 0014/0040] 4740/4800, lr:5.0e-05 ∣ avg_100 : 31984.007172 ∣ critic_nllloss : 26306.812305 ∣ critic_ganloss : -178.832495 ∣ generator_nllloss : 5137.150195 ∣ generator_ganloss : 925.930322 ∣  [  std_z : 1.00  real_sub_fake : 709.33 ]
[  epoch 0014/0040] 4750/4800, lr:5.0e-05 ∣ avg_100 : 31985.207479 ∣ critic_nllloss : 26205.861328 ∣ critic_ganloss : -281.774159 ∣ generator_nllloss : 5327.660937 ∣ generator_ganloss : 896.445020 ∣  [  std_z : 0.98  real_sub_fake : 981.36 ]
[  epoch 0014/0040] 4760/4800, lr:5.0e-05 ∣ avg_100 : 31984.341795 ∣ critic_nllloss : 26194.938281 ∣ critic_ganloss : -327.673360 ∣ generator_nllloss : 5209.700977 ∣ generator_ganloss : 943.841650 ∣  [  std_z : 0.98  real_sub_fake : 1123.41 ]
[  epoch 0014/0040] 4770/4800, lr:5.0e-05 ∣ avg_100 : 31984.721255 ∣ critic_nllloss : 26079.299805 ∣ critic_ganloss : -309.525089 ∣ generator_nllloss : 5242.113672 ∣ generator_ganloss : 910.436475 ∣  [  std_z : 0.99  real_sub_fake : 1268.10 ]
[  epoch 0014/0040] 4780/4800, lr:5.0e-05 ∣ avg_100 : 31985.671059 ∣ critic_nllloss : 26193.502344 ∣ critic_ganloss : -374.584161 ∣ generator_nllloss : 5210.910742 ∣ generator_ganloss : 941.268799 ∣  [  std_z : 0.99  real_sub_fake : 1203.19 ]
[  epoch 0014/0040] 4790/4800, lr:5.0e-05 ∣ avg_100 : 31983.023359 ∣ critic_nllloss : 26006.167773 ∣ critic_ganloss : -258.623152 ∣ generator_nllloss : 5256.048828 ∣ generator_ganloss : 946.260498 ∣  [  std_z : 1.00  real_sub_fake : 1097.70 ]
[  epoch 0014/0040] 4800/4800, lr:5.0e-05 ∣ avg_100 : 31980.898567 ∣ critic_nllloss : 25950.713281 ∣ critic_ganloss : -219.986630 ∣ generator_nllloss : 5173.000586 ∣ generator_ganloss : 946.492822 ∣  [  std_z : 1.00  real_sub_fake : 831.47 ]
[    val 014    ] Done! KLD: 0.024262: 0.00874743:25, total: 1 day, 6:20:38                     
[  epoch 0015/0040] 0010/4800, lr:5.0e-05 ∣ avg_100 : 31980.245662 ∣ critic_nllloss : 26084.892383 ∣ critic_ganloss : -294.949748 ∣ generator_nllloss : 5133.791797 ∣ generator_ganloss : 945.746484 ∣  [  std_z : 1.00  real_sub_fake : 970.84 ]
[  epoch 0015/0040] 0020/4800, lr:5.0e-05 ∣ avg_100 : 31981.679680 ∣ critic_nllloss : 26072.531641 ∣ critic_ganloss : -385.387537 ∣ generator_nllloss : 5235.127148 ∣ generator_ganloss : 958.099561 ∣  [  std_z : 0.98  real_sub_fake : 1331.69 ]
[  epoch 0015/0040] 0030/4800, lr:5.0e-05 ∣ avg_100 : 31983.343116 ∣ critic_nllloss : 26116.809961 ∣ critic_ganloss : -253.911545 ∣ generator_nllloss : 5200.122070 ∣ generator_ganloss : 971.230078 ∣  [  std_z : 0.98  real_sub_fake : 1476.47 ]
[  epoch 0015/0040] 0040/4800, lr:5.0e-05 ∣ avg_100 : 31987.839268 ∣ critic_nllloss : 26349.217773 ∣ critic_ganloss : -240.266829 ∣ generator_nllloss : 5210.482422 ∣ generator_ganloss : 951.821582 ∣  [  std_z : 0.99  real_sub_fake : 996.23 ]
[  epoch 0015/0040] 0050/4800, lr:5.0e-05 ∣ avg_100 : 31989.919174 ∣ critic_nllloss : 26114.343164 ∣ critic_ganloss : -267.848784 ∣ generator_nllloss : 5206.430469 ∣ generator_ganloss : 936.937500 ∣  [  std_z : 1.00  real_sub_fake : 769.27 ]
[  epoch 0015/0040] 0060/4800, lr:5.0e-05 ∣ avg_100 : 31989.327005 ∣ critic_nllloss : 26249.410547 ∣ critic_ganloss : -262.115369 ∣ generator_nllloss : 5253.919922 ∣ generator_ganloss : 914.344531 ∣  [  std_z : 0.99  real_sub_fake : 987.40 ]
[  epoch 0015/0040] 0070/4800, lr:5.0e-05 ∣ avg_100 : 31988.457564 ∣ critic_nllloss : 26141.019727 ∣ critic_ganloss : -304.925734 ∣ generator_nllloss : 5228.920313 ∣ generator_ganloss : 905.678662 ∣  [  std_z : 0.98  real_sub_fake : 991.61 ]
[  epoch 0015/0040] 0080/4800, lr:5.0e-05 ∣ avg_100 : 31985.210518 ∣ critic_nllloss : 25933.227344 ∣ critic_ganloss : -282.276701 ∣ generator_nllloss : 5144.178125 ∣ generator_ganloss : 916.462939 ∣  [  std_z : 0.99  real_sub_fake : 1081.33 ]
[  epoch 0015/0040] 0090/4800, lr:5.0e-05 ∣ avg_100 : 31981.486635 ∣ critic_nllloss : 25980.264453 ∣ critic_ganloss : -272.415529 ∣ generator_nllloss : 5257.865625 ∣ generator_ganloss : 916.316699 ∣  [  std_z : 0.99  real_sub_fake : 1036.95 ]
[  epoch 0015/0040] 0100/4800, lr:5.0e-05 ∣ avg_100 : 31980.619546 ∣ critic_nllloss : 26095.501172 ∣ critic_ganloss : -327.591843 ∣ generator_nllloss : 5108.948242 ∣ generator_ganloss : 910.583154 ∣  [  std_z : 0.98  real_sub_fake : 1033.13 ]
[  epoch 0015/0040] 0110/4800, lr:5.0e-05 ∣ avg_100 : 31980.309379 ∣ critic_nllloss : 26126.588086 ∣ critic_ganloss : -248.393576 ∣ generator_nllloss : 5280.502734 ∣ generator_ganloss : 936.353809 ∣  [  std_z : 0.98  real_sub_fake : 1397.57 ]
[  epoch 0015/0040] 0120/4800, lr:5.0e-05 ∣ avg_100 : 31984.490701 ∣ critic_nllloss : 26115.495898 ∣ critic_ganloss : -324.450064 ∣ generator_nllloss : 5248.665820 ∣ generator_ganloss : 930.662158 ∣  [  std_z : 0.99  real_sub_fake : 1146.11 ]
[  epoch 0015/0040] 0130/4800, lr:5.0e-05 ∣ avg_100 : 31985.307613 ∣ critic_nllloss : 26223.861914 ∣ critic_ganloss : -322.922238 ∣ generator_nllloss : 5266.319531 ∣ generator_ganloss : 929.296240 ∣  [  std_z : 0.99  real_sub_fake : 1283.36 ]
[  epoch 0015/0040] 0140/4800, lr:5.0e-05 ∣ avg_100 : 31983.207648 ∣ critic_nllloss : 25986.671484 ∣ critic_ganloss : -321.690033 ∣ generator_nllloss : 5173.785742 ∣ generator_ganloss : 918.518945 ∣  [  std_z : 0.99  real_sub_fake : 1109.28 ]
[  epoch 0015/0040] 0150/4800, lr:5.0e-05 ∣ avg_100 : 31984.101658 ∣ critic_nllloss : 26388.120117 ∣ critic_ganloss : -297.956311 ∣ generator_nllloss : 5273.656250 ∣ generator_ganloss : 889.624463 ∣  [  std_z : 0.99  real_sub_fake : 1287.28 ]
[  epoch 0015/0040] 0160/4800, lr:5.0e-05 ∣ avg_100 : 31984.431675 ∣ critic_nllloss : 26248.303711 ∣ critic_ganloss : -301.629352 ∣ generator_nllloss : 5216.676953 ∣ generator_ganloss : 930.551318 ∣  [  std_z : 1.00  real_sub_fake : 1084.02 ]
[  epoch 0015/0040] 0170/4800, lr:5.0e-05 ∣ avg_100 : 31987.060691 ∣ critic_nllloss : 26310.420117 ∣ critic_ganloss : -102.143414 ∣ generator_nllloss : 5261.094922 ∣ generator_ganloss : 944.810693 ∣  [  std_z : 1.00  real_sub_fake : 688.75 ]
[  epoch 0015/0040] 0180/4800, lr:5.0e-05 ∣ avg_100 : 31989.337050 ∣ critic_nllloss : 26274.928516 ∣ critic_ganloss : -166.984294 ∣ generator_nllloss : 5177.273828 ∣ generator_ganloss : 907.780371 ∣  [  std_z : 0.99  real_sub_fake : 620.76 ]
[  epoch 0015/0040] 0190/4800, lr:5.0e-05 ∣ avg_100 : 31985.940794 ∣ critic_nllloss : 25901.689258 ∣ critic_ganloss : -224.741270 ∣ generator_nllloss : 5215.109570 ∣ generator_ganloss : 908.086328 ∣  [  std_z : 0.99  real_sub_fake : 665.66 ]
[  epoch 0015/0040] 0200/4800, lr:5.0e-05 ∣ avg_100 : 31987.294148 ∣ critic_nllloss : 26258.906641 ∣ critic_ganloss : -318.720868 ∣ generator_nllloss : 5220.944336 ∣ generator_ganloss : 893.610791 ∣  [  std_z : 1.00  real_sub_fake : 1017.87 ]
[  epoch 0015/0040] 0210/4800, lr:5.0e-05 ∣ avg_100 : 31988.867075 ∣ critic_nllloss : 26106.211719 ∣ critic_ganloss : -325.875534 ∣ generator_nllloss : 5235.295703 ∣ generator_ganloss : 889.885937 ∣  [  std_z : 1.00  real_sub_fake : 1222.46 ]
[  epoch 0015/0040] 0220/4800, lr:5.0e-05 ∣ avg_100 : 31990.632142 ∣ critic_nllloss : 26276.857031 ∣ critic_ganloss : -383.042981 ∣ generator_nllloss : 5293.641797 ∣ generator_ganloss : 902.727734 ∣  [  std_z : 0.99  real_sub_fake : 1308.30 ]
[  epoch 0015/0040] 0230/4800, lr:5.0e-05 ∣ avg_100 : 31991.376442 ∣ critic_nllloss : 26046.397266 ∣ critic_ganloss : -224.001987 ∣ generator_nllloss : 5238.884766 ∣ generator_ganloss : 929.777295 ∣  [  std_z : 0.98  real_sub_fake : 1166.09 ]
[  epoch 0015/0040] 0240/4800, lr:5.0e-05 ∣ avg_100 : 31991.991259 ∣ critic_nllloss : 26097.649609 ∣ critic_ganloss : -361.675055 ∣ generator_nllloss : 5302.697070 ∣ generator_ganloss : 939.220605 ∣  [  std_z : 0.98  real_sub_fake : 977.99 ]
[  epoch 0015/0040] 0250/4800, lr:5.0e-05 ∣ avg_100 : 31992.799890 ∣ critic_nllloss : 26125.556641 ∣ critic_ganloss : -226.739926 ∣ generator_nllloss : 5222.489453 ∣ generator_ganloss : 911.170850 ∣  [  std_z : 0.99  real_sub_fake : 1137.63 ]
[  epoch 0015/0040] 0260/4800, lr:5.0e-05 ∣ avg_100 : 31997.508340 ∣ critic_nllloss : 26305.922070 ∣ critic_ganloss : -291.836484 ∣ generator_nllloss : 5230.914062 ∣ generator_ganloss : 921.617773 ∣  [  std_z : 1.00  real_sub_fake : 1077.29 ]
[  epoch 0015/0040] 0270/4800, lr:5.0e-05 ∣ avg_100 : 31993.558963 ∣ critic_nllloss : 26101.458789 ∣ critic_ganloss : -342.158069 ∣ generator_nllloss : 5185.624219 ∣ generator_ganloss : 893.108740 ∣  [  std_z : 1.00  real_sub_fake : 1210.03 ]
[  epoch 0015/0040] 0280/4800, lr:5.0e-05 ∣ avg_100 : 31994.380701 ∣ critic_nllloss : 26271.761133 ∣ critic_ganloss : -241.266547 ∣ generator_nllloss : 5179.898633 ∣ generator_ganloss : 944.744336 ∣  [  std_z : 0.98  real_sub_fake : 1217.60 ]
[  epoch 0015/0040] 0290/4800, lr:5.0e-05 ∣ avg_100 : 31995.989858 ∣ critic_nllloss : 26265.873633 ∣ critic_ganloss : -274.521796 ∣ generator_nllloss : 5258.470703 ∣ generator_ganloss : 955.093359 ∣  [  std_z : 0.98  real_sub_fake : 964.21 ]
[  epoch 0015/0040] 0300/4800, lr:5.0e-05 ∣ avg_100 : 32001.696781 ∣ critic_nllloss : 26382.431641 ∣ critic_ganloss : -329.138531 ∣ generator_nllloss : 5331.358594 ∣ generator_ganloss : 924.058936 ∣  [  std_z : 0.99  real_sub_fake : 1112.64 ]
[  epoch 0015/0040] 0310/4800, lr:5.0e-05 ∣ avg_100 : 32001.647933 ∣ critic_nllloss : 26116.195117 ∣ critic_ganloss : -283.287219 ∣ generator_nllloss : 5138.096484 ∣ generator_ganloss : 929.298096 ∣  [  std_z : 0.99  real_sub_fake : 1197.89 ]
[  epoch 0015/0040] 0320/4800, lr:5.0e-05 ∣ avg_100 : 32004.936454 ∣ critic_nllloss : 26203.419922 ∣ critic_ganloss : -279.734201 ∣ generator_nllloss : 5209.303906 ∣ generator_ganloss : 966.652539 ∣  [  std_z : 0.99  real_sub_fake : 1006.53 ]
[  epoch 0015/0040] 0330/4800, lr:5.0e-05 ∣ avg_100 : 32004.113225 ∣ critic_nllloss : 26098.946680 ∣ critic_ganloss : -311.270496 ∣ generator_nllloss : 5230.035156 ∣ generator_ganloss : 936.954248 ∣  [  std_z : 0.99  real_sub_fake : 1071.96 ]
[  epoch 0015/0040] 0340/4800, lr:5.0e-05 ∣ avg_100 : 32004.116475 ∣ critic_nllloss : 26187.498633 ∣ critic_ganloss : -317.080969 ∣ generator_nllloss : 5276.927539 ∣ generator_ganloss : 943.012354 ∣  [  std_z : 0.99  real_sub_fake : 1194.45 ]
[  epoch 0015/0040] 0350/4800, lr:5.0e-05 ∣ avg_100 : 32004.678167 ∣ critic_nllloss : 26094.567969 ∣ critic_ganloss : -212.149713 ∣ generator_nllloss : 5214.749609 ∣ generator_ganloss : 948.400342 ∣  [  std_z : 0.99  real_sub_fake : 1004.20 ]
[  epoch 0015/0040] 0360/4800, lr:5.0e-05 ∣ avg_100 : 32003.179569 ∣ critic_nllloss : 26233.752539 ∣ critic_ganloss : -346.842502 ∣ generator_nllloss : 5309.531445 ∣ generator_ganloss : 909.640674 ∣  [  std_z : 0.99  real_sub_fake : 1006.44 ]
[  epoch 0015/0040] 0370/4800, lr:5.0e-05 ∣ avg_100 : 32001.867370 ∣ critic_nllloss : 26164.114844 ∣ critic_ganloss : -333.668491 ∣ generator_nllloss : 5154.224609 ∣ generator_ganloss : 921.591406 ∣  [  std_z : 0.99  real_sub_fake : 1267.54 ]
[  epoch 0015/0040] 0380/4800, lr:5.0e-05 ∣ avg_100 : 32004.421869 ∣ critic_nllloss : 26135.084180 ∣ critic_ganloss : -304.427539 ∣ generator_nllloss : 5282.461914 ∣ generator_ganloss : 927.025244 ∣  [  std_z : 0.99  real_sub_fake : 1060.30 ]
[  epoch 0015/0040] 0390/4800, lr:5.0e-05 ∣ avg_100 : 32004.677646 ∣ critic_nllloss : 26054.966406 ∣ critic_ganloss : -264.894040 ∣ generator_nllloss : 5208.264063 ∣ generator_ganloss : 923.352832 ∣  [  std_z : 1.00  real_sub_fake : 1046.59 ]
[  epoch 0015/0040] 0400/4800, lr:5.0e-05 ∣ avg_100 : 32004.780342 ∣ critic_nllloss : 26043.583594 ∣ critic_ganloss : -296.962860 ∣ generator_nllloss : 5186.925000 ∣ generator_ganloss : 924.859570 ∣  [  std_z : 0.99  real_sub_fake : 1228.63 ]
[  epoch 0015/0040] 0410/4800, lr:5.0e-05 ∣ avg_100 : 32005.884692 ∣ critic_nllloss : 26057.409961 ∣ critic_ganloss : -260.455460 ∣ generator_nllloss : 5295.834180 ∣ generator_ganloss : 923.264844 ∣  [  std_z : 0.98  real_sub_fake : 1194.12 ]
[  epoch 0015/0040] 0420/4800, lr:5.0e-05 ∣ avg_100 : 32005.767242 ∣ critic_nllloss : 26086.281641 ∣ critic_ganloss : -358.367343 ∣ generator_nllloss : 5203.445898 ∣ generator_ganloss : 907.685547 ∣  [  std_z : 0.97  real_sub_fake : 1177.68 ]
[  epoch 0015/0040] 0430/4800, lr:5.0e-05 ∣ avg_100 : 32007.390801 ∣ critic_nllloss : 26191.260547 ∣ critic_ganloss : -254.967477 ∣ generator_nllloss : 5211.234570 ∣ generator_ganloss : 929.774219 ∣  [  std_z : 0.99  real_sub_fake : 1158.20 ]
[  epoch 0015/0040] 0440/4800, lr:5.0e-05 ∣ avg_100 : 32006.554143 ∣ critic_nllloss : 25916.462891 ∣ critic_ganloss : -246.952846 ∣ generator_nllloss : 5172.924023 ∣ generator_ganloss : 867.683887 ∣  [  std_z : 0.99  real_sub_fake : 1072.36 ]
[  epoch 0015/0040] 0450/4800, lr:5.0e-05 ∣ avg_100 : 32007.551473 ∣ critic_nllloss : 26023.561719 ∣ critic_ganloss : -261.135696 ∣ generator_nllloss : 5233.813281 ∣ generator_ganloss : 908.962207 ∣  [  std_z : 1.00  real_sub_fake : 849.83 ]
[  epoch 0015/0040] 0460/4800, lr:5.0e-05 ∣ avg_100 : 32004.756359 ∣ critic_nllloss : 26067.847852 ∣ critic_ganloss : -308.102896 ∣ generator_nllloss : 5160.029883 ∣ generator_ganloss : 897.368164 ∣  [  std_z : 1.00  real_sub_fake : 1079.46 ]
[  epoch 0015/0040] 0470/4800, lr:5.0e-05 ∣ avg_100 : 32002.106960 ∣ critic_nllloss : 26166.027930 ∣ critic_ganloss : -270.366165 ∣ generator_nllloss : 5290.306641 ∣ generator_ganloss : 919.051465 ∣  [  std_z : 0.99  real_sub_fake : 1068.05 ]
[  epoch 0015/0040] 0480/4800, lr:5.0e-05 ∣ avg_100 : 32005.077413 ∣ critic_nllloss : 26191.426758 ∣ critic_ganloss : -291.604077 ∣ generator_nllloss : 5317.158203 ∣ generator_ganloss : 934.874658 ∣  [  std_z : 0.98  real_sub_fake : 1184.84 ]
[  epoch 0015/0040] 0490/4800, lr:5.0e-05 ∣ avg_100 : 32007.214970 ∣ critic_nllloss : 26359.043945 ∣ critic_ganloss : -296.612814 ∣ generator_nllloss : 5208.466406 ∣ generator_ganloss : 956.220117 ∣  [  std_z : 0.97  real_sub_fake : 1103.21 ]
[  epoch 0015/0040] 0500/4800, lr:5.0e-05 ∣ avg_100 : 32003.358694 ∣ critic_nllloss : 26023.140625 ∣ critic_ganloss : -310.427321 ∣ generator_nllloss : 5237.624023 ∣ generator_ganloss : 935.217480 ∣  [  std_z : 0.98  real_sub_fake : 964.52 ]
[  epoch 0015/0040] 0510/4800, lr:5.0e-05 ∣ avg_100 : 32003.455973 ∣ critic_nllloss : 26047.495312 ∣ critic_ganloss : -292.272536 ∣ generator_nllloss : 5139.833203 ∣ generator_ganloss : 948.737842 ∣  [  std_z : 1.00  real_sub_fake : 1063.22 ]
[  epoch 0015/0040] 0520/4800, lr:5.0e-05 ∣ avg_100 : 32003.513600 ∣ critic_nllloss : 26031.560937 ∣ critic_ganloss : -234.192470 ∣ generator_nllloss : 5246.826953 ∣ generator_ganloss : 967.260352 ∣  [  std_z : 1.01  real_sub_fake : 1011.35 ]
[  epoch 0015/0040] 0530/4800, lr:5.0e-05 ∣ avg_100 : 32004.418539 ∣ critic_nllloss : 26031.908008 ∣ critic_ganloss : -334.524393 ∣ generator_nllloss : 5340.768750 ∣ generator_ganloss : 956.057617 ∣  [  std_z : 0.99  real_sub_fake : 1104.79 ]
[  epoch 0015/0040] 0540/4800, lr:5.0e-05 ∣ avg_100 : 32007.791498 ∣ critic_nllloss : 26255.992188 ∣ critic_ganloss : -235.911133 ∣ generator_nllloss : 5277.821484 ∣ generator_ganloss : 981.074707 ∣  [  std_z : 0.98  real_sub_fake : 1241.05 ]
[  epoch 0015/0040] 0550/4800, lr:5.0e-05 ∣ avg_100 : 32006.255696 ∣ critic_nllloss : 26173.795898 ∣ critic_ganloss : -334.274785 ∣ generator_nllloss : 5211.838477 ∣ generator_ganloss : 939.434863 ∣  [  std_z : 0.98  real_sub_fake : 1133.25 ]
[  epoch 0015/0040] 0560/4800, lr:5.0e-05 ∣ avg_100 : 32008.612888 ∣ critic_nllloss : 26106.784766 ∣ critic_ganloss : -257.934299 ∣ generator_nllloss : 5249.154883 ∣ generator_ganloss : 926.622900 ∣  [  std_z : 0.99  real_sub_fake : 989.14 ]
[  epoch 0015/0040] 0570/4800, lr:5.0e-05 ∣ avg_100 : 32007.341001 ∣ critic_nllloss : 26167.533789 ∣ critic_ganloss : -375.384669 ∣ generator_nllloss : 5207.955273 ∣ generator_ganloss : 912.428125 ∣  [  std_z : 1.00  real_sub_fake : 1192.10 ]
[  epoch 0015/0040] 0580/4800, lr:5.0e-05 ∣ avg_100 : 32006.050616 ∣ critic_nllloss : 25884.278320 ∣ critic_ganloss : -260.011615 ∣ generator_nllloss : 5141.626758 ∣ generator_ganloss : 931.401758 ∣  [  std_z : 1.00  real_sub_fake : 1266.96 ]
[  epoch 0015/0040] 0590/4800, lr:5.0e-05 ∣ avg_100 : 32003.487505 ∣ critic_nllloss : 25885.067578 ∣ critic_ganloss : -293.593124 ∣ generator_nllloss : 5242.194336 ∣ generator_ganloss : 933.954492 ∣  [  std_z : 0.99  real_sub_fake : 1048.84 ]
[  epoch 0015/0040] 0600/4800, lr:5.0e-05 ∣ avg_100 : 32003.380212 ∣ critic_nllloss : 26191.742969 ∣ critic_ganloss : -270.466508 ∣ generator_nllloss : 5268.595117 ∣ generator_ganloss : 962.424219 ∣  [  std_z : 0.99  real_sub_fake : 1071.62 ]
[  epoch 0015/0040] 0610/4800, lr:5.0e-05 ∣ avg_100 : 32001.086158 ∣ critic_nllloss : 26014.820117 ∣ critic_ganloss : -262.777704 ∣ generator_nllloss : 5182.224414 ∣ generator_ganloss : 931.073926 ∣  [  std_z : 0.97  real_sub_fake : 1110.34 ]
[  epoch 0015/0040] 0620/4800, lr:5.0e-05 ∣ avg_100 : 32002.883381 ∣ critic_nllloss : 26094.456445 ∣ critic_ganloss : -237.277769 ∣ generator_nllloss : 5220.917773 ∣ generator_ganloss : 984.413281 ∣  [  std_z : 0.98  real_sub_fake : 811.80 ]
[  epoch 0015/0040] 0630/4800, lr:5.0e-05 ∣ avg_100 : 32001.585424 ∣ critic_nllloss : 26008.522070 ∣ critic_ganloss : -250.197284 ∣ generator_nllloss : 5159.599609 ∣ generator_ganloss : 945.652393 ∣  [  std_z : 1.00  real_sub_fake : 934.28 ]
[  epoch 0015/0040] 0640/4800, lr:5.0e-05 ∣ avg_100 : 32004.492946 ∣ critic_nllloss : 26283.533008 ∣ critic_ganloss : -288.143788 ∣ generator_nllloss : 5318.080273 ∣ generator_ganloss : 974.396973 ∣  [  std_z : 1.00  real_sub_fake : 1045.26 ]
[  epoch 0015/0040] 0650/4800, lr:5.0e-05 ∣ avg_100 : 32005.256002 ∣ critic_nllloss : 26113.832031 ∣ critic_ganloss : -239.577756 ∣ generator_nllloss : 5274.520508 ∣ generator_ganloss : 979.062500 ∣  [  std_z : 0.99  real_sub_fake : 1035.62 ]
[  epoch 0015/0040] 0660/4800, lr:5.0e-05 ∣ avg_100 : 32004.926084 ∣ critic_nllloss : 26066.568945 ∣ critic_ganloss : -194.592030 ∣ generator_nllloss : 5165.650781 ∣ generator_ganloss : 1002.816162 ∣     [  std_z : 0.98  real_sub_fake : 840.07 ]
[  epoch 0015/0040] 0670/4800, lr:5.0e-05 ∣ avg_100 : 32007.051409 ∣ critic_nllloss : 26197.329102 ∣ critic_ganloss : -280.711244 ∣ generator_nllloss : 5208.370313 ∣ generator_ganloss : 992.004980 ∣  [  std_z : 0.99  real_sub_fake : 763.15 ]
[  epoch 0015/0040] 0680/4800, lr:5.0e-05 ∣ avg_100 : 32002.574242 ∣ critic_nllloss : 25791.361523 ∣ critic_ganloss : -271.285263 ∣ generator_nllloss : 5193.369922 ∣ generator_ganloss : 947.327295 ∣  [  std_z : 0.98  real_sub_fake : 1105.01 ]
[  epoch 0015/0040] 0690/4800, lr:5.0e-05 ∣ avg_100 : 32002.336282 ∣ critic_nllloss : 26199.554688 ∣ critic_ganloss : -359.975229 ∣ generator_nllloss : 5220.926367 ∣ generator_ganloss : 974.594287 ∣  [  std_z : 0.99  real_sub_fake : 1228.74 ]
[  epoch 0015/0040] 0700/4800, lr:5.0e-05 ∣ avg_100 : 32001.148147 ∣ critic_nllloss : 25930.871289 ∣ critic_ganloss : -334.095056 ∣ generator_nllloss : 5260.240234 ∣ generator_ganloss : 943.887988 ∣  [  std_z : 0.99  real_sub_fake : 1405.01 ]
[  epoch 0015/0040] 0710/4800, lr:5.0e-05 ∣ avg_100 : 32000.685184 ∣ critic_nllloss : 26395.804492 ∣ critic_ganloss : -214.508833 ∣ generator_nllloss : 5209.941406 ∣ generator_ganloss : 983.699951 ∣  [  std_z : 0.99  real_sub_fake : 1224.07 ]
[  epoch 0015/0040] 0720/4800, lr:5.0e-05 ∣ avg_100 : 31998.241034 ∣ critic_nllloss : 25933.419336 ∣ critic_ganloss : -218.922588 ∣ generator_nllloss : 5178.379687 ∣ generator_ganloss : 985.491211 ∣  [  std_z : 1.01  real_sub_fake : 699.93 ]
[  epoch 0015/0040] 0730/4800, lr:5.0e-05 ∣ avg_100 : 32001.201717 ∣ critic_nllloss : 26276.916797 ∣ critic_ganloss : -233.580510 ∣ generator_nllloss : 5238.534961 ∣ generator_ganloss : 993.076074 ∣  [  std_z : 1.01  real_sub_fake : 726.87 ]
[  epoch 0015/0040] 0740/4800, lr:5.0e-05 ∣ avg_100 : 32000.383193 ∣ critic_nllloss : 25921.751367 ∣ critic_ganloss : -295.914685 ∣ generator_nllloss : 5183.341406 ∣ generator_ganloss : 962.211133 ∣  [  std_z : 0.99  real_sub_fake : 1006.37 ]
[  epoch 0015/0040] 0750/4800, lr:5.0e-05 ∣ avg_100 : 32004.608829 ∣ critic_nllloss : 26347.798047 ∣ critic_ganloss : -263.548349 ∣ generator_nllloss : 5251.466602 ∣ generator_ganloss : 984.468604 ∣  [  std_z : 0.98  real_sub_fake : 1154.44 ]
[  epoch 0015/0040] 0760/4800, lr:5.0e-05 ∣ avg_100 : 32003.535612 ∣ critic_nllloss : 25931.065039 ∣ critic_ganloss : -278.352931 ∣ generator_nllloss : 5176.179102 ∣ generator_ganloss : 977.171875 ∣  [  std_z : 0.98  real_sub_fake : 971.44 ]
[  epoch 0015/0040] 0770/4800, lr:5.0e-05 ∣ avg_100 : 32001.903576 ∣ critic_nllloss : 26142.470117 ∣ critic_ganloss : -278.610651 ∣ generator_nllloss : 5188.168164 ∣ generator_ganloss : 970.515820 ∣  [  std_z : 1.00  real_sub_fake : 954.14 ]
[  epoch 0015/0040] 0780/4800, lr:5.0e-05 ∣ avg_100 : 32000.754272 ∣ critic_nllloss : 25980.760352 ∣ critic_ganloss : -243.416763 ∣ generator_nllloss : 5150.722852 ∣ generator_ganloss : 953.477002 ∣  [  std_z : 1.00  real_sub_fake : 1076.21 ]
[  epoch 0015/0040] 0790/4800, lr:5.0e-05 ∣ avg_100 : 32002.426264 ∣ critic_nllloss : 26083.941211 ∣ critic_ganloss : -311.170425 ∣ generator_nllloss : 5165.637891 ∣ generator_ganloss : 931.091504 ∣  [  std_z : 1.00  real_sub_fake : 1216.57 ]
[  epoch 0015/0040] 0800/4800, lr:5.0e-05 ∣ avg_100 : 32002.779128 ∣ critic_nllloss : 26028.573047 ∣ critic_ganloss : -318.180145 ∣ generator_nllloss : 5262.658984 ∣ generator_ganloss : 955.826367 ∣  [  std_z : 0.98  real_sub_fake : 1163.55 ]
[  epoch 0015/0040] 0810/4800, lr:5.0e-05 ∣ avg_100 : 32004.384838 ∣ critic_nllloss : 26131.361328 ∣ critic_ganloss : -328.014362 ∣ generator_nllloss : 5201.457422 ∣ generator_ganloss : 921.505664 ∣  [  std_z : 0.98  real_sub_fake : 1182.58 ]
[  epoch 0015/0040] 0820/4800, lr:5.0e-05 ∣ avg_100 : 32002.562717 ∣ critic_nllloss : 26082.896094 ∣ critic_ganloss : -269.423318 ∣ generator_nllloss : 5222.210156 ∣ generator_ganloss : 951.828711 ∣  [  std_z : 0.98  real_sub_fake : 1031.30 ]
[  epoch 0015/0040] 0830/4800, lr:5.0e-05 ∣ avg_100 : 32001.950090 ∣ critic_nllloss : 26004.404687 ∣ critic_ganloss : -261.318951 ∣ generator_nllloss : 5221.588281 ∣ generator_ganloss : 927.708936 ∣  [  std_z : 0.99  real_sub_fake : 1154.84 ]
[  epoch 0015/0040] 0840/4800, lr:5.0e-05 ∣ avg_100 : 32004.452210 ∣ critic_nllloss : 26299.521094 ∣ critic_ganloss : -239.197046 ∣ generator_nllloss : 5233.164648 ∣ generator_ganloss : 930.721289 ∣  [  std_z : 1.00  real_sub_fake : 915.88 ]
[  epoch 0015/0040] 0850/4800, lr:5.0e-05 ∣ avg_100 : 32002.235585 ∣ critic_nllloss : 26090.917383 ∣ critic_ganloss : -284.015517 ∣ generator_nllloss : 5205.549023 ∣ generator_ganloss : 920.775244 ∣  [  std_z : 0.99  real_sub_fake : 995.38 ]
[  epoch 0015/0040] 0860/4800, lr:5.0e-05 ∣ avg_100 : 32002.280911 ∣ critic_nllloss : 26038.996094 ∣ critic_ganloss : -334.484415 ∣ generator_nllloss : 5174.925586 ∣ generator_ganloss : 948.915088 ∣  [  std_z : 0.99  real_sub_fake : 1110.29 ]
[  epoch 0015/0040] 0870/4800, lr:5.0e-05 ∣ avg_100 : 32003.847527 ∣ critic_nllloss : 26093.153906 ∣ critic_ganloss : -320.584076 ∣ generator_nllloss : 5196.755469 ∣ generator_ganloss : 950.129150 ∣  [  std_z : 0.98  real_sub_fake : 1407.62 ]
[  epoch 0015/0040] 0880/4800, lr:5.0e-05 ∣ avg_100 : 32007.159251 ∣ critic_nllloss : 26193.118555 ∣ critic_ganloss : -227.971397 ∣ generator_nllloss : 5211.739453 ∣ generator_ganloss : 989.830273 ∣  [  std_z : 0.99  real_sub_fake : 1042.09 ]
[  epoch 0015/0040] 0890/4800, lr:5.0e-05 ∣ avg_100 : 32005.822902 ∣ critic_nllloss : 26145.676758 ∣ critic_ganloss : -257.491757 ∣ generator_nllloss : 5141.181250 ∣ generator_ganloss : 1006.222900 ∣     [  std_z : 1.00  real_sub_fake : 693.47 ]
[  epoch 0015/0040] 0900/4800, lr:5.0e-05 ∣ avg_100 : 32007.832404 ∣ critic_nllloss : 26453.969922 ∣ critic_ganloss : -222.153552 ∣ generator_nllloss : 5350.671680 ∣ generator_ganloss : 971.260449 ∣  [  std_z : 1.00  real_sub_fake : 1024.81 ]
[  epoch 0015/0040] 0910/4800, lr:5.0e-05 ∣ avg_100 : 32006.370513 ∣ critic_nllloss : 26029.452734 ∣ critic_ganloss : -123.830290 ∣ generator_nllloss : 5126.349609 ∣ generator_ganloss : 1024.284570 ∣     [  std_z : 0.98  real_sub_fake : 663.72 ]
[  epoch 0015/0040] 0920/4800, lr:5.0e-05 ∣ avg_100 : 32009.195701 ∣ critic_nllloss : 26309.448047 ∣ critic_ganloss : -246.888893 ∣ generator_nllloss : 5272.655273 ∣ generator_ganloss : 993.548682 ∣  [  std_z : 0.97  real_sub_fake : 818.51 ]
[  epoch 0015/0040] 0930/4800, lr:5.0e-05 ∣ avg_100 : 32012.244581 ∣ critic_nllloss : 26191.815234 ∣ critic_ganloss : -294.238872 ∣ generator_nllloss : 5180.836719 ∣ generator_ganloss : 1007.370068 ∣     [  std_z : 0.98  real_sub_fake : 950.82 ]
[  epoch 0015/0040] 0940/4800, lr:5.0e-05 ∣ avg_100 : 32009.720384 ∣ critic_nllloss : 26093.036914 ∣ critic_ganloss : -338.521378 ∣ generator_nllloss : 5183.989258 ∣ generator_ganloss : 1000.135889 ∣     [  std_z : 0.99  real_sub_fake : 1180.99 ]
[  epoch 0015/0040] 0950/4800, lr:5.0e-05 ∣ avg_100 : 32010.272393 ∣ critic_nllloss : 26204.794141 ∣ critic_ganloss : -306.019412 ∣ generator_nllloss : 5314.921484 ∣ generator_ganloss : 989.697754 ∣  [  std_z : 1.00  real_sub_fake : 1202.62 ]
[  epoch 0015/0040] 0960/4800, lr:5.0e-05 ∣ avg_100 : 32009.255483 ∣ critic_nllloss : 26079.290234 ∣ critic_ganloss : -357.888519 ∣ generator_nllloss : 5241.243750 ∣ generator_ganloss : 956.471143 ∣  [  std_z : 1.00  real_sub_fake : 1259.12 ]
[  epoch 0015/0040] 0970/4800, lr:5.0e-05 ∣ avg_100 : 32009.211170 ∣ critic_nllloss : 25974.694336 ∣ critic_ganloss : -217.477014 ∣ generator_nllloss : 5211.581836 ∣ generator_ganloss : 949.094434 ∣  [  std_z : 1.00  real_sub_fake : 1151.68 ]
[  epoch 0015/0040] 0980/4800, lr:5.0e-05 ∣ avg_100 : 32007.619471 ∣ critic_nllloss : 26090.609570 ∣ critic_ganloss : -300.119804 ∣ generator_nllloss : 5076.784961 ∣ generator_ganloss : 944.653076 ∣  [  std_z : 0.99  real_sub_fake : 926.58 ]
[  epoch 0015/0040] 0990/4800, lr:5.0e-05 ∣ avg_100 : 32006.756768 ∣ critic_nllloss : 26072.805469 ∣ critic_ganloss : -327.932678 ∣ generator_nllloss : 5183.091602 ∣ generator_ganloss : 935.619189 ∣  [  std_z : 0.98  real_sub_fake : 1242.99 ]
[  epoch 0015/0040] 1000/4800, lr:5.0e-05 ∣ avg_100 : 32005.659451 ∣ critic_nllloss : 25986.158398 ∣ critic_ganloss : -301.136630 ∣ generator_nllloss : 5109.914062 ∣ generator_ganloss : 945.552588 ∣  [  std_z : 0.98  real_sub_fake : 1224.23 ]
[  epoch 0015/0040] 1010/4800, lr:5.0e-05 ∣ avg_100 : 32005.428792 ∣ critic_nllloss : 26051.310156 ∣ critic_ganloss : -319.016591 ∣ generator_nllloss : 5160.326758 ∣ generator_ganloss : 953.794678 ∣  [  std_z : 0.99  real_sub_fake : 1125.93 ]
[  epoch 0015/0040] 1020/4800, lr:5.0e-05 ∣ avg_100 : 32006.321628 ∣ critic_nllloss : 26134.258203 ∣ critic_ganloss : -315.125998 ∣ generator_nllloss : 5233.611914 ∣ generator_ganloss : 916.910303 ∣  [  std_z : 1.01  real_sub_fake : 1046.73 ]
[  epoch 0015/0040] 1030/4800, lr:5.0e-05 ∣ avg_100 : 32008.040650 ∣ critic_nllloss : 26320.676172 ∣ critic_ganloss : -306.036356 ∣ generator_nllloss : 5256.283203 ∣ generator_ganloss : 935.229785 ∣  [  std_z : 1.01  real_sub_fake : 1119.27 ]
[  epoch 0015/0040] 1040/4800, lr:5.0e-05 ∣ avg_100 : 32003.310676 ∣ critic_nllloss : 26037.294727 ∣ critic_ganloss : -350.065442 ∣ generator_nllloss : 5185.356641 ∣ generator_ganloss : 925.671582 ∣  [  std_z : 0.99  real_sub_fake : 1365.72 ]
[  epoch 0015/0040] 1050/4800, lr:5.0e-05 ∣ avg_100 : 32003.999380 ∣ critic_nllloss : 26148.867969 ∣ critic_ganloss : -229.702197 ∣ generator_nllloss : 5167.060938 ∣ generator_ganloss : 972.506055 ∣  [  std_z : 0.98  real_sub_fake : 982.72 ]
[  epoch 0015/0040] 1060/4800, lr:5.0e-05 ∣ avg_100 : 32004.414313 ∣ critic_nllloss : 26245.515234 ∣ critic_ganloss : -266.108302 ∣ generator_nllloss : 5286.851172 ∣ generator_ganloss : 930.794824 ∣  [  std_z : 0.98  real_sub_fake : 1111.63 ]
[  epoch 0015/0040] 1070/4800, lr:5.0e-05 ∣ avg_100 : 32004.885933 ∣ critic_nllloss : 26218.735742 ∣ critic_ganloss : -367.786868 ∣ generator_nllloss : 5209.743359 ∣ generator_ganloss : 957.162695 ∣  [  std_z : 0.99  real_sub_fake : 1186.49 ]
[  epoch 0015/0040] 1080/4800, lr:5.0e-05 ∣ avg_100 : 32007.339744 ∣ critic_nllloss : 26140.123828 ∣ critic_ganloss : -341.576724 ∣ generator_nllloss : 5205.656055 ∣ generator_ganloss : 952.769629 ∣  [  std_z : 0.99  real_sub_fake : 1295.07 ]
[  epoch 0015/0040] 1090/4800, lr:5.0e-05 ∣ avg_100 : 32008.413371 ∣ critic_nllloss : 26176.235938 ∣ critic_ganloss : -317.941516 ∣ generator_nllloss : 5183.999609 ∣ generator_ganloss : 947.100000 ∣  [  std_z : 1.00  real_sub_fake : 1318.54 ]
[  epoch 0015/0040] 1100/4800, lr:5.0e-05 ∣ avg_100 : 32012.605407 ∣ critic_nllloss : 26243.249414 ∣ critic_ganloss : -269.785129 ∣ generator_nllloss : 5252.865039 ∣ generator_ganloss : 980.314941 ∣  [  std_z : 0.99  real_sub_fake : 1025.58 ]
[  epoch 0015/0040] 1110/4800, lr:5.0e-05 ∣ avg_100 : 32013.739746 ∣ critic_nllloss : 26325.975000 ∣ critic_ganloss : -251.132761 ∣ generator_nllloss : 5146.177734 ∣ generator_ganloss : 987.465039 ∣  [  std_z : 0.99  real_sub_fake : 999.30 ]
[  epoch 0015/0040] 1120/4800, lr:5.0e-05 ∣ avg_100 : 32012.099703 ∣ critic_nllloss : 25990.628125 ∣ critic_ganloss : -341.918301 ∣ generator_nllloss : 5173.944922 ∣ generator_ganloss : 983.714697 ∣  [  std_z : 0.99  real_sub_fake : 1037.90 ]
[  epoch 0015/0040] 1130/4800, lr:5.0e-05 ∣ avg_100 : 32010.594099 ∣ critic_nllloss : 26017.335352 ∣ critic_ganloss : -290.729492 ∣ generator_nllloss : 5242.461523 ∣ generator_ganloss : 976.927686 ∣  [  std_z : 0.99  real_sub_fake : 1133.91 ]
[  epoch 0015/0040] 1140/4800, lr:5.0e-05 ∣ avg_100 : 32016.422140 ∣ critic_nllloss : 26327.447266 ∣ critic_ganloss : -202.689447 ∣ generator_nllloss : 5224.354297 ∣ generator_ganloss : 990.978125 ∣  [  std_z : 0.99  real_sub_fake : 1114.98 ]
[  epoch 0015/0040] 1150/4800, lr:5.0e-05 ∣ avg_100 : 32017.968331 ∣ critic_nllloss : 26346.655469 ∣ critic_ganloss : -261.512311 ∣ generator_nllloss : 5321.449219 ∣ generator_ganloss : 1001.471240 ∣     [  std_z : 0.99  real_sub_fake : 762.18 ]
[  epoch 0015/0040] 1160/4800, lr:5.0e-05 ∣ avg_100 : 32013.486930 ∣ critic_nllloss : 25845.234570 ∣ critic_ganloss : -314.547247 ∣ generator_nllloss : 5141.609375 ∣ generator_ganloss : 973.465869 ∣  [  std_z : 0.99  real_sub_fake : 1048.70 ]
[  epoch 0015/0040] 1170/4800, lr:5.0e-05 ∣ avg_100 : 32008.668301 ∣ critic_nllloss : 26053.911719 ∣ critic_ganloss : -314.640967 ∣ generator_nllloss : 5219.899805 ∣ generator_ganloss : 973.148877 ∣  [  std_z : 0.98  real_sub_fake : 1173.62 ]
[  epoch 0015/0040] 1180/4800, lr:5.0e-05 ∣ avg_100 : 32010.256205 ∣ critic_nllloss : 26273.606055 ∣ critic_ganloss : -190.266534 ∣ generator_nllloss : 5272.108008 ∣ generator_ganloss : 996.341211 ∣  [  std_z : 0.98  real_sub_fake : 1258.93 ]
[  epoch 0015/0040] 1190/4800, lr:5.0e-05 ∣ avg_100 : 32013.250278 ∣ critic_nllloss : 26027.709766 ∣ critic_ganloss : -215.122778 ∣ generator_nllloss : 5275.247656 ∣ generator_ganloss : 1011.716553 ∣     [  std_z : 0.98  real_sub_fake : 731.55 ]
[  epoch 0015/0040] 1200/4800, lr:5.0e-05 ∣ avg_100 : 32010.362763 ∣ critic_nllloss : 25905.557617 ∣ critic_ganloss : -261.671140 ∣ generator_nllloss : 5149.065039 ∣ generator_ganloss : 973.037891 ∣  [  std_z : 0.98  real_sub_fake : 840.43 ]
[  epoch 0015/0040] 1210/4800, lr:5.0e-05 ∣ avg_100 : 32011.355659 ∣ critic_nllloss : 26159.874219 ∣ critic_ganloss : -365.090581 ∣ generator_nllloss : 5227.943555 ∣ generator_ganloss : 982.080273 ∣  [  std_z : 0.99  real_sub_fake : 1173.78 ]
[  epoch 0015/0040] 1220/4800, lr:5.0e-05 ∣ avg_100 : 32014.608718 ∣ critic_nllloss : 26327.174414 ∣ critic_ganloss : -198.090981 ∣ generator_nllloss : 5276.816992 ∣ generator_ganloss : 1009.589014 ∣     [  std_z : 1.00  real_sub_fake : 1130.28 ]
[  epoch 0015/0040] 1230/4800, lr:5.0e-05 ∣ avg_100 : 32016.185398 ∣ critic_nllloss : 26186.637305 ∣ critic_ganloss : -230.838322 ∣ generator_nllloss : 5207.009375 ∣ generator_ganloss : 985.917041 ∣  [  std_z : 1.00  real_sub_fake : 737.68 ]
[  epoch 0015/0040] 1240/4800, lr:5.0e-05 ∣ avg_100 : 32018.244552 ∣ critic_nllloss : 26190.226367 ∣ critic_ganloss : -191.727396 ∣ generator_nllloss : 5229.925000 ∣ generator_ganloss : 955.383594 ∣  [  std_z : 1.00  real_sub_fake : 808.68 ]
[  epoch 0015/0040] 1250/4800, lr:5.0e-05 ∣ avg_100 : 32022.492474 ∣ critic_nllloss : 26350.426172 ∣ critic_ganloss : -164.887280 ∣ generator_nllloss : 5333.378711 ∣ generator_ganloss : 938.351611 ∣  [  std_z : 0.99  real_sub_fake : 625.81 ]
[  epoch 0015/0040] 1260/4800, lr:5.0e-05 ∣ avg_100 : 32021.447056 ∣ critic_nllloss : 26140.523633 ∣ critic_ganloss : -237.016435 ∣ generator_nllloss : 5253.929492 ∣ generator_ganloss : 904.638965 ∣  [  std_z : 0.99  real_sub_fake : 762.10 ]
[  epoch 0015/0040] 1270/4800, lr:5.0e-05 ∣ avg_100 : 32023.448914 ∣ critic_nllloss : 26134.791602 ∣ critic_ganloss : -210.874194 ∣ generator_nllloss : 5213.238477 ∣ generator_ganloss : 901.063623 ∣  [  std_z : 0.99  real_sub_fake : 852.81 ]
[  epoch 0015/0040] 1280/4800, lr:5.0e-05 ∣ avg_100 : 32020.638177 ∣ critic_nllloss : 25911.766992 ∣ critic_ganloss : -251.538733 ∣ generator_nllloss : 5265.038867 ∣ generator_ganloss : 948.796680 ∣  [  std_z : 0.99  real_sub_fake : 917.86 ]
[  epoch 0015/0040] 1290/4800, lr:5.0e-05 ∣ avg_100 : 32019.355843 ∣ critic_nllloss : 26213.116016 ∣ critic_ganloss : -262.472781 ∣ generator_nllloss : 5156.571484 ∣ generator_ganloss : 969.467822 ∣  [  std_z : 0.99  real_sub_fake : 1040.07 ]
[  epoch 0015/0040] 1300/4800, lr:5.0e-05 ∣ avg_100 : 32018.381844 ∣ critic_nllloss : 26206.196289 ∣ critic_ganloss : -261.833807 ∣ generator_nllloss : 5299.943750 ∣ generator_ganloss : 967.004443 ∣  [  std_z : 0.99  real_sub_fake : 1038.35 ]
[  epoch 0015/0040] 1310/4800, lr:5.0e-05 ∣ avg_100 : 32018.799250 ∣ critic_nllloss : 26096.878516 ∣ critic_ganloss : -343.180762 ∣ generator_nllloss : 5236.637109 ∣ generator_ganloss : 951.708301 ∣  [  std_z : 0.99  real_sub_fake : 1114.91 ]
[  epoch 0015/0040] 1320/4800, lr:5.0e-05 ∣ avg_100 : 32021.689338 ∣ critic_nllloss : 26382.790820 ∣ critic_ganloss : -256.332916 ∣ generator_nllloss : 5297.726562 ∣ generator_ganloss : 964.466504 ∣  [  std_z : 0.98  real_sub_fake : 1104.92 ]
[  epoch 0015/0040] 1330/4800, lr:5.0e-05 ∣ avg_100 : 32022.242663 ∣ critic_nllloss : 26119.945898 ∣ critic_ganloss : -323.370947 ∣ generator_nllloss : 5239.433789 ∣ generator_ganloss : 973.989258 ∣  [  std_z : 0.98  real_sub_fake : 1034.43 ]
[  epoch 0015/0040] 1340/4800, lr:5.0e-05 ∣ avg_100 : 32022.582053 ∣ critic_nllloss : 26148.543750 ∣ critic_ganloss : -233.808018 ∣ generator_nllloss : 5238.070508 ∣ generator_ganloss : 971.490332 ∣  [  std_z : 1.00  real_sub_fake : 1170.42 ]
[  epoch 0015/0040] 1350/4800, lr:5.0e-05 ∣ avg_100 : 32024.374546 ∣ critic_nllloss : 26167.263672 ∣ critic_ganloss : -212.746939 ∣ generator_nllloss : 5273.082812 ∣ generator_ganloss : 997.217969 ∣  [  std_z : 1.00  real_sub_fake : 810.77 ]
[  epoch 0015/0040] 1360/4800, lr:5.0e-05 ∣ avg_100 : 32023.807188 ∣ critic_nllloss : 26197.048828 ∣ critic_ganloss : -248.827408 ∣ generator_nllloss : 5108.326172 ∣ generator_ganloss : 992.798779 ∣  [  std_z : 0.98  real_sub_fake : 834.61 ]
[  epoch 0015/0040] 1370/4800, lr:5.0e-05 ∣ avg_100 : 32026.161306 ∣ critic_nllloss : 26193.601367 ∣ critic_ganloss : -296.786725 ∣ generator_nllloss : 5256.316797 ∣ generator_ganloss : 988.542725 ∣  [  std_z : 0.98  real_sub_fake : 1085.13 ]
[  epoch 0015/0040] 1380/4800, lr:5.0e-05 ∣ avg_100 : 32026.047896 ∣ critic_nllloss : 26044.868359 ∣ critic_ganloss : -201.393672 ∣ generator_nllloss : 5184.865430 ∣ generator_ganloss : 1000.462646 ∣     [  std_z : 1.00  real_sub_fake : 933.09 ]
[  epoch 0015/0040] 1390/4800, lr:5.0e-05 ∣ avg_100 : 32028.933072 ∣ critic_nllloss : 26237.373828 ∣ critic_ganloss : -299.164725 ∣ generator_nllloss : 5267.131445 ∣ generator_ganloss : 1004.866406 ∣     [  std_z : 1.00  real_sub_fake : 912.01 ]
[  epoch 0015/0040] 1400/4800, lr:5.0e-05 ∣ avg_100 : 32031.121265 ∣ critic_nllloss : 26244.286133 ∣ critic_ganloss : -343.159058 ∣ generator_nllloss : 5197.066797 ∣ generator_ganloss : 979.030664 ∣  [  std_z : 1.00  real_sub_fake : 1249.28 ]
[  epoch 0015/0040] 1410/4800, lr:5.0e-05 ∣ avg_100 : 32032.086835 ∣ critic_nllloss : 26257.945312 ∣ critic_ganloss : -353.982181 ∣ generator_nllloss : 5246.517773 ∣ generator_ganloss : 962.129639 ∣  [  std_z : 0.98  real_sub_fake : 1611.04 ]
[  epoch 0015/0040] 1420/4800, lr:5.0e-05 ∣ avg_100 : 32035.386478 ∣ critic_nllloss : 26375.350586 ∣ critic_ganloss : -470.737302 ∣ generator_nllloss : 5279.247461 ∣ generator_ganloss : 985.149268 ∣  [  std_z : 0.98  real_sub_fake : 1673.87 ]
[  epoch 0015/0040] 1430/4800, lr:5.0e-05 ∣ avg_100 : 32036.072090 ∣ critic_nllloss : 26216.275391 ∣ critic_ganloss : -327.598315 ∣ generator_nllloss : 5239.300195 ∣ generator_ganloss : 1017.885840 ∣     [  std_z : 0.99  real_sub_fake : 1316.72 ]
[  epoch 0015/0040] 1440/4800, lr:5.0e-05 ∣ avg_100 : 32041.756203 ∣ critic_nllloss : 26157.686133 ∣ critic_ganloss : -182.075996 ∣ generator_nllloss : 5279.524219 ∣ generator_ganloss : 1023.394873 ∣     [  std_z : 0.99  real_sub_fake : 886.71 ]
[  epoch 0015/0040] 1450/4800, lr:5.0e-05 ∣ avg_100 : 32044.221761 ∣ critic_nllloss : 26169.224023 ∣ critic_ganloss : -212.775314 ∣ generator_nllloss : 5166.912695 ∣ generator_ganloss : 1028.395898 ∣     [  std_z : 0.99  real_sub_fake : 670.10 ]
[  epoch 0015/0040] 1460/4800, lr:5.0e-05 ∣ avg_100 : 32044.865777 ∣ critic_nllloss : 25887.088867 ∣ critic_ganloss : -256.477086 ∣ generator_nllloss : 5284.296094 ∣ generator_ganloss : 966.636719 ∣  [  std_z : 0.99  real_sub_fake : 967.47 ]
[  epoch 0015/0040] 1470/4800, lr:5.0e-05 ∣ avg_100 : 32042.978659 ∣ critic_nllloss : 25938.599414 ∣ critic_ganloss : -173.505753 ∣ generator_nllloss : 5168.093164 ∣ generator_ganloss : 983.121240 ∣  [  std_z : 0.98  real_sub_fake : 839.53 ]
[  epoch 0015/0040] 1480/4800, lr:5.0e-05 ∣ avg_100 : 32041.935284 ∣ critic_nllloss : 26104.727539 ∣ critic_ganloss : -259.305154 ∣ generator_nllloss : 5227.615625 ∣ generator_ganloss : 974.480029 ∣  [  std_z : 0.97  real_sub_fake : 881.22 ]
[  epoch 0015/0040] 1490/4800, lr:5.0e-05 ∣ avg_100 : 32037.852332 ∣ critic_nllloss : 25979.941992 ∣ critic_ganloss : -274.468845 ∣ generator_nllloss : 5141.276172 ∣ generator_ganloss : 972.073193 ∣  [  std_z : 0.99  real_sub_fake : 949.15 ]
[  epoch 0015/0040] 1500/4800, lr:5.0e-05 ∣ avg_100 : 32038.253847 ∣ critic_nllloss : 26084.299023 ∣ critic_ganloss : -295.028824 ∣ generator_nllloss : 5209.812109 ∣ generator_ganloss : 926.623926 ∣  [  std_z : 1.00  real_sub_fake : 1109.42 ]
[  epoch 0015/0040] 1510/4800, lr:5.0e-05 ∣ avg_100 : 32039.338840 ∣ critic_nllloss : 26001.678320 ∣ critic_ganloss : -199.851280 ∣ generator_nllloss : 5200.273047 ∣ generator_ganloss : 950.193066 ∣  [  std_z : 0.99  real_sub_fake : 927.04 ]
[  epoch 0015/0040] 1520/4800, lr:5.0e-05 ∣ avg_100 : 32040.562074 ∣ critic_nllloss : 26313.411523 ∣ critic_ganloss : -247.940575 ∣ generator_nllloss : 5136.370898 ∣ generator_ganloss : 931.937305 ∣  [  std_z : 0.98  real_sub_fake : 891.92 ]
[  epoch 0015/0040] 1530/4800, lr:5.0e-05 ∣ avg_100 : 32042.220047 ∣ critic_nllloss : 26176.079492 ∣ critic_ganloss : -280.105199 ∣ generator_nllloss : 5323.873438 ∣ generator_ganloss : 940.159619 ∣  [  std_z : 0.98  real_sub_fake : 958.22 ]
[  epoch 0015/0040] 1540/4800, lr:5.0e-05 ∣ avg_100 : 32041.850101 ∣ critic_nllloss : 26287.973828 ∣ critic_ganloss : -248.033606 ∣ generator_nllloss : 5246.412109 ∣ generator_ganloss : 955.630273 ∣  [  std_z : 0.98  real_sub_fake : 973.27 ]
[  epoch 0015/0040] 1550/4800, lr:5.0e-05 ∣ avg_100 : 32039.524674 ∣ critic_nllloss : 25853.710938 ∣ critic_ganloss : -197.197607 ∣ generator_nllloss : 5147.808789 ∣ generator_ganloss : 953.929639 ∣  [  std_z : 0.99  real_sub_fake : 826.14 ]
[  epoch 0015/0040] 1560/4800, lr:5.0e-05 ∣ avg_100 : 32039.019073 ∣ critic_nllloss : 26075.199414 ∣ critic_ganloss : -288.610059 ∣ generator_nllloss : 5227.800586 ∣ generator_ganloss : 959.678174 ∣  [  std_z : 1.01  real_sub_fake : 917.68 ]
[  epoch 0015/0040] 1570/4800, lr:5.0e-05 ∣ avg_100 : 32040.252378 ∣ critic_nllloss : 26098.011133 ∣ critic_ganloss : -313.513617 ∣ generator_nllloss : 5304.008398 ∣ generator_ganloss : 947.357129 ∣  [  std_z : 1.00  real_sub_fake : 1156.24 ]
[  epoch 0015/0040] 1580/4800, lr:5.0e-05 ∣ avg_100 : 32047.142845 ∣ critic_nllloss : 26426.184375 ∣ critic_ganloss : -244.195978 ∣ generator_nllloss : 5230.713477 ∣ generator_ganloss : 973.640088 ∣  [  std_z : 0.99  real_sub_fake : 1053.47 ]
[  epoch 0015/0040] 1590/4800, lr:5.0e-05 ∣ avg_100 : 32047.101126 ∣ critic_nllloss : 25942.328711 ∣ critic_ganloss : -305.836301 ∣ generator_nllloss : 5191.525977 ∣ generator_ganloss : 935.433008 ∣  [  std_z : 0.98  real_sub_fake : 1013.19 ]
[  epoch 0015/0040] 1600/4800, lr:5.0e-05 ∣ avg_100 : 32042.880450 ∣ critic_nllloss : 25919.882617 ∣ critic_ganloss : -347.570593 ∣ generator_nllloss : 5201.135938 ∣ generator_ganloss : 956.780225 ∣  [  std_z : 0.98  real_sub_fake : 1158.34 ]
[  epoch 0015/0040] 1610/4800, lr:5.0e-05 ∣ avg_100 : 32045.494182 ∣ critic_nllloss : 26161.539648 ∣ critic_ganloss : -260.807446 ∣ generator_nllloss : 5266.152539 ∣ generator_ganloss : 959.829150 ∣  [  std_z : 0.99  real_sub_fake : 1212.26 ]
[  epoch 0015/0040] 1620/4800, lr:5.0e-05 ∣ avg_100 : 32047.147776 ∣ critic_nllloss : 26095.888477 ∣ critic_ganloss : -141.489445 ∣ generator_nllloss : 5277.723242 ∣ generator_ganloss : 995.746875 ∣  [  std_z : 1.00  real_sub_fake : 535.43 ]
[  epoch 0015/0040] 1630/4800, lr:5.0e-05 ∣ avg_100 : 32048.365751 ∣ critic_nllloss : 26038.821289 ∣ critic_ganloss : -160.132710 ∣ generator_nllloss : 5169.634961 ∣ generator_ganloss : 937.050781 ∣  [  std_z : 1.00  real_sub_fake : 426.33 ]
[  epoch 0015/0040] 1640/4800, lr:5.0e-05 ∣ avg_100 : 32047.287758 ∣ critic_nllloss : 26188.884570 ∣ critic_ganloss : -140.591690 ∣ generator_nllloss : 5205.196484 ∣ generator_ganloss : 926.577783 ∣  [  std_z : 0.99  real_sub_fake : 643.23 ]
[  epoch 0015/0040] 1650/4800, lr:5.0e-05 ∣ avg_100 : 32048.489966 ∣ critic_nllloss : 26232.663867 ∣ critic_ganloss : -156.566817 ∣ generator_nllloss : 5212.768555 ∣ generator_ganloss : 959.192480 ∣  [  std_z : 0.98  real_sub_fake : 645.53 ]
[  epoch 0015/0040] 1660/4800, lr:5.0e-05 ∣ avg_100 : 32047.177872 ∣ critic_nllloss : 26009.219336 ∣ critic_ganloss : -242.296097 ∣ generator_nllloss : 5187.953906 ∣ generator_ganloss : 954.357324 ∣  [  std_z : 0.99  real_sub_fake : 711.88 ]
[  epoch 0015/0040] 1670/4800, lr:5.0e-05 ∣ avg_100 : 32043.369897 ∣ critic_nllloss : 25856.529687 ∣ critic_ganloss : -252.927599 ∣ generator_nllloss : 5190.472266 ∣ generator_ganloss : 942.121240 ∣  [  std_z : 0.99  real_sub_fake : 1069.10 ]
[  epoch 0015/0040] 1680/4800, lr:5.0e-05 ∣ avg_100 : 32046.368064 ∣ critic_nllloss : 26115.815234 ∣ critic_ganloss : -308.793677 ∣ generator_nllloss : 5188.922266 ∣ generator_ganloss : 964.646387 ∣  [  std_z : 0.99  real_sub_fake : 961.26 ]
[  epoch 0015/0040] 1690/4800, lr:5.0e-05 ∣ avg_100 : 32044.094498 ∣ critic_nllloss : 25949.932422 ∣ critic_ganloss : -229.542297 ∣ generator_nllloss : 5121.397070 ∣ generator_ganloss : 965.956348 ∣  [  std_z : 1.00  real_sub_fake : 1070.52 ]
[  epoch 0015/0040] 1700/4800, lr:5.0e-05 ∣ avg_100 : 32046.334790 ∣ critic_nllloss : 26014.443164 ∣ critic_ganloss : -319.002170 ∣ generator_nllloss : 5324.786328 ∣ generator_ganloss : 1004.706348 ∣     [  std_z : 0.99  real_sub_fake : 1047.30 ]
[  epoch 0015/0040] 1710/4800, lr:5.0e-05 ∣ avg_100 : 32042.060031 ∣ critic_nllloss : 26084.318359 ∣ critic_ganloss : -264.211163 ∣ generator_nllloss : 5142.075781 ∣ generator_ganloss : 985.278125 ∣  [  std_z : 0.99  real_sub_fake : 1271.71 ]
[  epoch 0015/0040] 1720/4800, lr:5.0e-05 ∣ avg_100 : 32046.086793 ∣ critic_nllloss : 26289.729297 ∣ critic_ganloss : -266.967865 ∣ generator_nllloss : 5270.169922 ∣ generator_ganloss : 988.112500 ∣  [  std_z : 1.00  real_sub_fake : 1214.38 ]
[  epoch 0015/0040] 1730/4800, lr:5.0e-05 ∣ avg_100 : 32046.109881 ∣ critic_nllloss : 26303.225000 ∣ critic_ganloss : -260.574423 ∣ generator_nllloss : 5259.196875 ∣ generator_ganloss : 975.408594 ∣  [  std_z : 1.00  real_sub_fake : 1016.95 ]
[  epoch 0015/0040] 1740/4800, lr:5.0e-05 ∣ avg_100 : 32048.686981 ∣ critic_nllloss : 26125.361133 ∣ critic_ganloss : -230.096562 ∣ generator_nllloss : 5173.527148 ∣ generator_ganloss : 960.307568 ∣  [  std_z : 0.99  real_sub_fake : 914.90 ]
[  epoch 0015/0040] 1750/4800, lr:5.0e-05 ∣ avg_100 : 32045.281481 ∣ critic_nllloss : 26081.561328 ∣ critic_ganloss : -268.572446 ∣ generator_nllloss : 5232.872266 ∣ generator_ganloss : 933.773730 ∣  [  std_z : 1.00  real_sub_fake : 900.42 ]
[  epoch 0015/0040] 1760/4800, lr:5.0e-05 ∣ avg_100 : 32045.351494 ∣ critic_nllloss : 25943.082031 ∣ critic_ganloss : -220.563005 ∣ generator_nllloss : 5159.487305 ∣ generator_ganloss : 931.058057 ∣  [  std_z : 1.00  real_sub_fake : 888.97 ]
[  epoch 0015/0040] 1770/4800, lr:5.0e-05 ∣ avg_100 : 32044.817764 ∣ critic_nllloss : 26136.018750 ∣ critic_ganloss : -280.219849 ∣ generator_nllloss : 5173.575586 ∣ generator_ganloss : 939.795947 ∣  [  std_z : 0.99  real_sub_fake : 990.44 ]
[  epoch 0015/0040] 1780/4800, lr:5.0e-05 ∣ avg_100 : 32045.488731 ∣ critic_nllloss : 26049.800586 ∣ critic_ganloss : -274.339484 ∣ generator_nllloss : 5172.009570 ∣ generator_ganloss : 961.169482 ∣  [  std_z : 0.99  real_sub_fake : 1098.83 ]
[  epoch 0015/0040] 1790/4800, lr:5.0e-05 ∣ avg_100 : 32047.432935 ∣ critic_nllloss : 26159.897266 ∣ critic_ganloss : -249.589447 ∣ generator_nllloss : 5192.555859 ∣ generator_ganloss : 961.056934 ∣  [  std_z : 0.99  real_sub_fake : 927.69 ]
[  epoch 0015/0040] 1800/4800, lr:5.0e-05 ∣ avg_100 : 32051.211331 ∣ critic_nllloss : 26287.282031 ∣ critic_ganloss : -211.512103 ∣ generator_nllloss : 5267.884180 ∣ generator_ganloss : 963.063721 ∣  [  std_z : 0.98  real_sub_fake : 835.88 ]
[  epoch 0015/0040] 1810/4800, lr:5.0e-05 ∣ avg_100 : 32052.139929 ∣ critic_nllloss : 26065.439063 ∣ critic_ganloss : -285.316786 ∣ generator_nllloss : 5273.872266 ∣ generator_ganloss : 965.175293 ∣  [  std_z : 0.99  real_sub_fake : 878.78 ]
[  epoch 0015/0040] 1820/4800, lr:5.0e-05 ∣ avg_100 : 32053.409138 ∣ critic_nllloss : 26196.918750 ∣ critic_ganloss : -280.983856 ∣ generator_nllloss : 5224.927930 ∣ generator_ganloss : 973.569727 ∣  [  std_z : 0.99  real_sub_fake : 1088.07 ]
[  epoch 0015/0040] 1830/4800, lr:5.0e-05 ∣ avg_100 : 32054.126893 ∣ critic_nllloss : 26157.498828 ∣ critic_ganloss : -400.416452 ∣ generator_nllloss : 5239.278906 ∣ generator_ganloss : 967.797168 ∣  [  std_z : 1.00  real_sub_fake : 1282.47 ]
[  epoch 0015/0040] 1840/4800, lr:5.0e-05 ∣ avg_100 : 32053.122882 ∣ critic_nllloss : 26143.624414 ∣ critic_ganloss : -261.939545 ∣ generator_nllloss : 5247.259180 ∣ generator_ganloss : 994.864844 ∣  [  std_z : 0.99  real_sub_fake : 1141.13 ]
[  epoch 0015/0040] 1850/4800, lr:5.0e-05 ∣ avg_100 : 32055.816837 ∣ critic_nllloss : 26202.007422 ∣ critic_ganloss : -258.773276 ∣ generator_nllloss : 5262.245313 ∣ generator_ganloss : 997.142187 ∣  [  std_z : 0.99  real_sub_fake : 1229.88 ]
[  epoch 0015/0040] 1860/4800, lr:5.0e-05 ∣ avg_100 : 32058.065893 ∣ critic_nllloss : 26039.925781 ∣ critic_ganloss : -247.013574 ∣ generator_nllloss : 5262.029102 ∣ generator_ganloss : 998.316650 ∣  [  std_z : 0.99  real_sub_fake : 857.31 ]
[  epoch 0015/0040] 1870/4800, lr:5.0e-05 ∣ avg_100 : 32059.456317 ∣ critic_nllloss : 26228.059961 ∣ critic_ganloss : -276.672711 ∣ generator_nllloss : 5135.148633 ∣ generator_ganloss : 971.960938 ∣  [  std_z : 0.99  real_sub_fake : 949.69 ]
[  epoch 0015/0040] 1880/4800, lr:5.0e-05 ∣ avg_100 : 32056.908828 ∣ critic_nllloss : 25954.852148 ∣ critic_ganloss : -236.126065 ∣ generator_nllloss : 5231.379883 ∣ generator_ganloss : 961.862061 ∣  [  std_z : 1.00  real_sub_fake : 847.21 ]
[  epoch 0015/0040] 1890/4800, lr:5.0e-05 ∣ avg_100 : 32059.121479 ∣ critic_nllloss : 26280.570898 ∣ critic_ganloss : -174.863141 ∣ generator_nllloss : 5218.801562 ∣ generator_ganloss : 932.344922 ∣  [  std_z : 1.01  real_sub_fake : 1079.93 ]
[  epoch 0015/0040] 1900/4800, lr:5.0e-05 ∣ avg_100 : 32053.408484 ∣ critic_nllloss : 26007.526758 ∣ critic_ganloss : -231.903215 ∣ generator_nllloss : 5225.485937 ∣ generator_ganloss : 981.339502 ∣  [  std_z : 1.00  real_sub_fake : 735.87 ]
[  epoch 0015/0040] 1910/4800, lr:5.0e-05 ∣ avg_100 : 32052.305324 ∣ critic_nllloss : 26069.250391 ∣ critic_ganloss : -303.135054 ∣ generator_nllloss : 5209.305859 ∣ generator_ganloss : 970.519385 ∣  [  std_z : 0.99  real_sub_fake : 920.50 ]
[  epoch 0015/0040] 1920/4800, lr:5.0e-05 ∣ avg_100 : 32050.744656 ∣ critic_nllloss : 26202.779102 ∣ critic_ganloss : -297.043246 ∣ generator_nllloss : 5299.187305 ∣ generator_ganloss : 967.773193 ∣  [  std_z : 1.00  real_sub_fake : 1168.35 ]
[  epoch 0015/0040] 1930/4800, lr:5.0e-05 ∣ avg_100 : 32049.770838 ∣ critic_nllloss : 25989.453516 ∣ critic_ganloss : -205.807458 ∣ generator_nllloss : 5214.885938 ∣ generator_ganloss : 989.869336 ∣  [  std_z : 1.00  real_sub_fake : 913.47 ]
[  epoch 0015/0040] 1940/4800, lr:5.0e-05 ∣ avg_100 : 32050.063693 ∣ critic_nllloss : 25975.456836 ∣ critic_ganloss : -175.581676 ∣ generator_nllloss : 5188.332031 ∣ generator_ganloss : 979.718994 ∣  [  std_z : 0.99  real_sub_fake : 837.08 ]
[  epoch 0015/0040] 1950/4800, lr:5.0e-05 ∣ avg_100 : 32049.033280 ∣ critic_nllloss : 26081.756055 ∣ critic_ganloss : -221.013702 ∣ generator_nllloss : 5224.575977 ∣ generator_ganloss : 1015.034326 ∣     [  std_z : 0.99  real_sub_fake : 688.85 ]
[  epoch 0015/0040] 1960/4800, lr:5.0e-05 ∣ avg_100 : 32046.214993 ∣ critic_nllloss : 25808.206445 ∣ critic_ganloss : -241.790038 ∣ generator_nllloss : 5094.882031 ∣ generator_ganloss : 975.989502 ∣  [  std_z : 0.97  real_sub_fake : 827.18 ]
[  epoch 0015/0040] 1970/4800, lr:5.0e-05 ∣ avg_100 : 32045.236857 ∣ critic_nllloss : 25916.146875 ∣ critic_ganloss : -224.379378 ∣ generator_nllloss : 5143.379687 ∣ generator_ganloss : 984.932764 ∣  [  std_z : 0.98  real_sub_fake : 883.05 ]
[  epoch 0015/0040] 1980/4800, lr:5.0e-05 ∣ avg_100 : 32046.938682 ∣ critic_nllloss : 26040.012500 ∣ critic_ganloss : -184.425745 ∣ generator_nllloss : 5148.102539 ∣ generator_ganloss : 978.421045 ∣  [  std_z : 0.99  real_sub_fake : 923.08 ]
[  epoch 0015/0040] 1990/4800, lr:5.0e-05 ∣ avg_100 : 32048.856697 ∣ critic_nllloss : 26039.233203 ∣ critic_ganloss : -218.836568 ∣ generator_nllloss : 5221.498047 ∣ generator_ganloss : 1013.490430 ∣     [  std_z : 1.00  real_sub_fake : 694.07 ]
[  epoch 0015/0040] 2000/4800, lr:5.0e-05 ∣ avg_100 : 32049.890546 ∣ critic_nllloss : 25930.894336 ∣ critic_ganloss : -227.560681 ∣ generator_nllloss : 5171.440820 ∣ generator_ganloss : 969.098828 ∣  [  std_z : 0.99  real_sub_fake : 786.20 ]
[  epoch 0015/0040] 2010/4800, lr:5.0e-05 ∣ avg_100 : 32050.289303 ∣ critic_nllloss : 25891.048047 ∣ critic_ganloss : -189.191240 ∣ generator_nllloss : 5215.885742 ∣ generator_ganloss : 968.548096 ∣  [  std_z : 0.99  real_sub_fake : 824.22 ]
[  epoch 0015/0040] 2020/4800, lr:5.0e-05 ∣ avg_100 : 32051.742836 ∣ critic_nllloss : 26103.580664 ∣ critic_ganloss : -215.826193 ∣ generator_nllloss : 5262.093555 ∣ generator_ganloss : 965.159766 ∣  [  std_z : 0.99  real_sub_fake : 712.68 ]
[  epoch 0015/0040] 2030/4800, lr:5.0e-05 ∣ avg_100 : 32048.670686 ∣ critic_nllloss : 25930.484570 ∣ critic_ganloss : -164.637473 ∣ generator_nllloss : 5193.370313 ∣ generator_ganloss : 939.720410 ∣  [  std_z : 0.99  real_sub_fake : 801.51 ]
[  epoch 0015/0040] 2040/4800, lr:5.0e-05 ∣ avg_100 : 32048.906425 ∣ critic_nllloss : 25937.619141 ∣ critic_ganloss : -242.261684 ∣ generator_nllloss : 5160.867578 ∣ generator_ganloss : 965.606348 ∣  [  std_z : 1.00  real_sub_fake : 766.12 ]
[  epoch 0015/0040] 2050/4800, lr:5.0e-05 ∣ avg_100 : 32046.405355 ∣ critic_nllloss : 25908.435937 ∣ critic_ganloss : -260.578955 ∣ generator_nllloss : 5196.650000 ∣ generator_ganloss : 964.118799 ∣  [  std_z : 1.00  real_sub_fake : 902.17 ]
[  epoch 0015/0040] 2060/4800, lr:5.0e-05 ∣ avg_100 : 32042.803510 ∣ critic_nllloss : 26102.468164 ∣ critic_ganloss : -373.868704 ∣ generator_nllloss : 5143.359961 ∣ generator_ganloss : 964.908984 ∣  [  std_z : 0.99  real_sub_fake : 1245.46 ]
[  epoch 0015/0040] 2070/4800, lr:5.0e-05 ∣ avg_100 : 32044.468856 ∣ critic_nllloss : 26128.425977 ∣ critic_ganloss : -117.062254 ∣ generator_nllloss : 5212.006836 ∣ generator_ganloss : 961.018994 ∣  [  std_z : 0.99  real_sub_fake : 1035.12 ]
[  epoch 0015/0040] 2080/4800, lr:5.0e-05 ∣ avg_100 : 32045.309470 ∣ critic_nllloss : 26093.367578 ∣ critic_ganloss : -225.357756 ∣ generator_nllloss : 5190.086523 ∣ generator_ganloss : 982.937793 ∣  [  std_z : 0.99  real_sub_fake : 651.99 ]
[  epoch 0015/0040] 2090/4800, lr:5.0e-05 ∣ avg_100 : 32044.131260 ∣ critic_nllloss : 25905.192578 ∣ critic_ganloss : -224.078456 ∣ generator_nllloss : 5207.649414 ∣ generator_ganloss : 982.809473 ∣  [  std_z : 0.99  real_sub_fake : 665.48 ]
[  epoch 0015/0040] 2100/4800, lr:5.0e-05 ∣ avg_100 : 32043.759609 ∣ critic_nllloss : 26252.442188 ∣ critic_ganloss : -256.713264 ∣ generator_nllloss : 5228.078320 ∣ generator_ganloss : 945.671924 ∣  [  std_z : 0.99  real_sub_fake : 965.13 ]
[  epoch 0015/0040] 2110/4800, lr:5.0e-05 ∣ avg_100 : 32044.460042 ∣ critic_nllloss : 26365.183203 ∣ critic_ganloss : -264.599207 ∣ generator_nllloss : 5226.001562 ∣ generator_ganloss : 951.942822 ∣  [  std_z : 0.98  real_sub_fake : 990.97 ]
[  epoch 0015/0040] 2120/4800, lr:5.0e-05 ∣ avg_100 : 32042.373894 ∣ critic_nllloss : 25734.635742 ∣ critic_ganloss : -241.275237 ∣ generator_nllloss : 5151.664062 ∣ generator_ganloss : 952.730029 ∣  [  std_z : 0.98  real_sub_fake : 913.26 ]
[  epoch 0015/0040] 2130/4800, lr:5.0e-05 ∣ avg_100 : 32040.458654 ∣ critic_nllloss : 25861.552930 ∣ critic_ganloss : -291.647565 ∣ generator_nllloss : 5230.388672 ∣ generator_ganloss : 954.177051 ∣  [  std_z : 0.98  real_sub_fake : 1039.53 ]
[  epoch 0015/0040] 2140/4800, lr:5.0e-05 ∣ avg_100 : 32038.358029 ∣ critic_nllloss : 26191.932031 ∣ critic_ganloss : -346.302856 ∣ generator_nllloss : 5328.671484 ∣ generator_ganloss : 955.727100 ∣  [  std_z : 0.99  real_sub_fake : 1194.06 ]
[  epoch 0015/0040] 2150/4800, lr:5.0e-05 ∣ avg_100 : 32035.731702 ∣ critic_nllloss : 26169.591602 ∣ critic_ganloss : -271.820261 ∣ generator_nllloss : 5277.334766 ∣ generator_ganloss : 970.324805 ∣  [  std_z : 1.00  real_sub_fake : 1123.25 ]
[  epoch 0015/0040] 2160/4800, lr:5.0e-05 ∣ avg_100 : 32039.521417 ∣ critic_nllloss : 26082.198828 ∣ critic_ganloss : -209.717850 ∣ generator_nllloss : 5199.899219 ∣ generator_ganloss : 952.353809 ∣  [  std_z : 0.99  real_sub_fake : 980.82 ]
[  epoch 0015/0040] 2170/4800, lr:5.0e-05 ∣ avg_100 : 32037.055097 ∣ critic_nllloss : 25886.488867 ∣ critic_ganloss : -263.059100 ∣ generator_nllloss : 5105.551172 ∣ generator_ganloss : 956.706543 ∣  [  std_z : 0.98  real_sub_fake : 885.10 ]
[  epoch 0015/0040] 2180/4800, lr:5.0e-05 ∣ avg_100 : 32032.655551 ∣ critic_nllloss : 26085.472070 ∣ critic_ganloss : -244.708606 ∣ generator_nllloss : 5127.119531 ∣ generator_ganloss : 943.951172 ∣  [  std_z : 1.00  real_sub_fake : 971.83 ]
[  epoch 0015/0040] 2190/4800, lr:5.0e-05 ∣ avg_100 : 32031.724826 ∣ critic_nllloss : 26068.504883 ∣ critic_ganloss : -223.941298 ∣ generator_nllloss : 5204.023438 ∣ generator_ganloss : 957.891650 ∣  [  std_z : 1.01  real_sub_fake : 860.60 ]
[  epoch 0015/0040] 2200/4800, lr:5.0e-05 ∣ avg_100 : 32032.128923 ∣ critic_nllloss : 26021.697461 ∣ critic_ganloss : -333.431592 ∣ generator_nllloss : 5164.515039 ∣ generator_ganloss : 953.618164 ∣  [  std_z : 1.00  real_sub_fake : 974.49 ]
[  epoch 0015/0040] 2210/4800, lr:5.0e-05 ∣ avg_100 : 32032.460324 ∣ critic_nllloss : 26129.053906 ∣ critic_ganloss : -333.968954 ∣ generator_nllloss : 5267.810352 ∣ generator_ganloss : 975.052295 ∣  [  std_z : 0.99  real_sub_fake : 1167.12 ]
[  epoch 0015/0040] 2220/4800, lr:5.0e-05 ∣ avg_100 : 32027.048585 ∣ critic_nllloss : 25987.949023 ∣ critic_ganloss : -337.034604 ∣ generator_nllloss : 5231.495117 ∣ generator_ganloss : 991.906006 ∣  [  std_z : 0.97  real_sub_fake : 1398.20 ]
[  epoch 0015/0040] 2230/4800, lr:5.0e-05 ∣ avg_100 : 32026.590139 ∣ critic_nllloss : 26171.432422 ∣ critic_ganloss : -171.129135 ∣ generator_nllloss : 5099.649414 ∣ generator_ganloss : 1002.928125 ∣     [  std_z : 0.97  real_sub_fake : 1057.54 ]
[  epoch 0015/0040] 2240/4800, lr:5.0e-05 ∣ avg_100 : 32028.101568 ∣ critic_nllloss : 26185.314453 ∣ critic_ganloss : -230.971638 ∣ generator_nllloss : 5375.275000 ∣ generator_ganloss : 1005.332617 ∣     [  std_z : 0.98  real_sub_fake : 653.92 ]
[  epoch 0015/0040] 2250/4800, lr:5.0e-05 ∣ avg_100 : 32023.037817 ∣ critic_nllloss : 26104.987305 ∣ critic_ganloss : -248.290260 ∣ generator_nllloss : 5162.639453 ∣ generator_ganloss : 931.557568 ∣  [  std_z : 0.99  real_sub_fake : 925.83 ]
[  epoch 0015/0040] 2260/4800, lr:5.0e-05 ∣ avg_100 : 32023.252775 ∣ critic_nllloss : 26159.985547 ∣ critic_ganloss : -258.461487 ∣ generator_nllloss : 5222.240234 ∣ generator_ganloss : 959.807178 ∣  [  std_z : 1.00  real_sub_fake : 1030.72 ]
[  epoch 0015/0040] 2270/4800, lr:5.0e-05 ∣ avg_100 : 32022.737503 ∣ critic_nllloss : 26022.050195 ∣ critic_ganloss : -241.858054 ∣ generator_nllloss : 5230.271875 ∣ generator_ganloss : 976.228320 ∣  [  std_z : 1.00  real_sub_fake : 901.13 ]
[  epoch 0015/0040] 2280/4800, lr:5.0e-05 ∣ avg_100 : 32025.875073 ∣ critic_nllloss : 26263.864258 ∣ critic_ganloss : -293.704672 ∣ generator_nllloss : 5255.053516 ∣ generator_ganloss : 962.607666 ∣  [  std_z : 0.98  real_sub_fake : 1043.11 ]
[  epoch 0015/0040] 2290/4800, lr:5.0e-05 ∣ avg_100 : 32026.548284 ∣ critic_nllloss : 26207.215820 ∣ critic_ganloss : -271.069667 ∣ generator_nllloss : 5195.795703 ∣ generator_ganloss : 1012.061816 ∣     [  std_z : 0.97  real_sub_fake : 933.04 ]
[  epoch 0015/0040] 2300/4800, lr:5.0e-05 ∣ avg_100 : 32028.466584 ∣ critic_nllloss : 26264.675586 ∣ critic_ganloss : -131.759422 ∣ generator_nllloss : 5322.744531 ∣ generator_ganloss : 947.479932 ∣  [  std_z : 0.99  real_sub_fake : 1002.41 ]
[  epoch 0015/0040] 2310/4800, lr:5.0e-05 ∣ avg_100 : 32030.185138 ∣ critic_nllloss : 26093.397461 ∣ critic_ganloss : -166.972508 ∣ generator_nllloss : 5197.621094 ∣ generator_ganloss : 989.852539 ∣  [  std_z : 1.00  real_sub_fake : 557.68 ]
[  epoch 0015/0040] 2320/4800, lr:5.0e-05 ∣ avg_100 : 32026.650358 ∣ critic_nllloss : 26036.185742 ∣ critic_ganloss : -237.235265 ∣ generator_nllloss : 5257.749219 ∣ generator_ganloss : 978.473340 ∣  [  std_z : 1.01  real_sub_fake : 696.43 ]
[  epoch 0015/0040] 2330/4800, lr:5.0e-05 ∣ avg_100 : 32028.677766 ∣ critic_nllloss : 26169.418164 ∣ critic_ganloss : -176.658527 ∣ generator_nllloss : 5245.034961 ∣ generator_ganloss : 974.944189 ∣  [  std_z : 0.99  real_sub_fake : 779.55 ]
[  epoch 0015/0040] 2340/4800, lr:5.0e-05 ∣ avg_100 : 32028.739935 ∣ critic_nllloss : 26074.961914 ∣ critic_ganloss : -156.472064 ∣ generator_nllloss : 5194.924023 ∣ generator_ganloss : 1017.099609 ∣     [  std_z : 0.98  real_sub_fake : 579.25 ]
[  epoch 0015/0040] 2350/4800, lr:5.0e-05 ∣ avg_100 : 32026.031439 ∣ critic_nllloss : 25964.770703 ∣ critic_ganloss : -207.761053 ∣ generator_nllloss : 5196.274609 ∣ generator_ganloss : 1000.683643 ∣     [  std_z : 0.98  real_sub_fake : 656.82 ]
[  epoch 0015/0040] 2360/4800, lr:5.0e-05 ∣ avg_100 : 32025.462166 ∣ critic_nllloss : 26075.678516 ∣ critic_ganloss : -272.131096 ∣ generator_nllloss : 5194.293945 ∣ generator_ganloss : 994.577637 ∣  [  std_z : 0.98  real_sub_fake : 889.63 ]
[  epoch 0015/0040] 2370/4800, lr:5.0e-05 ∣ avg_100 : 32021.986061 ∣ critic_nllloss : 25998.025977 ∣ critic_ganloss : -304.951245 ∣ generator_nllloss : 5137.633398 ∣ generator_ganloss : 963.355566 ∣  [  std_z : 0.98  real_sub_fake : 1175.80 ]
[  epoch 0015/0040] 2380/4800, lr:5.0e-05 ∣ avg_100 : 32019.683889 ∣ critic_nllloss : 26069.819336 ∣ critic_ganloss : -376.396768 ∣ generator_nllloss : 5125.544336 ∣ generator_ganloss : 979.618701 ∣  [  std_z : 0.99  real_sub_fake : 1320.20 ]
[  epoch 0015/0040] 2390/4800, lr:5.0e-05 ∣ avg_100 : 32022.176359 ∣ critic_nllloss : 26550.091797 ∣ critic_ganloss : -319.829974 ∣ generator_nllloss : 5258.510938 ∣ generator_ganloss : 970.681152 ∣  [  std_z : 0.99  real_sub_fake : 1269.51 ]
[  epoch 0015/0040] 2400/4800, lr:5.0e-05 ∣ avg_100 : 32021.242050 ∣ critic_nllloss : 26059.621094 ∣ critic_ganloss : -256.216319 ∣ generator_nllloss : 5225.613672 ∣ generator_ganloss : 954.775195 ∣  [  std_z : 0.99  real_sub_fake : 951.83 ]
[  epoch 0015/0040] 2410/4800, lr:5.0e-05 ∣ avg_100 : 32019.989326 ∣ critic_nllloss : 26075.560156 ∣ critic_ganloss : -179.267764 ∣ generator_nllloss : 5140.552930 ∣ generator_ganloss : 950.492871 ∣  [  std_z : 0.99  real_sub_fake : 817.75 ]
[  epoch 0015/0040] 2420/4800, lr:5.0e-05 ∣ avg_100 : 32019.843071 ∣ critic_nllloss : 26197.782813 ∣ critic_ganloss : -224.685765 ∣ generator_nllloss : 5211.082812 ∣ generator_ganloss : 970.204590 ∣  [  std_z : 0.99  real_sub_fake : 811.21 ]
[  epoch 0015/0040] 2430/4800, lr:5.0e-05 ∣ avg_100 : 32018.048806 ∣ critic_nllloss : 26082.259766 ∣ critic_ganloss : -301.574464 ∣ generator_nllloss : 5229.306641 ∣ generator_ganloss : 956.444678 ∣  [  std_z : 1.00  real_sub_fake : 1072.44 ]
[  epoch 0015/0040] 2440/4800, lr:5.0e-05 ∣ avg_100 : 32014.468070 ∣ critic_nllloss : 26194.265625 ∣ critic_ganloss : -433.522098 ∣ generator_nllloss : 5201.805469 ∣ generator_ganloss : 957.906592 ∣  [  std_z : 1.00  real_sub_fake : 1443.15 ]
[  epoch 0015/0040] 2450/4800, lr:5.0e-05 ∣ avg_100 : 32013.915032 ∣ critic_nllloss : 26188.790820 ∣ critic_ganloss : -313.493866 ∣ generator_nllloss : 5272.438672 ∣ generator_ganloss : 948.717920 ∣  [  std_z : 0.99  real_sub_fake : 1543.50 ]
[  epoch 0015/0040] 2460/4800, lr:5.0e-05 ∣ avg_100 : 32015.443376 ∣ critic_nllloss : 26150.740234 ∣ critic_ganloss : -394.205176 ∣ generator_nllloss : 5326.216016 ∣ generator_ganloss : 951.627930 ∣  [  std_z : 0.98  real_sub_fake : 1376.31 ]
[  epoch 0015/0040] 2470/4800, lr:5.0e-05 ∣ avg_100 : 32015.283265 ∣ critic_nllloss : 26084.112695 ∣ critic_ganloss : -363.668448 ∣ generator_nllloss : 5232.754883 ∣ generator_ganloss : 947.097852 ∣  [  std_z : 0.97  real_sub_fake : 1332.58 ]
[  epoch 0015/0040] 2480/4800, lr:5.0e-05 ∣ avg_100 : 32014.821654 ∣ critic_nllloss : 26186.892188 ∣ critic_ganloss : -363.034439 ∣ generator_nllloss : 5249.058398 ∣ generator_ganloss : 928.440771 ∣  [  std_z : 0.98  real_sub_fake : 1595.91 ]
[  epoch 0015/0040] 2490/4800, lr:5.0e-05 ∣ avg_100 : 32014.804069 ∣ critic_nllloss : 26022.394922 ∣ critic_ganloss : -379.293509 ∣ generator_nllloss : 5243.204883 ∣ generator_ganloss : 930.757715 ∣  [  std_z : 1.00  real_sub_fake : 1383.05 ]
[  epoch 0015/0040] 2500/4800, lr:5.0e-05 ∣ avg_100 : 32013.730821 ∣ critic_nllloss : 26125.200195 ∣ critic_ganloss : -361.543359 ∣ generator_nllloss : 5146.926953 ∣ generator_ganloss : 907.797607 ∣  [  std_z : 1.01  real_sub_fake : 1180.56 ]
[  epoch 0015/0040] 2510/4800, lr:5.0e-05 ∣ avg_100 : 32014.677011 ∣ critic_nllloss : 26204.905664 ∣ critic_ganloss : -337.920972 ∣ generator_nllloss : 5269.162500 ∣ generator_ganloss : 910.765039 ∣  [  std_z : 1.00  real_sub_fake : 1297.82 ]
[  epoch 0015/0040] 2520/4800, lr:5.0e-05 ∣ avg_100 : 32016.548416 ∣ critic_nllloss : 26394.469531 ∣ critic_ganloss : -288.532523 ∣ generator_nllloss : 5284.689453 ∣ generator_ganloss : 930.293115 ∣  [  std_z : 0.99  real_sub_fake : 1296.20 ]
[  epoch 0015/0040] 2530/4800, lr:5.0e-05 ∣ avg_100 : 32014.316628 ∣ critic_nllloss : 26068.911914 ∣ critic_ganloss : -270.487051 ∣ generator_nllloss : 5193.521875 ∣ generator_ganloss : 944.881836 ∣  [  std_z : 0.98  real_sub_fake : 1081.22 ]
[  epoch 0015/0040] 2540/4800, lr:5.0e-05 ∣ avg_100 : 32008.836333 ∣ critic_nllloss : 25896.296875 ∣ critic_ganloss : -288.980283 ∣ generator_nllloss : 5150.530469 ∣ generator_ganloss : 936.106104 ∣  [  std_z : 0.98  real_sub_fake : 978.07 ]
[  epoch 0015/0040] 2550/4800, lr:5.0e-05 ∣ avg_100 : 32013.007749 ∣ critic_nllloss : 26238.626953 ∣ critic_ganloss : -238.408539 ∣ generator_nllloss : 5241.199414 ∣ generator_ganloss : 933.975439 ∣  [  std_z : 0.99  real_sub_fake : 1163.36 ]
[  epoch 0015/0040] 2560/4800, lr:5.0e-05 ∣ avg_100 : 32013.145309 ∣ critic_nllloss : 26077.156641 ∣ critic_ganloss : -213.102638 ∣ generator_nllloss : 5166.092188 ∣ generator_ganloss : 957.677979 ∣  [  std_z : 0.99  real_sub_fake : 704.00 ]
[  epoch 0015/0040] 2570/4800, lr:5.0e-05 ∣ avg_100 : 32013.866297 ∣ critic_nllloss : 26256.821289 ∣ critic_ganloss : -280.209354 ∣ generator_nllloss : 5218.213281 ∣ generator_ganloss : 913.136621 ∣  [  std_z : 1.00  real_sub_fake : 923.52 ]
[  epoch 0015/0040] 2580/4800, lr:5.0e-05 ∣ avg_100 : 32009.857597 ∣ critic_nllloss : 26152.264258 ∣ critic_ganloss : -291.777618 ∣ generator_nllloss : 5191.942187 ∣ generator_ganloss : 933.043164 ∣  [  std_z : 0.99  real_sub_fake : 1135.86 ]
[  epoch 0015/0040] 2590/4800, lr:5.0e-05 ∣ avg_100 : 32012.989155 ∣ critic_nllloss : 26269.446484 ∣ critic_ganloss : -328.346994 ∣ generator_nllloss : 5200.353711 ∣ generator_ganloss : 935.153955 ∣  [  std_z : 1.00  real_sub_fake : 1175.69 ]
[  epoch 0015/0040] 2600/4800, lr:5.0e-05 ∣ avg_100 : 32013.070729 ∣ critic_nllloss : 25871.407422 ∣ critic_ganloss : -308.578235 ∣ generator_nllloss : 5240.447852 ∣ generator_ganloss : 935.108594 ∣  [  std_z : 0.99  real_sub_fake : 1072.28 ]
[  epoch 0015/0040] 2610/4800, lr:5.0e-05 ∣ avg_100 : 32014.141612 ∣ critic_nllloss : 26272.841992 ∣ critic_ganloss : -223.567813 ∣ generator_nllloss : 5264.995703 ∣ generator_ganloss : 919.532227 ∣  [  std_z : 0.99  real_sub_fake : 1202.14 ]
[  epoch 0015/0040] 2620/4800, lr:5.0e-05 ∣ avg_100 : 32012.792734 ∣ critic_nllloss : 26089.347852 ∣ critic_ganloss : -269.353506 ∣ generator_nllloss : 5302.129687 ∣ generator_ganloss : 970.857324 ∣  [  std_z : 0.99  real_sub_fake : 942.13 ]
[  epoch 0015/0040] 2630/4800, lr:5.0e-05 ∣ avg_100 : 32010.842223 ∣ critic_nllloss : 25946.840234 ∣ critic_ganloss : -298.891310 ∣ generator_nllloss : 5215.516016 ∣ generator_ganloss : 926.858350 ∣  [  std_z : 0.99  real_sub_fake : 1000.94 ]
[  epoch 0015/0040] 2640/4800, lr:5.0e-05 ∣ avg_100 : 32008.688840 ∣ critic_nllloss : 26060.560742 ∣ critic_ganloss : -184.623524 ∣ generator_nllloss : 5134.049414 ∣ generator_ganloss : 954.742188 ∣  [  std_z : 0.99  real_sub_fake : 911.70 ]
[  epoch 0015/0040] 2650/4800, lr:5.0e-05 ∣ avg_100 : 32004.527943 ∣ critic_nllloss : 26035.349805 ∣ critic_ganloss : -255.888953 ∣ generator_nllloss : 5156.634766 ∣ generator_ganloss : 895.872803 ∣  [  std_z : 0.99  real_sub_fake : 912.48 ]
[  epoch 0015/0040] 2660/4800, lr:5.0e-05 ∣ avg_100 : 32005.846870 ∣ critic_nllloss : 26155.976367 ∣ critic_ganloss : -237.839952 ∣ generator_nllloss : 5221.291016 ∣ generator_ganloss : 901.699707 ∣  [  std_z : 1.00  real_sub_fake : 889.02 ]
[  epoch 0015/0040] 2670/4800, lr:5.0e-05 ∣ avg_100 : 32006.224310 ∣ critic_nllloss : 25989.421680 ∣ critic_ganloss : -241.923026 ∣ generator_nllloss : 5123.585742 ∣ generator_ganloss : 902.855176 ∣  [  std_z : 0.99  real_sub_fake : 919.62 ]
[  epoch 0015/0040] 2680/4800, lr:5.0e-05 ∣ avg_100 : 32006.951940 ∣ critic_nllloss : 26173.511914 ∣ critic_ganloss : -268.751207 ∣ generator_nllloss : 5242.076953 ∣ generator_ganloss : 886.515527 ∣  [  std_z : 0.98  real_sub_fake : 937.36 ]
[  epoch 0015/0040] 2690/4800, lr:5.0e-05 ∣ avg_100 : 32010.568073 ∣ critic_nllloss : 26243.543555 ∣ critic_ganloss : -291.638719 ∣ generator_nllloss : 5305.744922 ∣ generator_ganloss : 911.707129 ∣  [  std_z : 0.98  real_sub_fake : 994.27 ]
[  epoch 0015/0040] 2700/4800, lr:5.0e-05 ∣ avg_100 : 32010.920089 ∣ critic_nllloss : 26206.675586 ∣ critic_ganloss : -285.374686 ∣ generator_nllloss : 5213.910352 ∣ generator_ganloss : 924.923975 ∣  [  std_z : 1.00  real_sub_fake : 1152.90 ]
[  epoch 0015/0040] 2710/4800, lr:5.0e-05 ∣ avg_100 : 32009.127365 ∣ critic_nllloss : 25972.425195 ∣ critic_ganloss : -351.268994 ∣ generator_nllloss : 5208.690234 ∣ generator_ganloss : 938.342285 ∣  [  std_z : 1.01  real_sub_fake : 1134.64 ]
[  epoch 0015/0040] 2720/4800, lr:5.0e-05 ∣ avg_100 : 32004.013133 ∣ critic_nllloss : 25894.246289 ∣ critic_ganloss : -265.862134 ∣ generator_nllloss : 5193.226172 ∣ generator_ganloss : 948.010303 ∣  [  std_z : 1.00  real_sub_fake : 1102.27 ]
[  epoch 0015/0040] 2730/4800, lr:5.0e-05 ∣ avg_100 : 32000.619510 ∣ critic_nllloss : 26077.102148 ∣ critic_ganloss : -304.709323 ∣ generator_nllloss : 5204.686719 ∣ generator_ganloss : 960.814258 ∣  [  std_z : 0.97  real_sub_fake : 1089.87 ]
[  epoch 0015/0040] 2740/4800, lr:5.0e-05 ∣ avg_100 : 32000.044759 ∣ critic_nllloss : 26108.400781 ∣ critic_ganloss : -278.805362 ∣ generator_nllloss : 5196.942383 ∣ generator_ganloss : 945.086328 ∣  [  std_z : 0.97  real_sub_fake : 1095.28 ]
[  epoch 0015/0040] 2750/4800, lr:5.0e-05 ∣ avg_100 : 32000.408165 ∣ critic_nllloss : 26021.580078 ∣ critic_ganloss : -151.108986 ∣ generator_nllloss : 5197.256641 ∣ generator_ganloss : 948.247803 ∣  [  std_z : 0.97  real_sub_fake : 759.07 ]
[  epoch 0015/0040] 2760/4800, lr:5.0e-05 ∣ avg_100 : 32003.828675 ∣ critic_nllloss : 26155.440820 ∣ critic_ganloss : -192.625937 ∣ generator_nllloss : 5243.784961 ∣ generator_ganloss : 948.515479 ∣  [  std_z : 0.99  real_sub_fake : 803.76 ]
[  epoch 0015/0040] 2770/4800, lr:5.0e-05 ∣ avg_100 : 32002.843898 ∣ critic_nllloss : 26012.999414 ∣ critic_ganloss : -246.798769 ∣ generator_nllloss : 5155.253320 ∣ generator_ganloss : 949.238818 ∣  [  std_z : 1.00  real_sub_fake : 823.72 ]
[  epoch 0015/0040] 2780/4800, lr:5.0e-05 ∣ avg_100 : 32003.588862 ∣ critic_nllloss : 26017.459180 ∣ critic_ganloss : -243.323364 ∣ generator_nllloss : 5268.937891 ∣ generator_ganloss : 940.062842 ∣  [  std_z : 1.01  real_sub_fake : 978.46 ]
[  epoch 0015/0040] 2790/4800, lr:5.0e-05 ∣ avg_100 : 32000.289390 ∣ critic_nllloss : 25830.455078 ∣ critic_ganloss : -152.893991 ∣ generator_nllloss : 5121.234180 ∣ generator_ganloss : 935.178174 ∣  [  std_z : 0.99  real_sub_fake : 676.11 ]
[  epoch 0015/0040] 2800/4800, lr:5.0e-05 ∣ avg_100 : 31999.214020 ∣ critic_nllloss : 26290.068164 ∣ critic_ganloss : -230.086909 ∣ generator_nllloss : 5274.268164 ∣ generator_ganloss : 864.931348 ∣  [  std_z : 0.98  real_sub_fake : 692.53 ]
[  epoch 0015/0040] 2810/4800, lr:5.0e-05 ∣ avg_100 : 31997.624741 ∣ critic_nllloss : 25956.004297 ∣ critic_ganloss : -219.768767 ∣ generator_nllloss : 5255.121680 ∣ generator_ganloss : 868.884766 ∣  [  std_z : 0.98  real_sub_fake : 805.91 ]
[  epoch 0015/0040] 2820/4800, lr:5.0e-05 ∣ avg_100 : 31992.885098 ∣ critic_nllloss : 25811.216602 ∣ critic_ganloss : -186.593718 ∣ generator_nllloss : 5101.966211 ∣ generator_ganloss : 913.879150 ∣  [  std_z : 0.99  real_sub_fake : 808.13 ]
[  epoch 0015/0040] 2830/4800, lr:5.0e-05 ∣ avg_100 : 31995.620658 ∣ critic_nllloss : 26301.936523 ∣ critic_ganloss : -199.443370 ∣ generator_nllloss : 5219.139453 ∣ generator_ganloss : 916.081885 ∣  [  std_z : 1.01  real_sub_fake : 791.62 ]
[  epoch 0015/0040] 2840/4800, lr:5.0e-05 ∣ avg_100 : 31989.464306 ∣ critic_nllloss : 25889.044922 ∣ critic_ganloss : -252.925995 ∣ generator_nllloss : 4956.250000 ∣ generator_ganloss : 915.804688 ∣  [  std_z : 1.00  real_sub_fake : 733.49 ]
[  epoch 0015/0040] 2850/4800, lr:5.0e-05 ∣ avg_100 : 31988.165302 ∣ critic_nllloss : 26176.094531 ∣ critic_ganloss : -237.442401 ∣ generator_nllloss : 5219.679297 ∣ generator_ganloss : 914.389844 ∣  [  std_z : 1.01  real_sub_fake : 888.01 ]
[  epoch 0015/0040] 2860/4800, lr:5.0e-05 ∣ avg_100 : 31988.834736 ∣ critic_nllloss : 26138.071680 ∣ critic_ganloss : -238.356705 ∣ generator_nllloss : 5282.037695 ∣ generator_ganloss : 938.448730 ∣  [  std_z : 1.00  real_sub_fake : 1037.61 ]
[  epoch 0015/0040] 2870/4800, lr:5.0e-05 ∣ avg_100 : 31989.295214 ∣ critic_nllloss : 26199.064844 ∣ critic_ganloss : -277.511523 ∣ generator_nllloss : 5234.548828 ∣ generator_ganloss : 948.442480 ∣  [  std_z : 0.97  real_sub_fake : 953.12 ]
[  epoch 0015/0040] 2880/4800, lr:5.0e-05 ∣ avg_100 : 31989.921534 ∣ critic_nllloss : 26051.462695 ∣ critic_ganloss : -268.278998 ∣ generator_nllloss : 5228.851367 ∣ generator_ganloss : 962.564893 ∣  [  std_z : 0.97  real_sub_fake : 940.71 ]
[  epoch 0015/0040] 2890/4800, lr:5.0e-05 ∣ avg_100 : 31988.057495 ∣ critic_nllloss : 26046.082227 ∣ critic_ganloss : -223.652608 ∣ generator_nllloss : 5289.114062 ∣ generator_ganloss : 958.906738 ∣  [  std_z : 0.99  real_sub_fake : 825.74 ]
[  epoch 0015/0040] 2900/4800, lr:5.0e-05 ∣ avg_100 : 31988.495939 ∣ critic_nllloss : 26001.768164 ∣ critic_ganloss : -220.520407 ∣ generator_nllloss : 5276.994531 ∣ generator_ganloss : 968.051074 ∣  [  std_z : 1.00  real_sub_fake : 1021.31 ]
[  epoch 0015/0040] 2910/4800, lr:5.0e-05 ∣ avg_100 : 31991.216183 ∣ critic_nllloss : 26289.763867 ∣ critic_ganloss : -310.398001 ∣ generator_nllloss : 5248.930859 ∣ generator_ganloss : 989.668262 ∣  [  std_z : 1.00  real_sub_fake : 1014.52 ]
[  epoch 0015/0040] 2920/4800, lr:5.0e-05 ∣ avg_100 : 31989.550499 ∣ critic_nllloss : 26046.103711 ∣ critic_ganloss : -305.384509 ∣ generator_nllloss : 5290.166406 ∣ generator_ganloss : 975.242285 ∣  [  std_z : 0.98  real_sub_fake : 1185.29 ]
[  epoch 0015/0040] 2930/4800, lr:5.0e-05 ∣ avg_100 : 31993.875283 ∣ critic_nllloss : 26353.890234 ∣ critic_ganloss : -255.039120 ∣ generator_nllloss : 5313.653125 ∣ generator_ganloss : 1008.375537 ∣     [  std_z : 0.99  real_sub_fake : 924.32 ]
[  epoch 0015/0040] 2940/4800, lr:5.0e-05 ∣ avg_100 : 31993.610297 ∣ critic_nllloss : 25944.361719 ∣ critic_ganloss : -233.411621 ∣ generator_nllloss : 5207.783789 ∣ generator_ganloss : 1022.693701 ∣     [  std_z : 0.98  real_sub_fake : 872.22 ]
[  epoch 0015/0040] 2950/4800, lr:5.0e-05 ∣ avg_100 : 31994.630290 ∣ critic_nllloss : 26090.067383 ∣ critic_ganloss : -238.405138 ∣ generator_nllloss : 5312.600000 ∣ generator_ganloss : 1038.089648 ∣     [  std_z : 0.99  real_sub_fake : 873.91 ]
[  epoch 0015/0040] 2960/4800, lr:5.0e-05 ∣ avg_100 : 32001.121505 ∣ critic_nllloss : 26117.910938 ∣ critic_ganloss : -133.866255 ∣ generator_nllloss : 5231.427148 ∣ generator_ganloss : 1070.937695 ∣     [  std_z : 0.99  real_sub_fake : 676.27 ]
[  epoch 0015/0040] 2970/4800, lr:5.0e-05 ∣ avg_100 : 32009.677019 ∣ critic_nllloss : 26446.612305 ∣ critic_ganloss : -152.998199 ∣ generator_nllloss : 5277.709375 ∣ generator_ganloss : 1104.307861 ∣     [  std_z : 0.98  real_sub_fake : 496.31 ]
[  epoch 0015/0040] 2980/4800, lr:5.0e-05 ∣ avg_100 : 32012.186568 ∣ critic_nllloss : 26080.392578 ∣ critic_ganloss : -209.882262 ∣ generator_nllloss : 5285.117578 ∣ generator_ganloss : 1077.437354 ∣     [  std_z : 0.98  real_sub_fake : 607.32 ]
[  epoch 0015/0040] 2990/4800, lr:5.0e-05 ∣ avg_100 : 32012.323873 ∣ critic_nllloss : 26161.096680 ∣ critic_ganloss : -264.011897 ∣ generator_nllloss : 5144.650391 ∣ generator_ganloss : 1027.380371 ∣     [  std_z : 0.99  real_sub_fake : 864.73 ]
[  epoch 0015/0040] 3000/4800, lr:5.0e-05 ∣ avg_100 : 32012.763985 ∣ critic_nllloss : 25994.408203 ∣ critic_ganloss : -291.499362 ∣ generator_nllloss : 5173.769531 ∣ generator_ganloss : 1011.206201 ∣     [  std_z : 1.00  real_sub_fake : 1119.54 ]
[  epoch 0015/0040] 3010/4800, lr:5.0e-05 ∣ avg_100 : 32012.400885 ∣ critic_nllloss : 25884.548242 ∣ critic_ganloss : -259.550018 ∣ generator_nllloss : 5215.883398 ∣ generator_ganloss : 1009.099023 ∣     [  std_z : 1.00  real_sub_fake : 1055.82 ]
[  epoch 0015/0040] 3020/4800, lr:5.0e-05 ∣ avg_100 : 32010.892741 ∣ critic_nllloss : 25952.895117 ∣ critic_ganloss : -245.928867 ∣ generator_nllloss : 5218.067578 ∣ generator_ganloss : 1039.159473 ∣     [  std_z : 0.99  real_sub_fake : 892.06 ]
[  epoch 0015/0040] 3030/4800, lr:5.0e-05 ∣ avg_100 : 32012.793277 ∣ critic_nllloss : 26108.623047 ∣ critic_ganloss : -286.822725 ∣ generator_nllloss : 5242.626367 ∣ generator_ganloss : 1024.564795 ∣     [  std_z : 0.99  real_sub_fake : 967.21 ]
[  epoch 0015/0040] 3040/4800, lr:5.0e-05 ∣ avg_100 : 32012.480359 ∣ critic_nllloss : 25941.046875 ∣ critic_ganloss : -318.433926 ∣ generator_nllloss : 5161.817187 ∣ generator_ganloss : 1006.109375 ∣     [  std_z : 1.00  real_sub_fake : 1126.14 ]
[  epoch 0015/0040] 3050/4800, lr:5.0e-05 ∣ avg_100 : 32017.543205 ∣ critic_nllloss : 26310.843164 ∣ critic_ganloss : -263.142154 ∣ generator_nllloss : 5292.198047 ∣ generator_ganloss : 975.011377 ∣  [  std_z : 1.00  real_sub_fake : 1310.78 ]
[  epoch 0015/0040] 3060/4800, lr:5.0e-05 ∣ avg_100 : 32018.790591 ∣ critic_nllloss : 26032.366797 ∣ critic_ganloss : -285.612691 ∣ generator_nllloss : 5214.882227 ∣ generator_ganloss : 999.970703 ∣  [  std_z : 1.00  real_sub_fake : 1104.61 ]
[  epoch 0015/0040] 3070/4800, lr:5.0e-05 ∣ avg_100 : 32016.458196 ∣ critic_nllloss : 25944.095508 ∣ critic_ganloss : -272.692899 ∣ generator_nllloss : 5273.380273 ∣ generator_ganloss : 1006.367090 ∣     [  std_z : 0.98  real_sub_fake : 850.25 ]
[  epoch 0015/0040] 3080/4800, lr:5.0e-05 ∣ avg_100 : 32016.913543 ∣ critic_nllloss : 26178.079297 ∣ critic_ganloss : -284.601517 ∣ generator_nllloss : 5201.433789 ∣ generator_ganloss : 991.657275 ∣  [  std_z : 0.98  real_sub_fake : 1138.46 ]
[  epoch 0015/0040] 3090/4800, lr:5.0e-05 ∣ avg_100 : 32018.423501 ∣ critic_nllloss : 26068.321094 ∣ critic_ganloss : -261.169011 ∣ generator_nllloss : 5198.755078 ∣ generator_ganloss : 1016.661670 ∣     [  std_z : 0.98  real_sub_fake : 946.53 ]
[  epoch 0015/0040] 3100/4800, lr:5.0e-05 ∣ avg_100 : 32018.255960 ∣ critic_nllloss : 26130.085352 ∣ critic_ganloss : -178.305893 ∣ generator_nllloss : 5221.661719 ∣ generator_ganloss : 979.283936 ∣  [  std_z : 0.98  real_sub_fake : 1010.28 ]
[  epoch 0015/0040] 3110/4800, lr:5.0e-05 ∣ avg_100 : 32018.124490 ∣ critic_nllloss : 26149.358594 ∣ critic_ganloss : -115.839813 ∣ generator_nllloss : 5195.349219 ∣ generator_ganloss : 1036.513379 ∣     [  std_z : 1.00  real_sub_fake : 374.14 ]
[  epoch 0015/0040] 3120/4800, lr:5.0e-05 ∣ avg_100 : 32022.800704 ∣ critic_nllloss : 26067.083789 ∣ critic_ganloss : -143.501118 ∣ generator_nllloss : 5156.029883 ∣ generator_ganloss : 985.763379 ∣  [  std_z : 0.99  real_sub_fake : 440.64 ]
[  epoch 0015/0040] 3130/4800, lr:5.0e-05 ∣ avg_100 : 32026.285134 ∣ critic_nllloss : 26080.184961 ∣ critic_ganloss : -178.889307 ∣ generator_nllloss : 5237.408594 ∣ generator_ganloss : 964.209863 ∣  [  std_z : 1.00  real_sub_fake : 667.13 ]
[  epoch 0015/0040] 3140/4800, lr:5.0e-05 ∣ avg_100 : 32025.165599 ∣ critic_nllloss : 26049.692188 ∣ critic_ganloss : -206.835793 ∣ generator_nllloss : 5188.787891 ∣ generator_ganloss : 986.430029 ∣  [  std_z : 0.98  real_sub_fake : 682.47 ]
[  epoch 0015/0040] 3150/4800, lr:5.0e-05 ∣ avg_100 : 32025.879135 ∣ critic_nllloss : 26236.781641 ∣ critic_ganloss : -197.181853 ∣ generator_nllloss : 5195.200781 ∣ generator_ganloss : 981.983887 ∣  [  std_z : 0.98  real_sub_fake : 830.78 ]
[  epoch 0015/0040] 3160/4800, lr:5.0e-05 ∣ avg_100 : 32030.172653 ∣ critic_nllloss : 26313.989063 ∣ critic_ganloss : -229.800313 ∣ generator_nllloss : 5364.811133 ∣ generator_ganloss : 1005.085938 ∣     [  std_z : 0.99  real_sub_fake : 775.86 ]
[  epoch 0015/0040] 3170/4800, lr:5.0e-05 ∣ avg_100 : 32033.090732 ∣ critic_nllloss : 26043.226562 ∣ critic_ganloss : -259.442223 ∣ generator_nllloss : 5196.334961 ∣ generator_ganloss : 997.376123 ∣  [  std_z : 0.99  real_sub_fake : 1043.92 ]
[  epoch 0015/0040] 3180/4800, lr:5.0e-05 ∣ avg_100 : 32034.426836 ∣ critic_nllloss : 26078.350977 ∣ critic_ganloss : -276.821393 ∣ generator_nllloss : 5240.975977 ∣ generator_ganloss : 1002.938916 ∣     [  std_z : 0.99  real_sub_fake : 949.28 ]
[  epoch 0015/0040] 3190/4800, lr:5.0e-05 ∣ avg_100 : 32035.690890 ∣ critic_nllloss : 26186.586523 ∣ critic_ganloss : -302.187573 ∣ generator_nllloss : 5283.785547 ∣ generator_ganloss : 964.699658 ∣  [  std_z : 0.98  real_sub_fake : 1138.18 ]
[  epoch 0015/0040] 3200/4800, lr:5.0e-05 ∣ avg_100 : 32037.046763 ∣ critic_nllloss : 26026.499414 ∣ critic_ganloss : -288.616913 ∣ generator_nllloss : 5248.456055 ∣ generator_ganloss : 955.647803 ∣  [  std_z : 0.98  real_sub_fake : 1068.59 ]
[  epoch 0015/0040] 3210/4800, lr:5.0e-05 ∣ avg_100 : 32038.522303 ∣ critic_nllloss : 26189.957031 ∣ critic_ganloss : -246.687668 ∣ generator_nllloss : 5246.516797 ∣ generator_ganloss : 995.715381 ∣  [  std_z : 0.98  real_sub_fake : 917.10 ]
[  epoch 0015/0040] 3220/4800, lr:5.0e-05 ∣ avg_100 : 32040.016639 ∣ critic_nllloss : 26106.426563 ∣ critic_ganloss : -242.731447 ∣ generator_nllloss : 5205.253711 ∣ generator_ganloss : 954.800391 ∣  [  std_z : 0.99  real_sub_fake : 1000.40 ]
[  epoch 0015/0040] 3230/4800, lr:5.0e-05 ∣ avg_100 : 32040.427010 ∣ critic_nllloss : 26098.300781 ∣ critic_ganloss : -270.689091 ∣ generator_nllloss : 5315.219727 ∣ generator_ganloss : 1001.086426 ∣     [  std_z : 1.00  real_sub_fake : 852.43 ]
[  epoch 0015/0040] 3240/4800, lr:5.0e-05 ∣ avg_100 : 32038.741119 ∣ critic_nllloss : 26110.559961 ∣ critic_ganloss : -202.242352 ∣ generator_nllloss : 5299.408789 ∣ generator_ganloss : 958.635010 ∣  [  std_z : 1.01  real_sub_fake : 985.80 ]
[  epoch 0015/0040] 3250/4800, lr:5.0e-05 ∣ avg_100 : 32038.690398 ∣ critic_nllloss : 26011.667187 ∣ critic_ganloss : -269.324194 ∣ generator_nllloss : 5258.072656 ∣ generator_ganloss : 945.406250 ∣  [  std_z : 1.00  real_sub_fake : 952.53 ]
[  epoch 0015/0040] 3260/4800, lr:5.0e-05 ∣ avg_100 : 32038.708256 ∣ critic_nllloss : 26050.434375 ∣ critic_ganloss : -225.835904 ∣ generator_nllloss : 5306.114062 ∣ generator_ganloss : 954.644824 ∣  [  std_z : 0.98  real_sub_fake : 915.85 ]
[  epoch 0015/0040] 3270/4800, lr:5.0e-05 ∣ avg_100 : 32039.708053 ∣ critic_nllloss : 26149.399219 ∣ critic_ganloss : -219.786400 ∣ generator_nllloss : 5181.412305 ∣ generator_ganloss : 975.646826 ∣  [  std_z : 0.97  real_sub_fake : 736.46 ]
[  epoch 0015/0040] 3280/4800, lr:5.0e-05 ∣ avg_100 : 32037.512947 ∣ critic_nllloss : 26057.766797 ∣ critic_ganloss : -248.980705 ∣ generator_nllloss : 5195.478906 ∣ generator_ganloss : 964.045166 ∣  [  std_z : 0.98  real_sub_fake : 895.95 ]
[  epoch 0015/0040] 3290/4800, lr:5.0e-05 ∣ avg_100 : 32038.252062 ∣ critic_nllloss : 26307.661133 ∣ critic_ganloss : -288.902103 ∣ generator_nllloss : 5258.345312 ∣ generator_ganloss : 940.810840 ∣  [  std_z : 0.99  real_sub_fake : 1096.72 ]
[  epoch 0015/0040] 3300/4800, lr:5.0e-05 ∣ avg_100 : 32036.324559 ∣ critic_nllloss : 26274.279297 ∣ critic_ganloss : -277.589905 ∣ generator_nllloss : 5252.429102 ∣ generator_ganloss : 961.271826 ∣  [  std_z : 1.00  real_sub_fake : 1055.48 ]
[  epoch 0015/0040] 3310/4800, lr:5.0e-05 ∣ avg_100 : 32037.458177 ∣ critic_nllloss : 26030.480078 ∣ critic_ganloss : -54.930759 ∣ generator_nllloss : 5268.952930 ∣ generator_ganloss : 982.758154 ∣   [  std_z : 1.00  real_sub_fake : 615.54 ]
[  epoch 0015/0040] 3320/4800, lr:5.0e-05 ∣ avg_100 : 32040.304602 ∣ critic_nllloss : 26213.681055 ∣ critic_ganloss : -153.898355 ∣ generator_nllloss : 5282.053906 ∣ generator_ganloss : 977.978906 ∣  [  std_z : 0.99  real_sub_fake : 458.61 ]
[  epoch 0015/0040] 3330/4800, lr:5.0e-05 ∣ avg_100 : 32041.236055 ∣ critic_nllloss : 26369.733008 ∣ critic_ganloss : -193.646895 ∣ generator_nllloss : 5204.852539 ∣ generator_ganloss : 924.945459 ∣  [  std_z : 0.98  real_sub_fake : 680.27 ]
[  epoch 0015/0040] 3340/4800, lr:5.0e-05 ∣ avg_100 : 32041.881267 ∣ critic_nllloss : 26205.559961 ∣ critic_ganloss : -199.238005 ∣ generator_nllloss : 5255.762109 ∣ generator_ganloss : 932.950684 ∣  [  std_z : 0.98  real_sub_fake : 747.95 ]
[  epoch 0015/0040] 3350/4800, lr:5.0e-05 ∣ avg_100 : 32043.389308 ∣ critic_nllloss : 26269.715039 ∣ critic_ganloss : -267.214909 ∣ generator_nllloss : 5168.924219 ∣ generator_ganloss : 933.347607 ∣  [  std_z : 1.00  real_sub_fake : 807.44 ]
[  epoch 0015/0040] 3360/4800, lr:5.0e-05 ∣ avg_100 : 32044.241603 ∣ critic_nllloss : 26172.108203 ∣ critic_ganloss : -221.335632 ∣ generator_nllloss : 5204.688086 ∣ generator_ganloss : 922.187891 ∣  [  std_z : 1.00  real_sub_fake : 997.16 ]
[  epoch 0015/0040] 3370/4800, lr:5.0e-05 ∣ avg_100 : 32043.405062 ∣ critic_nllloss : 25847.628516 ∣ critic_ganloss : -237.841808 ∣ generator_nllloss : 5147.554688 ∣ generator_ganloss : 953.068164 ∣  [  std_z : 0.99  real_sub_fake : 738.34 ]
[  epoch 0015/0040] 3380/4800, lr:5.0e-05 ∣ avg_100 : 32048.927234 ∣ critic_nllloss : 26338.937695 ∣ critic_ganloss : -174.431303 ∣ generator_nllloss : 5240.250391 ∣ generator_ganloss : 946.045996 ∣  [  std_z : 0.98  real_sub_fake : 847.67 ]
[  epoch 0015/0040] 3390/4800, lr:5.0e-05 ∣ avg_100 : 32044.148757 ∣ critic_nllloss : 26044.247852 ∣ critic_ganloss : -215.365790 ∣ generator_nllloss : 5226.474219 ∣ generator_ganloss : 926.249951 ∣  [  std_z : 0.98  real_sub_fake : 768.42 ]
[  epoch 0015/0040] 3400/4800, lr:5.0e-05 ∣ avg_100 : 32047.799043 ∣ critic_nllloss : 26389.716992 ∣ critic_ganloss : -247.821333 ∣ generator_nllloss : 5281.925781 ∣ generator_ganloss : 925.000781 ∣  [  std_z : 0.99  real_sub_fake : 954.12 ]
[  epoch 0015/0040] 3410/4800, lr:5.0e-05 ∣ avg_100 : 32045.850757 ∣ critic_nllloss : 25890.684180 ∣ critic_ganloss : -286.188490 ∣ generator_nllloss : 5226.684961 ∣ generator_ganloss : 961.328955 ∣  [  std_z : 0.99  real_sub_fake : 907.01 ]
[  epoch 0015/0040] 3420/4800, lr:5.0e-05 ∣ avg_100 : 32041.888151 ∣ critic_nllloss : 25794.499414 ∣ critic_ganloss : -217.442175 ∣ generator_nllloss : 5239.773633 ∣ generator_ganloss : 941.293018 ∣  [  std_z : 0.99  real_sub_fake : 1052.66 ]
[  epoch 0015/0040] 3430/4800, lr:5.0e-05 ∣ avg_100 : 32044.756705 ∣ critic_nllloss : 26277.244141 ∣ critic_ganloss : -242.587849 ∣ generator_nllloss : 5271.421094 ∣ generator_ganloss : 947.214600 ∣  [  std_z : 0.99  real_sub_fake : 817.84 ]
[  epoch 0015/0040] 3440/4800, lr:5.0e-05 ∣ avg_100 : 32045.701411 ∣ critic_nllloss : 26024.059570 ∣ critic_ganloss : -187.876866 ∣ generator_nllloss : 5224.209375 ∣ generator_ganloss : 954.534131 ∣  [  std_z : 1.00  real_sub_fake : 734.54 ]
[  epoch 0015/0040] 3450/4800, lr:5.0e-05 ∣ avg_100 : 32044.452844 ∣ critic_nllloss : 26072.448047 ∣ critic_ganloss : -228.302876 ∣ generator_nllloss : 5207.463672 ∣ generator_ganloss : 919.987988 ∣  [  std_z : 0.99  real_sub_fake : 792.79 ]
[  epoch 0015/0040] 3460/4800, lr:5.0e-05 ∣ avg_100 : 32043.383980 ∣ critic_nllloss : 26174.677734 ∣ critic_ganloss : -307.207454 ∣ generator_nllloss : 5146.600391 ∣ generator_ganloss : 913.421973 ∣  [  std_z : 0.98  real_sub_fake : 1001.02 ]
[  epoch 0015/0040] 3470/4800, lr:5.0e-05 ∣ avg_100 : 32044.466240 ∣ critic_nllloss : 26182.619336 ∣ critic_ganloss : -305.722604 ∣ generator_nllloss : 5192.455664 ∣ generator_ganloss : 939.170557 ∣  [  std_z : 0.99  real_sub_fake : 1186.20 ]
[  epoch 0015/0040] 3480/4800, lr:5.0e-05 ∣ avg_100 : 32046.278100 ∣ critic_nllloss : 26224.171680 ∣ critic_ganloss : -230.077826 ∣ generator_nllloss : 5259.144336 ∣ generator_ganloss : 929.304736 ∣  [  std_z : 1.01  real_sub_fake : 1085.04 ]
[  epoch 0015/0040] 3490/4800, lr:5.0e-05 ∣ avg_100 : 32047.456084 ∣ critic_nllloss : 26061.040430 ∣ critic_ganloss : -243.604593 ∣ generator_nllloss : 5183.446680 ∣ generator_ganloss : 933.979834 ∣  [  std_z : 1.01  real_sub_fake : 867.58 ]
[  epoch 0015/0040] 3500/4800, lr:5.0e-05 ∣ avg_100 : 32049.026112 ∣ critic_nllloss : 26030.562109 ∣ critic_ganloss : -200.705293 ∣ generator_nllloss : 5208.253906 ∣ generator_ganloss : 937.273535 ∣  [  std_z : 0.99  real_sub_fake : 739.08 ]
[  epoch 0015/0040] 3510/4800, lr:5.0e-05 ∣ avg_100 : 32050.005701 ∣ critic_nllloss : 26345.420898 ∣ critic_ganloss : -274.806525 ∣ generator_nllloss : 5187.973437 ∣ generator_ganloss : 886.283301 ∣  [  std_z : 0.98  real_sub_fake : 989.44 ]
[  epoch 0015/0040] 3520/4800, lr:5.0e-05 ∣ avg_100 : 32047.888434 ∣ critic_nllloss : 26152.000781 ∣ critic_ganloss : -184.752031 ∣ generator_nllloss : 5230.821484 ∣ generator_ganloss : 911.122656 ∣  [  std_z : 0.99  real_sub_fake : 805.57 ]
[  epoch 0015/0040] 3530/4800, lr:5.0e-05 ∣ avg_100 : 32045.701361 ∣ critic_nllloss : 25890.607227 ∣ critic_ganloss : -205.770171 ∣ generator_nllloss : 5146.571680 ∣ generator_ganloss : 886.712549 ∣  [  std_z : 0.99  real_sub_fake : 767.41 ]
[  epoch 0015/0040] 3540/4800, lr:5.0e-05 ∣ avg_100 : 32049.394183 ∣ critic_nllloss : 26160.871484 ∣ critic_ganloss : -252.863589 ∣ generator_nllloss : 5241.813867 ∣ generator_ganloss : 913.413623 ∣  [  std_z : 0.99  real_sub_fake : 879.26 ]
[  epoch 0015/0040] 3550/4800, lr:5.0e-05 ∣ avg_100 : 32048.311994 ∣ critic_nllloss : 26136.258984 ∣ critic_ganloss : -258.804489 ∣ generator_nllloss : 5283.682422 ∣ generator_ganloss : 906.037402 ∣  [  std_z : 0.99  real_sub_fake : 1155.95 ]
[  epoch 0015/0040] 3560/4800, lr:5.0e-05 ∣ avg_100 : 32045.642753 ∣ critic_nllloss : 25875.319336 ∣ critic_ganloss : -265.226062 ∣ generator_nllloss : 5189.150977 ∣ generator_ganloss : 921.655811 ∣  [  std_z : 0.99  real_sub_fake : 949.39 ]
[  epoch 0015/0040] 3570/4800, lr:5.0e-05 ∣ avg_100 : 32044.808129 ∣ critic_nllloss : 26078.794336 ∣ critic_ganloss : -273.770584 ∣ generator_nllloss : 5327.794141 ∣ generator_ganloss : 891.681543 ∣  [  std_z : 1.00  real_sub_fake : 896.54 ]
[  epoch 0015/0040] 3580/4800, lr:5.0e-05 ∣ avg_100 : 32044.035613 ∣ critic_nllloss : 25931.345703 ∣ critic_ganloss : -195.986803 ∣ generator_nllloss : 5257.295313 ∣ generator_ganloss : 915.566211 ∣  [  std_z : 0.98  real_sub_fake : 853.72 ]
[  epoch 0015/0040] 3590/4800, lr:5.0e-05 ∣ avg_100 : 32041.423089 ∣ critic_nllloss : 25999.206836 ∣ critic_ganloss : -196.728123 ∣ generator_nllloss : 5087.506250 ∣ generator_ganloss : 925.369775 ∣  [  std_z : 0.98  real_sub_fake : 802.10 ]
[  epoch 0015/0040] 3600/4800, lr:5.0e-05 ∣ avg_100 : 32044.744597 ∣ critic_nllloss : 26122.489648 ∣ critic_ganloss : -228.082286 ∣ generator_nllloss : 5220.736914 ∣ generator_ganloss : 955.392139 ∣  [  std_z : 0.98  real_sub_fake : 762.11 ]
[  epoch 0015/0040] 3610/4800, lr:5.0e-05 ∣ avg_100 : 32043.767400 ∣ critic_nllloss : 26190.470117 ∣ critic_ganloss : -287.475972 ∣ generator_nllloss : 5280.432031 ∣ generator_ganloss : 952.656201 ∣  [  std_z : 1.00  real_sub_fake : 895.24 ]
[  epoch 0015/0040] 3620/4800, lr:5.0e-05 ∣ avg_100 : 32040.968699 ∣ critic_nllloss : 25954.785938 ∣ critic_ganloss : -244.318265 ∣ generator_nllloss : 5170.539062 ∣ generator_ganloss : 932.104541 ∣  [  std_z : 0.99  real_sub_fake : 1211.05 ]
[  epoch 0015/0040] 3630/4800, lr:5.0e-05 ∣ avg_100 : 32042.863047 ∣ critic_nllloss : 25971.939648 ∣ critic_ganloss : -262.558463 ∣ generator_nllloss : 5302.734570 ∣ generator_ganloss : 967.642334 ∣  [  std_z : 0.99  real_sub_fake : 908.17 ]
[  epoch 0015/0040] 3640/4800, lr:5.0e-05 ∣ avg_100 : 32041.114852 ∣ critic_nllloss : 25933.697266 ∣ critic_ganloss : -267.409546 ∣ generator_nllloss : 5200.537500 ∣ generator_ganloss : 923.084082 ∣  [  std_z : 0.98  real_sub_fake : 949.62 ]
[  epoch 0015/0040] 3650/4800, lr:5.0e-05 ∣ avg_100 : 32042.149725 ∣ critic_nllloss : 26039.544531 ∣ critic_ganloss : -206.437337 ∣ generator_nllloss : 5186.754883 ∣ generator_ganloss : 915.593652 ∣  [  std_z : 0.98  real_sub_fake : 817.35 ]
[  epoch 0015/0040] 3660/4800, lr:5.0e-05 ∣ avg_100 : 32040.790724 ∣ critic_nllloss : 26113.948437 ∣ critic_ganloss : -328.954581 ∣ generator_nllloss : 5228.142969 ∣ generator_ganloss : 892.090283 ∣  [  std_z : 0.98  real_sub_fake : 1172.66 ]
[  epoch 0015/0040] 3670/4800, lr:5.0e-05 ∣ avg_100 : 32043.173572 ∣ critic_nllloss : 26105.961133 ∣ critic_ganloss : -263.612363 ∣ generator_nllloss : 5243.159375 ∣ generator_ganloss : 926.716211 ∣  [  std_z : 0.99  real_sub_fake : 1109.46 ]
[  epoch 0015/0040] 3680/4800, lr:5.0e-05 ∣ avg_100 : 32042.757275 ∣ critic_nllloss : 26145.237500 ∣ critic_ganloss : -292.574760 ∣ generator_nllloss : 5229.735547 ∣ generator_ganloss : 909.325195 ∣  [  std_z : 1.00  real_sub_fake : 958.96 ]
[  epoch 0015/0040] 3690/4800, lr:5.0e-05 ∣ avg_100 : 32038.049716 ∣ critic_nllloss : 25878.739063 ∣ critic_ganloss : -293.692633 ∣ generator_nllloss : 5222.757031 ∣ generator_ganloss : 890.797510 ∣  [  std_z : 0.99  real_sub_fake : 1181.39 ]
[  epoch 0015/0040] 3700/4800, lr:5.0e-05 ∣ avg_100 : 32037.971218 ∣ critic_nllloss : 26251.392383 ∣ critic_ganloss : -343.585312 ∣ generator_nllloss : 5223.820117 ∣ generator_ganloss : 920.658203 ∣  [  std_z : 0.98  real_sub_fake : 1057.73 ]
[  epoch 0015/0040] 3710/4800, lr:5.0e-05 ∣ avg_100 : 32040.989964 ∣ critic_nllloss : 25978.601953 ∣ critic_ganloss : -130.914647 ∣ generator_nllloss : 5251.027734 ∣ generator_ganloss : 971.348340 ∣  [  std_z : 0.98  real_sub_fake : 731.68 ]
[  epoch 0015/0040] 3720/4800, lr:5.0e-05 ∣ avg_100 : 32044.149733 ∣ critic_nllloss : 26050.330469 ∣ critic_ganloss : -151.777164 ∣ generator_nllloss : 5232.436328 ∣ generator_ganloss : 954.607910 ∣  [  std_z : 0.99  real_sub_fake : 471.30 ]
[  epoch 0015/0040] 3730/4800, lr:5.0e-05 ∣ avg_100 : 32047.256003 ∣ critic_nllloss : 26230.693164 ∣ critic_ganloss : -175.900142 ∣ generator_nllloss : 5239.448633 ∣ generator_ganloss : 954.279150 ∣  [  std_z : 0.99  real_sub_fake : 583.07 ]
[  epoch 0015/0040] 3740/4800, lr:5.0e-05 ∣ avg_100 : 32048.014102 ∣ critic_nllloss : 26135.664844 ∣ critic_ganloss : -205.814221 ∣ generator_nllloss : 5189.665430 ∣ generator_ganloss : 927.917969 ∣  [  std_z : 0.99  real_sub_fake : 768.62 ]
[  epoch 0015/0040] 3750/4800, lr:5.0e-05 ∣ avg_100 : 32046.245779 ∣ critic_nllloss : 26004.444922 ∣ critic_ganloss : -213.486649 ∣ generator_nllloss : 5123.687305 ∣ generator_ganloss : 924.497656 ∣  [  std_z : 0.99  real_sub_fake : 941.90 ]
[  epoch 0015/0040] 3760/4800, lr:5.0e-05 ∣ avg_100 : 32043.739536 ∣ critic_nllloss : 26011.257422 ∣ critic_ganloss : -253.706696 ∣ generator_nllloss : 5233.919727 ∣ generator_ganloss : 913.020508 ∣  [  std_z : 0.99  real_sub_fake : 961.85 ]
[  epoch 0015/0040] 3770/4800, lr:5.0e-05 ∣ avg_100 : 32045.721964 ∣ critic_nllloss : 26245.572852 ∣ critic_ganloss : -293.106418 ∣ generator_nllloss : 5210.915039 ∣ generator_ganloss : 905.554102 ∣  [  std_z : 1.00  real_sub_fake : 1065.75 ]
[  epoch 0015/0040] 3780/4800, lr:5.0e-05 ∣ avg_100 : 32044.390831 ∣ critic_nllloss : 26011.989063 ∣ critic_ganloss : -227.664316 ∣ generator_nllloss : 5137.638086 ∣ generator_ganloss : 928.060498 ∣  [  std_z : 0.99  real_sub_fake : 974.12 ]
[  epoch 0015/0040] 3790/4800, lr:5.0e-05 ∣ avg_100 : 32046.364468 ∣ critic_nllloss : 26060.341406 ∣ critic_ganloss : -253.132008 ∣ generator_nllloss : 5192.365820 ∣ generator_ganloss : 931.761914 ∣  [  std_z : 0.98  real_sub_fake : 826.85 ]
[  epoch 0015/0040] 3800/4800, lr:5.0e-05 ∣ avg_100 : 32044.834697 ∣ critic_nllloss : 26125.330664 ∣ critic_ganloss : -233.575914 ∣ generator_nllloss : 5224.969141 ∣ generator_ganloss : 929.479785 ∣  [  std_z : 0.98  real_sub_fake : 902.52 ]
[  epoch 0015/0040] 3810/4800, lr:5.0e-05 ∣ avg_100 : 32045.654573 ∣ critic_nllloss : 26027.175195 ∣ critic_ganloss : -230.939648 ∣ generator_nllloss : 5235.981836 ∣ generator_ganloss : 910.012158 ∣  [  std_z : 1.00  real_sub_fake : 1059.96 ]
[  epoch 0015/0040] 3820/4800, lr:5.0e-05 ∣ avg_100 : 32049.292735 ∣ critic_nllloss : 26160.620117 ∣ critic_ganloss : -338.591962 ∣ generator_nllloss : 5271.873633 ∣ generator_ganloss : 910.382617 ∣  [  std_z : 0.99  real_sub_fake : 1151.48 ]
[  epoch 0015/0040] 3830/4800, lr:5.0e-05 ∣ avg_100 : 32047.658111 ∣ critic_nllloss : 26191.245312 ∣ critic_ganloss : -266.419400 ∣ generator_nllloss : 5217.714258 ∣ generator_ganloss : 931.711914 ∣  [  std_z : 0.99  real_sub_fake : 1167.88 ]
[  epoch 0015/0040] 3840/4800, lr:5.0e-05 ∣ avg_100 : 32050.288730 ∣ critic_nllloss : 25998.368164 ∣ critic_ganloss : -304.147528 ∣ generator_nllloss : 5163.941992 ∣ generator_ganloss : 913.072949 ∣  [  std_z : 0.99  real_sub_fake : 1105.98 ]
[  epoch 0015/0040] 3850/4800, lr:5.0e-05 ∣ avg_100 : 32050.543779 ∣ critic_nllloss : 26259.020117 ∣ critic_ganloss : -252.761047 ∣ generator_nllloss : 5149.052734 ∣ generator_ganloss : 942.914355 ∣  [  std_z : 0.99  real_sub_fake : 875.91 ]
[  epoch 0015/0040] 3860/4800, lr:5.0e-05 ∣ avg_100 : 32048.027815 ∣ critic_nllloss : 26015.298438 ∣ critic_ganloss : -246.304967 ∣ generator_nllloss : 5202.942187 ∣ generator_ganloss : 896.669336 ∣  [  std_z : 0.99  real_sub_fake : 832.27 ]
[  epoch 0015/0040] 3870/4800, lr:5.0e-05 ∣ avg_100 : 32048.681498 ∣ critic_nllloss : 26190.527539 ∣ critic_ganloss : -196.548471 ∣ generator_nllloss : 5248.360547 ∣ generator_ganloss : 927.573340 ∣  [  std_z : 0.98  real_sub_fake : 894.83 ]
[  epoch 0015/0040] 3880/4800, lr:5.0e-05 ∣ avg_100 : 32051.050296 ∣ critic_nllloss : 26168.269141 ∣ critic_ganloss : -184.885516 ∣ generator_nllloss : 5285.769922 ∣ generator_ganloss : 942.326221 ∣  [  std_z : 0.99  real_sub_fake : 772.11 ]
[  epoch 0015/0040] 3890/4800, lr:5.0e-05 ∣ avg_100 : 32047.473835 ∣ critic_nllloss : 25918.300195 ∣ critic_ganloss : -271.703542 ∣ generator_nllloss : 5149.315234 ∣ generator_ganloss : 916.892432 ∣  [  std_z : 0.99  real_sub_fake : 847.01 ]
[  epoch 0015/0040] 3900/4800, lr:5.0e-05 ∣ avg_100 : 32045.703738 ∣ critic_nllloss : 25960.239648 ∣ critic_ganloss : -262.709108 ∣ generator_nllloss : 5228.690234 ∣ generator_ganloss : 923.062891 ∣  [  std_z : 1.00  real_sub_fake : 993.67 ]
[  epoch 0015/0040] 3910/4800, lr:5.0e-05 ∣ avg_100 : 32044.804801 ∣ critic_nllloss : 26280.452344 ∣ critic_ganloss : -294.706161 ∣ generator_nllloss : 5226.499414 ∣ generator_ganloss : 915.825635 ∣  [  std_z : 0.99  real_sub_fake : 1154.59 ]
[  epoch 0015/0040] 3920/4800, lr:5.0e-05 ∣ avg_100 : 32041.825295 ∣ critic_nllloss : 25880.996484 ∣ critic_ganloss : -261.675192 ∣ generator_nllloss : 5132.451563 ∣ generator_ganloss : 956.404443 ∣  [  std_z : 0.99  real_sub_fake : 980.22 ]
[  epoch 0015/0040] 3930/4800, lr:5.0e-05 ∣ avg_100 : 32034.938310 ∣ critic_nllloss : 25949.639844 ∣ critic_ganloss : -317.650201 ∣ generator_nllloss : 5174.445898 ∣ generator_ganloss : 925.745703 ∣  [  std_z : 0.99  real_sub_fake : 1033.16 ]
[  epoch 0015/0040] 3940/4800, lr:5.0e-05 ∣ avg_100 : 32036.611603 ∣ critic_nllloss : 26112.454102 ∣ critic_ganloss : -248.637231 ∣ generator_nllloss : 5274.512109 ∣ generator_ganloss : 970.427930 ∣  [  std_z : 0.99  real_sub_fake : 1070.21 ]
[  epoch 0015/0040] 3950/4800, lr:5.0e-05 ∣ avg_100 : 32034.436020 ∣ critic_nllloss : 26010.891797 ∣ critic_ganloss : -268.344434 ∣ generator_nllloss : 5272.643164 ∣ generator_ganloss : 969.603125 ∣  [  std_z : 0.99  real_sub_fake : 1008.01 ]
[  epoch 0015/0040] 3960/4800, lr:5.0e-05 ∣ avg_100 : 32031.064983 ∣ critic_nllloss : 26034.080859 ∣ critic_ganloss : -281.398273 ∣ generator_nllloss : 5176.903320 ∣ generator_ganloss : 1019.719922 ∣     [  std_z : 0.99  real_sub_fake : 989.34 ]
[  epoch 0015/0040] 3970/4800, lr:5.0e-05 ∣ avg_100 : 32022.521585 ∣ critic_nllloss : 25991.546875 ∣ critic_ganloss : -252.250931 ∣ generator_nllloss : 5078.831250 ∣ generator_ganloss : 1003.164258 ∣     [  std_z : 0.99  real_sub_fake : 1030.82 ]
[  epoch 0015/0040] 3980/4800, lr:5.0e-05 ∣ avg_100 : 32020.636914 ∣ critic_nllloss : 26004.248828 ∣ critic_ganloss : -212.815097 ∣ generator_nllloss : 5211.795508 ∣ generator_ganloss : 1041.368994 ∣     [  std_z : 0.99  real_sub_fake : 936.92 ]
[  epoch 0015/0040] 3990/4800, lr:5.0e-05 ∣ avg_100 : 32024.486895 ∣ critic_nllloss : 26144.449219 ∣ critic_ganloss : -77.260555 ∣ generator_nllloss : 5292.501953 ∣ generator_ganloss : 1094.422998 ∣  [  std_z : 0.98  real_sub_fake : 279.89 ]
[  epoch 0015/0040] 4000/4800, lr:5.0e-05 ∣ avg_100 : 32027.737657 ∣ critic_nllloss : 26063.821094 ∣ critic_ganloss : -142.630048 ∣ generator_nllloss : 5239.796484 ∣ generator_ganloss : 1051.973193 ∣     [  std_z : 0.98  real_sub_fake : 382.41 ]
[  epoch 0015/0040] 4010/4800, lr:5.0e-05 ∣ avg_100 : 32027.933847 ∣ critic_nllloss : 25793.254102 ∣ critic_ganloss : -169.846562 ∣ generator_nllloss : 5235.690430 ∣ generator_ganloss : 1010.501758 ∣     [  std_z : 0.99  real_sub_fake : 628.37 ]
[  epoch 0015/0040] 4020/4800, lr:5.0e-05 ∣ avg_100 : 32031.442261 ∣ critic_nllloss : 26242.445508 ∣ critic_ganloss : -271.009593 ∣ generator_nllloss : 5329.146680 ∣ generator_ganloss : 1014.452100 ∣     [  std_z : 1.01  real_sub_fake : 878.53 ]
[  epoch 0015/0040] 4030/4800, lr:5.0e-05 ∣ avg_100 : 32033.652048 ∣ critic_nllloss : 26184.358984 ∣ critic_ganloss : -140.194363 ∣ generator_nllloss : 5247.586914 ∣ generator_ganloss : 1018.218604 ∣     [  std_z : 1.00  real_sub_fake : 802.85 ]
[  epoch 0015/0040] 4040/4800, lr:5.0e-05 ∣ avg_100 : 32036.387646 ∣ critic_nllloss : 26056.313672 ∣ critic_ganloss : -241.670210 ∣ generator_nllloss : 5212.765039 ∣ generator_ganloss : 1036.690820 ∣     [  std_z : 0.98  real_sub_fake : 700.00 ]
[  epoch 0015/0040] 4050/4800, lr:5.0e-05 ∣ avg_100 : 32035.123875 ∣ critic_nllloss : 26123.200000 ∣ critic_ganloss : -254.521060 ∣ generator_nllloss : 5332.351172 ∣ generator_ganloss : 987.503223 ∣  [  std_z : 0.97  real_sub_fake : 966.09 ]
[  epoch 0015/0040] 4060/4800, lr:5.0e-05 ∣ avg_100 : 32035.175021 ∣ critic_nllloss : 25934.801172 ∣ critic_ganloss : -244.202928 ∣ generator_nllloss : 5262.502734 ∣ generator_ganloss : 1013.620605 ∣     [  std_z : 0.99  real_sub_fake : 934.72 ]
[  epoch 0015/0040] 4070/4800, lr:5.0e-05 ∣ avg_100 : 32037.521047 ∣ critic_nllloss : 26126.567188 ∣ critic_ganloss : -185.749712 ∣ generator_nllloss : 5209.161523 ∣ generator_ganloss : 1035.773633 ∣     [  std_z : 0.99  real_sub_fake : 784.43 ]
[  epoch 0015/0040] 4080/4800, lr:5.0e-05 ∣ avg_100 : 32040.068998 ∣ critic_nllloss : 26249.135742 ∣ critic_ganloss : -235.422917 ∣ generator_nllloss : 5293.004492 ∣ generator_ganloss : 1034.646631 ∣     [  std_z : 1.01  real_sub_fake : 781.09 ]
[  epoch 0015/0040] 4090/4800, lr:5.0e-05 ∣ avg_100 : 32043.130035 ∣ critic_nllloss : 26245.248242 ∣ critic_ganloss : -225.708337 ∣ generator_nllloss : 5262.374609 ∣ generator_ganloss : 1046.757959 ∣     [  std_z : 1.01  real_sub_fake : 801.58 ]
[  epoch 0015/0040] 4100/4800, lr:5.0e-05 ∣ avg_100 : 32041.392029 ∣ critic_nllloss : 26005.794336 ∣ critic_ganloss : -236.915149 ∣ generator_nllloss : 5178.839648 ∣ generator_ganloss : 1031.205762 ∣     [  std_z : 0.99  real_sub_fake : 817.43 ]
[  epoch 0015/0040] 4110/4800, lr:5.0e-05 ∣ avg_100 : 32040.191946 ∣ critic_nllloss : 26164.139648 ∣ critic_ganloss : -305.688696 ∣ generator_nllloss : 5275.369531 ∣ generator_ganloss : 1011.552588 ∣     [  std_z : 0.97  real_sub_fake : 1071.57 ]
[  epoch 0015/0040] 4120/4800, lr:5.0e-05 ∣ avg_100 : 32042.717009 ∣ critic_nllloss : 26108.413867 ∣ critic_ganloss : -132.184935 ∣ generator_nllloss : 5257.490625 ∣ generator_ganloss : 1084.162646 ∣     [  std_z : 0.97  real_sub_fake : 692.36 ]
[  epoch 0015/0040] 4130/4800, lr:5.0e-05 ∣ avg_100 : 32040.446291 ∣ critic_nllloss : 25883.354687 ∣ critic_ganloss : -212.367166 ∣ generator_nllloss : 5164.814062 ∣ generator_ganloss : 1040.040674 ∣     [  std_z : 0.99  real_sub_fake : 833.16 ]
[  epoch 0015/0040] 4140/4800, lr:5.0e-05 ∣ avg_100 : 32043.672529 ∣ critic_nllloss : 26237.386523 ∣ critic_ganloss : -216.003223 ∣ generator_nllloss : 5312.274023 ∣ generator_ganloss : 1007.040820 ∣     [  std_z : 1.02  real_sub_fake : 1135.87 ]
[  epoch 0015/0040] 4150/4800, lr:5.0e-05 ∣ avg_100 : 32041.383179 ∣ critic_nllloss : 25935.736133 ∣ critic_ganloss : -222.794250 ∣ generator_nllloss : 5224.013867 ∣ generator_ganloss : 1050.893750 ∣     [  std_z : 1.01  real_sub_fake : 697.59 ]
[  epoch 0015/0040] 4160/4800, lr:5.0e-05 ∣ avg_100 : 32036.428204 ∣ critic_nllloss : 26008.530273 ∣ critic_ganloss : -256.771391 ∣ generator_nllloss : 5217.736328 ∣ generator_ganloss : 989.093066 ∣  [  std_z : 0.99  real_sub_fake : 778.93 ]
[  epoch 0015/0040] 4170/4800, lr:5.0e-05 ∣ avg_100 : 32032.448810 ∣ critic_nllloss : 25844.281250 ∣ critic_ganloss : -261.794135 ∣ generator_nllloss : 5014.674609 ∣ generator_ganloss : 982.394336 ∣  [  std_z : 0.97  real_sub_fake : 1024.65 ]
[  epoch 0015/0040] 4180/4800, lr:5.0e-05 ∣ avg_100 : 32032.499504 ∣ critic_nllloss : 26112.414258 ∣ critic_ganloss : -283.535687 ∣ generator_nllloss : 5219.476172 ∣ generator_ganloss : 1002.159131 ∣     [  std_z : 0.98  real_sub_fake : 1122.47 ]
[  epoch 0015/0040] 4190/4800, lr:5.0e-05 ∣ avg_100 : 32032.661885 ∣ critic_nllloss : 26233.291016 ∣ critic_ganloss : -300.749438 ∣ generator_nllloss : 5204.247461 ∣ generator_ganloss : 1012.333203 ∣     [  std_z : 1.00  real_sub_fake : 1060.38 ]
[  epoch 0015/0040] 4200/4800, lr:5.0e-05 ∣ avg_100 : 32035.074165 ∣ critic_nllloss : 26189.846680 ∣ critic_ganloss : -241.507469 ∣ generator_nllloss : 5229.266406 ∣ generator_ganloss : 1005.608789 ∣     [  std_z : 1.01  real_sub_fake : 1041.93 ]
[  epoch 0015/0040] 4210/4800, lr:5.0e-05 ∣ avg_100 : 32031.459180 ∣ critic_nllloss : 25870.012305 ∣ critic_ganloss : -191.498769 ∣ generator_nllloss : 5137.319141 ∣ generator_ganloss : 1008.170361 ∣     [  std_z : 0.99  real_sub_fake : 680.02 ]
[  epoch 0015/0040] 4220/4800, lr:5.0e-05 ∣ avg_100 : 32029.677188 ∣ critic_nllloss : 26031.714062 ∣ critic_ganloss : -314.306573 ∣ generator_nllloss : 5150.350586 ∣ generator_ganloss : 977.791943 ∣  [  std_z : 0.99  real_sub_fake : 882.88 ]
[  epoch 0015/0040] 4230/4800, lr:5.0e-05 ∣ avg_100 : 32029.559908 ∣ critic_nllloss : 26148.769531 ∣ critic_ganloss : -139.600565 ∣ generator_nllloss : 5148.590625 ∣ generator_ganloss : 974.430176 ∣  [  std_z : 0.98  real_sub_fake : 1071.92 ]
[  epoch 0015/0040] 4240/4800, lr:5.0e-05 ∣ avg_100 : 32027.621886 ∣ critic_nllloss : 26050.659961 ∣ critic_ganloss : -231.354977 ∣ generator_nllloss : 5190.523438 ∣ generator_ganloss : 962.730811 ∣  [  std_z : 0.99  real_sub_fake : 798.67 ]
[  epoch 0015/0040] 4250/4800, lr:5.0e-05 ∣ avg_100 : 32025.983871 ∣ critic_nllloss : 25940.691797 ∣ critic_ganloss : -202.638202 ∣ generator_nllloss : 5124.003711 ∣ generator_ganloss : 919.963135 ∣  [  std_z : 0.99  real_sub_fake : 777.89 ]
[  epoch 0015/0040] 4260/4800, lr:5.0e-05 ∣ avg_100 : 32024.931426 ∣ critic_nllloss : 26028.622070 ∣ critic_ganloss : -199.413747 ∣ generator_nllloss : 5229.392187 ∣ generator_ganloss : 921.512354 ∣  [  std_z : 0.99  real_sub_fake : 817.46 ]
[  epoch 0015/0040] 4270/4800, lr:5.0e-05 ∣ avg_100 : 32022.724750 ∣ critic_nllloss : 26022.786719 ∣ critic_ganloss : -162.238594 ∣ generator_nllloss : 5082.821680 ∣ generator_ganloss : 922.634521 ∣  [  std_z : 0.99  real_sub_fake : 740.15 ]
[  epoch 0015/0040] 4280/4800, lr:5.0e-05 ∣ avg_100 : 32024.243615 ∣ critic_nllloss : 26200.494727 ∣ critic_ganloss : -290.548160 ∣ generator_nllloss : 5281.139844 ∣ generator_ganloss : 929.110205 ∣  [  std_z : 0.99  real_sub_fake : 827.79 ]
[  epoch 0015/0040] 4290/4800, lr:5.0e-05 ∣ avg_100 : 32020.413670 ∣ critic_nllloss : 25963.104492 ∣ critic_ganloss : -273.667833 ∣ generator_nllloss : 5211.986719 ∣ generator_ganloss : 933.497363 ∣  [  std_z : 0.98  real_sub_fake : 1095.46 ]
[  epoch 0015/0040] 4300/4800, lr:5.0e-05 ∣ avg_100 : 32020.367950 ∣ critic_nllloss : 26260.786914 ∣ critic_ganloss : -273.677142 ∣ generator_nllloss : 5293.380664 ∣ generator_ganloss : 925.327832 ∣  [  std_z : 0.99  real_sub_fake : 1134.26 ]
[  epoch 0015/0040] 4310/4800, lr:5.0e-05 ∣ avg_100 : 32019.072918 ∣ critic_nllloss : 26094.326562 ∣ critic_ganloss : -182.585962 ∣ generator_nllloss : 5228.921484 ∣ generator_ganloss : 957.095117 ∣  [  std_z : 0.99  real_sub_fake : 760.04 ]
[  epoch 0015/0040] 4320/4800, lr:5.0e-05 ∣ avg_100 : 32017.690599 ∣ critic_nllloss : 26231.922461 ∣ critic_ganloss : -257.633321 ∣ generator_nllloss : 5255.026758 ∣ generator_ganloss : 952.267773 ∣  [  std_z : 0.99  real_sub_fake : 745.83 ]
[  epoch 0015/0040] 4330/4800, lr:5.0e-05 ∣ avg_100 : 32013.110227 ∣ critic_nllloss : 25943.229102 ∣ critic_ganloss : -243.280698 ∣ generator_nllloss : 5202.569727 ∣ generator_ganloss : 945.328760 ∣  [  std_z : 0.99  real_sub_fake : 876.54 ]
[  epoch 0015/0040] 4340/4800, lr:5.0e-05 ∣ avg_100 : 32012.856433 ∣ critic_nllloss : 26185.739844 ∣ critic_ganloss : -167.969250 ∣ generator_nllloss : 5196.862500 ∣ generator_ganloss : 955.022217 ∣  [  std_z : 0.99  real_sub_fake : 917.62 ]
[  epoch 0015/0040] 4350/4800, lr:5.0e-05 ∣ avg_100 : 32010.668463 ∣ critic_nllloss : 25985.787109 ∣ critic_ganloss : -276.186082 ∣ generator_nllloss : 5256.073633 ∣ generator_ganloss : 920.300293 ∣  [  std_z : 1.00  real_sub_fake : 869.27 ]
[  epoch 0015/0040] 4360/4800, lr:5.0e-05 ∣ avg_100 : 32009.045204 ∣ critic_nllloss : 26089.634766 ∣ critic_ganloss : -248.737509 ∣ generator_nllloss : 5149.130469 ∣ generator_ganloss : 925.294922 ∣  [  std_z : 1.00  real_sub_fake : 921.10 ]
[  epoch 0015/0040] 4370/4800, lr:5.0e-05 ∣ avg_100 : 32009.441315 ∣ critic_nllloss : 25936.897461 ∣ critic_ganloss : -231.714255 ∣ generator_nllloss : 5131.545313 ∣ generator_ganloss : 913.292187 ∣  [  std_z : 1.00  real_sub_fake : 983.81 ]
[  epoch 0015/0040] 4380/4800, lr:5.0e-05 ∣ avg_100 : 32005.035063 ∣ critic_nllloss : 26017.167773 ∣ critic_ganloss : -220.030072 ∣ generator_nllloss : 5173.866016 ∣ generator_ganloss : 939.173877 ∣  [  std_z : 0.99  real_sub_fake : 670.49 ]
[  epoch 0015/0040] 4390/4800, lr:5.0e-05 ∣ avg_100 : 32005.463122 ∣ critic_nllloss : 26095.770313 ∣ critic_ganloss : -183.141093 ∣ generator_nllloss : 5199.643945 ∣ generator_ganloss : 912.138916 ∣  [  std_z : 0.99  real_sub_fake : 807.19 ]
[  epoch 0015/0040] 4400/4800, lr:5.0e-05 ∣ avg_100 : 32004.124077 ∣ critic_nllloss : 26190.208203 ∣ critic_ganloss : -206.059727 ∣ generator_nllloss : 5298.485547 ∣ generator_ganloss : 932.283740 ∣  [  std_z : 0.99  real_sub_fake : 849.95 ]
[  epoch 0015/0040] 4410/4800, lr:5.0e-05 ∣ avg_100 : 32006.981428 ∣ critic_nllloss : 26096.066992 ∣ critic_ganloss : -232.507076 ∣ generator_nllloss : 5277.132227 ∣ generator_ganloss : 937.552539 ∣  [  std_z : 0.99  real_sub_fake : 899.90 ]
[  epoch 0015/0040] 4420/4800, lr:5.0e-05 ∣ avg_100 : 32007.347784 ∣ critic_nllloss : 25979.376758 ∣ critic_ganloss : -316.234819 ∣ generator_nllloss : 5201.682227 ∣ generator_ganloss : 929.935303 ∣  [  std_z : 0.99  real_sub_fake : 1015.95 ]
[  epoch 0015/0040] 4430/4800, lr:5.0e-05 ∣ avg_100 : 32002.934072 ∣ critic_nllloss : 25936.207813 ∣ critic_ganloss : -294.509213 ∣ generator_nllloss : 5249.568555 ∣ generator_ganloss : 920.653662 ∣  [  std_z : 1.00  real_sub_fake : 1156.82 ]
[  epoch 0015/0040] 4440/4800, lr:5.0e-05 ∣ avg_100 : 32000.079603 ∣ critic_nllloss : 25910.061523 ∣ critic_ganloss : -223.255495 ∣ generator_nllloss : 5109.186328 ∣ generator_ganloss : 933.486914 ∣  [  std_z : 1.00  real_sub_fake : 913.45 ]
[  epoch 0015/0040] 4450/4800, lr:5.0e-05 ∣ avg_100 : 31999.680352 ∣ critic_nllloss : 26120.289648 ∣ critic_ganloss : -265.632918 ∣ generator_nllloss : 5152.586914 ∣ generator_ganloss : 924.428125 ∣  [  std_z : 1.00  real_sub_fake : 934.17 ]
[  epoch 0015/0040] 4460/4800, lr:5.0e-05 ∣ avg_100 : 32000.881366 ∣ critic_nllloss : 26078.570898 ∣ critic_ganloss : -210.309663 ∣ generator_nllloss : 5216.110547 ∣ generator_ganloss : 963.222266 ∣  [  std_z : 1.00  real_sub_fake : 732.48 ]
[  epoch 0015/0040] 4470/4800, lr:5.0e-05 ∣ avg_100 : 32004.231434 ∣ critic_nllloss : 26272.340234 ∣ critic_ganloss : -243.871265 ∣ generator_nllloss : 5359.816406 ∣ generator_ganloss : 955.244336 ∣  [  std_z : 0.98  real_sub_fake : 874.09 ]
[  epoch 0015/0040] 4480/4800, lr:5.0e-05 ∣ avg_100 : 32002.782245 ∣ critic_nllloss : 26103.021680 ∣ critic_ganloss : -273.400041 ∣ generator_nllloss : 5235.609961 ∣ generator_ganloss : 972.392432 ∣  [  std_z : 0.98  real_sub_fake : 1015.44 ]
[  epoch 0015/0040] 4490/4800, lr:5.0e-05 ∣ avg_100 : 32003.351637 ∣ critic_nllloss : 26019.222852 ∣ critic_ganloss : -218.855673 ∣ generator_nllloss : 5216.088281 ∣ generator_ganloss : 975.346143 ∣  [  std_z : 0.98  real_sub_fake : 936.74 ]
[  epoch 0015/0040] 4500/4800, lr:5.0e-05 ∣ avg_100 : 32004.770407 ∣ critic_nllloss : 26106.281445 ∣ critic_ganloss : -222.100584 ∣ generator_nllloss : 5260.360937 ∣ generator_ganloss : 972.719385 ∣  [  std_z : 0.99  real_sub_fake : 874.82 ]
[  epoch 0015/0040] 4510/4800, lr:5.0e-05 ∣ avg_100 : 32004.200612 ∣ critic_nllloss : 26163.709961 ∣ critic_ganloss : -265.789096 ∣ generator_nllloss : 5209.505078 ∣ generator_ganloss : 980.465723 ∣  [  std_z : 1.00  real_sub_fake : 812.58 ]
[  epoch 0015/0040] 4520/4800, lr:5.0e-05 ∣ avg_100 : 32002.509333 ∣ critic_nllloss : 25914.910938 ∣ critic_ganloss : -184.749866 ∣ generator_nllloss : 5257.579687 ∣ generator_ganloss : 952.324268 ∣  [  std_z : 0.99  real_sub_fake : 896.47 ]
[  epoch 0015/0040] 4530/4800, lr:5.0e-05 ∣ avg_100 : 32002.141199 ∣ critic_nllloss : 25755.050781 ∣ critic_ganloss : -264.590735 ∣ generator_nllloss : 5239.105664 ∣ generator_ganloss : 951.742090 ∣  [  std_z : 0.99  real_sub_fake : 861.57 ]
[  epoch 0015/0040] 4540/4800, lr:5.0e-05 ∣ avg_100 : 32002.798642 ∣ critic_nllloss : 26160.475391 ∣ critic_ganloss : -209.165610 ∣ generator_nllloss : 5209.810938 ∣ generator_ganloss : 967.858984 ∣  [  std_z : 0.99  real_sub_fake : 804.84 ]
[  epoch 0015/0040] 4550/4800, lr:5.0e-05 ∣ avg_100 : 32002.618003 ∣ critic_nllloss : 26131.150391 ∣ critic_ganloss : -234.064227 ∣ generator_nllloss : 5211.099609 ∣ generator_ganloss : 940.924658 ∣  [  std_z : 0.99  real_sub_fake : 971.69 ]
[  epoch 0015/0040] 4560/4800, lr:5.0e-05 ∣ avg_100 : 32005.621465 ∣ critic_nllloss : 26205.181250 ∣ critic_ganloss : -284.582059 ∣ generator_nllloss : 5172.608984 ∣ generator_ganloss : 928.038086 ∣  [  std_z : 1.01  real_sub_fake : 1007.25 ]
[  epoch 0015/0040] 4570/4800, lr:5.0e-05 ∣ avg_100 : 32005.947157 ∣ critic_nllloss : 26259.473633 ∣ critic_ganloss : -284.824261 ∣ generator_nllloss : 5183.331641 ∣ generator_ganloss : 899.087646 ∣  [  std_z : 1.00  real_sub_fake : 1225.02 ]
[  epoch 0015/0040] 4580/4800, lr:5.0e-05 ∣ avg_100 : 32006.303468 ∣ critic_nllloss : 25957.864648 ∣ critic_ganloss : -237.361885 ∣ generator_nllloss : 5295.567773 ∣ generator_ganloss : 927.780957 ∣  [  std_z : 0.99  real_sub_fake : 948.56 ]
[  epoch 0015/0040] 4590/4800, lr:5.0e-05 ∣ avg_100 : 32009.007874 ∣ critic_nllloss : 26179.794922 ∣ critic_ganloss : -233.254916 ∣ generator_nllloss : 5249.974805 ∣ generator_ganloss : 889.280566 ∣  [  std_z : 0.98  real_sub_fake : 886.04 ]
[  epoch 0015/0040] 4600/4800, lr:5.0e-05 ∣ avg_100 : 32007.601959 ∣ critic_nllloss : 26079.942188 ∣ critic_ganloss : -267.069749 ∣ generator_nllloss : 5210.969922 ∣ generator_ganloss : 906.102490 ∣  [  std_z : 0.98  real_sub_fake : 920.10 ]
[  epoch 0015/0040] 4610/4800, lr:5.0e-05 ∣ avg_100 : 32006.496218 ∣ critic_nllloss : 26049.678125 ∣ critic_ganloss : -136.845125 ∣ generator_nllloss : 5232.676953 ∣ generator_ganloss : 879.998340 ∣  [  std_z : 0.98  real_sub_fake : 888.88 ]
[  epoch 0015/0040] 4620/4800, lr:5.0e-05 ∣ avg_100 : 32007.940951 ∣ critic_nllloss : 26004.199023 ∣ critic_ganloss : -192.265355 ∣ generator_nllloss : 5209.571094 ∣ generator_ganloss : 936.079883 ∣  [  std_z : 0.99  real_sub_fake : 642.53 ]
[  epoch 0015/0040] 4630/4800, lr:5.0e-05 ∣ avg_100 : 32010.572812 ∣ critic_nllloss : 26302.379102 ∣ critic_ganloss : -184.057808 ∣ generator_nllloss : 5205.638281 ∣ generator_ganloss : 918.984521 ∣  [  std_z : 1.01  real_sub_fake : 630.91 ]
[  epoch 0015/0040] 4640/4800, lr:5.0e-05 ∣ avg_100 : 32012.188570 ∣ critic_nllloss : 26141.311914 ∣ critic_ganloss : -270.102016 ∣ generator_nllloss : 5177.187109 ∣ generator_ganloss : 903.088184 ∣  [  std_z : 1.00  real_sub_fake : 802.31 ]
[  epoch 0015/0040] 4650/4800, lr:5.0e-05 ∣ avg_100 : 32011.210833 ∣ critic_nllloss : 26080.156641 ∣ critic_ganloss : -319.573029 ∣ generator_nllloss : 5173.645312 ∣ generator_ganloss : 903.453076 ∣  [  std_z : 0.98  real_sub_fake : 1040.81 ]
[  epoch 0015/0040] 4660/4800, lr:5.0e-05 ∣ avg_100 : 32011.697361 ∣ critic_nllloss : 26086.895508 ∣ critic_ganloss : -309.606766 ∣ generator_nllloss : 5254.208984 ∣ generator_ganloss : 922.382129 ∣  [  std_z : 0.98  real_sub_fake : 1133.56 ]
[  epoch 0015/0040] 4670/4800, lr:5.0e-05 ∣ avg_100 : 32009.275759 ∣ critic_nllloss : 25851.062305 ∣ critic_ganloss : -199.451314 ∣ generator_nllloss : 5151.300781 ∣ generator_ganloss : 967.152441 ∣  [  std_z : 0.99  real_sub_fake : 860.97 ]
[  epoch 0015/0040] 4680/4800, lr:5.0e-05 ∣ avg_100 : 32008.280776 ∣ critic_nllloss : 25878.588672 ∣ critic_ganloss : -99.717380 ∣ generator_nllloss : 5157.112891 ∣ generator_ganloss : 956.240967 ∣   [  std_z : 1.00  real_sub_fake : 631.64 ]
[  epoch 0015/0040] 4690/4800, lr:5.0e-05 ∣ avg_100 : 32012.262079 ∣ critic_nllloss : 26077.617773 ∣ critic_ganloss : -169.369518 ∣ generator_nllloss : 5210.893359 ∣ generator_ganloss : 977.589648 ∣  [  std_z : 1.01  real_sub_fake : 462.74 ]
[  epoch 0015/0040] 4700/4800, lr:5.0e-05 ∣ avg_100 : 32009.893641 ∣ critic_nllloss : 25901.698828 ∣ critic_ganloss : -210.691855 ∣ generator_nllloss : 5180.377734 ∣ generator_ganloss : 944.056885 ∣  [  std_z : 0.99  real_sub_fake : 790.06 ]
[  epoch 0015/0040] 4710/4800, lr:5.0e-05 ∣ avg_100 : 32011.959926 ∣ critic_nllloss : 26265.260156 ∣ critic_ganloss : -266.584473 ∣ generator_nllloss : 5309.253516 ∣ generator_ganloss : 968.762695 ∣  [  std_z : 0.99  real_sub_fake : 927.63 ]
[  epoch 0015/0040] 4720/4800, lr:5.0e-05 ∣ avg_100 : 32011.388261 ∣ critic_nllloss : 26205.173242 ∣ critic_ganloss : -374.017795 ∣ generator_nllloss : 5239.709180 ∣ generator_ganloss : 957.566406 ∣  [  std_z : 0.98  real_sub_fake : 1325.40 ]
[  epoch 0015/0040] 4730/4800, lr:5.0e-05 ∣ avg_100 : 32008.630538 ∣ critic_nllloss : 26012.877539 ∣ critic_ganloss : -227.813472 ∣ generator_nllloss : 5233.736133 ∣ generator_ganloss : 953.948340 ∣  [  std_z : 0.98  real_sub_fake : 1103.46 ]
[  epoch 0015/0040] 4740/4800, lr:5.0e-05 ∣ avg_100 : 32006.640904 ∣ critic_nllloss : 26024.414648 ∣ critic_ganloss : -234.501367 ∣ generator_nllloss : 5111.016016 ∣ generator_ganloss : 947.541260 ∣  [  std_z : 1.00  real_sub_fake : 874.56 ]
[  epoch 0015/0040] 4750/4800, lr:5.0e-05 ∣ avg_100 : 32007.874964 ∣ critic_nllloss : 26174.908594 ∣ critic_ganloss : -328.232120 ∣ generator_nllloss : 5175.184766 ∣ generator_ganloss : 940.688086 ∣  [  std_z : 1.01  real_sub_fake : 1014.81 ]
[  epoch 0015/0040] 4760/4800, lr:5.0e-05 ∣ avg_100 : 32009.405121 ∣ critic_nllloss : 26205.649219 ∣ critic_ganloss : -269.306714 ∣ generator_nllloss : 5186.350391 ∣ generator_ganloss : 934.813721 ∣  [  std_z : 1.00  real_sub_fake : 1112.01 ]
[  epoch 0015/0040] 4770/4800, lr:5.0e-05 ∣ avg_100 : 32007.956648 ∣ critic_nllloss : 25979.580469 ∣ critic_ganloss : -227.410953 ∣ generator_nllloss : 5253.490234 ∣ generator_ganloss : 918.428516 ∣  [  std_z : 0.98  real_sub_fake : 977.69 ]
[  epoch 0015/0040] 4780/4800, lr:5.0e-05 ∣ avg_100 : 32009.993258 ∣ critic_nllloss : 26181.735547 ∣ critic_ganloss : -292.503647 ∣ generator_nllloss : 5234.584766 ∣ generator_ganloss : 929.867676 ∣  [  std_z : 0.97  real_sub_fake : 1046.69 ]
[  epoch 0015/0040] 4790/4800, lr:5.0e-05 ∣ avg_100 : 32010.452205 ∣ critic_nllloss : 26097.428516 ∣ critic_ganloss : -298.882059 ∣ generator_nllloss : 5250.713672 ∣ generator_ganloss : 927.971680 ∣  [  std_z : 0.98  real_sub_fake : 1028.66 ]
[  epoch 0015/0040] 4800/4800, lr:5.0e-05 ∣ avg_100 : 32010.016375 ∣ critic_nllloss : 26143.332031 ∣ critic_ganloss : -293.059628 ∣ generator_nllloss : 5213.176172 ∣ generator_ganloss : 939.172168 ∣  [  std_z : 1.01  real_sub_fake : 1120.74 ]
[    val 015    ] Done! KLD: 0.027758: 0.00786458:02, total: 1 day, 6:20:51                     
[  epoch 0016/0040] 0010/4800, lr:5.0e-05 ∣ avg_100 : 32008.923491 ∣ critic_nllloss : 25963.766016 ∣ critic_ganloss : -202.070665 ∣ generator_nllloss : 5120.923828 ∣ generator_ganloss : 950.321924 ∣  [  std_z : 1.00  real_sub_fake : 968.20 ]
[  epoch 0016/0040] 0020/4800, lr:5.0e-05 ∣ avg_100 : 32008.384497 ∣ critic_nllloss : 25968.768555 ∣ critic_ganloss : -213.142967 ∣ generator_nllloss : 5236.984766 ∣ generator_ganloss : 957.774609 ∣  [  std_z : 0.99  real_sub_fake : 742.93 ]
[  epoch 0016/0040] 0030/4800, lr:5.0e-05 ∣ avg_100 : 32007.647444 ∣ critic_nllloss : 26127.034961 ∣ critic_ganloss : -271.337186 ∣ generator_nllloss : 5193.126172 ∣ generator_ganloss : 951.722900 ∣  [  std_z : 0.98  real_sub_fake : 980.18 ]
[  epoch 0016/0040] 0040/4800, lr:5.0e-05 ∣ avg_100 : 32010.599301 ∣ critic_nllloss : 26077.062500 ∣ critic_ganloss : -79.056680 ∣ generator_nllloss : 5148.794727 ∣ generator_ganloss : 919.620752 ∣   [  std_z : 0.99  real_sub_fake : 831.64 ]
[  epoch 0016/0040] 0050/4800, lr:5.0e-05 ∣ avg_100 : 32009.435718 ∣ critic_nllloss : 25927.853320 ∣ critic_ganloss : -106.929919 ∣ generator_nllloss : 5228.213086 ∣ generator_ganloss : 932.731348 ∣  [  std_z : 0.99  real_sub_fake : 368.83 ]
[  epoch 0016/0040] 0060/4800, lr:5.0e-05 ∣ avg_100 : 32012.168521 ∣ critic_nllloss : 26142.657617 ∣ critic_ganloss : -163.807729 ∣ generator_nllloss : 5228.017773 ∣ generator_ganloss : 935.017578 ∣  [  std_z : 1.00  real_sub_fake : 462.61 ]
[  epoch 0016/0040] 0070/4800, lr:5.0e-05 ∣ avg_100 : 32011.015654 ∣ critic_nllloss : 26098.858789 ∣ critic_ganloss : -186.577885 ∣ generator_nllloss : 5196.483594 ∣ generator_ganloss : 945.861768 ∣  [  std_z : 0.99  real_sub_fake : 633.66 ]
[  epoch 0016/0040] 0080/4800, lr:5.0e-05 ∣ avg_100 : 32007.418337 ∣ critic_nllloss : 26040.670508 ∣ critic_ganloss : -240.884825 ∣ generator_nllloss : 5097.736523 ∣ generator_ganloss : 954.225928 ∣  [  std_z : 0.98  real_sub_fake : 796.77 ]
[  epoch 0016/0040] 0090/4800, lr:5.0e-05 ∣ avg_100 : 32009.364132 ∣ critic_nllloss : 26133.346289 ∣ critic_ganloss : -315.192642 ∣ generator_nllloss : 5181.228125 ∣ generator_ganloss : 908.002002 ∣  [  std_z : 0.99  real_sub_fake : 1049.48 ]
[  epoch 0016/0040] 0100/4800, lr:5.0e-05 ∣ avg_100 : 32011.934243 ∣ critic_nllloss : 26162.637891 ∣ critic_ganloss : -322.775531 ∣ generator_nllloss : 5326.156836 ∣ generator_ganloss : 940.275537 ∣  [  std_z : 1.00  real_sub_fake : 1105.05 ]
[  epoch 0016/0040] 0110/4800, lr:5.0e-05 ∣ avg_100 : 32014.979488 ∣ critic_nllloss : 26469.742969 ∣ critic_ganloss : -261.072702 ∣ generator_nllloss : 5267.305273 ∣ generator_ganloss : 956.620264 ∣  [  std_z : 1.00  real_sub_fake : 1093.38 ]
[  epoch 0016/0040] 0120/4800, lr:5.0e-05 ∣ avg_100 : 32022.482517 ∣ critic_nllloss : 26365.419531 ∣ critic_ganloss : -212.936462 ∣ generator_nllloss : 5322.571875 ∣ generator_ganloss : 983.425195 ∣  [  std_z : 1.00  real_sub_fake : 856.28 ]
[  epoch 0016/0040] 0130/4800, lr:5.0e-05 ∣ avg_100 : 32024.836851 ∣ critic_nllloss : 25965.310156 ∣ critic_ganloss : -192.723596 ∣ generator_nllloss : 5206.503711 ∣ generator_ganloss : 988.524414 ∣  [  std_z : 0.99  real_sub_fake : 697.80 ]
[  epoch 0016/0040] 0140/4800, lr:5.0e-05 ∣ avg_100 : 32023.872444 ∣ critic_nllloss : 26059.111719 ∣ critic_ganloss : -269.020839 ∣ generator_nllloss : 5261.739648 ∣ generator_ganloss : 960.485693 ∣  [  std_z : 0.99  real_sub_fake : 928.12 ]
[  epoch 0016/0040] 0150/4800, lr:5.0e-05 ∣ avg_100 : 32023.219443 ∣ critic_nllloss : 26051.412500 ∣ critic_ganloss : -333.340750 ∣ generator_nllloss : 5231.409375 ∣ generator_ganloss : 970.012354 ∣  [  std_z : 0.98  real_sub_fake : 1159.65 ]
[  epoch 0016/0040] 0160/4800, lr:5.0e-05 ∣ avg_100 : 32020.470065 ∣ critic_nllloss : 25948.977344 ∣ critic_ganloss : -340.151407 ∣ generator_nllloss : 5147.465430 ∣ generator_ganloss : 918.076709 ∣  [  std_z : 0.97  real_sub_fake : 1311.43 ]
[  epoch 0016/0040] 0170/4800, lr:5.0e-05 ∣ avg_100 : 32022.187137 ∣ critic_nllloss : 26111.094727 ∣ critic_ganloss : -273.466411 ∣ generator_nllloss : 5181.872461 ∣ generator_ganloss : 973.497852 ∣  [  std_z : 0.99  real_sub_fake : 991.22 ]
[  epoch 0016/0040] 0180/4800, lr:5.0e-05 ∣ avg_100 : 32021.450048 ∣ critic_nllloss : 26030.408984 ∣ critic_ganloss : -200.932840 ∣ generator_nllloss : 5200.209570 ∣ generator_ganloss : 941.203613 ∣  [  std_z : 1.00  real_sub_fake : 1101.93 ]
[  epoch 0016/0040] 0190/4800, lr:5.0e-05 ∣ avg_100 : 32014.914240 ∣ critic_nllloss : 26016.637109 ∣ critic_ganloss : -276.667300 ∣ generator_nllloss : 5121.243750 ∣ generator_ganloss : 939.319238 ∣  [  std_z : 1.00  real_sub_fake : 957.33 ]
[  epoch 0016/0040] 0200/4800, lr:5.0e-05 ∣ avg_100 : 32014.954188 ∣ critic_nllloss : 26300.307227 ∣ critic_ganloss : -289.932056 ∣ generator_nllloss : 5266.474219 ∣ generator_ganloss : 940.106201 ∣  [  std_z : 1.00  real_sub_fake : 976.34 ]
[  epoch 0016/0040] 0210/4800, lr:5.0e-05 ∣ avg_100 : 32014.722565 ∣ critic_nllloss : 25979.618164 ∣ critic_ganloss : -345.166730 ∣ generator_nllloss : 5280.543164 ∣ generator_ganloss : 931.442773 ∣  [  std_z : 0.99  real_sub_fake : 1135.89 ]
[  epoch 0016/0040] 0220/4800, lr:5.0e-05 ∣ avg_100 : 32010.969293 ∣ critic_nllloss : 26050.555469 ∣ critic_ganloss : -318.564209 ∣ generator_nllloss : 5264.582031 ∣ generator_ganloss : 943.134277 ∣  [  std_z : 0.99  real_sub_fake : 1411.50 ]
[  epoch 0016/0040] 0230/4800, lr:5.0e-05 ∣ avg_100 : 32005.793666 ∣ critic_nllloss : 26017.641016 ∣ critic_ganloss : -269.806596 ∣ generator_nllloss : 5097.860352 ∣ generator_ganloss : 946.712646 ∣  [  std_z : 0.98  real_sub_fake : 877.69 ]
[  epoch 0016/0040] 0240/4800, lr:5.0e-05 ∣ avg_100 : 32009.587968 ∣ critic_nllloss : 26326.597070 ∣ critic_ganloss : -136.784987 ∣ generator_nllloss : 5313.750000 ∣ generator_ganloss : 939.967383 ∣  [  std_z : 0.99  real_sub_fake : 765.51 ]
[  epoch 0016/0040] 0250/4800, lr:5.0e-05 ∣ avg_100 : 32009.823833 ∣ critic_nllloss : 26256.235547 ∣ critic_ganloss : -178.748962 ∣ generator_nllloss : 5208.893555 ∣ generator_ganloss : 925.739746 ∣  [  std_z : 0.99  real_sub_fake : 557.41 ]
[  epoch 0016/0040] 0260/4800, lr:5.0e-05 ∣ avg_100 : 32013.345736 ∣ critic_nllloss : 26227.244922 ∣ critic_ganloss : -197.913240 ∣ generator_nllloss : 5369.863281 ∣ generator_ganloss : 919.716943 ∣  [  std_z : 0.99  real_sub_fake : 790.75 ]
[  epoch 0016/0040] 0270/4800, lr:5.0e-05 ∣ avg_100 : 32011.199100 ∣ critic_nllloss : 26162.931055 ∣ critic_ganloss : -292.120741 ∣ generator_nllloss : 5153.289258 ∣ generator_ganloss : 946.989453 ∣  [  std_z : 0.98  real_sub_fake : 881.55 ]
[  epoch 0016/0040] 0280/4800, lr:5.0e-05 ∣ avg_100 : 32006.979054 ∣ critic_nllloss : 26096.221680 ∣ critic_ganloss : -395.672995 ∣ generator_nllloss : 5275.555469 ∣ generator_ganloss : 943.255127 ∣  [  std_z : 0.98  real_sub_fake : 1376.37 ]
[  epoch 0016/0040] 0290/4800, lr:5.0e-05 ∣ avg_100 : 32000.973741 ∣ critic_nllloss : 25982.992188 ∣ critic_ganloss : -318.095374 ∣ generator_nllloss : 5121.416406 ∣ generator_ganloss : 941.828027 ∣  [  std_z : 0.99  real_sub_fake : 1343.87 ]
[  epoch 0016/0040] 0300/4800, lr:5.0e-05 ∣ avg_100 : 31999.885533 ∣ critic_nllloss : 26141.441406 ∣ critic_ganloss : -351.029364 ∣ generator_nllloss : 5156.912305 ∣ generator_ganloss : 922.779395 ∣  [  std_z : 1.00  real_sub_fake : 1452.80 ]
[  epoch 0016/0040] 0310/4800, lr:5.0e-05 ∣ avg_100 : 31995.902093 ∣ critic_nllloss : 26026.039844 ∣ critic_ganloss : -386.111243 ∣ generator_nllloss : 5160.341211 ∣ generator_ganloss : 946.759229 ∣  [  std_z : 1.00  real_sub_fake : 1147.53 ]
[  epoch 0016/0040] 0320/4800, lr:5.0e-05 ∣ avg_100 : 31988.963054 ∣ critic_nllloss : 25901.147070 ∣ critic_ganloss : -374.760574 ∣ generator_nllloss : 5142.358594 ∣ generator_ganloss : 955.233301 ∣  [  std_z : 0.99  real_sub_fake : 1338.86 ]
[  epoch 0016/0040] 0330/4800, lr:5.0e-05 ∣ avg_100 : 31989.204227 ∣ critic_nllloss : 26033.813086 ∣ critic_ganloss : -253.593033 ∣ generator_nllloss : 5155.220703 ∣ generator_ganloss : 964.518750 ∣  [  std_z : 1.00  real_sub_fake : 1243.99 ]
[  epoch 0016/0040] 0340/4800, lr:5.0e-05 ∣ avg_100 : 31983.292999 ∣ critic_nllloss : 25875.969922 ∣ critic_ganloss : -277.841040 ∣ generator_nllloss : 5136.781445 ∣ generator_ganloss : 1014.664990 ∣     [  std_z : 0.99  real_sub_fake : 954.98 ]
[  epoch 0016/0040] 0350/4800, lr:5.0e-05 ∣ avg_100 : 31988.536711 ∣ critic_nllloss : 26479.943945 ∣ critic_ganloss : -242.867877 ∣ generator_nllloss : 5288.782617 ∣ generator_ganloss : 986.362061 ∣  [  std_z : 0.99  real_sub_fake : 1079.57 ]
[  epoch 0016/0040] 0360/4800, lr:5.0e-05 ∣ avg_100 : 31990.074984 ∣ critic_nllloss : 26173.890039 ∣ critic_ganloss : -287.785364 ∣ generator_nllloss : 5297.432422 ∣ generator_ganloss : 928.878467 ∣  [  std_z : 0.98  real_sub_fake : 999.08 ]
[  epoch 0016/0040] 0370/4800, lr:5.0e-05 ∣ avg_100 : 31993.954354 ∣ critic_nllloss : 26093.660156 ∣ critic_ganloss : -270.856923 ∣ generator_nllloss : 5208.746680 ∣ generator_ganloss : 935.943115 ∣  [  std_z : 0.99  real_sub_fake : 1026.84 ]
[  epoch 0016/0040] 0380/4800, lr:5.0e-05 ∣ avg_100 : 31998.198916 ∣ critic_nllloss : 26391.122070 ∣ critic_ganloss : -165.038690 ∣ generator_nllloss : 5280.435352 ∣ generator_ganloss : 968.451416 ∣  [  std_z : 0.99  real_sub_fake : 790.16 ]
[  epoch 0016/0040] 0390/4800, lr:5.0e-05 ∣ avg_100 : 31997.253399 ∣ critic_nllloss : 26123.377148 ∣ critic_ganloss : -203.137534 ∣ generator_nllloss : 5193.969922 ∣ generator_ganloss : 940.360937 ∣  [  std_z : 0.99  real_sub_fake : 686.27 ]
[  epoch 0016/0040] 0400/4800, lr:5.0e-05 ∣ avg_100 : 31993.420004 ∣ critic_nllloss : 25973.198633 ∣ critic_ganloss : -240.697861 ∣ generator_nllloss : 5141.255078 ∣ generator_ganloss : 926.119043 ∣  [  std_z : 1.00  real_sub_fake : 875.79 ]
[  epoch 0016/0040] 0410/4800, lr:5.0e-05 ∣ avg_100 : 31995.689696 ∣ critic_nllloss : 26138.442383 ∣ critic_ganloss : -292.652222 ∣ generator_nllloss : 5249.982813 ∣ generator_ganloss : 955.199316 ∣  [  std_z : 0.99  real_sub_fake : 1089.60 ]
[  epoch 0016/0040] 0420/4800, lr:5.0e-05 ∣ avg_100 : 31997.705394 ∣ critic_nllloss : 26240.061328 ∣ critic_ganloss : -375.765659 ∣ generator_nllloss : 5261.667578 ∣ generator_ganloss : 921.156592 ∣  [  std_z : 0.98  real_sub_fake : 1238.25 ]
[  epoch 0016/0040] 0430/4800, lr:5.0e-05 ∣ avg_100 : 31999.500011 ∣ critic_nllloss : 26397.231445 ∣ critic_ganloss : -352.223489 ∣ generator_nllloss : 5344.601172 ∣ generator_ganloss : 922.042285 ∣  [  std_z : 0.98  real_sub_fake : 1254.73 ]
[  epoch 0016/0040] 0440/4800, lr:5.0e-05 ∣ avg_100 : 31998.787432 ∣ critic_nllloss : 25998.097070 ∣ critic_ganloss : -287.356039 ∣ generator_nllloss : 5259.383203 ∣ generator_ganloss : 931.177100 ∣  [  std_z : 0.98  real_sub_fake : 1168.07 ]
[  epoch 0016/0040] 0450/4800, lr:5.0e-05 ∣ avg_100 : 32002.268491 ∣ critic_nllloss : 26102.293945 ∣ critic_ganloss : -180.737654 ∣ generator_nllloss : 5270.004297 ∣ generator_ganloss : 938.565820 ∣  [  std_z : 1.00  real_sub_fake : 980.49 ]
[  epoch 0016/0040] 0460/4800, lr:5.0e-05 ∣ avg_100 : 32002.843676 ∣ critic_nllloss : 26113.022070 ∣ critic_ganloss : -252.775238 ∣ generator_nllloss : 5250.537305 ∣ generator_ganloss : 926.847217 ∣  [  std_z : 1.00  real_sub_fake : 867.22 ]
[  epoch 0016/0040] 0470/4800, lr:5.0e-05 ∣ avg_100 : 32007.634943 ∣ critic_nllloss : 26307.348828 ∣ critic_ganloss : -185.587029 ∣ generator_nllloss : 5319.964648 ∣ generator_ganloss : 903.404492 ∣  [  std_z : 1.00  real_sub_fake : 813.56 ]
[  epoch 0016/0040] 0480/4800, lr:5.0e-05 ∣ avg_100 : 32006.937702 ∣ critic_nllloss : 26159.384766 ∣ critic_ganloss : -255.254480 ∣ generator_nllloss : 5227.430469 ∣ generator_ganloss : 918.911816 ∣  [  std_z : 0.98  real_sub_fake : 832.95 ]
[  epoch 0016/0040] 0490/4800, lr:5.0e-05 ∣ avg_100 : 32008.721392 ∣ critic_nllloss : 26240.044531 ∣ critic_ganloss : -364.543927 ∣ generator_nllloss : 5244.465234 ∣ generator_ganloss : 893.323926 ∣  [  std_z : 0.97  real_sub_fake : 1257.22 ]
[  epoch 0016/0040] 0500/4800, lr:5.0e-05 ∣ avg_100 : 32006.457425 ∣ critic_nllloss : 26158.958203 ∣ critic_ganloss : -335.646561 ∣ generator_nllloss : 5246.692773 ∣ generator_ganloss : 909.417090 ∣  [  std_z : 0.98  real_sub_fake : 1359.77 ]
[  epoch 0016/0040] 0510/4800, lr:5.0e-05 ∣ avg_100 : 32006.075144 ∣ critic_nllloss : 26131.242383 ∣ critic_ganloss : -239.597000 ∣ generator_nllloss : 5228.038281 ∣ generator_ganloss : 939.845508 ∣  [  std_z : 1.00  real_sub_fake : 1137.63 ]
[  epoch 0016/0040] 0520/4800, lr:5.0e-05 ∣ avg_100 : 32005.347723 ∣ critic_nllloss : 26122.248047 ∣ critic_ganloss : -215.749182 ∣ generator_nllloss : 5257.629297 ∣ generator_ganloss : 944.713379 ∣  [  std_z : 1.00  real_sub_fake : 814.80 ]
[  epoch 0016/0040] 0530/4800, lr:5.0e-05 ∣ avg_100 : 32008.666326 ∣ critic_nllloss : 26191.202148 ∣ critic_ganloss : -210.721115 ∣ generator_nllloss : 5261.099609 ∣ generator_ganloss : 938.126562 ∣  [  std_z : 0.99  real_sub_fake : 700.88 ]
[  epoch 0016/0040] 0540/4800, lr:5.0e-05 ∣ avg_100 : 32006.227015 ∣ critic_nllloss : 26018.320312 ∣ critic_ganloss : -192.330296 ∣ generator_nllloss : 5174.879492 ∣ generator_ganloss : 924.854639 ∣  [  std_z : 0.98  real_sub_fake : 742.76 ]
[  epoch 0016/0040] 0550/4800, lr:5.0e-05 ∣ avg_100 : 32008.737336 ∣ critic_nllloss : 26208.012891 ∣ critic_ganloss : -243.071594 ∣ generator_nllloss : 5227.618359 ∣ generator_ganloss : 944.447461 ∣  [  std_z : 0.98  real_sub_fake : 895.53 ]
[  epoch 0016/0040] 0560/4800, lr:5.0e-05 ∣ avg_100 : 32007.803158 ∣ critic_nllloss : 26047.533789 ∣ critic_ganloss : -311.250925 ∣ generator_nllloss : 5166.379687 ∣ generator_ganloss : 919.242285 ∣  [  std_z : 1.00  real_sub_fake : 979.76 ]
[  epoch 0016/0040] 0570/4800, lr:5.0e-05 ∣ avg_100 : 32007.700709 ∣ critic_nllloss : 25958.080469 ∣ critic_ganloss : -312.794547 ∣ generator_nllloss : 5186.135547 ∣ generator_ganloss : 908.354297 ∣  [  std_z : 1.01  real_sub_fake : 1200.60 ]
[  epoch 0016/0040] 0580/4800, lr:5.0e-05 ∣ avg_100 : 32009.189592 ∣ critic_nllloss : 26192.767188 ∣ critic_ganloss : -299.556146 ∣ generator_nllloss : 5231.095117 ∣ generator_ganloss : 934.759717 ∣  [  std_z : 1.00  real_sub_fake : 1063.60 ]
[  epoch 0016/0040] 0590/4800, lr:5.0e-05 ∣ avg_100 : 32010.123274 ∣ critic_nllloss : 26127.989648 ∣ critic_ganloss : -189.474173 ∣ generator_nllloss : 5238.250781 ∣ generator_ganloss : 941.014063 ∣  [  std_z : 0.99  real_sub_fake : 985.78 ]
[  epoch 0016/0040] 0600/4800, lr:5.0e-05 ∣ avg_100 : 32006.961171 ∣ critic_nllloss : 25973.002148 ∣ critic_ganloss : -228.189420 ∣ generator_nllloss : 5195.542578 ∣ generator_ganloss : 958.352148 ∣  [  std_z : 0.97  real_sub_fake : 796.90 ]
[  epoch 0016/0040] 0610/4800, lr:5.0e-05 ∣ avg_100 : 32003.773350 ∣ critic_nllloss : 25913.522070 ∣ critic_ganloss : -292.875293 ∣ generator_nllloss : 5198.959375 ∣ generator_ganloss : 939.856494 ∣  [  std_z : 0.97  real_sub_fake : 792.21 ]
[  epoch 0016/0040] 0620/4800, lr:5.0e-05 ∣ avg_100 : 32008.272984 ∣ critic_nllloss : 26173.081445 ∣ critic_ganloss : -233.346648 ∣ generator_nllloss : 5343.945117 ∣ generator_ganloss : 961.042920 ∣  [  std_z : 0.97  real_sub_fake : 1021.12 ]
[  epoch 0016/0040] 0630/4800, lr:5.0e-05 ∣ avg_100 : 32008.805551 ∣ critic_nllloss : 26017.462891 ∣ critic_ganloss : -333.440448 ∣ generator_nllloss : 5253.668164 ∣ generator_ganloss : 927.486914 ∣  [  std_z : 0.98  real_sub_fake : 1137.17 ]
[  epoch 0016/0040] 0640/4800, lr:5.0e-05 ∣ avg_100 : 32010.621649 ∣ critic_nllloss : 26002.310547 ∣ critic_ganloss : -238.390366 ∣ generator_nllloss : 5176.289648 ∣ generator_ganloss : 970.879248 ∣  [  std_z : 1.00  real_sub_fake : 1045.69 ]
[  epoch 0016/0040] 0650/4800, lr:5.0e-05 ∣ avg_100 : 32008.017222 ∣ critic_nllloss : 25821.497656 ∣ critic_ganloss : -238.118527 ∣ generator_nllloss : 5110.451172 ∣ generator_ganloss : 977.398730 ∣  [  std_z : 1.00  real_sub_fake : 899.74 ]
[  epoch 0016/0040] 0660/4800, lr:5.0e-05 ∣ avg_100 : 32010.426397 ∣ critic_nllloss : 26264.816992 ∣ critic_ganloss : -288.325601 ∣ generator_nllloss : 5330.392187 ∣ generator_ganloss : 981.627979 ∣  [  std_z : 1.00  real_sub_fake : 1062.65 ]
[  epoch 0016/0040] 0670/4800, lr:5.0e-05 ∣ avg_100 : 32007.858226 ∣ critic_nllloss : 26054.655469 ∣ critic_ganloss : -152.233505 ∣ generator_nllloss : 5198.993555 ∣ generator_ganloss : 985.297070 ∣  [  std_z : 0.98  real_sub_fake : 688.56 ]
[  epoch 0016/0040] 0680/4800, lr:5.0e-05 ∣ avg_100 : 32007.347933 ∣ critic_nllloss : 25989.311328 ∣ critic_ganloss : -228.163875 ∣ generator_nllloss : 5248.508594 ∣ generator_ganloss : 976.938672 ∣  [  std_z : 0.99  real_sub_fake : 760.47 ]
[  epoch 0016/0040] 0690/4800, lr:5.0e-05 ∣ avg_100 : 32005.197596 ∣ critic_nllloss : 25857.433594 ∣ critic_ganloss : -220.642451 ∣ generator_nllloss : 5183.590234 ∣ generator_ganloss : 956.386572 ∣  [  std_z : 0.99  real_sub_fake : 997.50 ]
[  epoch 0016/0040] 0700/4800, lr:5.0e-05 ∣ avg_100 : 32005.239546 ∣ critic_nllloss : 26191.028125 ∣ critic_ganloss : -260.001677 ∣ generator_nllloss : 5230.980078 ∣ generator_ganloss : 959.449609 ∣  [  std_z : 0.99  real_sub_fake : 905.26 ]
[  epoch 0016/0040] 0710/4800, lr:5.0e-05 ∣ avg_100 : 32003.666090 ∣ critic_nllloss : 25990.278906 ∣ critic_ganloss : -198.829634 ∣ generator_nllloss : 5164.097070 ∣ generator_ganloss : 974.999805 ∣  [  std_z : 0.99  real_sub_fake : 876.18 ]
[  epoch 0016/0040] 0720/4800, lr:5.0e-05 ∣ avg_100 : 32003.756702 ∣ critic_nllloss : 25978.769141 ∣ critic_ganloss : -197.538126 ∣ generator_nllloss : 5186.016406 ∣ generator_ganloss : 981.878760 ∣  [  std_z : 0.99  real_sub_fake : 693.18 ]
[  epoch 0016/0040] 0730/4800, lr:5.0e-05 ∣ avg_100 : 32006.939242 ∣ critic_nllloss : 25984.574805 ∣ critic_ganloss : -204.145821 ∣ generator_nllloss : 5229.823633 ∣ generator_ganloss : 989.309180 ∣  [  std_z : 0.99  real_sub_fake : 743.69 ]
[  epoch 0016/0040] 0740/4800, lr:5.0e-05 ∣ avg_100 : 32007.492631 ∣ critic_nllloss : 26228.384766 ∣ critic_ganloss : -246.159221 ∣ generator_nllloss : 5204.776953 ∣ generator_ganloss : 997.316113 ∣  [  std_z : 0.99  real_sub_fake : 782.92 ]
[  epoch 0016/0040] 0750/4800, lr:5.0e-05 ∣ avg_100 : 32008.863103 ∣ critic_nllloss : 26235.834375 ∣ critic_ganloss : -243.236577 ∣ generator_nllloss : 5202.697852 ∣ generator_ganloss : 990.862012 ∣  [  std_z : 0.99  real_sub_fake : 965.81 ]
[  epoch 0016/0040] 0760/4800, lr:5.0e-05 ∣ avg_100 : 32010.313345 ∣ critic_nllloss : 26132.983398 ∣ critic_ganloss : -183.054037 ∣ generator_nllloss : 5231.224805 ∣ generator_ganloss : 985.116260 ∣  [  std_z : 0.98  real_sub_fake : 943.38 ]
[  epoch 0016/0040] 0770/4800, lr:5.0e-05 ∣ avg_100 : 32010.093055 ∣ critic_nllloss : 26074.597266 ∣ critic_ganloss : -251.175568 ∣ generator_nllloss : 5234.419727 ∣ generator_ganloss : 977.198242 ∣  [  std_z : 0.99  real_sub_fake : 750.76 ]
[  epoch 0016/0040] 0780/4800, lr:5.0e-05 ∣ avg_100 : 32010.455780 ∣ critic_nllloss : 26105.598828 ∣ critic_ganloss : -311.978259 ∣ generator_nllloss : 5233.373242 ∣ generator_ganloss : 953.130176 ∣  [  std_z : 0.99  real_sub_fake : 1010.73 ]
[  epoch 0016/0040] 0790/4800, lr:5.0e-05 ∣ avg_100 : 32008.067761 ∣ critic_nllloss : 25850.724414 ∣ critic_ganloss : -123.279909 ∣ generator_nllloss : 5172.863281 ∣ generator_ganloss : 946.685645 ∣  [  std_z : 0.99  real_sub_fake : 1000.51 ]
[  epoch 0016/0040] 0800/4800, lr:5.0e-05 ∣ avg_100 : 32010.454299 ∣ critic_nllloss : 26159.767188 ∣ critic_ganloss : -203.404796 ∣ generator_nllloss : 5266.146094 ∣ generator_ganloss : 946.090186 ∣  [  std_z : 0.99  real_sub_fake : 672.39 ]
[  epoch 0016/0040] 0810/4800, lr:5.0e-05 ∣ avg_100 : 32010.266449 ∣ critic_nllloss : 26114.516016 ∣ critic_ganloss : -231.675090 ∣ generator_nllloss : 5193.619727 ∣ generator_ganloss : 930.262695 ∣  [  std_z : 0.98  real_sub_fake : 730.43 ]
[  epoch 0016/0040] 0820/4800, lr:5.0e-05 ∣ avg_100 : 32009.167935 ∣ critic_nllloss : 25906.616797 ∣ critic_ganloss : -270.872006 ∣ generator_nllloss : 5286.631250 ∣ generator_ganloss : 925.357178 ∣  [  std_z : 0.98  real_sub_fake : 883.80 ]
[  epoch 0016/0040] 0830/4800, lr:5.0e-05 ∣ avg_100 : 32008.408755 ∣ critic_nllloss : 26213.883984 ∣ critic_ganloss : -183.030896 ∣ generator_nllloss : 5198.936914 ∣ generator_ganloss : 937.236133 ∣  [  std_z : 0.99  real_sub_fake : 909.48 ]
[  epoch 0016/0040] 0840/4800, lr:5.0e-05 ∣ avg_100 : 32008.759454 ∣ critic_nllloss : 26056.729102 ∣ critic_ganloss : -225.778493 ∣ generator_nllloss : 5189.815430 ∣ generator_ganloss : 965.788965 ∣  [  std_z : 1.00  real_sub_fake : 731.88 ]
[  epoch 0016/0040] 0850/4800, lr:5.0e-05 ∣ avg_100 : 32013.482456 ∣ critic_nllloss : 26311.464453 ∣ critic_ganloss : -250.820625 ∣ generator_nllloss : 5311.360742 ∣ generator_ganloss : 937.977686 ∣  [  std_z : 0.99  real_sub_fake : 859.90 ]
[  epoch 0016/0040] 0860/4800, lr:5.0e-05 ∣ avg_100 : 32013.013713 ∣ critic_nllloss : 25983.552344 ∣ critic_ganloss : -223.984161 ∣ generator_nllloss : 5204.448047 ∣ generator_ganloss : 942.989307 ∣  [  std_z : 0.98  real_sub_fake : 923.03 ]
[  epoch 0016/0040] 0870/4800, lr:5.0e-05 ∣ avg_100 : 32016.779607 ∣ critic_nllloss : 26074.099023 ∣ critic_ganloss : -184.203201 ∣ generator_nllloss : 5300.464453 ∣ generator_ganloss : 956.293359 ∣  [  std_z : 0.97  real_sub_fake : 736.77 ]
[  epoch 0016/0040] 0880/4800, lr:5.0e-05 ∣ avg_100 : 32017.221001 ∣ critic_nllloss : 25979.187695 ∣ critic_ganloss : -160.996687 ∣ generator_nllloss : 5154.088086 ∣ generator_ganloss : 964.085449 ∣  [  std_z : 0.99  real_sub_fake : 739.45 ]
[  epoch 0016/0040] 0890/4800, lr:5.0e-05 ∣ avg_100 : 32016.862782 ∣ critic_nllloss : 26162.998828 ∣ critic_ganloss : -213.655045 ∣ generator_nllloss : 5173.566797 ∣ generator_ganloss : 937.998828 ∣  [  std_z : 1.00  real_sub_fake : 857.60 ]
[  epoch 0016/0040] 0900/4800, lr:5.0e-05 ∣ avg_100 : 32017.720454 ∣ critic_nllloss : 25989.125391 ∣ critic_ganloss : -227.396707 ∣ generator_nllloss : 5189.241016 ∣ generator_ganloss : 950.239014 ∣  [  std_z : 1.00  real_sub_fake : 730.87 ]
[  epoch 0016/0040] 0910/4800, lr:5.0e-05 ∣ avg_100 : 32015.142800 ∣ critic_nllloss : 26038.178711 ∣ critic_ganloss : -242.918127 ∣ generator_nllloss : 5303.770508 ∣ generator_ganloss : 919.895410 ∣  [  std_z : 1.00  real_sub_fake : 875.25 ]
[  epoch 0016/0040] 0920/4800, lr:5.0e-05 ∣ avg_100 : 32013.079499 ∣ critic_nllloss : 25888.362695 ∣ critic_ganloss : -240.336041 ∣ generator_nllloss : 5256.308398 ∣ generator_ganloss : 917.765918 ∣  [  std_z : 0.98  real_sub_fake : 908.67 ]
[  epoch 0016/0040] 0930/4800, lr:5.0e-05 ∣ avg_100 : 32012.015717 ∣ critic_nllloss : 25968.766602 ∣ critic_ganloss : -217.860637 ∣ generator_nllloss : 5172.343945 ∣ generator_ganloss : 943.120459 ∣  [  std_z : 0.97  real_sub_fake : 870.19 ]
[  epoch 0016/0040] 0940/4800, lr:5.0e-05 ∣ avg_100 : 32013.629861 ∣ critic_nllloss : 26076.146484 ∣ critic_ganloss : -226.459982 ∣ generator_nllloss : 5223.026172 ∣ generator_ganloss : 937.172266 ∣  [  std_z : 0.99  real_sub_fake : 797.74 ]
[  epoch 0016/0040] 0950/4800, lr:5.0e-05 ∣ avg_100 : 32014.276958 ∣ critic_nllloss : 26116.312891 ∣ critic_ganloss : -207.218488 ∣ generator_nllloss : 5167.247461 ∣ generator_ganloss : 950.917187 ∣  [  std_z : 1.01  real_sub_fake : 770.08 ]
[  epoch 0016/0040] 0960/4800, lr:5.0e-05 ∣ avg_100 : 32015.617016 ∣ critic_nllloss : 26235.066211 ∣ critic_ganloss : -257.988994 ∣ generator_nllloss : 5265.044141 ∣ generator_ganloss : 949.391016 ∣  [  std_z : 1.01  real_sub_fake : 881.43 ]
[  epoch 0016/0040] 0970/4800, lr:5.0e-05 ∣ avg_100 : 32012.537255 ∣ critic_nllloss : 25833.873047 ∣ critic_ganloss : -205.290616 ∣ generator_nllloss : 5052.654492 ∣ generator_ganloss : 934.875244 ∣  [  std_z : 1.00  real_sub_fake : 941.25 ]
[  epoch 0016/0040] 0980/4800, lr:5.0e-05 ∣ avg_100 : 32010.417283 ∣ critic_nllloss : 25996.213672 ∣ critic_ganloss : -257.197812 ∣ generator_nllloss : 5161.618359 ∣ generator_ganloss : 941.052881 ∣  [  std_z : 0.98  real_sub_fake : 892.75 ]
[  epoch 0016/0040] 0990/4800, lr:5.0e-05 ∣ avg_100 : 32008.871986 ∣ critic_nllloss : 25795.915820 ∣ critic_ganloss : -179.931239 ∣ generator_nllloss : 5256.283594 ∣ generator_ganloss : 950.433984 ∣  [  std_z : 0.97  real_sub_fake : 736.50 ]
[  epoch 0016/0040] 1000/4800, lr:5.0e-05 ∣ avg_100 : 32009.052564 ∣ critic_nllloss : 25993.367188 ∣ critic_ganloss : -169.848750 ∣ generator_nllloss : 5240.190039 ∣ generator_ganloss : 956.970068 ∣  [  std_z : 0.98  real_sub_fake : 674.00 ]
[  epoch 0016/0040] 1010/4800, lr:5.0e-05 ∣ avg_100 : 32011.233668 ∣ critic_nllloss : 26092.010742 ∣ critic_ganloss : -244.104655 ∣ generator_nllloss : 5234.782617 ∣ generator_ganloss : 968.362793 ∣  [  std_z : 0.99  real_sub_fake : 743.63 ]
[  epoch 0016/0040] 1020/4800, lr:5.0e-05 ∣ avg_100 : 32011.509859 ∣ critic_nllloss : 26049.059766 ∣ critic_ganloss : -233.863153 ∣ generator_nllloss : 5208.986328 ∣ generator_ganloss : 953.821094 ∣  [  std_z : 1.00  real_sub_fake : 970.80 ]
[  epoch 0016/0040] 1030/4800, lr:5.0e-05 ∣ avg_100 : 32011.646129 ∣ critic_nllloss : 26066.310156 ∣ critic_ganloss : -240.352615 ∣ generator_nllloss : 5233.451563 ∣ generator_ganloss : 954.764746 ∣  [  std_z : 0.99  real_sub_fake : 911.65 ]
[  epoch 0016/0040] 1040/4800, lr:5.0e-05 ∣ avg_100 : 32008.556120 ∣ critic_nllloss : 25990.137695 ∣ critic_ganloss : -300.367407 ∣ generator_nllloss : 5108.877930 ∣ generator_ganloss : 958.772217 ∣  [  std_z : 0.99  real_sub_fake : 881.03 ]
[  epoch 0016/0040] 1050/4800, lr:5.0e-05 ∣ avg_100 : 32012.068483 ∣ critic_nllloss : 26375.803516 ∣ critic_ganloss : -306.768176 ∣ generator_nllloss : 5277.194531 ∣ generator_ganloss : 986.874268 ∣  [  std_z : 0.98  real_sub_fake : 1125.54 ]
[  epoch 0016/0040] 1060/4800, lr:5.0e-05 ∣ avg_100 : 32011.225896 ∣ critic_nllloss : 25964.468359 ∣ critic_ganloss : -171.750369 ∣ generator_nllloss : 5286.246875 ∣ generator_ganloss : 978.661621 ∣  [  std_z : 0.98  real_sub_fake : 776.68 ]
[  epoch 0016/0040] 1070/4800, lr:5.0e-05 ∣ avg_100 : 32012.399070 ∣ critic_nllloss : 26131.166406 ∣ critic_ganloss : -181.383806 ∣ generator_nllloss : 5243.598047 ∣ generator_ganloss : 978.563086 ∣  [  std_z : 0.99  real_sub_fake : 690.03 ]
[  epoch 0016/0040] 1080/4800, lr:5.0e-05 ∣ avg_100 : 32013.012756 ∣ critic_nllloss : 25973.073242 ∣ critic_ganloss : -186.423338 ∣ generator_nllloss : 5165.503516 ∣ generator_ganloss : 960.963232 ∣  [  std_z : 1.00  real_sub_fake : 636.61 ]
[  epoch 0016/0040] 1090/4800, lr:5.0e-05 ∣ avg_100 : 32011.458452 ∣ critic_nllloss : 25940.533984 ∣ critic_ganloss : -239.020218 ∣ generator_nllloss : 5094.291016 ∣ generator_ganloss : 956.148633 ∣  [  std_z : 1.00  real_sub_fake : 881.78 ]
[  epoch 0016/0040] 1100/4800, lr:5.0e-05 ∣ avg_100 : 32015.022341 ∣ critic_nllloss : 26280.750781 ∣ critic_ganloss : -171.259787 ∣ generator_nllloss : 5344.936719 ∣ generator_ganloss : 1008.255908 ∣     [  std_z : 0.99  real_sub_fake : 587.22 ]
[  epoch 0016/0040] 1110/4800, lr:5.0e-05 ∣ avg_100 : 32012.344915 ∣ critic_nllloss : 26181.822266 ∣ critic_ganloss : -176.369131 ∣ generator_nllloss : 5185.560352 ∣ generator_ganloss : 973.839746 ∣  [  std_z : 0.99  real_sub_fake : 880.39 ]
[  epoch 0016/0040] 1120/4800, lr:5.0e-05 ∣ avg_100 : 32008.578020 ∣ critic_nllloss : 26090.264648 ∣ critic_ganloss : -194.663571 ∣ generator_nllloss : 5189.037695 ∣ generator_ganloss : 997.151855 ∣  [  std_z : 0.98  real_sub_fake : 860.03 ]
[  epoch 0016/0040] 1130/4800, lr:5.0e-05 ∣ avg_100 : 32011.958287 ∣ critic_nllloss : 26196.089258 ∣ critic_ganloss : -209.504195 ∣ generator_nllloss : 5311.265820 ∣ generator_ganloss : 1007.790527 ∣     [  std_z : 0.98  real_sub_fake : 747.11 ]
[  epoch 0016/0040] 1140/4800, lr:5.0e-05 ∣ avg_100 : 32014.062088 ∣ critic_nllloss : 26245.204297 ∣ critic_ganloss : -243.013548 ∣ generator_nllloss : 5207.057813 ∣ generator_ganloss : 1013.447754 ∣     [  std_z : 0.99  real_sub_fake : 713.35 ]
[  epoch 0016/0040] 1150/4800, lr:5.0e-05 ∣ avg_100 : 32013.739801 ∣ critic_nllloss : 25944.849023 ∣ critic_ganloss : -182.525534 ∣ generator_nllloss : 5151.189453 ∣ generator_ganloss : 973.751855 ∣  [  std_z : 1.01  real_sub_fake : 988.94 ]
[  epoch 0016/0040] 1160/4800, lr:5.0e-05 ∣ avg_100 : 32020.049993 ∣ critic_nllloss : 26355.299805 ∣ critic_ganloss : -247.048767 ∣ generator_nllloss : 5202.024023 ∣ generator_ganloss : 995.112158 ∣  [  std_z : 1.00  real_sub_fake : 823.80 ]
[  epoch 0016/0040] 1170/4800, lr:5.0e-05 ∣ avg_100 : 32018.190120 ∣ critic_nllloss : 25837.364453 ∣ critic_ganloss : -248.272096 ∣ generator_nllloss : 5241.093164 ∣ generator_ganloss : 976.825830 ∣  [  std_z : 0.98  real_sub_fake : 856.30 ]
[  epoch 0016/0040] 1180/4800, lr:5.0e-05 ∣ avg_100 : 32018.993234 ∣ critic_nllloss : 26110.742578 ∣ critic_ganloss : -263.367734 ∣ generator_nllloss : 5223.986328 ∣ generator_ganloss : 979.839502 ∣  [  std_z : 0.98  real_sub_fake : 1029.32 ]
[  epoch 0016/0040] 1190/4800, lr:5.0e-05 ∣ avg_100 : 32022.509970 ∣ critic_nllloss : 26061.083594 ∣ critic_ganloss : -171.688956 ∣ generator_nllloss : 5259.447656 ∣ generator_ganloss : 1003.364111 ∣     [  std_z : 1.00  real_sub_fake : 829.39 ]
[  epoch 0016/0040] 1200/4800, lr:5.0e-05 ∣ avg_100 : 32021.207678 ∣ critic_nllloss : 26166.255469 ∣ critic_ganloss : -255.508374 ∣ generator_nllloss : 5185.404297 ∣ generator_ganloss : 990.575049 ∣  [  std_z : 1.00  real_sub_fake : 831.09 ]
[  epoch 0016/0040] 1210/4800, lr:5.0e-05 ∣ avg_100 : 32020.326876 ∣ critic_nllloss : 25912.184180 ∣ critic_ganloss : -307.003392 ∣ generator_nllloss : 5180.979492 ∣ generator_ganloss : 972.196924 ∣  [  std_z : 0.99  real_sub_fake : 1019.95 ]
[  epoch 0016/0040] 1220/4800, lr:5.0e-05 ∣ avg_100 : 32022.758882 ∣ critic_nllloss : 26237.875391 ∣ critic_ganloss : -311.297079 ∣ generator_nllloss : 5288.981445 ∣ generator_ganloss : 967.348340 ∣  [  std_z : 0.99  real_sub_fake : 1137.11 ]
[  epoch 0016/0040] 1230/4800, lr:5.0e-05 ∣ avg_100 : 32025.509798 ∣ critic_nllloss : 26102.938281 ∣ critic_ganloss : -215.482486 ∣ generator_nllloss : 5177.202344 ∣ generator_ganloss : 1002.840869 ∣     [  std_z : 0.99  real_sub_fake : 1022.32 ]
[  epoch 0016/0040] 1240/4800, lr:5.0e-05 ∣ avg_100 : 32022.315160 ∣ critic_nllloss : 26141.521484 ∣ critic_ganloss : -176.168973 ∣ generator_nllloss : 5174.033594 ∣ generator_ganloss : 984.679639 ∣  [  std_z : 1.00  real_sub_fake : 703.19 ]
[  epoch 0016/0040] 1250/4800, lr:5.0e-05 ∣ avg_100 : 32022.806826 ∣ critic_nllloss : 26236.826172 ∣ critic_ganloss : -190.328163 ∣ generator_nllloss : 5234.849609 ∣ generator_ganloss : 979.938867 ∣  [  std_z : 1.00  real_sub_fake : 625.40 ]
[  epoch 0016/0040] 1260/4800, lr:5.0e-05 ∣ avg_100 : 32020.733744 ∣ critic_nllloss : 26116.170703 ∣ critic_ganloss : -182.877361 ∣ generator_nllloss : 5207.866797 ∣ generator_ganloss : 970.443506 ∣  [  std_z : 0.99  real_sub_fake : 657.60 ]
[  epoch 0016/0040] 1270/4800, lr:5.0e-05 ∣ avg_100 : 32020.931458 ∣ critic_nllloss : 26046.644531 ∣ critic_ganloss : -172.174146 ∣ generator_nllloss : 5167.399219 ∣ generator_ganloss : 948.990820 ∣  [  std_z : 0.98  real_sub_fake : 802.88 ]
[  epoch 0016/0040] 1280/4800, lr:5.0e-05 ∣ avg_100 : 32023.983699 ∣ critic_nllloss : 26160.462305 ∣ critic_ganloss : -209.123477 ∣ generator_nllloss : 5304.268555 ∣ generator_ganloss : 968.975977 ∣  [  std_z : 0.98  real_sub_fake : 758.21 ]
[  epoch 0016/0040] 1290/4800, lr:5.0e-05 ∣ avg_100 : 32028.051194 ∣ critic_nllloss : 26153.558203 ∣ critic_ganloss : -165.675266 ∣ generator_nllloss : 5171.293164 ∣ generator_ganloss : 975.714697 ∣  [  std_z : 1.00  real_sub_fake : 761.82 ]
[  epoch 0016/0040] 1300/4800, lr:5.0e-05 ∣ avg_100 : 32027.860638 ∣ critic_nllloss : 25891.287695 ∣ critic_ganloss : -244.004552 ∣ generator_nllloss : 5249.617969 ∣ generator_ganloss : 954.147021 ∣  [  std_z : 1.00  real_sub_fake : 745.43 ]
[  epoch 0016/0040] 1310/4800, lr:5.0e-05 ∣ avg_100 : 32029.920611 ∣ critic_nllloss : 26041.348828 ∣ critic_ganloss : -250.526247 ∣ generator_nllloss : 5193.148633 ∣ generator_ganloss : 969.055127 ∣  [  std_z : 1.00  real_sub_fake : 790.86 ]
[  epoch 0016/0040] 1320/4800, lr:5.0e-05 ∣ avg_100 : 32033.239123 ∣ critic_nllloss : 26020.797461 ∣ critic_ganloss : -178.970264 ∣ generator_nllloss : 5143.515625 ∣ generator_ganloss : 970.486768 ∣  [  std_z : 0.98  real_sub_fake : 858.02 ]
[  epoch 0016/0040] 1330/4800, lr:5.0e-05 ∣ avg_100 : 32034.630346 ∣ critic_nllloss : 26105.039062 ∣ critic_ganloss : -239.755704 ∣ generator_nllloss : 5201.770703 ∣ generator_ganloss : 972.027783 ∣  [  std_z : 0.98  real_sub_fake : 871.90 ]
[  epoch 0016/0040] 1340/4800, lr:5.0e-05 ∣ avg_100 : 32037.374602 ∣ critic_nllloss : 26076.647266 ∣ critic_ganloss : -218.815211 ∣ generator_nllloss : 5184.571875 ∣ generator_ganloss : 981.596924 ∣  [  std_z : 0.99  real_sub_fake : 875.87 ]
[  epoch 0016/0040] 1350/4800, lr:5.0e-05 ∣ avg_100 : 32032.306101 ∣ critic_nllloss : 26059.102148 ∣ critic_ganloss : -219.079796 ∣ generator_nllloss : 5210.564258 ∣ generator_ganloss : 954.784082 ∣  [  std_z : 0.99  real_sub_fake : 676.99 ]
[  epoch 0016/0040] 1360/4800, lr:5.0e-05 ∣ avg_100 : 32032.154500 ∣ critic_nllloss : 26121.892383 ∣ critic_ganloss : -210.507065 ∣ generator_nllloss : 5268.410742 ∣ generator_ganloss : 917.459375 ∣  [  std_z : 1.00  real_sub_fake : 925.50 ]
[  epoch 0016/0040] 1370/4800, lr:5.0e-05 ∣ avg_100 : 32033.620569 ∣ critic_nllloss : 26076.379883 ∣ critic_ganloss : -193.316731 ∣ generator_nllloss : 5269.443359 ∣ generator_ganloss : 961.593457 ∣  [  std_z : 1.00  real_sub_fake : 649.48 ]
[  epoch 0016/0040] 1380/4800, lr:5.0e-05 ∣ avg_100 : 32030.403543 ∣ critic_nllloss : 26194.453125 ∣ critic_ganloss : -205.391859 ∣ generator_nllloss : 5221.067969 ∣ generator_ganloss : 943.138281 ∣  [  std_z : 0.99  real_sub_fake : 756.97 ]
[  epoch 0016/0040] 1390/4800, lr:5.0e-05 ∣ avg_100 : 32033.207561 ∣ critic_nllloss : 26307.455078 ∣ critic_ganloss : -189.818286 ∣ generator_nllloss : 5249.932031 ∣ generator_ganloss : 967.403418 ∣  [  std_z : 0.99  real_sub_fake : 753.29 ]
[  epoch 0016/0040] 1400/4800, lr:5.0e-05 ∣ avg_100 : 32038.085378 ∣ critic_nllloss : 26201.106836 ∣ critic_ganloss : -180.892686 ∣ generator_nllloss : 5270.342188 ∣ generator_ganloss : 997.100244 ∣  [  std_z : 0.99  real_sub_fake : 830.07 ]
[  epoch 0016/0040] 1410/4800, lr:5.0e-05 ∣ avg_100 : 32039.929427 ∣ critic_nllloss : 26198.566211 ∣ critic_ganloss : -217.275423 ∣ generator_nllloss : 5258.289258 ∣ generator_ganloss : 995.797217 ∣  [  std_z : 0.99  real_sub_fake : 840.28 ]
[  epoch 0016/0040] 1420/4800, lr:5.0e-05 ∣ avg_100 : 32039.642600 ∣ critic_nllloss : 26073.608203 ∣ critic_ganloss : -259.932568 ∣ generator_nllloss : 5228.802539 ∣ generator_ganloss : 975.958887 ∣  [  std_z : 0.98  real_sub_fake : 752.88 ]
[  epoch 0016/0040] 1430/4800, lr:5.0e-05 ∣ avg_100 : 32039.655407 ∣ critic_nllloss : 26221.021094 ∣ critic_ganloss : -157.845023 ∣ generator_nllloss : 5314.261719 ∣ generator_ganloss : 935.494336 ∣  [  std_z : 0.99  real_sub_fake : 854.75 ]
[  epoch 0016/0040] 1440/4800, lr:5.0e-05 ∣ avg_100 : 32040.063083 ∣ critic_nllloss : 25947.388477 ∣ critic_ganloss : -226.763789 ∣ generator_nllloss : 5245.215625 ∣ generator_ganloss : 976.228662 ∣  [  std_z : 1.00  real_sub_fake : 699.77 ]
[  epoch 0016/0040] 1450/4800, lr:5.0e-05 ∣ avg_100 : 32040.686022 ∣ critic_nllloss : 26191.284180 ∣ critic_ganloss : -228.139983 ∣ generator_nllloss : 5269.260938 ∣ generator_ganloss : 960.015137 ∣  [  std_z : 1.00  real_sub_fake : 837.00 ]
[  epoch 0016/0040] 1460/4800, lr:5.0e-05 ∣ avg_100 : 32040.844883 ∣ critic_nllloss : 26172.924023 ∣ critic_ganloss : -263.552115 ∣ generator_nllloss : 5172.402930 ∣ generator_ganloss : 971.742676 ∣  [  std_z : 0.99  real_sub_fake : 919.03 ]
[  epoch 0016/0040] 1470/4800, lr:5.0e-05 ∣ avg_100 : 32038.596767 ∣ critic_nllloss : 26108.260156 ∣ critic_ganloss : -232.613657 ∣ generator_nllloss : 5280.414844 ∣ generator_ganloss : 964.257959 ∣  [  std_z : 0.98  real_sub_fake : 963.94 ]
[  epoch 0016/0040] 1480/4800, lr:5.0e-05 ∣ avg_100 : 32039.239447 ∣ critic_nllloss : 26155.113281 ∣ critic_ganloss : -190.449030 ∣ generator_nllloss : 5168.106445 ∣ generator_ganloss : 981.969922 ∣  [  std_z : 0.98  real_sub_fake : 815.76 ]
[  epoch 0016/0040] 1490/4800, lr:5.0e-05 ∣ avg_100 : 32039.158796 ∣ critic_nllloss : 25934.731641 ∣ critic_ganloss : -94.339986 ∣ generator_nllloss : 5191.467188 ∣ generator_ganloss : 973.365820 ∣   [  std_z : 0.99  real_sub_fake : 248.45 ]
[  epoch 0016/0040] 1500/4800, lr:5.0e-05 ∣ avg_100 : 32039.833521 ∣ critic_nllloss : 26072.229492 ∣ critic_ganloss : -111.644293 ∣ generator_nllloss : 5171.942969 ∣ generator_ganloss : 914.365771 ∣  [  std_z : 0.98  real_sub_fake : 362.30 ]
[  epoch 0016/0040] 1510/4800, lr:5.0e-05 ∣ avg_100 : 32037.221393 ∣ critic_nllloss : 25821.016016 ∣ critic_ganloss : -154.858018 ∣ generator_nllloss : 5228.433008 ∣ generator_ganloss : 903.725439 ∣  [  std_z : 0.99  real_sub_fake : 489.72 ]
[  epoch 0016/0040] 1520/4800, lr:5.0e-05 ∣ avg_100 : 32035.314988 ∣ critic_nllloss : 25985.934766 ∣ critic_ganloss : -223.567937 ∣ generator_nllloss : 5267.237500 ∣ generator_ganloss : 888.596680 ∣  [  std_z : 0.98  real_sub_fake : 752.70 ]
[  epoch 0016/0040] 1530/4800, lr:5.0e-05 ∣ avg_100 : 32031.516664 ∣ critic_nllloss : 25956.380078 ∣ critic_ganloss : -176.499692 ∣ generator_nllloss : 5122.376562 ∣ generator_ganloss : 897.617822 ∣  [  std_z : 1.00  real_sub_fake : 785.45 ]
[  epoch 0016/0040] 1540/4800, lr:5.0e-05 ∣ avg_100 : 32032.998364 ∣ critic_nllloss : 26077.318359 ∣ critic_ganloss : -180.416054 ∣ generator_nllloss : 5246.520508 ∣ generator_ganloss : 930.471338 ∣  [  std_z : 1.00  real_sub_fake : 631.30 ]
[  epoch 0016/0040] 1550/4800, lr:5.0e-05 ∣ avg_100 : 32031.660779 ∣ critic_nllloss : 26052.453711 ∣ critic_ganloss : -156.484923 ∣ generator_nllloss : 5181.754492 ∣ generator_ganloss : 925.525342 ∣  [  std_z : 0.99  real_sub_fake : 649.02 ]
[  epoch 0016/0040] 1560/4800, lr:5.0e-05 ∣ avg_100 : 32031.745079 ∣ critic_nllloss : 25920.825977 ∣ critic_ganloss : -190.726715 ∣ generator_nllloss : 5155.712695 ∣ generator_ganloss : 944.522852 ∣  [  std_z : 0.99  real_sub_fake : 697.09 ]
[  epoch 0016/0040] 1570/4800, lr:5.0e-05 ∣ avg_100 : 32034.660192 ∣ critic_nllloss : 26088.951367 ∣ critic_ganloss : -228.412067 ∣ generator_nllloss : 5212.062305 ∣ generator_ganloss : 958.685547 ∣  [  std_z : 1.00  real_sub_fake : 858.12 ]
[  epoch 0016/0040] 1580/4800, lr:5.0e-05 ∣ avg_100 : 32033.646682 ∣ critic_nllloss : 26031.935352 ∣ critic_ganloss : -213.037111 ∣ generator_nllloss : 5191.409180 ∣ generator_ganloss : 947.407422 ∣  [  std_z : 0.99  real_sub_fake : 869.88 ]
[  epoch 0016/0040] 1590/4800, lr:5.0e-05 ∣ avg_100 : 32033.175714 ∣ critic_nllloss : 26101.701953 ∣ critic_ganloss : -232.817429 ∣ generator_nllloss : 5282.628906 ∣ generator_ganloss : 919.170117 ∣  [  std_z : 1.00  real_sub_fake : 895.45 ]
[  epoch 0016/0040] 1600/4800, lr:5.0e-05 ∣ avg_100 : 32033.292842 ∣ critic_nllloss : 26096.573633 ∣ critic_ganloss : -279.383585 ∣ generator_nllloss : 5147.769531 ∣ generator_ganloss : 945.460596 ∣  [  std_z : 0.99  real_sub_fake : 863.17 ]
[  epoch 0016/0040] 1610/4800, lr:5.0e-05 ∣ avg_100 : 32035.592350 ∣ critic_nllloss : 26030.770313 ∣ critic_ganloss : -211.349901 ∣ generator_nllloss : 5246.797266 ∣ generator_ganloss : 923.195801 ∣  [  std_z : 0.98  real_sub_fake : 827.80 ]
[  epoch 0016/0040] 1620/4800, lr:5.0e-05 ∣ avg_100 : 32032.519814 ∣ critic_nllloss : 25968.083398 ∣ critic_ganloss : -242.298308 ∣ generator_nllloss : 5268.940820 ∣ generator_ganloss : 942.743359 ∣  [  std_z : 0.98  real_sub_fake : 882.60 ]
[  epoch 0016/0040] 1630/4800, lr:5.0e-05 ∣ avg_100 : 32035.830429 ∣ critic_nllloss : 26154.348242 ∣ critic_ganloss : -219.765820 ∣ generator_nllloss : 5296.836719 ∣ generator_ganloss : 964.819873 ∣  [  std_z : 0.98  real_sub_fake : 837.53 ]
[  epoch 0016/0040] 1640/4800, lr:5.0e-05 ∣ avg_100 : 32039.716491 ∣ critic_nllloss : 26265.555469 ∣ critic_ganloss : -247.308557 ∣ generator_nllloss : 5321.722656 ∣ generator_ganloss : 959.725684 ∣  [  std_z : 0.99  real_sub_fake : 963.49 ]
[  epoch 0016/0040] 1650/4800, lr:5.0e-05 ∣ avg_100 : 32041.685368 ∣ critic_nllloss : 25942.100195 ∣ critic_ganloss : -245.564291 ∣ generator_nllloss : 5212.730469 ∣ generator_ganloss : 958.850391 ∣  [  std_z : 0.99  real_sub_fake : 872.57 ]
[  epoch 0016/0040] 1660/4800, lr:5.0e-05 ∣ avg_100 : 32037.957642 ∣ critic_nllloss : 26066.279883 ∣ critic_ganloss : -308.146756 ∣ generator_nllloss : 5198.296875 ∣ generator_ganloss : 959.308887 ∣  [  std_z : 0.99  real_sub_fake : 1010.32 ]
[  epoch 0016/0040] 1670/4800, lr:5.0e-05 ∣ avg_100 : 32035.286628 ∣ critic_nllloss : 26000.326172 ∣ critic_ganloss : -264.054077 ∣ generator_nllloss : 5149.679883 ∣ generator_ganloss : 933.659277 ∣  [  std_z : 1.00  real_sub_fake : 1246.93 ]
[  epoch 0016/0040] 1680/4800, lr:5.0e-05 ∣ avg_100 : 32037.700961 ∣ critic_nllloss : 26161.733984 ∣ critic_ganloss : -121.978484 ∣ generator_nllloss : 5183.456250 ∣ generator_ganloss : 1004.816260 ∣     [  std_z : 1.00  real_sub_fake : 630.97 ]
[  epoch 0016/0040] 1690/4800, lr:5.0e-05 ∣ avg_100 : 32042.386180 ∣ critic_nllloss : 26177.326953 ∣ critic_ganloss : -176.193184 ∣ generator_nllloss : 5264.344922 ∣ generator_ganloss : 979.811182 ∣  [  std_z : 0.99  real_sub_fake : 604.90 ]
[  epoch 0016/0040] 1700/4800, lr:5.0e-05 ∣ avg_100 : 32044.338691 ∣ critic_nllloss : 26294.499023 ∣ critic_ganloss : -231.216092 ∣ generator_nllloss : 5266.504687 ∣ generator_ganloss : 986.919531 ∣  [  std_z : 0.99  real_sub_fake : 762.64 ]
[  epoch 0016/0040] 1710/4800, lr:5.0e-05 ∣ avg_100 : 32048.692247 ∣ critic_nllloss : 26314.578125 ∣ critic_ganloss : -269.978459 ∣ generator_nllloss : 5345.855859 ∣ generator_ganloss : 975.446289 ∣  [  std_z : 0.99  real_sub_fake : 966.99 ]
[  epoch 0016/0040] 1720/4800, lr:5.0e-05 ∣ avg_100 : 32049.204388 ∣ critic_nllloss : 25898.503516 ∣ critic_ganloss : -159.765346 ∣ generator_nllloss : 5260.504883 ∣ generator_ganloss : 1001.097168 ∣     [  std_z : 0.99  real_sub_fake : 835.35 ]
[  epoch 0016/0040] 1730/4800, lr:5.0e-05 ∣ avg_100 : 32050.425242 ∣ critic_nllloss : 26117.966797 ∣ critic_ganloss : -194.159677 ∣ generator_nllloss : 5221.831641 ∣ generator_ganloss : 976.008496 ∣  [  std_z : 0.99  real_sub_fake : 654.67 ]
[  epoch 0016/0040] 1740/4800, lr:5.0e-05 ∣ avg_100 : 32045.772641 ∣ critic_nllloss : 25810.389258 ∣ critic_ganloss : -152.758023 ∣ generator_nllloss : 5130.173047 ∣ generator_ganloss : 931.254248 ∣  [  std_z : 0.98  real_sub_fake : 696.92 ]
[  epoch 0016/0040] 1750/4800, lr:5.0e-05 ∣ avg_100 : 32042.851767 ∣ critic_nllloss : 26009.002539 ∣ critic_ganloss : -206.540845 ∣ generator_nllloss : 5150.143750 ∣ generator_ganloss : 941.464795 ∣  [  std_z : 1.00  real_sub_fake : 647.49 ]
[  epoch 0016/0040] 1760/4800, lr:5.0e-05 ∣ avg_100 : 32038.796007 ∣ critic_nllloss : 25851.297461 ∣ critic_ganloss : -204.399995 ∣ generator_nllloss : 5185.317773 ∣ generator_ganloss : 928.479199 ∣  [  std_z : 1.00  real_sub_fake : 797.06 ]
[  epoch 0016/0040] 1770/4800, lr:5.0e-05 ∣ avg_100 : 32035.768758 ∣ critic_nllloss : 25879.339648 ∣ critic_ganloss : -173.442326 ∣ generator_nllloss : 5090.349219 ∣ generator_ganloss : 936.068164 ∣  [  std_z : 0.99  real_sub_fake : 751.55 ]
[  epoch 0016/0040] 1780/4800, lr:5.0e-05 ∣ avg_100 : 32036.332899 ∣ critic_nllloss : 26147.846484 ∣ critic_ganloss : -262.637178 ∣ generator_nllloss : 5235.208984 ∣ generator_ganloss : 916.119824 ∣  [  std_z : 0.98  real_sub_fake : 876.46 ]
[  epoch 0016/0040] 1790/4800, lr:5.0e-05 ∣ avg_100 : 32037.264998 ∣ critic_nllloss : 26025.120898 ∣ critic_ganloss : -284.743852 ∣ generator_nllloss : 5278.325000 ∣ generator_ganloss : 921.501270 ∣  [  std_z : 0.98  real_sub_fake : 977.33 ]
[  epoch 0016/0040] 1800/4800, lr:5.0e-05 ∣ avg_100 : 32035.465045 ∣ critic_nllloss : 26085.000586 ∣ critic_ganloss : -282.114297 ∣ generator_nllloss : 5241.415820 ∣ generator_ganloss : 944.301318 ∣  [  std_z : 0.99  real_sub_fake : 981.03 ]
[  epoch 0016/0040] 1810/4800, lr:5.0e-05 ∣ avg_100 : 32038.140741 ∣ critic_nllloss : 26150.668750 ∣ critic_ganloss : -143.582248 ∣ generator_nllloss : 5264.703516 ∣ generator_ganloss : 1002.502930 ∣     [  std_z : 1.00  real_sub_fake : 774.59 ]
[  epoch 0016/0040] 1820/4800, lr:5.0e-05 ∣ avg_100 : 32041.150112 ∣ critic_nllloss : 26178.112305 ∣ critic_ganloss : -238.202483 ∣ generator_nllloss : 5229.858398 ∣ generator_ganloss : 978.902051 ∣  [  std_z : 1.00  real_sub_fake : 745.21 ]
[  epoch 0016/0040] 1830/4800, lr:5.0e-05 ∣ avg_100 : 32041.033696 ∣ critic_nllloss : 26248.816602 ∣ critic_ganloss : -233.819583 ∣ generator_nllloss : 5140.807617 ∣ generator_ganloss : 999.579883 ∣  [  std_z : 0.99  real_sub_fake : 829.70 ]
[  epoch 0016/0040] 1840/4800, lr:5.0e-05 ∣ avg_100 : 32041.655060 ∣ critic_nllloss : 26202.307227 ∣ critic_ganloss : -323.965814 ∣ generator_nllloss : 5173.000000 ∣ generator_ganloss : 997.350049 ∣  [  std_z : 0.99  real_sub_fake : 1056.06 ]
[  epoch 0016/0040] 1850/4800, lr:5.0e-05 ∣ avg_100 : 32043.262078 ∣ critic_nllloss : 26342.374414 ∣ critic_ganloss : -188.443552 ∣ generator_nllloss : 5275.359766 ∣ generator_ganloss : 1041.393359 ∣     [  std_z : 1.00  real_sub_fake : 1184.47 ]
[  epoch 0016/0040] 1860/4800, lr:5.0e-05 ∣ avg_100 : 32041.509849 ∣ critic_nllloss : 25776.958789 ∣ critic_ganloss : -193.725098 ∣ generator_nllloss : 5146.366992 ∣ generator_ganloss : 1002.182031 ∣     [  std_z : 1.00  real_sub_fake : 757.27 ]
[  epoch 0016/0040] 1870/4800, lr:5.0e-05 ∣ avg_100 : 32042.826236 ∣ critic_nllloss : 26285.593555 ∣ critic_ganloss : -202.992230 ∣ generator_nllloss : 5224.696875 ∣ generator_ganloss : 970.994141 ∣  [  std_z : 0.98  real_sub_fake : 762.48 ]
[  epoch 0016/0040] 1880/4800, lr:5.0e-05 ∣ avg_100 : 32041.607283 ∣ critic_nllloss : 25904.827539 ∣ critic_ganloss : -193.160165 ∣ generator_nllloss : 5134.359570 ∣ generator_ganloss : 968.442285 ∣  [  std_z : 0.98  real_sub_fake : 646.68 ]
[  epoch 0016/0040] 1890/4800, lr:5.0e-05 ∣ avg_100 : 32041.401592 ∣ critic_nllloss : 26129.490625 ∣ critic_ganloss : -219.236523 ∣ generator_nllloss : 5169.315039 ∣ generator_ganloss : 960.771094 ∣  [  std_z : 0.98  real_sub_fake : 761.14 ]
[  epoch 0016/0040] 1900/4800, lr:5.0e-05 ∣ avg_100 : 32040.868562 ∣ critic_nllloss : 25895.857617 ∣ critic_ganloss : -184.282841 ∣ generator_nllloss : 5210.895117 ∣ generator_ganloss : 925.435889 ∣  [  std_z : 1.00  real_sub_fake : 768.62 ]
[  epoch 0016/0040] 1910/4800, lr:5.0e-05 ∣ avg_100 : 32041.362417 ∣ critic_nllloss : 26099.794336 ∣ critic_ganloss : -179.660921 ∣ generator_nllloss : 5197.600000 ∣ generator_ganloss : 950.578516 ∣  [  std_z : 1.01  real_sub_fake : 684.68 ]
[  epoch 0016/0040] 1920/4800, lr:5.0e-05 ∣ avg_100 : 32044.610506 ∣ critic_nllloss : 26218.296680 ∣ critic_ganloss : -263.379430 ∣ generator_nllloss : 5259.235742 ∣ generator_ganloss : 932.756885 ∣  [  std_z : 0.99  real_sub_fake : 780.93 ]
[  epoch 0016/0040] 1930/4800, lr:5.0e-05 ∣ avg_100 : 32043.182263 ∣ critic_nllloss : 25838.885937 ∣ critic_ganloss : -302.785039 ∣ generator_nllloss : 5244.803125 ∣ generator_ganloss : 942.642041 ∣  [  std_z : 0.97  real_sub_fake : 966.37 ]
[  epoch 0016/0040] 1940/4800, lr:5.0e-05 ∣ avg_100 : 32042.409314 ∣ critic_nllloss : 25888.787305 ∣ critic_ganloss : -174.023129 ∣ generator_nllloss : 5243.273047 ∣ generator_ganloss : 974.552832 ∣  [  std_z : 0.96  real_sub_fake : 985.83 ]
[  epoch 0016/0040] 1950/4800, lr:5.0e-05 ∣ avg_100 : 32043.233632 ∣ critic_nllloss : 26047.904102 ∣ critic_ganloss : -209.203571 ∣ generator_nllloss : 5313.097266 ∣ generator_ganloss : 957.893066 ∣  [  std_z : 0.97  real_sub_fake : 656.53 ]
[  epoch 0016/0040] 1960/4800, lr:5.0e-05 ∣ avg_100 : 32042.080248 ∣ critic_nllloss : 26046.508008 ∣ critic_ganloss : -156.458775 ∣ generator_nllloss : 5196.533008 ∣ generator_ganloss : 989.591699 ∣  [  std_z : 0.99  real_sub_fake : 574.50 ]
[  epoch 0016/0040] 1970/4800, lr:5.0e-05 ∣ avg_100 : 32049.857962 ∣ critic_nllloss : 26377.442578 ∣ critic_ganloss : -194.037177 ∣ generator_nllloss : 5254.217578 ∣ generator_ganloss : 956.260645 ∣  [  std_z : 1.01  real_sub_fake : 793.27 ]
[  epoch 0016/0040] 1980/4800, lr:5.0e-05 ∣ avg_100 : 32051.259406 ∣ critic_nllloss : 25976.826953 ∣ critic_ganloss : -232.633012 ∣ generator_nllloss : 5262.625391 ∣ generator_ganloss : 975.012158 ∣  [  std_z : 1.00  real_sub_fake : 766.09 ]
[  epoch 0016/0040] 1990/4800, lr:5.0e-05 ∣ avg_100 : 32049.795517 ∣ critic_nllloss : 25763.819727 ∣ critic_ganloss : -228.343015 ∣ generator_nllloss : 5169.371875 ∣ generator_ganloss : 971.464697 ∣  [  std_z : 0.98  real_sub_fake : 832.72 ]
[  epoch 0016/0040] 2000/4800, lr:5.0e-05 ∣ avg_100 : 32052.089121 ∣ critic_nllloss : 26260.841797 ∣ critic_ganloss : -195.282712 ∣ generator_nllloss : 5220.319922 ∣ generator_ganloss : 964.159961 ∣  [  std_z : 0.97  real_sub_fake : 928.46 ]
[  epoch 0016/0040] 2010/4800, lr:5.0e-05 ∣ avg_100 : 32052.688404 ∣ critic_nllloss : 26112.679883 ∣ critic_ganloss : -217.956860 ∣ generator_nllloss : 5246.733398 ∣ generator_ganloss : 969.523340 ∣  [  std_z : 0.98  real_sub_fake : 787.49 ]
[  epoch 0016/0040] 2020/4800, lr:5.0e-05 ∣ avg_100 : 32054.788026 ∣ critic_nllloss : 26170.327539 ∣ critic_ganloss : -201.382887 ∣ generator_nllloss : 5271.781250 ∣ generator_ganloss : 947.240332 ∣  [  std_z : 0.99  real_sub_fake : 738.13 ]
[  epoch 0016/0040] 2030/4800, lr:5.0e-05 ∣ avg_100 : 32056.086550 ∣ critic_nllloss : 26232.398242 ∣ critic_ganloss : -264.214445 ∣ generator_nllloss : 5219.666602 ∣ generator_ganloss : 956.175830 ∣  [  std_z : 1.00  real_sub_fake : 852.25 ]
[  epoch 0016/0040] 2040/4800, lr:5.0e-05 ∣ avg_100 : 32063.318672 ∣ critic_nllloss : 26400.818555 ∣ critic_ganloss : -215.242397 ∣ generator_nllloss : 5321.019727 ∣ generator_ganloss : 974.036719 ∣  [  std_z : 1.00  real_sub_fake : 896.52 ]
[  epoch 0016/0040] 2050/4800, lr:5.0e-05 ∣ avg_100 : 32058.277934 ∣ critic_nllloss : 25971.259180 ∣ critic_ganloss : -237.670351 ∣ generator_nllloss : 5138.466797 ∣ generator_ganloss : 956.974707 ∣  [  std_z : 0.99  real_sub_fake : 822.76 ]
[  epoch 0016/0040] 2060/4800, lr:5.0e-05 ∣ avg_100 : 32058.085400 ∣ critic_nllloss : 26048.355664 ∣ critic_ganloss : -231.641325 ∣ generator_nllloss : 5213.518359 ∣ generator_ganloss : 1008.140479 ∣     [  std_z : 0.99  real_sub_fake : 912.04 ]
[  epoch 0016/0040] 2070/4800, lr:5.0e-05 ∣ avg_100 : 32057.009099 ∣ critic_nllloss : 26020.289062 ∣ critic_ganloss : -198.662297 ∣ generator_nllloss : 5244.186523 ∣ generator_ganloss : 998.500293 ∣  [  std_z : 0.99  real_sub_fake : 819.56 ]
[  epoch 0016/0040] 2080/4800, lr:5.0e-05 ∣ avg_100 : 32059.896222 ∣ critic_nllloss : 26197.735352 ∣ critic_ganloss : -209.666307 ∣ generator_nllloss : 5226.727734 ∣ generator_ganloss : 987.032178 ∣  [  std_z : 1.00  real_sub_fake : 704.34 ]
[  epoch 0016/0040] 2090/4800, lr:5.0e-05 ∣ avg_100 : 32062.671225 ∣ critic_nllloss : 26083.149414 ∣ critic_ganloss : -222.810109 ∣ generator_nllloss : 5188.934766 ∣ generator_ganloss : 980.179639 ∣  [  std_z : 0.99  real_sub_fake : 752.47 ]
[  epoch 0016/0040] 2100/4800, lr:5.0e-05 ∣ avg_100 : 32061.613774 ∣ critic_nllloss : 26361.337891 ∣ critic_ganloss : -203.762700 ∣ generator_nllloss : 5227.647852 ∣ generator_ganloss : 971.715527 ∣  [  std_z : 0.99  real_sub_fake : 999.05 ]
[  epoch 0016/0040] 2110/4800, lr:5.0e-05 ∣ avg_100 : 32060.975157 ∣ critic_nllloss : 26091.291406 ∣ critic_ganloss : -186.993726 ∣ generator_nllloss : 5189.482031 ∣ generator_ganloss : 1007.211816 ∣     [  std_z : 1.00  real_sub_fake : 597.48 ]
[  epoch 0016/0040] 2120/4800, lr:5.0e-05 ∣ avg_100 : 32060.417102 ∣ critic_nllloss : 26101.620898 ∣ critic_ganloss : -240.829066 ∣ generator_nllloss : 5198.089453 ∣ generator_ganloss : 967.103760 ∣  [  std_z : 0.99  real_sub_fake : 772.89 ]
[  epoch 0016/0040] 2130/4800, lr:5.0e-05 ∣ avg_100 : 32057.947203 ∣ critic_nllloss : 26071.347266 ∣ critic_ganloss : -214.434550 ∣ generator_nllloss : 5220.101562 ∣ generator_ganloss : 981.637305 ∣  [  std_z : 0.99  real_sub_fake : 839.07 ]
[  epoch 0016/0040] 2140/4800, lr:5.0e-05 ∣ avg_100 : 32056.490177 ∣ critic_nllloss : 26142.142383 ∣ critic_ganloss : -249.096979 ∣ generator_nllloss : 5213.234570 ∣ generator_ganloss : 970.713672 ∣  [  std_z : 0.99  real_sub_fake : 997.60 ]
[  epoch 0016/0040] 2150/4800, lr:5.0e-05 ∣ avg_100 : 32056.107820 ∣ critic_nllloss : 25969.940039 ∣ critic_ganloss : -212.765323 ∣ generator_nllloss : 5125.110937 ∣ generator_ganloss : 966.743457 ∣  [  std_z : 0.98  real_sub_fake : 966.28 ]
[  epoch 0016/0040] 2160/4800, lr:5.0e-05 ∣ avg_100 : 32053.374110 ∣ critic_nllloss : 26052.513867 ∣ critic_ganloss : -184.227899 ∣ generator_nllloss : 5201.629883 ∣ generator_ganloss : 962.100391 ∣  [  std_z : 0.99  real_sub_fake : 742.15 ]
[  epoch 0016/0040] 2170/4800, lr:5.0e-05 ∣ avg_100 : 32052.990640 ∣ critic_nllloss : 25890.036719 ∣ critic_ganloss : -208.141634 ∣ generator_nllloss : 5138.302148 ∣ generator_ganloss : 948.467090 ∣  [  std_z : 0.99  real_sub_fake : 643.11 ]
[  epoch 0016/0040] 2180/4800, lr:5.0e-05 ∣ avg_100 : 32051.819010 ∣ critic_nllloss : 26000.088867 ∣ critic_ganloss : -175.322452 ∣ generator_nllloss : 5161.018945 ∣ generator_ganloss : 948.252344 ∣  [  std_z : 1.00  real_sub_fake : 684.07 ]
[  epoch 0016/0040] 2190/4800, lr:5.0e-05 ∣ avg_100 : 32050.827575 ∣ critic_nllloss : 26051.399414 ∣ critic_ganloss : -242.358041 ∣ generator_nllloss : 5283.501953 ∣ generator_ganloss : 960.519629 ∣  [  std_z : 0.99  real_sub_fake : 772.19 ]
[  epoch 0016/0040] 2200/4800, lr:5.0e-05 ∣ avg_100 : 32050.283487 ∣ critic_nllloss : 26149.240625 ∣ critic_ganloss : -286.430299 ∣ generator_nllloss : 5213.964063 ∣ generator_ganloss : 955.543213 ∣  [  std_z : 0.98  real_sub_fake : 1037.27 ]
[  epoch 0016/0040] 2210/4800, lr:5.0e-05 ∣ avg_100 : 32053.871714 ∣ critic_nllloss : 26179.589453 ∣ critic_ganloss : -279.130695 ∣ generator_nllloss : 5228.555664 ∣ generator_ganloss : 988.165430 ∣  [  std_z : 0.98  real_sub_fake : 1101.67 ]
[  epoch 0016/0040] 2220/4800, lr:5.0e-05 ∣ avg_100 : 32054.371646 ∣ critic_nllloss : 26158.376563 ∣ critic_ganloss : -157.632538 ∣ generator_nllloss : 5239.354492 ∣ generator_ganloss : 992.802783 ∣  [  std_z : 0.99  real_sub_fake : 847.72 ]
[  epoch 0016/0040] 2230/4800, lr:5.0e-05 ∣ avg_100 : 32054.018427 ∣ critic_nllloss : 25977.682812 ∣ critic_ganloss : -141.680812 ∣ generator_nllloss : 5183.426953 ∣ generator_ganloss : 1012.748242 ∣     [  std_z : 1.00  real_sub_fake : 514.95 ]
[  epoch 0016/0040] 2240/4800, lr:5.0e-05 ∣ avg_100 : 32056.161172 ∣ critic_nllloss : 26234.032031 ∣ critic_ganloss : -151.638512 ∣ generator_nllloss : 5276.817969 ∣ generator_ganloss : 979.128760 ∣  [  std_z : 1.00  real_sub_fake : 655.23 ]
[  epoch 0016/0040] 2250/4800, lr:5.0e-05 ∣ avg_100 : 32052.460059 ∣ critic_nllloss : 25921.859180 ∣ critic_ganloss : -170.922922 ∣ generator_nllloss : 5141.925781 ∣ generator_ganloss : 998.313086 ∣  [  std_z : 1.00  real_sub_fake : 548.42 ]
[  epoch 0016/0040] 2260/4800, lr:5.0e-05 ∣ avg_100 : 32051.528902 ∣ critic_nllloss : 26030.732617 ∣ critic_ganloss : -237.034256 ∣ generator_nllloss : 5245.413281 ∣ generator_ganloss : 979.376270 ∣  [  std_z : 0.99  real_sub_fake : 815.25 ]
[  epoch 0016/0040] 2270/4800, lr:5.0e-05 ∣ avg_100 : 32049.785180 ∣ critic_nllloss : 25898.335156 ∣ critic_ganloss : -268.709909 ∣ generator_nllloss : 5204.840430 ∣ generator_ganloss : 982.022607 ∣  [  std_z : 0.98  real_sub_fake : 920.82 ]
[  epoch 0016/0040] 2280/4800, lr:5.0e-05 ∣ avg_100 : 32045.273428 ∣ critic_nllloss : 25923.781055 ∣ critic_ganloss : -291.338297 ∣ generator_nllloss : 5165.439062 ∣ generator_ganloss : 975.526318 ∣  [  std_z : 0.99  real_sub_fake : 1020.13 ]
[  epoch 0016/0040] 2290/4800, lr:5.0e-05 ∣ avg_100 : 32043.785144 ∣ critic_nllloss : 26018.500391 ∣ critic_ganloss : -275.297510 ∣ generator_nllloss : 5241.298047 ∣ generator_ganloss : 1001.561475 ∣     [  std_z : 0.99  real_sub_fake : 1157.09 ]
[  epoch 0016/0040] 2300/4800, lr:5.0e-05 ∣ avg_100 : 32047.974646 ∣ critic_nllloss : 26166.327734 ∣ critic_ganloss : -163.256482 ∣ generator_nllloss : 5250.071875 ∣ generator_ganloss : 1016.855225 ∣     [  std_z : 1.00  real_sub_fake : 724.79 ]
[  epoch 0016/0040] 2310/4800, lr:5.0e-05 ∣ avg_100 : 32050.583109 ∣ critic_nllloss : 26036.028125 ∣ critic_ganloss : -100.399933 ∣ generator_nllloss : 5242.388867 ∣ generator_ganloss : 1035.855615 ∣     [  std_z : 0.99  real_sub_fake : 528.88 ]
[  epoch 0016/0040] 2320/4800, lr:5.0e-05 ∣ avg_100 : 32053.162645 ∣ critic_nllloss : 25952.016016 ∣ critic_ganloss : -80.133737 ∣ generator_nllloss : 5270.707031 ∣ generator_ganloss : 1071.193848 ∣  [  std_z : 0.98  real_sub_fake : 244.64 ]
[  epoch 0016/0040] 2330/4800, lr:5.0e-05 ∣ avg_100 : 32054.499165 ∣ critic_nllloss : 26092.099219 ∣ critic_ganloss : -160.346777 ∣ generator_nllloss : 5215.905469 ∣ generator_ganloss : 1025.075879 ∣     [  std_z : 0.98  real_sub_fake : 449.29 ]
[  epoch 0016/0040] 2340/4800, lr:5.0e-05 ∣ avg_100 : 32055.259369 ∣ critic_nllloss : 26166.821875 ∣ critic_ganloss : -221.724966 ∣ generator_nllloss : 5176.826758 ∣ generator_ganloss : 978.097607 ∣  [  std_z : 0.99  real_sub_fake : 749.68 ]
[  epoch 0016/0040] 2350/4800, lr:5.0e-05 ∣ avg_100 : 32056.708646 ∣ critic_nllloss : 26154.220508 ∣ critic_ganloss : -245.143053 ∣ generator_nllloss : 5251.016016 ∣ generator_ganloss : 990.204932 ∣  [  std_z : 1.00  real_sub_fake : 1022.00 ]
[  epoch 0016/0040] 2360/4800, lr:5.0e-05 ∣ avg_100 : 32056.675304 ∣ critic_nllloss : 26065.920898 ∣ critic_ganloss : -248.418587 ∣ generator_nllloss : 5286.478125 ∣ generator_ganloss : 989.940820 ∣  [  std_z : 0.99  real_sub_fake : 957.03 ]
[  epoch 0016/0040] 2370/4800, lr:5.0e-05 ∣ avg_100 : 32059.626562 ∣ critic_nllloss : 26389.950586 ∣ critic_ganloss : -211.799292 ∣ generator_nllloss : 5236.800391 ∣ generator_ganloss : 994.274023 ∣  [  std_z : 0.99  real_sub_fake : 769.04 ]
[  epoch 0016/0040] 2380/4800, lr:5.0e-05 ∣ avg_100 : 32057.921129 ∣ critic_nllloss : 25969.301172 ∣ critic_ganloss : -205.551631 ∣ generator_nllloss : 5235.597461 ∣ generator_ganloss : 983.377295 ∣  [  std_z : 0.99  real_sub_fake : 797.97 ]
[  epoch 0016/0040] 2390/4800, lr:5.0e-05 ∣ avg_100 : 32054.374694 ∣ critic_nllloss : 26049.383984 ∣ critic_ganloss : -288.051315 ∣ generator_nllloss : 5237.673242 ∣ generator_ganloss : 981.322754 ∣  [  std_z : 0.99  real_sub_fake : 973.83 ]
[  epoch 0016/0040] 2400/4800, lr:5.0e-05 ∣ avg_100 : 32053.259114 ∣ critic_nllloss : 26188.864063 ∣ critic_ganloss : -283.709784 ∣ generator_nllloss : 5273.776953 ∣ generator_ganloss : 997.167383 ∣  [  std_z : 1.00  real_sub_fake : 1094.45 ]
[  epoch 0016/0040] 2410/4800, lr:5.0e-05 ∣ avg_100 : 32049.552335 ∣ critic_nllloss : 26058.738867 ∣ critic_ganloss : -349.732065 ∣ generator_nllloss : 5173.127344 ∣ generator_ganloss : 982.565234 ∣  [  std_z : 0.99  real_sub_fake : 1161.77 ]
[  epoch 0016/0040] 2420/4800, lr:5.0e-05 ∣ avg_100 : 32052.582374 ∣ critic_nllloss : 26178.712500 ∣ critic_ganloss : -187.966502 ∣ generator_nllloss : 5274.844141 ∣ generator_ganloss : 1055.850781 ∣     [  std_z : 1.00  real_sub_fake : 900.45 ]
[  epoch 0016/0040] 2430/4800, lr:5.0e-05 ∣ avg_100 : 32052.451784 ∣ critic_nllloss : 26030.936133 ∣ critic_ganloss : -89.748711 ∣ generator_nllloss : 5316.366211 ∣ generator_ganloss : 1042.319482 ∣  [  std_z : 1.00  real_sub_fake : 376.75 ]
[  epoch 0016/0040] 2440/4800, lr:5.0e-05 ∣ avg_100 : 32054.325309 ∣ critic_nllloss : 25986.537109 ∣ critic_ganloss : -93.978398 ∣ generator_nllloss : 5201.028516 ∣ generator_ganloss : 1035.834326 ∣  [  std_z : 0.99  real_sub_fake : 279.40 ]
[  epoch 0016/0040] 2450/4800, lr:5.0e-05 ∣ avg_100 : 32052.697402 ∣ critic_nllloss : 25911.952148 ∣ critic_ganloss : -89.567509 ∣ generator_nllloss : 5206.338672 ∣ generator_ganloss : 1000.906201 ∣  [  std_z : 0.98  real_sub_fake : 300.89 ]
[  epoch 0016/0040] 2460/4800, lr:5.0e-05 ∣ avg_100 : 32051.713272 ∣ critic_nllloss : 25900.580273 ∣ critic_ganloss : -144.043984 ∣ generator_nllloss : 5223.119336 ∣ generator_ganloss : 975.448926 ∣  [  std_z : 0.99  real_sub_fake : 457.99 ]
[  epoch 0016/0040] 2470/4800, lr:5.0e-05 ∣ avg_100 : 32053.202493 ∣ critic_nllloss : 26192.087500 ∣ critic_ganloss : -146.206538 ∣ generator_nllloss : 5220.728320 ∣ generator_ganloss : 1002.632129 ∣     [  std_z : 1.00  real_sub_fake : 582.61 ]
[  epoch 0016/0040] 2480/4800, lr:5.0e-05 ∣ avg_100 : 32052.860043 ∣ critic_nllloss : 26015.354883 ∣ critic_ganloss : -177.128163 ∣ generator_nllloss : 5197.858398 ∣ generator_ganloss : 1044.410449 ∣     [  std_z : 1.00  real_sub_fake : 584.13 ]
[  epoch 0016/0040] 2490/4800, lr:5.0e-05 ∣ avg_100 : 32053.173196 ∣ critic_nllloss : 25975.483594 ∣ critic_ganloss : -172.832666 ∣ generator_nllloss : 5208.623047 ∣ generator_ganloss : 1025.265967 ∣     [  std_z : 0.99  real_sub_fake : 687.83 ]
[  epoch 0016/0040] 2500/4800, lr:5.0e-05 ∣ avg_100 : 32053.295635 ∣ critic_nllloss : 26088.151367 ∣ critic_ganloss : -250.330931 ∣ generator_nllloss : 5242.901953 ∣ generator_ganloss : 978.415479 ∣  [  std_z : 0.99  real_sub_fake : 864.19 ]
[  epoch 0016/0040] 2510/4800, lr:5.0e-05 ∣ avg_100 : 32053.077808 ∣ critic_nllloss : 25822.485742 ∣ critic_ganloss : -208.972696 ∣ generator_nllloss : 5147.342383 ∣ generator_ganloss : 1015.678320 ∣     [  std_z : 0.98  real_sub_fake : 795.32 ]
[  epoch 0016/0040] 2520/4800, lr:5.0e-05 ∣ avg_100 : 32054.185758 ∣ critic_nllloss : 26061.231836 ∣ critic_ganloss : -253.993665 ∣ generator_nllloss : 5240.111328 ∣ generator_ganloss : 981.646484 ∣  [  std_z : 0.99  real_sub_fake : 928.25 ]
[  epoch 0016/0040] 2530/4800, lr:5.0e-05 ∣ avg_100 : 32058.811213 ∣ critic_nllloss : 26265.377930 ∣ critic_ganloss : -206.402449 ∣ generator_nllloss : 5219.375781 ∣ generator_ganloss : 984.069043 ∣  [  std_z : 1.00  real_sub_fake : 852.35 ]
[  epoch 0016/0040] 2540/4800, lr:5.0e-05 ∣ avg_100 : 32059.987808 ∣ critic_nllloss : 26223.896094 ∣ critic_ganloss : -205.177649 ∣ generator_nllloss : 5202.102930 ∣ generator_ganloss : 970.732275 ∣  [  std_z : 0.99  real_sub_fake : 843.26 ]
[  epoch 0016/0040] 2550/4800, lr:5.0e-05 ∣ avg_100 : 32061.440348 ∣ critic_nllloss : 26145.548633 ∣ critic_ganloss : -173.742052 ∣ generator_nllloss : 5162.593359 ∣ generator_ganloss : 1014.102734 ∣     [  std_z : 0.99  real_sub_fake : 692.69 ]
[  epoch 0016/0040] 2560/4800, lr:5.0e-05 ∣ avg_100 : 32061.103093 ∣ critic_nllloss : 25914.970508 ∣ critic_ganloss : -257.411656 ∣ generator_nllloss : 5159.511523 ∣ generator_ganloss : 979.538867 ∣  [  std_z : 0.99  real_sub_fake : 797.82 ]
[  epoch 0016/0040] 2570/4800, lr:5.0e-05 ∣ avg_100 : 32057.108164 ∣ critic_nllloss : 25852.175195 ∣ critic_ganloss : -279.153720 ∣ generator_nllloss : 5070.853516 ∣ generator_ganloss : 987.919238 ∣  [  std_z : 1.00  real_sub_fake : 999.48 ]
[  epoch 0016/0040] 2580/4800, lr:5.0e-05 ∣ avg_100 : 32058.533820 ∣ critic_nllloss : 26151.056641 ∣ critic_ganloss : -302.540906 ∣ generator_nllloss : 5249.917773 ∣ generator_ganloss : 1001.846973 ∣     [  std_z : 1.00  real_sub_fake : 1167.77 ]
[  epoch 0016/0040] 2590/4800, lr:5.0e-05 ∣ avg_100 : 32056.773765 ∣ critic_nllloss : 25988.482227 ∣ critic_ganloss : -257.495129 ∣ generator_nllloss : 5147.029883 ∣ generator_ganloss : 1016.661035 ∣     [  std_z : 0.99  real_sub_fake : 1193.96 ]
[  epoch 0016/0040] 2600/4800, lr:5.0e-05 ∣ avg_100 : 32056.838163 ∣ critic_nllloss : 25884.008398 ∣ critic_ganloss : -197.396999 ∣ generator_nllloss : 5175.129297 ∣ generator_ganloss : 1055.119336 ∣     [  std_z : 0.98  real_sub_fake : 778.20 ]
[  epoch 0016/0040] 2610/4800, lr:5.0e-05 ∣ avg_100 : 32056.374838 ∣ critic_nllloss : 25968.149609 ∣ critic_ganloss : -248.128442 ∣ generator_nllloss : 5193.939062 ∣ generator_ganloss : 1029.120703 ∣     [  std_z : 0.99  real_sub_fake : 723.30 ]
[  epoch 0016/0040] 2620/4800, lr:5.0e-05 ∣ avg_100 : 32056.492434 ∣ critic_nllloss : 26104.615820 ∣ critic_ganloss : -268.115140 ∣ generator_nllloss : 5121.653516 ∣ generator_ganloss : 991.074658 ∣  [  std_z : 0.99  real_sub_fake : 965.63 ]
[  epoch 0016/0040] 2630/4800, lr:5.0e-05 ∣ avg_100 : 32056.876262 ∣ critic_nllloss : 26172.176172 ∣ critic_ganloss : -148.789746 ∣ generator_nllloss : 5180.785547 ∣ generator_ganloss : 1030.449854 ∣     [  std_z : 1.00  real_sub_fake : 844.29 ]
[  epoch 0016/0040] 2640/4800, lr:5.0e-05 ∣ avg_100 : 32050.610659 ∣ critic_nllloss : 25701.427148 ∣ critic_ganloss : -141.394004 ∣ generator_nllloss : 5124.946094 ∣ generator_ganloss : 988.155713 ∣  [  std_z : 0.99  real_sub_fake : 456.14 ]
[  epoch 0016/0040] 2650/4800, lr:5.0e-05 ∣ avg_100 : 32054.393215 ∣ critic_nllloss : 26188.661523 ∣ critic_ganloss : -159.229331 ∣ generator_nllloss : 5242.690234 ∣ generator_ganloss : 974.250000 ∣  [  std_z : 1.00  real_sub_fake : 476.97 ]
[  epoch 0016/0040] 2660/4800, lr:5.0e-05 ∣ avg_100 : 32056.315035 ∣ critic_nllloss : 26020.466602 ∣ critic_ganloss : -182.837404 ∣ generator_nllloss : 5300.842578 ∣ generator_ganloss : 969.449121 ∣  [  std_z : 1.00  real_sub_fake : 629.99 ]
[  epoch 0016/0040] 2670/4800, lr:5.0e-05 ∣ avg_100 : 32059.843776 ∣ critic_nllloss : 26098.049219 ∣ critic_ganloss : -160.587241 ∣ generator_nllloss : 5261.355273 ∣ generator_ganloss : 973.668066 ∣  [  std_z : 0.98  real_sub_fake : 718.09 ]
[  epoch 0016/0040] 2680/4800, lr:5.0e-05 ∣ avg_100 : 32059.179477 ∣ critic_nllloss : 26059.987891 ∣ critic_ganloss : -212.948141 ∣ generator_nllloss : 5344.583984 ∣ generator_ganloss : 969.974365 ∣  [  std_z : 0.97  real_sub_fake : 739.59 ]
[  epoch 0016/0040] 2690/4800, lr:5.0e-05 ∣ avg_100 : 32055.878060 ∣ critic_nllloss : 25960.253711 ∣ critic_ganloss : -219.798126 ∣ generator_nllloss : 5192.849023 ∣ generator_ganloss : 981.843604 ∣  [  std_z : 0.98  real_sub_fake : 745.44 ]
[  epoch 0016/0040] 2700/4800, lr:5.0e-05 ∣ avg_100 : 32051.445821 ∣ critic_nllloss : 25998.384961 ∣ critic_ganloss : -235.980812 ∣ generator_nllloss : 5123.427148 ∣ generator_ganloss : 987.651953 ∣  [  std_z : 1.00  real_sub_fake : 858.15 ]
[  epoch 0016/0040] 2710/4800, lr:5.0e-05 ∣ avg_100 : 32045.675994 ∣ critic_nllloss : 25810.671680 ∣ critic_ganloss : -211.068449 ∣ generator_nllloss : 5212.521484 ∣ generator_ganloss : 976.794385 ∣  [  std_z : 1.00  real_sub_fake : 917.66 ]
[  epoch 0016/0040] 2720/4800, lr:5.0e-05 ∣ avg_100 : 32047.861172 ∣ critic_nllloss : 26151.090430 ∣ critic_ganloss : -199.588832 ∣ generator_nllloss : 5270.078320 ∣ generator_ganloss : 997.278076 ∣  [  std_z : 0.99  real_sub_fake : 806.82 ]
[  epoch 0016/0040] 2730/4800, lr:5.0e-05 ∣ avg_100 : 32047.961698 ∣ critic_nllloss : 26186.809961 ∣ critic_ganloss : -240.212993 ∣ generator_nllloss : 5203.357813 ∣ generator_ganloss : 981.745117 ∣  [  std_z : 0.99  real_sub_fake : 793.76 ]
[  epoch 0016/0040] 2740/4800, lr:5.0e-05 ∣ avg_100 : 32050.019484 ∣ critic_nllloss : 25953.575781 ∣ critic_ganloss : -219.414090 ∣ generator_nllloss : 5200.392187 ∣ generator_ganloss : 990.283252 ∣  [  std_z : 0.99  real_sub_fake : 840.95 ]
[  epoch 0016/0040] 2750/4800, lr:5.0e-05 ∣ avg_100 : 32052.839809 ∣ critic_nllloss : 26065.309180 ∣ critic_ganloss : -124.572813 ∣ generator_nllloss : 5218.708398 ∣ generator_ganloss : 1016.657910 ∣     [  std_z : 0.98  real_sub_fake : 705.48 ]
[  epoch 0016/0040] 2760/4800, lr:5.0e-05 ∣ avg_100 : 32055.931475 ∣ critic_nllloss : 26061.800195 ∣ critic_ganloss : -217.285678 ∣ generator_nllloss : 5237.448242 ∣ generator_ganloss : 987.898340 ∣  [  std_z : 0.98  real_sub_fake : 583.01 ]
[  epoch 0016/0040] 2770/4800, lr:5.0e-05 ∣ avg_100 : 32059.708907 ∣ critic_nllloss : 26174.942773 ∣ critic_ganloss : -261.820445 ∣ generator_nllloss : 5233.012695 ∣ generator_ganloss : 963.922900 ∣  [  std_z : 0.99  real_sub_fake : 824.46 ]
[  epoch 0016/0040] 2780/4800, lr:5.0e-05 ∣ avg_100 : 32058.920762 ∣ critic_nllloss : 25996.254297 ∣ critic_ganloss : -235.623924 ∣ generator_nllloss : 5238.643164 ∣ generator_ganloss : 958.450000 ∣  [  std_z : 0.99  real_sub_fake : 924.87 ]
[  epoch 0016/0040] 2790/4800, lr:5.0e-05 ∣ avg_100 : 32059.775766 ∣ critic_nllloss : 26122.889258 ∣ critic_ganloss : -278.929410 ∣ generator_nllloss : 5203.405469 ∣ generator_ganloss : 978.338428 ∣  [  std_z : 1.00  real_sub_fake : 970.39 ]
[  epoch 0016/0040] 2800/4800, lr:5.0e-05 ∣ avg_100 : 32065.115416 ∣ critic_nllloss : 26310.549023 ∣ critic_ganloss : -181.528011 ∣ generator_nllloss : 5364.844727 ∣ generator_ganloss : 1028.702734 ∣     [  std_z : 1.00  real_sub_fake : 786.88 ]
[  epoch 0016/0040] 2810/4800, lr:5.0e-05 ∣ avg_100 : 32062.183365 ∣ critic_nllloss : 25917.762500 ∣ critic_ganloss : -149.800369 ∣ generator_nllloss : 5214.315625 ∣ generator_ganloss : 998.810059 ∣  [  std_z : 0.99  real_sub_fake : 747.31 ]
[  epoch 0016/0040] 2820/4800, lr:5.0e-05 ∣ avg_100 : 32062.885780 ∣ critic_nllloss : 26236.139844 ∣ critic_ganloss : -208.531944 ∣ generator_nllloss : 5244.056250 ∣ generator_ganloss : 947.247607 ∣  [  std_z : 0.99  real_sub_fake : 797.04 ]
[  epoch 0016/0040] 2830/4800, lr:5.0e-05 ∣ avg_100 : 32062.382587 ∣ critic_nllloss : 26138.340234 ∣ critic_ganloss : -221.732320 ∣ generator_nllloss : 5218.153125 ∣ generator_ganloss : 970.304199 ∣  [  std_z : 0.99  real_sub_fake : 815.26 ]
[  epoch 0016/0040] 2840/4800, lr:5.0e-05 ∣ avg_100 : 32064.090704 ∣ critic_nllloss : 26145.838281 ∣ critic_ganloss : -202.338512 ∣ generator_nllloss : 5284.137500 ∣ generator_ganloss : 991.865918 ∣  [  std_z : 0.98  real_sub_fake : 772.93 ]
[  epoch 0016/0040] 2850/4800, lr:5.0e-05 ∣ avg_100 : 32057.818619 ∣ critic_nllloss : 25995.616406 ∣ critic_ganloss : -259.872771 ∣ generator_nllloss : 5145.716211 ∣ generator_ganloss : 962.015576 ∣  [  std_z : 0.98  real_sub_fake : 863.37 ]
[  epoch 0016/0040] 2860/4800, lr:5.0e-05 ∣ avg_100 : 32063.710303 ∣ critic_nllloss : 26170.102344 ∣ critic_ganloss : -145.215799 ∣ generator_nllloss : 5256.508789 ∣ generator_ganloss : 1039.555811 ∣     [  std_z : 1.00  real_sub_fake : 695.85 ]
[  epoch 0016/0040] 2870/4800, lr:5.0e-05 ∣ avg_100 : 32063.831695 ∣ critic_nllloss : 26227.695508 ∣ critic_ganloss : -168.212915 ∣ generator_nllloss : 5223.003711 ∣ generator_ganloss : 1007.945215 ∣     [  std_z : 1.00  real_sub_fake : 646.50 ]
[  epoch 0016/0040] 2880/4800, lr:5.0e-05 ∣ avg_100 : 32070.012225 ∣ critic_nllloss : 26269.624023 ∣ critic_ganloss : -174.493755 ∣ generator_nllloss : 5313.121289 ∣ generator_ganloss : 1024.270703 ∣     [  std_z : 1.00  real_sub_fake : 598.24 ]
[  epoch 0016/0040] 2890/4800, lr:5.0e-05 ∣ avg_100 : 32071.999315 ∣ critic_nllloss : 26156.219922 ∣ critic_ganloss : -203.779680 ∣ generator_nllloss : 5280.777734 ∣ generator_ganloss : 1005.831201 ∣     [  std_z : 0.97  real_sub_fake : 740.21 ]
[  epoch 0016/0040] 2900/4800, lr:5.0e-05 ∣ avg_100 : 32076.710116 ∣ critic_nllloss : 26251.789258 ∣ critic_ganloss : -154.153336 ∣ generator_nllloss : 5211.761523 ∣ generator_ganloss : 1009.588428 ∣     [  std_z : 0.98  real_sub_fake : 727.63 ]
[  epoch 0016/0040] 2910/4800, lr:5.0e-05 ∣ avg_100 : 32078.817057 ∣ critic_nllloss : 26191.101758 ∣ critic_ganloss : -216.441277 ∣ generator_nllloss : 5337.194531 ∣ generator_ganloss : 967.151025 ∣  [  std_z : 0.98  real_sub_fake : 721.63 ]
[  epoch 0016/0040] 2920/4800, lr:5.0e-05 ∣ avg_100 : 32077.340994 ∣ critic_nllloss : 26035.721094 ∣ critic_ganloss : -242.074156 ∣ generator_nllloss : 5245.149023 ∣ generator_ganloss : 960.507666 ∣  [  std_z : 0.99  real_sub_fake : 810.37 ]
[  epoch 0016/0040] 2930/4800, lr:5.0e-05 ∣ avg_100 : 32081.673001 ∣ critic_nllloss : 26185.160938 ∣ critic_ganloss : -225.366579 ∣ generator_nllloss : 5211.210742 ∣ generator_ganloss : 985.741602 ∣  [  std_z : 1.00  real_sub_fake : 873.48 ]
[  epoch 0016/0040] 2940/4800, lr:5.0e-05 ∣ avg_100 : 32083.425274 ∣ critic_nllloss : 26061.673242 ∣ critic_ganloss : -207.616365 ∣ generator_nllloss : 5274.741406 ∣ generator_ganloss : 979.019092 ∣  [  std_z : 1.00  real_sub_fake : 815.15 ]
[  epoch 0016/0040] 2950/4800, lr:5.0e-05 ∣ avg_100 : 32083.742209 ∣ critic_nllloss : 26154.902930 ∣ critic_ganloss : -247.783537 ∣ generator_nllloss : 5267.125977 ∣ generator_ganloss : 967.139063 ∣  [  std_z : 0.97  real_sub_fake : 879.79 ]
[  epoch 0016/0040] 2960/4800, lr:5.0e-05 ∣ avg_100 : 32082.062545 ∣ critic_nllloss : 25898.464648 ∣ critic_ganloss : -229.407204 ∣ generator_nllloss : 5242.062500 ∣ generator_ganloss : 997.087598 ∣  [  std_z : 0.97  real_sub_fake : 815.87 ]
[  epoch 0016/0040] 2970/4800, lr:5.0e-05 ∣ avg_100 : 32080.127217 ∣ critic_nllloss : 26100.778906 ∣ critic_ganloss : -164.153317 ∣ generator_nllloss : 5241.135547 ∣ generator_ganloss : 1022.589600 ∣     [  std_z : 0.99  real_sub_fake : 747.90 ]
[  epoch 0016/0040] 2980/4800, lr:5.0e-05 ∣ avg_100 : 32082.240047 ∣ critic_nllloss : 26121.487500 ∣ critic_ganloss : -179.495309 ∣ generator_nllloss : 5227.529883 ∣ generator_ganloss : 1023.592432 ∣     [  std_z : 0.99  real_sub_fake : 578.05 ]
[  epoch 0016/0040] 2990/4800, lr:5.0e-05 ∣ avg_100 : 32087.088713 ∣ critic_nllloss : 26232.381836 ∣ critic_ganloss : -257.376886 ∣ generator_nllloss : 5197.419531 ∣ generator_ganloss : 988.755469 ∣  [  std_z : 1.00  real_sub_fake : 966.52 ]
[  epoch 0016/0040] 3000/4800, lr:5.0e-05 ∣ avg_100 : 32084.329116 ∣ critic_nllloss : 25951.976367 ∣ critic_ganloss : -220.402959 ∣ generator_nllloss : 5221.912500 ∣ generator_ganloss : 1020.593311 ∣     [  std_z : 1.00  real_sub_fake : 821.68 ]
[  epoch 0016/0040] 3010/4800, lr:5.0e-05 ∣ avg_100 : 32082.994905 ∣ critic_nllloss : 25913.126953 ∣ critic_ganloss : -140.654674 ∣ generator_nllloss : 5212.582031 ∣ generator_ganloss : 992.504395 ∣  [  std_z : 0.99  real_sub_fake : 631.42 ]
[  epoch 0016/0040] 3020/4800, lr:5.0e-05 ∣ avg_100 : 32082.573952 ∣ critic_nllloss : 26157.889453 ∣ critic_ganloss : -238.748482 ∣ generator_nllloss : 5248.394141 ∣ generator_ganloss : 978.335791 ∣  [  std_z : 0.98  real_sub_fake : 800.66 ]
[  epoch 0016/0040] 3030/4800, lr:5.0e-05 ∣ avg_100 : 32081.505928 ∣ critic_nllloss : 25991.272656 ∣ critic_ganloss : -148.240610 ∣ generator_nllloss : 5151.196680 ∣ generator_ganloss : 1042.995068 ∣     [  std_z : 0.99  real_sub_fake : 622.92 ]
[  epoch 0016/0040] 3040/4800, lr:5.0e-05 ∣ avg_100 : 32078.966150 ∣ critic_nllloss : 26146.472852 ∣ critic_ganloss : -168.743481 ∣ generator_nllloss : 5257.401953 ∣ generator_ganloss : 991.523535 ∣  [  std_z : 1.00  real_sub_fake : 711.32 ]
[  epoch 0016/0040] 3050/4800, lr:5.0e-05 ∣ avg_100 : 32079.996904 ∣ critic_nllloss : 25921.128516 ∣ critic_ganloss : -253.140169 ∣ generator_nllloss : 5264.691406 ∣ generator_ganloss : 999.425977 ∣  [  std_z : 1.00  real_sub_fake : 778.75 ]
[  epoch 0016/0040] 3060/4800, lr:5.0e-05 ∣ avg_100 : 32079.053873 ∣ critic_nllloss : 25951.125586 ∣ critic_ganloss : -235.485582 ∣ generator_nllloss : 5231.059375 ∣ generator_ganloss : 997.370654 ∣  [  std_z : 0.99  real_sub_fake : 833.65 ]
[  epoch 0016/0040] 3070/4800, lr:5.0e-05 ∣ avg_100 : 32079.437157 ∣ critic_nllloss : 26142.241016 ∣ critic_ganloss : -223.390347 ∣ generator_nllloss : 5194.148242 ∣ generator_ganloss : 989.643066 ∣  [  std_z : 1.00  real_sub_fake : 972.69 ]
[  epoch 0016/0040] 3080/4800, lr:5.0e-05 ∣ avg_100 : 32079.178356 ∣ critic_nllloss : 26131.284766 ∣ critic_ganloss : -210.915872 ∣ generator_nllloss : 5260.314062 ∣ generator_ganloss : 995.265918 ∣  [  std_z : 0.99  real_sub_fake : 773.42 ]
[  epoch 0016/0040] 3090/4800, lr:5.0e-05 ∣ avg_100 : 32079.695947 ∣ critic_nllloss : 26014.046094 ∣ critic_ganloss : -194.225206 ∣ generator_nllloss : 5254.003711 ∣ generator_ganloss : 1007.388184 ∣     [  std_z : 0.99  real_sub_fake : 717.60 ]
[  epoch 0016/0040] 3100/4800, lr:5.0e-05 ∣ avg_100 : 32077.559518 ∣ critic_nllloss : 26161.341406 ∣ critic_ganloss : -215.172351 ∣ generator_nllloss : 5210.743750 ∣ generator_ganloss : 986.382910 ∣  [  std_z : 0.98  real_sub_fake : 765.81 ]
[  epoch 0016/0040] 3110/4800, lr:5.0e-05 ∣ avg_100 : 32075.332483 ∣ critic_nllloss : 25904.863672 ∣ critic_ganloss : -153.728369 ∣ generator_nllloss : 5102.179102 ∣ generator_ganloss : 1024.973584 ∣     [  std_z : 0.98  real_sub_fake : 658.74 ]
[  epoch 0016/0040] 3120/4800, lr:5.0e-05 ∣ avg_100 : 32077.571923 ∣ critic_nllloss : 26164.484180 ∣ critic_ganloss : -189.320648 ∣ generator_nllloss : 5264.220703 ∣ generator_ganloss : 1010.544824 ∣     [  std_z : 1.00  real_sub_fake : 755.85 ]
[  epoch 0016/0040] 3130/4800, lr:5.0e-05 ∣ avg_100 : 32080.133641 ∣ critic_nllloss : 26266.046289 ∣ critic_ganloss : -213.412302 ∣ generator_nllloss : 5246.760352 ∣ generator_ganloss : 1015.429053 ∣     [  std_z : 0.99  real_sub_fake : 789.58 ]
[  epoch 0016/0040] 3140/4800, lr:5.0e-05 ∣ avg_100 : 32080.792870 ∣ critic_nllloss : 26058.418555 ∣ critic_ganloss : -141.948549 ∣ generator_nllloss : 5210.339453 ∣ generator_ganloss : 1016.107129 ∣     [  std_z : 0.98  real_sub_fake : 588.80 ]
[  epoch 0016/0040] 3150/4800, lr:5.0e-05 ∣ avg_100 : 32084.608789 ∣ critic_nllloss : 26203.363086 ∣ critic_ganloss : -166.696282 ∣ generator_nllloss : 5176.410156 ∣ generator_ganloss : 1017.543994 ∣     [  std_z : 0.98  real_sub_fake : 578.92 ]
[  epoch 0016/0040] 3160/4800, lr:5.0e-05 ∣ avg_100 : 32088.197449 ∣ critic_nllloss : 26167.656641 ∣ critic_ganloss : -183.145892 ∣ generator_nllloss : 5396.270312 ∣ generator_ganloss : 1010.101172 ∣     [  std_z : 0.98  real_sub_fake : 641.35 ]
[  epoch 0016/0040] 3170/4800, lr:5.0e-05 ∣ avg_100 : 32092.034531 ∣ critic_nllloss : 26184.090625 ∣ critic_ganloss : -172.891705 ∣ generator_nllloss : 5157.664453 ∣ generator_ganloss : 983.509229 ∣  [  std_z : 0.99  real_sub_fake : 728.37 ]
[  epoch 0016/0040] 3180/4800, lr:5.0e-05 ∣ avg_100 : 32094.738119 ∣ critic_nllloss : 26143.460156 ∣ critic_ganloss : -237.897839 ∣ generator_nllloss : 5304.223047 ∣ generator_ganloss : 994.611084 ∣  [  std_z : 1.00  real_sub_fake : 795.16 ]
[  epoch 0016/0040] 3190/4800, lr:5.0e-05 ∣ avg_100 : 32096.483470 ∣ critic_nllloss : 26187.956055 ∣ critic_ganloss : -222.313103 ∣ generator_nllloss : 5266.413086 ∣ generator_ganloss : 995.542041 ∣  [  std_z : 0.98  real_sub_fake : 882.39 ]
[  epoch 0016/0040] 3200/4800, lr:5.0e-05 ∣ avg_100 : 32100.013734 ∣ critic_nllloss : 26334.914844 ∣ critic_ganloss : -234.966089 ∣ generator_nllloss : 5272.755273 ∣ generator_ganloss : 1012.639990 ∣     [  std_z : 0.98  real_sub_fake : 816.88 ]
[  epoch 0016/0040] 3210/4800, lr:5.0e-05 ∣ avg_100 : 32100.201094 ∣ critic_nllloss : 26066.163281 ∣ critic_ganloss : -202.223035 ∣ generator_nllloss : 5272.928711 ∣ generator_ganloss : 999.046826 ∣  [  std_z : 0.98  real_sub_fake : 792.87 ]
[  epoch 0016/0040] 3220/4800, lr:5.0e-05 ∣ avg_100 : 32099.055537 ∣ critic_nllloss : 26000.993164 ∣ critic_ganloss : -180.909937 ∣ generator_nllloss : 5279.014063 ∣ generator_ganloss : 1019.248340 ∣     [  std_z : 0.99  real_sub_fake : 677.53 ]
[  epoch 0016/0040] 3230/4800, lr:5.0e-05 ∣ avg_100 : 32096.812612 ∣ critic_nllloss : 25840.028711 ∣ critic_ganloss : -224.650221 ∣ generator_nllloss : 5207.600586 ∣ generator_ganloss : 984.905664 ∣  [  std_z : 1.00  real_sub_fake : 860.77 ]
[  epoch 0016/0040] 3240/4800, lr:5.0e-05 ∣ avg_100 : 32096.240794 ∣ critic_nllloss : 26162.235938 ∣ critic_ganloss : -177.088643 ∣ generator_nllloss : 5273.615430 ∣ generator_ganloss : 1022.395703 ∣     [  std_z : 0.99  real_sub_fake : 646.33 ]
[  epoch 0016/0040] 3250/4800, lr:5.0e-05 ∣ avg_100 : 32099.699548 ∣ critic_nllloss : 26150.113672 ∣ critic_ganloss : -172.538875 ∣ generator_nllloss : 5266.119727 ∣ generator_ganloss : 993.355957 ∣  [  std_z : 1.00  real_sub_fake : 759.28 ]
[  epoch 0016/0040] 3260/4800, lr:5.0e-05 ∣ avg_100 : 32099.606544 ∣ critic_nllloss : 25887.319531 ∣ critic_ganloss : -195.196655 ∣ generator_nllloss : 5312.927148 ∣ generator_ganloss : 1004.137500 ∣     [  std_z : 0.99  real_sub_fake : 604.80 ]
[  epoch 0016/0040] 3270/4800, lr:5.0e-05 ∣ avg_100 : 32102.754208 ∣ critic_nllloss : 26070.550000 ∣ critic_ganloss : -218.063205 ∣ generator_nllloss : 5269.738281 ∣ generator_ganloss : 1009.029590 ∣     [  std_z : 0.99  real_sub_fake : 806.80 ]
[  epoch 0016/0040] 3280/4800, lr:5.0e-05 ∣ avg_100 : 32104.780837 ∣ critic_nllloss : 25970.605859 ∣ critic_ganloss : -205.916423 ∣ generator_nllloss : 5206.875977 ∣ generator_ganloss : 1004.505713 ∣     [  std_z : 0.99  real_sub_fake : 741.13 ]
[  epoch 0016/0040] 3290/4800, lr:5.0e-05 ∣ avg_100 : 32106.069161 ∣ critic_nllloss : 26160.842969 ∣ critic_ganloss : -300.977219 ∣ generator_nllloss : 5240.508984 ∣ generator_ganloss : 1014.520020 ∣     [  std_z : 0.98  real_sub_fake : 1017.85 ]
[  epoch 0016/0040] 3300/4800, lr:5.0e-05 ∣ avg_100 : 32105.651240 ∣ critic_nllloss : 26125.365820 ∣ critic_ganloss : -225.070531 ∣ generator_nllloss : 5263.240234 ∣ generator_ganloss : 1064.670703 ∣     [  std_z : 0.99  real_sub_fake : 966.24 ]
[  epoch 0016/0040] 3310/4800, lr:5.0e-05 ∣ avg_100 : 32106.804910 ∣ critic_nllloss : 26283.548438 ∣ critic_ganloss : -263.020215 ∣ generator_nllloss : 5273.868945 ∣ generator_ganloss : 1034.842578 ∣     [  std_z : 1.00  real_sub_fake : 907.01 ]
[  epoch 0016/0040] 3320/4800, lr:5.0e-05 ∣ avg_100 : 32107.769200 ∣ critic_nllloss : 26167.339453 ∣ critic_ganloss : -152.520354 ∣ generator_nllloss : 5226.205078 ∣ generator_ganloss : 1069.187939 ∣     [  std_z : 1.01  real_sub_fake : 654.90 ]
[  epoch 0016/0040] 3330/4800, lr:5.0e-05 ∣ avg_100 : 32107.670728 ∣ critic_nllloss : 26194.230273 ∣ critic_ganloss : -253.032713 ∣ generator_nllloss : 5202.010547 ∣ generator_ganloss : 1019.678516 ∣     [  std_z : 1.01  real_sub_fake : 870.15 ]
[  epoch 0016/0040] 3340/4800, lr:5.0e-05 ∣ avg_100 : 32104.288441 ∣ critic_nllloss : 25866.200000 ∣ critic_ganloss : -228.008649 ∣ generator_nllloss : 5077.793164 ∣ generator_ganloss : 1045.808057 ∣     [  std_z : 1.00  real_sub_fake : 770.17 ]
[  epoch 0016/0040] 3350/4800, lr:5.0e-05 ∣ avg_100 : 32104.007464 ∣ critic_nllloss : 26037.473242 ∣ critic_ganloss : -166.195964 ∣ generator_nllloss : 5220.426562 ∣ generator_ganloss : 1030.496826 ∣     [  std_z : 0.99  real_sub_fake : 923.59 ]
[  epoch 0016/0040] 3360/4800, lr:5.0e-05 ∣ avg_100 : 32104.799542 ∣ critic_nllloss : 26140.041992 ∣ critic_ganloss : -208.366161 ∣ generator_nllloss : 5265.931055 ∣ generator_ganloss : 975.522168 ∣  [  std_z : 0.99  real_sub_fake : 657.34 ]
[  epoch 0016/0040] 3370/4800, lr:5.0e-05 ∣ avg_100 : 32102.707976 ∣ critic_nllloss : 26154.988086 ∣ critic_ganloss : -180.190952 ∣ generator_nllloss : 5267.208984 ∣ generator_ganloss : 958.062988 ∣  [  std_z : 0.98  real_sub_fake : 777.40 ]
[  epoch 0016/0040] 3380/4800, lr:5.0e-05 ∣ avg_100 : 32103.816035 ∣ critic_nllloss : 26083.390039 ∣ critic_ganloss : -202.124796 ∣ generator_nllloss : 5258.122656 ∣ generator_ganloss : 954.142334 ∣  [  std_z : 0.98  real_sub_fake : 708.85 ]
[  epoch 0016/0040] 3390/4800, lr:5.0e-05 ∣ avg_100 : 32104.212733 ∣ critic_nllloss : 26024.425781 ∣ critic_ganloss : -167.060738 ∣ generator_nllloss : 5187.589648 ∣ generator_ganloss : 975.043750 ∣  [  std_z : 0.99  real_sub_fake : 700.65 ]
[  epoch 0016/0040] 3400/4800, lr:5.0e-05 ∣ avg_100 : 32103.212189 ∣ critic_nllloss : 26086.044922 ∣ critic_ganloss : -191.066104 ∣ generator_nllloss : 5249.749609 ∣ generator_ganloss : 931.315820 ∣  [  std_z : 1.00  real_sub_fake : 775.67 ]
[  epoch 0016/0040] 3410/4800, lr:5.0e-05 ∣ avg_100 : 32108.509180 ∣ critic_nllloss : 26379.138672 ∣ critic_ganloss : -192.049344 ∣ generator_nllloss : 5234.495313 ∣ generator_ganloss : 972.813818 ∣  [  std_z : 1.00  real_sub_fake : 726.42 ]
[  epoch 0016/0040] 3420/4800, lr:5.0e-05 ∣ avg_100 : 32104.153960 ∣ critic_nllloss : 25942.940039 ∣ critic_ganloss : -183.943974 ∣ generator_nllloss : 5154.365430 ∣ generator_ganloss : 972.557373 ∣  [  std_z : 0.99  real_sub_fake : 690.43 ]
[  epoch 0016/0040] 3430/4800, lr:5.0e-05 ∣ avg_100 : 32103.355578 ∣ critic_nllloss : 26194.903125 ∣ critic_ganloss : -214.187442 ∣ generator_nllloss : 5296.641211 ∣ generator_ganloss : 942.678076 ∣  [  std_z : 0.99  real_sub_fake : 848.19 ]
[  epoch 0016/0040] 3440/4800, lr:5.0e-05 ∣ avg_100 : 32103.343852 ∣ critic_nllloss : 26177.877930 ∣ critic_ganloss : -226.853381 ∣ generator_nllloss : 5236.658398 ∣ generator_ganloss : 940.566016 ∣  [  std_z : 1.00  real_sub_fake : 795.85 ]
[  epoch 0016/0040] 3450/4800, lr:5.0e-05 ∣ avg_100 : 32100.862735 ∣ critic_nllloss : 25841.642383 ∣ critic_ganloss : -195.178065 ∣ generator_nllloss : 5170.657422 ∣ generator_ganloss : 964.395996 ∣  [  std_z : 0.99  real_sub_fake : 764.97 ]
[  epoch 0016/0040] 3460/4800, lr:5.0e-05 ∣ avg_100 : 32098.898325 ∣ critic_nllloss : 25851.688281 ∣ critic_ganloss : -204.714777 ∣ generator_nllloss : 5135.112305 ∣ generator_ganloss : 976.577734 ∣  [  std_z : 0.99  real_sub_fake : 680.87 ]
[  epoch 0016/0040] 3470/4800, lr:5.0e-05 ∣ avg_100 : 32097.180942 ∣ critic_nllloss : 26190.473633 ∣ critic_ganloss : -224.563004 ∣ generator_nllloss : 5174.253320 ∣ generator_ganloss : 957.339258 ∣  [  std_z : 1.00  real_sub_fake : 845.42 ]
[  epoch 0016/0040] 3480/4800, lr:5.0e-05 ∣ avg_100 : 32097.119399 ∣ critic_nllloss : 26121.783398 ∣ critic_ganloss : -267.652351 ∣ generator_nllloss : 5259.597656 ∣ generator_ganloss : 960.612500 ∣  [  std_z : 0.99  real_sub_fake : 949.75 ]
[  epoch 0016/0040] 3490/4800, lr:5.0e-05 ∣ avg_100 : 32097.498722 ∣ critic_nllloss : 26151.500977 ∣ critic_ganloss : -213.983792 ∣ generator_nllloss : 5174.088477 ∣ generator_ganloss : 962.866602 ∣  [  std_z : 0.98  real_sub_fake : 899.22 ]
[  epoch 0016/0040] 3500/4800, lr:5.0e-05 ∣ avg_100 : 32093.649730 ∣ critic_nllloss : 25730.759570 ∣ critic_ganloss : -178.127547 ∣ generator_nllloss : 5099.351758 ∣ generator_ganloss : 1022.254834 ∣     [  std_z : 0.97  real_sub_fake : 652.10 ]
[  epoch 0016/0040] 3510/4800, lr:5.0e-05 ∣ avg_100 : 32094.086412 ∣ critic_nllloss : 25864.200391 ∣ critic_ganloss : -212.681532 ∣ generator_nllloss : 5151.559180 ∣ generator_ganloss : 1017.123975 ∣     [  std_z : 0.99  real_sub_fake : 693.25 ]
[  epoch 0016/0040] 3520/4800, lr:5.0e-05 ∣ avg_100 : 32094.676530 ∣ critic_nllloss : 26141.241406 ∣ critic_ganloss : -255.868011 ∣ generator_nllloss : 5205.749805 ∣ generator_ganloss : 996.884570 ∣  [  std_z : 1.01  real_sub_fake : 944.25 ]
[  epoch 0016/0040] 3530/4800, lr:5.0e-05 ∣ avg_100 : 32091.251359 ∣ critic_nllloss : 25983.936719 ∣ critic_ganloss : -253.317172 ∣ generator_nllloss : 5193.248242 ∣ generator_ganloss : 996.035449 ∣  [  std_z : 1.01  real_sub_fake : 1017.18 ]
[  epoch 0016/0040] 3540/4800, lr:5.0e-05 ∣ avg_100 : 32091.824377 ∣ critic_nllloss : 26122.643945 ∣ critic_ganloss : -221.684691 ∣ generator_nllloss : 5284.931445 ∣ generator_ganloss : 1062.964746 ∣     [  std_z : 0.98  real_sub_fake : 730.94 ]
[  epoch 0016/0040] 3550/4800, lr:5.0e-05 ∣ avg_100 : 32087.933494 ∣ critic_nllloss : 25822.620898 ∣ critic_ganloss : -272.014145 ∣ generator_nllloss : 5181.014453 ∣ generator_ganloss : 1027.793164 ∣     [  std_z : 0.97  real_sub_fake : 1007.74 ]
[  epoch 0016/0040] 3560/4800, lr:5.0e-05 ∣ avg_100 : 32091.674335 ∣ critic_nllloss : 26096.555078 ∣ critic_ganloss : -193.498578 ∣ generator_nllloss : 5230.522070 ∣ generator_ganloss : 1037.114746 ∣     [  std_z : 0.98  real_sub_fake : 788.23 ]
[  epoch 0016/0040] 3570/4800, lr:5.0e-05 ∣ avg_100 : 32099.292987 ∣ critic_nllloss : 26354.818164 ∣ critic_ganloss : -159.737759 ∣ generator_nllloss : 5207.090234 ∣ generator_ganloss : 991.488818 ∣  [  std_z : 1.01  real_sub_fake : 729.57 ]
[  epoch 0016/0040] 3580/4800, lr:5.0e-05 ∣ avg_100 : 32098.270327 ∣ critic_nllloss : 26065.084766 ∣ critic_ganloss : -155.654175 ∣ generator_nllloss : 5099.673437 ∣ generator_ganloss : 988.910400 ∣  [  std_z : 1.00  real_sub_fake : 643.01 ]
[  epoch 0016/0040] 3590/4800, lr:5.0e-05 ∣ avg_100 : 32101.677916 ∣ critic_nllloss : 26130.709570 ∣ critic_ganloss : -146.391753 ∣ generator_nllloss : 5250.751953 ∣ generator_ganloss : 1000.367188 ∣     [  std_z : 0.99  real_sub_fake : 546.31 ]
[  epoch 0016/0040] 3600/4800, lr:5.0e-05 ∣ avg_100 : 32099.576664 ∣ critic_nllloss : 25838.518750 ∣ critic_ganloss : -180.010025 ∣ generator_nllloss : 5082.568945 ∣ generator_ganloss : 965.657178 ∣  [  std_z : 0.97  real_sub_fake : 660.88 ]
[  epoch 0016/0040] 3610/4800, lr:5.0e-05 ∣ avg_100 : 32100.260089 ∣ critic_nllloss : 26020.768750 ∣ critic_ganloss : -173.636673 ∣ generator_nllloss : 5182.909570 ∣ generator_ganloss : 981.381787 ∣  [  std_z : 0.98  real_sub_fake : 721.64 ]
[  epoch 0016/0040] 3620/4800, lr:5.0e-05 ∣ avg_100 : 32099.683623 ∣ critic_nllloss : 25936.627734 ∣ critic_ganloss : -221.930611 ∣ generator_nllloss : 5225.353711 ∣ generator_ganloss : 951.531348 ∣  [  std_z : 1.00  real_sub_fake : 825.97 ]
[  epoch 0016/0040] 3630/4800, lr:5.0e-05 ∣ avg_100 : 32097.597845 ∣ critic_nllloss : 26033.740820 ∣ critic_ganloss : -195.857281 ∣ generator_nllloss : 5194.200195 ∣ generator_ganloss : 993.960303 ∣  [  std_z : 1.00  real_sub_fake : 691.38 ]
[  epoch 0016/0040] 3640/4800, lr:5.0e-05 ∣ avg_100 : 32101.673099 ∣ critic_nllloss : 25992.183203 ∣ critic_ganloss : -144.689609 ∣ generator_nllloss : 5257.334375 ∣ generator_ganloss : 975.832422 ∣  [  std_z : 1.00  real_sub_fake : 536.60 ]
[  epoch 0016/0040] 3650/4800, lr:5.0e-05 ∣ avg_100 : 32098.153396 ∣ critic_nllloss : 25958.751758 ∣ critic_ganloss : -219.306129 ∣ generator_nllloss : 5201.141602 ∣ generator_ganloss : 953.814844 ∣  [  std_z : 0.99  real_sub_fake : 731.60 ]
[  epoch 0016/0040] 3660/4800, lr:5.0e-05 ∣ avg_100 : 32097.432613 ∣ critic_nllloss : 26041.642773 ∣ critic_ganloss : -182.802333 ∣ generator_nllloss : 5211.457031 ∣ generator_ganloss : 965.545166 ∣  [  std_z : 0.99  real_sub_fake : 822.09 ]
[  epoch 0016/0040] 3670/4800, lr:5.0e-05 ∣ avg_100 : 32097.586592 ∣ critic_nllloss : 26167.166016 ∣ critic_ganloss : -211.378296 ∣ generator_nllloss : 5265.379102 ∣ generator_ganloss : 966.716406 ∣  [  std_z : 0.98  real_sub_fake : 709.03 ]
[  epoch 0016/0040] 3680/4800, lr:5.0e-05 ∣ avg_100 : 32100.446914 ∣ critic_nllloss : 26351.196289 ∣ critic_ganloss : -176.259019 ∣ generator_nllloss : 5296.856836 ∣ generator_ganloss : 975.836133 ∣  [  std_z : 0.98  real_sub_fake : 757.76 ]
[  epoch 0016/0040] 3690/4800, lr:5.0e-05 ∣ avg_100 : 32102.516017 ∣ critic_nllloss : 26061.759375 ∣ critic_ganloss : -187.190013 ∣ generator_nllloss : 5273.048242 ∣ generator_ganloss : 974.440967 ∣  [  std_z : 0.97  real_sub_fake : 654.09 ]
[  epoch 0016/0040] 3700/4800, lr:5.0e-05 ∣ avg_100 : 32103.881469 ∣ critic_nllloss : 26012.389453 ∣ critic_ganloss : -267.695078 ∣ generator_nllloss : 5298.821289 ∣ generator_ganloss : 966.512793 ∣  [  std_z : 0.98  real_sub_fake : 793.31 ]
[  epoch 0016/0040] 3710/4800, lr:5.0e-05 ∣ avg_100 : 32103.508211 ∣ critic_nllloss : 25903.280664 ∣ critic_ganloss : -218.959886 ∣ generator_nllloss : 5071.146094 ∣ generator_ganloss : 996.126416 ∣  [  std_z : 0.99  real_sub_fake : 863.80 ]
[  epoch 0016/0040] 3720/4800, lr:5.0e-05 ∣ avg_100 : 32103.349069 ∣ critic_nllloss : 26141.848828 ∣ critic_ganloss : -196.485550 ∣ generator_nllloss : 5262.119336 ∣ generator_ganloss : 995.461133 ∣  [  std_z : 1.00  real_sub_fake : 852.30 ]
[  epoch 0016/0040] 3730/4800, lr:5.0e-05 ∣ avg_100 : 32105.478192 ∣ critic_nllloss : 26253.070312 ∣ critic_ganloss : -249.330792 ∣ generator_nllloss : 5335.863281 ∣ generator_ganloss : 1005.009473 ∣     [  std_z : 0.99  real_sub_fake : 822.28 ]
[  epoch 0016/0040] 3740/4800, lr:5.0e-05 ∣ avg_100 : 32108.376400 ∣ critic_nllloss : 26254.262695 ∣ critic_ganloss : -221.004550 ∣ generator_nllloss : 5179.162891 ∣ generator_ganloss : 1002.236816 ∣     [  std_z : 0.97  real_sub_fake : 939.37 ]
[  epoch 0016/0040] 3750/4800, lr:5.0e-05 ∣ avg_100 : 32104.764479 ∣ critic_nllloss : 25923.008008 ∣ critic_ganloss : -279.901326 ∣ generator_nllloss : 5148.528516 ∣ generator_ganloss : 1023.275439 ∣     [  std_z : 0.98  real_sub_fake : 947.11 ]
[  epoch 0016/0040] 3760/4800, lr:5.0e-05 ∣ avg_100 : 32109.644927 ∣ critic_nllloss : 26301.599609 ∣ critic_ganloss : -184.190334 ∣ generator_nllloss : 5367.525977 ∣ generator_ganloss : 1072.970605 ∣     [  std_z : 0.99  real_sub_fake : 845.06 ]
[  epoch 0016/0040] 3770/4800, lr:5.0e-05 ∣ avg_100 : 32110.297398 ∣ critic_nllloss : 26055.050781 ∣ critic_ganloss : -120.500788 ∣ generator_nllloss : 5149.771289 ∣ generator_ganloss : 1090.983789 ∣     [  std_z : 1.00  real_sub_fake : 427.42 ]
[  epoch 0016/0040] 3780/4800, lr:5.0e-05 ∣ avg_100 : 32113.716733 ∣ critic_nllloss : 26175.046875 ∣ critic_ganloss : -180.332137 ∣ generator_nllloss : 5248.080469 ∣ generator_ganloss : 1056.861816 ∣     [  std_z : 1.00  real_sub_fake : 547.62 ]
[  epoch 0016/0040] 3790/4800, lr:5.0e-05 ∣ avg_100 : 32115.181636 ∣ critic_nllloss : 26109.908789 ∣ critic_ganloss : -147.592089 ∣ generator_nllloss : 5187.245898 ∣ generator_ganloss : 1022.631445 ∣     [  std_z : 0.99  real_sub_fake : 613.53 ]
[  epoch 0016/0040] 3800/4800, lr:5.0e-05 ∣ avg_100 : 32111.521765 ∣ critic_nllloss : 26036.204297 ∣ critic_ganloss : -103.360105 ∣ generator_nllloss : 5195.442383 ∣ generator_ganloss : 1028.294824 ∣     [  std_z : 0.98  real_sub_fake : 573.84 ]
[  epoch 0016/0040] 3810/4800, lr:5.0e-05 ∣ avg_100 : 32117.016295 ∣ critic_nllloss : 26365.560156 ∣ critic_ganloss : -171.738023 ∣ generator_nllloss : 5308.371289 ∣ generator_ganloss : 1028.347363 ∣     [  std_z : 0.99  real_sub_fake : 522.13 ]
[  epoch 0016/0040] 3820/4800, lr:5.0e-05 ∣ avg_100 : 32116.283177 ∣ critic_nllloss : 26100.766992 ∣ critic_ganloss : -196.886668 ∣ generator_nllloss : 5247.537695 ∣ generator_ganloss : 994.181885 ∣  [  std_z : 0.99  real_sub_fake : 705.18 ]
[  epoch 0016/0040] 3830/4800, lr:5.0e-05 ∣ avg_100 : 32115.642456 ∣ critic_nllloss : 26092.333984 ∣ critic_ganloss : -239.155537 ∣ generator_nllloss : 5189.150000 ∣ generator_ganloss : 998.664746 ∣  [  std_z : 0.99  real_sub_fake : 791.45 ]
[  epoch 0016/0040] 3840/4800, lr:5.0e-05 ∣ avg_100 : 32114.524983 ∣ critic_nllloss : 26088.533789 ∣ critic_ganloss : -186.531609 ∣ generator_nllloss : 5206.635156 ∣ generator_ganloss : 999.118555 ∣  [  std_z : 0.99  real_sub_fake : 703.21 ]
[  epoch 0016/0040] 3850/4800, lr:5.0e-05 ∣ avg_100 : 32116.573731 ∣ critic_nllloss : 26069.153320 ∣ critic_ganloss : -211.144414 ∣ generator_nllloss : 5219.888477 ∣ generator_ganloss : 970.452832 ∣  [  std_z : 1.00  real_sub_fake : 864.58 ]
[  epoch 0016/0040] 3860/4800, lr:5.0e-05 ∣ avg_100 : 32114.715579 ∣ critic_nllloss : 26127.679297 ∣ critic_ganloss : -207.966800 ∣ generator_nllloss : 5200.348242 ∣ generator_ganloss : 1015.075195 ∣     [  std_z : 1.00  real_sub_fake : 753.24 ]
[  epoch 0016/0040] 3870/4800, lr:5.0e-05 ∣ avg_100 : 32116.067835 ∣ critic_nllloss : 26233.987305 ∣ critic_ganloss : -125.414311 ∣ generator_nllloss : 5323.798047 ∣ generator_ganloss : 993.286035 ∣  [  std_z : 1.00  real_sub_fake : 732.02 ]
[  epoch 0016/0040] 3880/4800, lr:5.0e-05 ∣ avg_100 : 32114.160235 ∣ critic_nllloss : 25969.306055 ∣ critic_ganloss : -98.838183 ∣ generator_nllloss : 5321.584766 ∣ generator_ganloss : 1049.709717 ∣  [  std_z : 0.98  real_sub_fake : 275.91 ]
[  epoch 0016/0040] 3890/4800, lr:5.0e-05 ∣ avg_100 : 32113.270950 ∣ critic_nllloss : 26103.659375 ∣ critic_ganloss : -161.061074 ∣ generator_nllloss : 5223.336328 ∣ generator_ganloss : 984.185986 ∣  [  std_z : 0.98  real_sub_fake : 585.34 ]
[  epoch 0016/0040] 3900/4800, lr:5.0e-05 ∣ avg_100 : 32109.360464 ∣ critic_nllloss : 25964.007617 ∣ critic_ganloss : -219.305069 ∣ generator_nllloss : 5212.087109 ∣ generator_ganloss : 971.147656 ∣  [  std_z : 0.99  real_sub_fake : 754.71 ]
[  epoch 0016/0040] 3910/4800, lr:5.0e-05 ∣ avg_100 : 32107.893711 ∣ critic_nllloss : 26213.542773 ∣ critic_ganloss : -254.657326 ∣ generator_nllloss : 5178.034375 ∣ generator_ganloss : 995.410938 ∣  [  std_z : 1.00  real_sub_fake : 758.75 ]
[  epoch 0016/0040] 3920/4800, lr:5.0e-05 ∣ avg_100 : 32105.972249 ∣ critic_nllloss : 25969.729102 ∣ critic_ganloss : -312.650671 ∣ generator_nllloss : 5162.157617 ∣ generator_ganloss : 987.921338 ∣  [  std_z : 1.01  real_sub_fake : 1193.54 ]
[  epoch 0016/0040] 3930/4800, lr:5.0e-05 ∣ avg_100 : 32104.293060 ∣ critic_nllloss : 25981.352734 ∣ critic_ganloss : -262.851721 ∣ generator_nllloss : 5230.647656 ∣ generator_ganloss : 1039.679102 ∣     [  std_z : 1.00  real_sub_fake : 1109.56 ]
[  epoch 0016/0040] 3940/4800, lr:5.0e-05 ∣ avg_100 : 32104.857386 ∣ critic_nllloss : 26051.058594 ∣ critic_ganloss : -152.743878 ∣ generator_nllloss : 5201.940234 ∣ generator_ganloss : 1063.995068 ∣     [  std_z : 0.98  real_sub_fake : 639.72 ]
[  epoch 0016/0040] 3950/4800, lr:5.0e-05 ∣ avg_100 : 32105.933346 ∣ critic_nllloss : 26187.415820 ∣ critic_ganloss : -215.337366 ∣ generator_nllloss : 5242.035352 ∣ generator_ganloss : 1034.866602 ∣     [  std_z : 0.97  real_sub_fake : 684.67 ]
[  epoch 0016/0040] 3960/4800, lr:5.0e-05 ∣ avg_100 : 32109.908918 ∣ critic_nllloss : 26176.544922 ∣ critic_ganloss : -181.247702 ∣ generator_nllloss : 5245.996875 ∣ generator_ganloss : 1064.470654 ∣     [  std_z : 0.99  real_sub_fake : 690.98 ]
[  epoch 0016/0040] 3970/4800, lr:5.0e-05 ∣ avg_100 : 32112.695085 ∣ critic_nllloss : 26319.659570 ∣ critic_ganloss : -149.010901 ∣ generator_nllloss : 5259.946680 ∣ generator_ganloss : 1048.372070 ∣     [  std_z : 1.01  real_sub_fake : 666.58 ]
[  epoch 0016/0040] 3980/4800, lr:5.0e-05 ∣ avg_100 : 32114.888769 ∣ critic_nllloss : 26207.994922 ∣ critic_ganloss : -163.068394 ∣ generator_nllloss : 5310.033203 ∣ generator_ganloss : 1057.523145 ∣     [  std_z : 1.01  real_sub_fake : 580.60 ]
[  epoch 0016/0040] 3990/4800, lr:5.0e-05 ∣ avg_100 : 32113.155921 ∣ critic_nllloss : 25881.107031 ∣ critic_ganloss : -162.559799 ∣ generator_nllloss : 5246.531641 ∣ generator_ganloss : 1022.816357 ∣     [  std_z : 0.99  real_sub_fake : 600.16 ]
[  epoch 0016/0040] 4000/4800, lr:5.0e-05 ∣ avg_100 : 32113.781449 ∣ critic_nllloss : 26051.382617 ∣ critic_ganloss : -230.967212 ∣ generator_nllloss : 5218.057617 ∣ generator_ganloss : 998.158936 ∣  [  std_z : 0.97  real_sub_fake : 757.33 ]
[  epoch 0016/0040] 4010/4800, lr:5.0e-05 ∣ avg_100 : 32114.699116 ∣ critic_nllloss : 26153.301953 ∣ critic_ganloss : -291.688181 ∣ generator_nllloss : 5229.992969 ∣ generator_ganloss : 977.718701 ∣  [  std_z : 0.98  real_sub_fake : 1049.50 ]
[  epoch 0016/0040] 4020/4800, lr:5.0e-05 ∣ avg_100 : 32112.581478 ∣ critic_nllloss : 25922.790625 ∣ critic_ganloss : -202.834738 ∣ generator_nllloss : 5197.531055 ∣ generator_ganloss : 1016.620117 ∣     [  std_z : 1.00  real_sub_fake : 870.58 ]
[  epoch 0016/0040] 4030/4800, lr:5.0e-05 ∣ avg_100 : 32112.907780 ∣ critic_nllloss : 26112.519141 ∣ critic_ganloss : -175.209830 ∣ generator_nllloss : 5137.893359 ∣ generator_ganloss : 994.651318 ∣  [  std_z : 1.00  real_sub_fake : 809.88 ]
[  epoch 0016/0040] 4040/4800, lr:5.0e-05 ∣ avg_100 : 32112.926065 ∣ critic_nllloss : 26123.227734 ∣ critic_ganloss : -146.414116 ∣ generator_nllloss : 5210.382422 ∣ generator_ganloss : 1041.287402 ∣     [  std_z : 0.99  real_sub_fake : 554.85 ]
[  epoch 0016/0040] 4050/4800, lr:5.0e-05 ∣ avg_100 : 32112.771699 ∣ critic_nllloss : 26006.026367 ∣ critic_ganloss : -216.024915 ∣ generator_nllloss : 5099.242383 ∣ generator_ganloss : 1027.425244 ∣     [  std_z : 0.99  real_sub_fake : 711.06 ]
[  epoch 0016/0040] 4060/4800, lr:5.0e-05 ∣ avg_100 : 32117.064540 ∣ critic_nllloss : 26272.101953 ∣ critic_ganloss : -121.595142 ∣ generator_nllloss : 5215.599023 ∣ generator_ganloss : 1007.248340 ∣     [  std_z : 0.99  real_sub_fake : 717.53 ]
[  epoch 0016/0040] 4070/4800, lr:5.0e-05 ∣ avg_100 : 32116.069964 ∣ critic_nllloss : 26020.230469 ∣ critic_ganloss : -156.015685 ∣ generator_nllloss : 5111.369922 ∣ generator_ganloss : 1027.599658 ∣     [  std_z : 0.99  real_sub_fake : 474.37 ]
[  epoch 0016/0040] 4080/4800, lr:5.0e-05 ∣ avg_100 : 32115.302714 ∣ critic_nllloss : 26036.428125 ∣ critic_ganloss : -202.749588 ∣ generator_nllloss : 5268.896484 ∣ generator_ganloss : 996.648828 ∣  [  std_z : 0.98  real_sub_fake : 571.40 ]
[  epoch 0016/0040] 4090/4800, lr:5.0e-05 ∣ avg_100 : 32114.225663 ∣ critic_nllloss : 26042.399023 ∣ critic_ganloss : -259.187558 ∣ generator_nllloss : 5207.107422 ∣ generator_ganloss : 983.188770 ∣  [  std_z : 0.99  real_sub_fake : 838.69 ]
[  epoch 0016/0040] 4100/4800, lr:5.0e-05 ∣ avg_100 : 32111.193265 ∣ critic_nllloss : 25926.968945 ∣ critic_ganloss : -175.807571 ∣ generator_nllloss : 5137.507422 ∣ generator_ganloss : 951.387158 ∣  [  std_z : 1.00  real_sub_fake : 986.68 ]
[  epoch 0016/0040] 4110/4800, lr:5.0e-05 ∣ avg_100 : 32111.491500 ∣ critic_nllloss : 25939.572266 ∣ critic_ganloss : -152.251942 ∣ generator_nllloss : 5135.321484 ∣ generator_ganloss : 985.469678 ∣  [  std_z : 1.00  real_sub_fake : 684.12 ]
[  epoch 0016/0040] 4120/4800, lr:5.0e-05 ∣ avg_100 : 32112.366083 ∣ critic_nllloss : 26372.034766 ∣ critic_ganloss : -212.733771 ∣ generator_nllloss : 5238.351172 ∣ generator_ganloss : 939.735205 ∣  [  std_z : 0.99  real_sub_fake : 674.82 ]
[  epoch 0016/0040] 4130/4800, lr:5.0e-05 ∣ avg_100 : 32109.374903 ∣ critic_nllloss : 26059.412500 ∣ critic_ganloss : -189.183630 ∣ generator_nllloss : 5173.871875 ∣ generator_ganloss : 971.604590 ∣  [  std_z : 0.98  real_sub_fake : 717.20 ]
[  epoch 0016/0040] 4140/4800, lr:5.0e-05 ∣ avg_100 : 32108.193034 ∣ critic_nllloss : 26063.362305 ∣ critic_ganloss : -198.838316 ∣ generator_nllloss : 5188.170508 ∣ generator_ganloss : 972.035254 ∣  [  std_z : 1.00  real_sub_fake : 665.66 ]
[  epoch 0016/0040] 4150/4800, lr:5.0e-05 ∣ avg_100 : 32106.280662 ∣ critic_nllloss : 26049.362109 ∣ critic_ganloss : -199.410603 ∣ generator_nllloss : 5221.622070 ∣ generator_ganloss : 967.810156 ∣  [  std_z : 1.00  real_sub_fake : 749.39 ]
[  epoch 0016/0040] 4160/4800, lr:5.0e-05 ∣ avg_100 : 32102.032997 ∣ critic_nllloss : 25857.066602 ∣ critic_ganloss : -158.948160 ∣ generator_nllloss : 5288.583008 ∣ generator_ganloss : 979.414258 ∣  [  std_z : 0.99  real_sub_fake : 790.74 ]
[  epoch 0016/0040] 4170/4800, lr:5.0e-05 ∣ avg_100 : 32102.375513 ∣ critic_nllloss : 26092.943945 ∣ critic_ganloss : -153.170854 ∣ generator_nllloss : 5258.446484 ∣ generator_ganloss : 988.404688 ∣  [  std_z : 0.98  real_sub_fake : 566.97 ]
[  epoch 0016/0040] 4180/4800, lr:5.0e-05 ∣ avg_100 : 32100.739196 ∣ critic_nllloss : 25992.223828 ∣ critic_ganloss : -150.910382 ∣ generator_nllloss : 5219.665625 ∣ generator_ganloss : 979.785645 ∣  [  std_z : 0.98  real_sub_fake : 564.26 ]
[  epoch 0016/0040] 4190/4800, lr:5.0e-05 ∣ avg_100 : 32096.237601 ∣ critic_nllloss : 25827.480078 ∣ critic_ganloss : -160.857993 ∣ generator_nllloss : 5148.412891 ∣ generator_ganloss : 962.403564 ∣  [  std_z : 0.98  real_sub_fake : 619.77 ]
[  epoch 0016/0040] 4200/4800, lr:5.0e-05 ∣ avg_100 : 32094.410963 ∣ critic_nllloss : 26166.946289 ∣ critic_ganloss : -145.503085 ∣ generator_nllloss : 5198.033984 ∣ generator_ganloss : 983.203027 ∣  [  std_z : 1.00  real_sub_fake : 567.16 ]
[  epoch 0016/0040] 4210/4800, lr:5.0e-05 ∣ avg_100 : 32093.914289 ∣ critic_nllloss : 26070.150781 ∣ critic_ganloss : -185.969193 ∣ generator_nllloss : 5235.086328 ∣ generator_ganloss : 966.980469 ∣  [  std_z : 1.00  real_sub_fake : 591.45 ]
[  epoch 0016/0040] 4220/4800, lr:5.0e-05 ∣ avg_100 : 32091.426901 ∣ critic_nllloss : 25858.265625 ∣ critic_ganloss : -224.086841 ∣ generator_nllloss : 5281.434570 ∣ generator_ganloss : 953.993457 ∣  [  std_z : 0.98  real_sub_fake : 708.79 ]
[  epoch 0016/0040] 4230/4800, lr:5.0e-05 ∣ avg_100 : 32093.941129 ∣ critic_nllloss : 26028.977734 ∣ critic_ganloss : -171.037460 ∣ generator_nllloss : 5220.722656 ∣ generator_ganloss : 980.644629 ∣  [  std_z : 0.98  real_sub_fake : 734.53 ]
[  epoch 0016/0040] 4240/4800, lr:5.0e-05 ∣ avg_100 : 32092.728318 ∣ critic_nllloss : 26114.180078 ∣ critic_ganloss : -210.100047 ∣ generator_nllloss : 5282.854883 ∣ generator_ganloss : 972.942480 ∣  [  std_z : 0.99  real_sub_fake : 745.37 ]
[  epoch 0016/0040] 4250/4800, lr:5.0e-05 ∣ avg_100 : 32094.216155 ∣ critic_nllloss : 26223.505469 ∣ critic_ganloss : -146.895312 ∣ generator_nllloss : 5331.745703 ∣ generator_ganloss : 977.478271 ∣  [  std_z : 0.99  real_sub_fake : 603.12 ]
[  epoch 0016/0040] 4260/4800, lr:5.0e-05 ∣ avg_100 : 32094.797129 ∣ critic_nllloss : 26114.942188 ∣ critic_ganloss : -165.016313 ∣ generator_nllloss : 5137.313867 ∣ generator_ganloss : 980.045215 ∣  [  std_z : 1.00  real_sub_fake : 579.95 ]
[  epoch 0016/0040] 4270/4800, lr:5.0e-05 ∣ avg_100 : 32092.069168 ∣ critic_nllloss : 25980.473438 ∣ critic_ganloss : -287.111523 ∣ generator_nllloss : 5209.237305 ∣ generator_ganloss : 955.859326 ∣  [  std_z : 0.99  real_sub_fake : 813.46 ]
[  epoch 0016/0040] 4280/4800, lr:5.0e-05 ∣ avg_100 : 32092.260532 ∣ critic_nllloss : 26024.866992 ∣ critic_ganloss : -172.880847 ∣ generator_nllloss : 5155.149609 ∣ generator_ganloss : 988.071729 ∣  [  std_z : 0.97  real_sub_fake : 878.34 ]
[  epoch 0016/0040] 4290/4800, lr:5.0e-05 ∣ avg_100 : 32094.625485 ∣ critic_nllloss : 26334.948242 ∣ critic_ganloss : -168.244608 ∣ generator_nllloss : 5208.814844 ∣ generator_ganloss : 975.871582 ∣  [  std_z : 0.98  real_sub_fake : 701.04 ]
[  epoch 0016/0040] 4300/4800, lr:5.0e-05 ∣ avg_100 : 32095.719313 ∣ critic_nllloss : 26090.965234 ∣ critic_ganloss : -35.120145 ∣ generator_nllloss : 5241.455859 ∣ generator_ganloss : 1040.288135 ∣  [  std_z : 0.98  real_sub_fake : 257.59 ]
[  epoch 0016/0040] 4310/4800, lr:5.0e-05 ∣ avg_100 : 32094.552000 ∣ critic_nllloss : 26149.547266 ∣ critic_ganloss : -111.672127 ∣ generator_nllloss : 5171.369531 ∣ generator_ganloss : 1003.263770 ∣     [  std_z : 0.99  real_sub_fake : 321.25 ]
[  epoch 0016/0040] 4320/4800, lr:5.0e-05 ∣ avg_100 : 32090.996936 ∣ critic_nllloss : 25927.506055 ∣ critic_ganloss : -146.562099 ∣ generator_nllloss : 5200.120117 ∣ generator_ganloss : 973.641650 ∣  [  std_z : 1.00  real_sub_fake : 563.83 ]
[  epoch 0016/0040] 4330/4800, lr:5.0e-05 ∣ avg_100 : 32089.971236 ∣ critic_nllloss : 26108.907422 ∣ critic_ganloss : -196.415262 ∣ generator_nllloss : 5166.418359 ∣ generator_ganloss : 981.406104 ∣  [  std_z : 1.00  real_sub_fake : 624.88 ]
[  epoch 0016/0040] 4340/4800, lr:5.0e-05 ∣ avg_100 : 32089.363194 ∣ critic_nllloss : 25768.133398 ∣ critic_ganloss : -159.971021 ∣ generator_nllloss : 5095.680273 ∣ generator_ganloss : 997.145752 ∣  [  std_z : 1.00  real_sub_fake : 660.39 ]
[  epoch 0016/0040] 4350/4800, lr:5.0e-05 ∣ avg_100 : 32086.777786 ∣ critic_nllloss : 25955.058008 ∣ critic_ganloss : -220.974664 ∣ generator_nllloss : 5140.949023 ∣ generator_ganloss : 988.627441 ∣  [  std_z : 0.99  real_sub_fake : 730.93 ]
[  epoch 0016/0040] 4360/4800, lr:5.0e-05 ∣ avg_100 : 32086.852994 ∣ critic_nllloss : 26105.573437 ∣ critic_ganloss : -150.902374 ∣ generator_nllloss : 5214.014258 ∣ generator_ganloss : 1011.964502 ∣     [  std_z : 0.99  real_sub_fake : 658.80 ]
[  epoch 0016/0040] 4370/4800, lr:5.0e-05 ∣ avg_100 : 32086.621656 ∣ critic_nllloss : 26095.766211 ∣ critic_ganloss : -181.266917 ∣ generator_nllloss : 5267.329687 ∣ generator_ganloss : 995.106348 ∣  [  std_z : 0.99  real_sub_fake : 780.55 ]
[  epoch 0016/0040] 4380/4800, lr:5.0e-05 ∣ avg_100 : 32086.195559 ∣ critic_nllloss : 26112.683594 ∣ critic_ganloss : -220.735468 ∣ generator_nllloss : 5171.864258 ∣ generator_ganloss : 987.108203 ∣  [  std_z : 1.00  real_sub_fake : 740.28 ]
[  epoch 0016/0040] 4390/4800, lr:5.0e-05 ∣ avg_100 : 32086.392934 ∣ critic_nllloss : 26127.131250 ∣ critic_ganloss : -257.372572 ∣ generator_nllloss : 5199.697461 ∣ generator_ganloss : 970.279785 ∣  [  std_z : 1.00  real_sub_fake : 836.43 ]
[  epoch 0016/0040] 4400/4800, lr:5.0e-05 ∣ avg_100 : 32086.677244 ∣ critic_nllloss : 26108.232812 ∣ critic_ganloss : -195.028023 ∣ generator_nllloss : 5218.363477 ∣ generator_ganloss : 972.906982 ∣  [  std_z : 0.99  real_sub_fake : 893.01 ]
[  epoch 0016/0040] 4410/4800, lr:5.0e-05 ∣ avg_100 : 32080.156852 ∣ critic_nllloss : 25837.746094 ∣ critic_ganloss : -231.735625 ∣ generator_nllloss : 5163.014063 ∣ generator_ganloss : 973.334668 ∣  [  std_z : 0.98  real_sub_fake : 733.64 ]
[  epoch 0016/0040] 4420/4800, lr:5.0e-05 ∣ avg_100 : 32079.737465 ∣ critic_nllloss : 25941.120898 ∣ critic_ganloss : -199.297682 ∣ generator_nllloss : 5114.239258 ∣ generator_ganloss : 987.917773 ∣  [  std_z : 0.98  real_sub_fake : 733.58 ]
[  epoch 0016/0040] 4430/4800, lr:5.0e-05 ∣ avg_100 : 32076.876676 ∣ critic_nllloss : 25928.928906 ∣ critic_ganloss : -128.778786 ∣ generator_nllloss : 5123.278125 ∣ generator_ganloss : 1010.527783 ∣     [  std_z : 0.99  real_sub_fake : 645.32 ]
[  epoch 0016/0040] 4440/4800, lr:5.0e-05 ∣ avg_100 : 32077.409558 ∣ critic_nllloss : 26095.487891 ∣ critic_ganloss : -199.461394 ∣ generator_nllloss : 5301.419727 ∣ generator_ganloss : 984.090918 ∣  [  std_z : 1.00  real_sub_fake : 652.23 ]
[  epoch 0016/0040] 4450/4800, lr:5.0e-05 ∣ avg_100 : 32077.271055 ∣ critic_nllloss : 25877.747461 ∣ critic_ganloss : -266.171704 ∣ generator_nllloss : 5178.593750 ∣ generator_ganloss : 977.497949 ∣  [  std_z : 1.00  real_sub_fake : 854.12 ]
[  epoch 0016/0040] 4460/4800, lr:5.0e-05 ∣ avg_100 : 32079.393039 ∣ critic_nllloss : 25978.440039 ∣ critic_ganloss : -222.055653 ∣ generator_nllloss : 5208.878906 ∣ generator_ganloss : 1005.598633 ∣     [  std_z : 1.00  real_sub_fake : 1006.65 ]
[  epoch 0016/0040] 4470/4800, lr:5.0e-05 ∣ avg_100 : 32079.402817 ∣ critic_nllloss : 26102.074023 ∣ critic_ganloss : -181.963081 ∣ generator_nllloss : 5180.845117 ∣ generator_ganloss : 997.525000 ∣  [  std_z : 0.98  real_sub_fake : 815.05 ]
[  epoch 0016/0040] 4480/4800, lr:5.0e-05 ∣ avg_100 : 32080.246204 ∣ critic_nllloss : 26161.706250 ∣ critic_ganloss : -229.819580 ∣ generator_nllloss : 5238.089844 ∣ generator_ganloss : 988.703320 ∣  [  std_z : 0.98  real_sub_fake : 672.97 ]
[  epoch 0016/0040] 4490/4800, lr:5.0e-05 ∣ avg_100 : 32079.301041 ∣ critic_nllloss : 26011.075586 ∣ critic_ganloss : -230.292281 ∣ generator_nllloss : 5224.941992 ∣ generator_ganloss : 974.230664 ∣  [  std_z : 0.98  real_sub_fake : 824.14 ]
[  epoch 0016/0040] 4500/4800, lr:5.0e-05 ∣ avg_100 : 32083.321324 ∣ critic_nllloss : 26176.868945 ∣ critic_ganloss : -299.534236 ∣ generator_nllloss : 5217.380664 ∣ generator_ganloss : 981.551611 ∣  [  std_z : 1.00  real_sub_fake : 976.20 ]
[  epoch 0016/0040] 4510/4800, lr:5.0e-05 ∣ avg_100 : 32086.622641 ∣ critic_nllloss : 26161.493945 ∣ critic_ganloss : -201.320276 ∣ generator_nllloss : 5185.418555 ∣ generator_ganloss : 1004.741504 ∣     [  std_z : 1.00  real_sub_fake : 992.44 ]
[  epoch 0016/0040] 4520/4800, lr:5.0e-05 ∣ avg_100 : 32087.184653 ∣ critic_nllloss : 26114.332422 ∣ critic_ganloss : -227.713133 ∣ generator_nllloss : 5222.882031 ∣ generator_ganloss : 1034.707568 ∣     [  std_z : 0.98  real_sub_fake : 819.47 ]
[  epoch 0016/0040] 4530/4800, lr:5.0e-05 ∣ avg_100 : 32088.184873 ∣ critic_nllloss : 26080.323633 ∣ critic_ganloss : -234.442928 ∣ generator_nllloss : 5148.438086 ∣ generator_ganloss : 1025.606494 ∣     [  std_z : 0.99  real_sub_fake : 814.46 ]
[  epoch 0016/0040] 4540/4800, lr:5.0e-05 ∣ avg_100 : 32086.161084 ∣ critic_nllloss : 26075.156055 ∣ critic_ganloss : -182.892348 ∣ generator_nllloss : 5154.513281 ∣ generator_ganloss : 999.699561 ∣  [  std_z : 1.00  real_sub_fake : 836.66 ]
[  epoch 0016/0040] 4550/4800, lr:5.0e-05 ∣ avg_100 : 32087.700959 ∣ critic_nllloss : 25931.957422 ∣ critic_ganloss : -211.734418 ∣ generator_nllloss : 5207.295898 ∣ generator_ganloss : 985.882959 ∣  [  std_z : 1.00  real_sub_fake : 687.86 ]
[  epoch 0016/0040] 4560/4800, lr:5.0e-05 ∣ avg_100 : 32084.522875 ∣ critic_nllloss : 25973.034375 ∣ critic_ganloss : -255.102586 ∣ generator_nllloss : 5157.735156 ∣ generator_ganloss : 977.217920 ∣  [  std_z : 0.99  real_sub_fake : 854.70 ]
[  epoch 0016/0040] 4570/4800, lr:5.0e-05 ∣ avg_100 : 32081.065934 ∣ critic_nllloss : 26110.075781 ∣ critic_ganloss : -190.080783 ∣ generator_nllloss : 5145.212500 ∣ generator_ganloss : 982.757910 ∣  [  std_z : 0.99  real_sub_fake : 772.98 ]
[  epoch 0016/0040] 4580/4800, lr:5.0e-05 ∣ avg_100 : 32080.619915 ∣ critic_nllloss : 25933.108984 ∣ critic_ganloss : -164.973859 ∣ generator_nllloss : 5193.011523 ∣ generator_ganloss : 992.265869 ∣  [  std_z : 0.98  real_sub_fake : 773.94 ]
[  epoch 0016/0040] 4590/4800, lr:5.0e-05 ∣ avg_100 : 32081.702896 ∣ critic_nllloss : 26309.009961 ∣ critic_ganloss : -222.962346 ∣ generator_nllloss : 5248.077344 ∣ generator_ganloss : 1009.610107 ∣     [  std_z : 1.00  real_sub_fake : 692.95 ]
[  epoch 0016/0040] 4600/4800, lr:5.0e-05 ∣ avg_100 : 32084.461757 ∣ critic_nllloss : 25936.531445 ∣ critic_ganloss : -222.120387 ∣ generator_nllloss : 5266.909180 ∣ generator_ganloss : 1001.300684 ∣     [  std_z : 1.01  real_sub_fake : 974.02 ]
[  epoch 0016/0040] 4610/4800, lr:5.0e-05 ∣ avg_100 : 32085.941508 ∣ critic_nllloss : 26156.478516 ∣ critic_ganloss : -178.256671 ∣ generator_nllloss : 5172.531445 ∣ generator_ganloss : 1008.645313 ∣     [  std_z : 0.99  real_sub_fake : 675.05 ]
[  epoch 0016/0040] 4620/4800, lr:5.0e-05 ∣ avg_100 : 32087.839531 ∣ critic_nllloss : 26038.761133 ∣ critic_ganloss : -161.379980 ∣ generator_nllloss : 5242.981250 ∣ generator_ganloss : 961.022021 ∣  [  std_z : 0.98  real_sub_fake : 699.33 ]
[  epoch 0016/0040] 4630/4800, lr:5.0e-05 ∣ avg_100 : 32085.566801 ∣ critic_nllloss : 25841.603906 ∣ critic_ganloss : -146.991863 ∣ generator_nllloss : 5140.367188 ∣ generator_ganloss : 963.791797 ∣  [  std_z : 0.98  real_sub_fake : 503.26 ]
[  epoch 0016/0040] 4640/4800, lr:5.0e-05 ∣ avg_100 : 32082.961203 ∣ critic_nllloss : 25916.605273 ∣ critic_ganloss : -189.331371 ∣ generator_nllloss : 5166.093555 ∣ generator_ganloss : 926.733154 ∣  [  std_z : 1.00  real_sub_fake : 657.70 ]
[  epoch 0016/0040] 4650/4800, lr:5.0e-05 ∣ avg_100 : 32082.263163 ∣ critic_nllloss : 25957.900195 ∣ critic_ganloss : -171.774286 ∣ generator_nllloss : 5073.445898 ∣ generator_ganloss : 965.026318 ∣  [  std_z : 1.00  real_sub_fake : 672.79 ]
[  epoch 0016/0040] 4660/4800, lr:5.0e-05 ∣ avg_100 : 32083.212471 ∣ critic_nllloss : 26181.957422 ∣ critic_ganloss : -243.592711 ∣ generator_nllloss : 5239.929102 ∣ generator_ganloss : 952.479590 ∣  [  std_z : 1.00  real_sub_fake : 742.61 ]
[  epoch 0016/0040] 4670/4800, lr:5.0e-05 ∣ avg_100 : 32082.114750 ∣ critic_nllloss : 26160.791406 ∣ critic_ganloss : -287.303484 ∣ generator_nllloss : 5238.728906 ∣ generator_ganloss : 965.894287 ∣  [  std_z : 0.99  real_sub_fake : 880.97 ]
[  epoch 0016/0040] 4680/4800, lr:5.0e-05 ∣ avg_100 : 32075.703549 ∣ critic_nllloss : 25904.373437 ∣ critic_ganloss : -211.011591 ∣ generator_nllloss : 5124.054297 ∣ generator_ganloss : 989.093994 ∣  [  std_z : 0.98  real_sub_fake : 1049.58 ]
[  epoch 0016/0040] 4690/4800, lr:5.0e-05 ∣ avg_100 : 32073.394010 ∣ critic_nllloss : 26002.509766 ∣ critic_ganloss : -199.764645 ∣ generator_nllloss : 5113.812305 ∣ generator_ganloss : 974.547266 ∣  [  std_z : 0.99  real_sub_fake : 749.76 ]
[  epoch 0016/0040] 4700/4800, lr:5.0e-05 ∣ avg_100 : 32074.089820 ∣ critic_nllloss : 26049.641992 ∣ critic_ganloss : -229.767058 ∣ generator_nllloss : 5262.975977 ∣ generator_ganloss : 996.758496 ∣  [  std_z : 1.00  real_sub_fake : 761.40 ]
[  epoch 0016/0040] 4710/4800, lr:5.0e-05 ∣ avg_100 : 32078.110535 ∣ critic_nllloss : 26102.023633 ∣ critic_ganloss : -169.659196 ∣ generator_nllloss : 5249.029492 ∣ generator_ganloss : 972.270898 ∣  [  std_z : 1.00  real_sub_fake : 770.33 ]
[  epoch 0016/0040] 4720/4800, lr:5.0e-05 ∣ avg_100 : 32077.548940 ∣ critic_nllloss : 26106.836523 ∣ critic_ganloss : -185.563835 ∣ generator_nllloss : 5240.479297 ∣ generator_ganloss : 985.032227 ∣  [  std_z : 0.98  real_sub_fake : 684.01 ]
[  epoch 0016/0040] 4730/4800, lr:5.0e-05 ∣ avg_100 : 32073.911127 ∣ critic_nllloss : 25981.334766 ∣ critic_ganloss : -190.782104 ∣ generator_nllloss : 5210.984766 ∣ generator_ganloss : 979.293604 ∣  [  std_z : 0.97  real_sub_fake : 686.14 ]
[  epoch 0016/0040] 4740/4800, lr:5.0e-05 ∣ avg_100 : 32071.182471 ∣ critic_nllloss : 25986.135156 ∣ critic_ganloss : -216.568445 ∣ generator_nllloss : 5209.758008 ∣ generator_ganloss : 962.467529 ∣  [  std_z : 0.98  real_sub_fake : 823.29 ]
[  epoch 0016/0040] 4750/4800, lr:5.0e-05 ∣ avg_100 : 32073.157922 ∣ critic_nllloss : 26098.525977 ∣ critic_ganloss : -287.599188 ∣ generator_nllloss : 5256.451172 ∣ generator_ganloss : 945.077783 ∣  [  std_z : 1.00  real_sub_fake : 935.87 ]
[  epoch 0016/0040] 4760/4800, lr:5.0e-05 ∣ avg_100 : 32065.397223 ∣ critic_nllloss : 25904.992969 ∣ critic_ganloss : -256.434392 ∣ generator_nllloss : 5167.666406 ∣ generator_ganloss : 965.610937 ∣  [  std_z : 1.00  real_sub_fake : 908.34 ]
[  epoch 0016/0040] 4770/4800, lr:5.0e-05 ∣ avg_100 : 32065.747333 ∣ critic_nllloss : 26218.688086 ∣ critic_ganloss : -248.028522 ∣ generator_nllloss : 5251.742773 ∣ generator_ganloss : 987.913770 ∣  [  std_z : 0.99  real_sub_fake : 992.65 ]
[  epoch 0016/0040] 4780/4800, lr:5.0e-05 ∣ avg_100 : 32060.156136 ∣ critic_nllloss : 25794.958984 ∣ critic_ganloss : -157.880347 ∣ generator_nllloss : 5087.402734 ∣ generator_ganloss : 1016.055957 ∣     [  std_z : 0.98  real_sub_fake : 639.10 ]
[  epoch 0016/0040] 4790/4800, lr:5.0e-05 ∣ avg_100 : 32060.946318 ∣ critic_nllloss : 26113.402930 ∣ critic_ganloss : -125.680654 ∣ generator_nllloss : 5246.361328 ∣ generator_ganloss : 1017.128564 ∣     [  std_z : 0.99  real_sub_fake : 483.87 ]
[  epoch 0016/0040] 4800/4800, lr:5.0e-05 ∣ avg_100 : 32061.447118 ∣ critic_nllloss : 26051.090234 ∣ critic_ganloss : -121.982598 ∣ generator_nllloss : 5287.820312 ∣ generator_ganloss : 989.733496 ∣  [  std_z : 0.99  real_sub_fake : 510.45 ]
[    val 016    ] Done! KLD: 0.028609: 0.00951512:43, total: 1 day, 6:21:12                     
[  epoch 0017/0040] 0010/4800, lr:5.0e-05 ∣ avg_100 : 32058.131525 ∣ critic_nllloss : 26117.879102 ∣ critic_ganloss : -218.089738 ∣ generator_nllloss : 5312.302930 ∣ generator_ganloss : 986.889160 ∣  [  std_z : 0.99  real_sub_fake : 663.06 ]
[  epoch 0017/0040] 0020/4800, lr:5.0e-05 ∣ avg_100 : 32056.891603 ∣ critic_nllloss : 25941.493164 ∣ critic_ganloss : -190.522192 ∣ generator_nllloss : 5263.294141 ∣ generator_ganloss : 1007.342627 ∣     [  std_z : 1.00  real_sub_fake : 789.92 ]
[  epoch 0017/0040] 0030/4800, lr:5.0e-05 ∣ avg_100 : 32056.361108 ∣ critic_nllloss : 26071.745508 ∣ critic_ganloss : -240.716632 ∣ generator_nllloss : 5144.053516 ∣ generator_ganloss : 1012.861279 ∣     [  std_z : 1.00  real_sub_fake : 735.10 ]
[  epoch 0017/0040] 0040/4800, lr:5.0e-05 ∣ avg_100 : 32056.594652 ∣ critic_nllloss : 26039.211719 ∣ critic_ganloss : -184.748007 ∣ generator_nllloss : 5254.629102 ∣ generator_ganloss : 1022.017480 ∣     [  std_z : 0.99  real_sub_fake : 871.33 ]
[  epoch 0017/0040] 0050/4800, lr:5.0e-05 ∣ avg_100 : 32058.147282 ∣ critic_nllloss : 26164.599414 ∣ critic_ganloss : -199.440384 ∣ generator_nllloss : 5228.653516 ∣ generator_ganloss : 1009.800684 ∣     [  std_z : 0.98  real_sub_fake : 801.20 ]
[  epoch 0017/0040] 0060/4800, lr:5.0e-05 ∣ avg_100 : 32055.112417 ∣ critic_nllloss : 25843.425195 ∣ critic_ganloss : -206.807404 ∣ generator_nllloss : 5188.622656 ∣ generator_ganloss : 1006.408984 ∣     [  std_z : 0.98  real_sub_fake : 670.45 ]
[  epoch 0017/0040] 0070/4800, lr:5.0e-05 ∣ avg_100 : 32050.282783 ∣ critic_nllloss : 26002.429883 ∣ critic_ganloss : -216.489215 ∣ generator_nllloss : 5161.524023 ∣ generator_ganloss : 995.229004 ∣  [  std_z : 0.99  real_sub_fake : 842.63 ]
[  epoch 0017/0040] 0080/4800, lr:5.0e-05 ∣ avg_100 : 32047.848235 ∣ critic_nllloss : 26035.543945 ∣ critic_ganloss : -181.566733 ∣ generator_nllloss : 5138.652734 ∣ generator_ganloss : 1005.677539 ∣     [  std_z : 1.00  real_sub_fake : 845.04 ]
[  epoch 0017/0040] 0090/4800, lr:5.0e-05 ∣ avg_100 : 32048.587092 ∣ critic_nllloss : 26218.452539 ∣ critic_ganloss : -240.945760 ∣ generator_nllloss : 5281.795117 ∣ generator_ganloss : 964.704492 ∣  [  std_z : 1.00  real_sub_fake : 874.77 ]
[  epoch 0017/0040] 0100/4800, lr:5.0e-05 ∣ avg_100 : 32051.366905 ∣ critic_nllloss : 26212.049023 ∣ critic_ganloss : -202.524261 ∣ generator_nllloss : 5231.085742 ∣ generator_ganloss : 965.308057 ∣  [  std_z : 0.99  real_sub_fake : 909.53 ]
[  epoch 0017/0040] 0110/4800, lr:5.0e-05 ∣ avg_100 : 32050.591380 ∣ critic_nllloss : 26038.577539 ∣ critic_ganloss : -196.531927 ∣ generator_nllloss : 5276.916602 ∣ generator_ganloss : 935.816113 ∣  [  std_z : 0.99  real_sub_fake : 745.28 ]
[  epoch 0017/0040] 0120/4800, lr:5.0e-05 ∣ avg_100 : 32051.860122 ∣ critic_nllloss : 26035.356641 ∣ critic_ganloss : -220.188232 ∣ generator_nllloss : 5197.062305 ∣ generator_ganloss : 921.800879 ∣  [  std_z : 0.98  real_sub_fake : 843.86 ]
[  epoch 0017/0040] 0130/4800, lr:5.0e-05 ∣ avg_100 : 32054.416565 ∣ critic_nllloss : 26313.831836 ∣ critic_ganloss : -243.395183 ∣ generator_nllloss : 5229.305273 ∣ generator_ganloss : 944.730127 ∣  [  std_z : 0.98  real_sub_fake : 871.34 ]
[  epoch 0017/0040] 0140/4800, lr:5.0e-05 ∣ avg_100 : 32052.959701 ∣ critic_nllloss : 26034.041602 ∣ critic_ganloss : -198.447725 ∣ generator_nllloss : 5232.691016 ∣ generator_ganloss : 950.278662 ∣  [  std_z : 0.99  real_sub_fake : 740.61 ]
[  epoch 0017/0040] 0150/4800, lr:5.0e-05 ∣ avg_100 : 32050.400897 ∣ critic_nllloss : 26086.928320 ∣ critic_ganloss : -221.043756 ∣ generator_nllloss : 5159.250781 ∣ generator_ganloss : 967.964697 ∣  [  std_z : 1.00  real_sub_fake : 759.23 ]
[  epoch 0017/0040] 0160/4800, lr:5.0e-05 ∣ avg_100 : 32048.545772 ∣ critic_nllloss : 26125.086719 ∣ critic_ganloss : -172.974536 ∣ generator_nllloss : 5193.591602 ∣ generator_ganloss : 974.548486 ∣  [  std_z : 1.00  real_sub_fake : 680.96 ]
[  epoch 0017/0040] 0170/4800, lr:5.0e-05 ∣ avg_100 : 32041.951052 ∣ critic_nllloss : 25945.401953 ∣ critic_ganloss : -247.864793 ∣ generator_nllloss : 5179.534375 ∣ generator_ganloss : 942.423877 ∣  [  std_z : 0.98  real_sub_fake : 870.25 ]
[  epoch 0017/0040] 0180/4800, lr:5.0e-05 ∣ avg_100 : 32038.827812 ∣ critic_nllloss : 26115.544531 ∣ critic_ganloss : -214.133270 ∣ generator_nllloss : 5233.680664 ∣ generator_ganloss : 965.066943 ∣  [  std_z : 0.98  real_sub_fake : 744.30 ]
[  epoch 0017/0040] 0190/4800, lr:5.0e-05 ∣ avg_100 : 32041.144561 ∣ critic_nllloss : 26170.764258 ∣ critic_ganloss : -171.761818 ∣ generator_nllloss : 5221.775977 ∣ generator_ganloss : 998.791748 ∣  [  std_z : 0.99  real_sub_fake : 800.71 ]
[  epoch 0017/0040] 0200/4800, lr:5.0e-05 ∣ avg_100 : 32041.522590 ∣ critic_nllloss : 26102.474219 ∣ critic_ganloss : -245.276952 ∣ generator_nllloss : 5243.235547 ∣ generator_ganloss : 974.002051 ∣  [  std_z : 1.00  real_sub_fake : 702.13 ]
[  epoch 0017/0040] 0210/4800, lr:5.0e-05 ∣ avg_100 : 32040.140492 ∣ critic_nllloss : 25940.012500 ∣ critic_ganloss : -185.721951 ∣ generator_nllloss : 5206.869727 ∣ generator_ganloss : 969.955273 ∣  [  std_z : 1.00  real_sub_fake : 838.65 ]
[  epoch 0017/0040] 0220/4800, lr:5.0e-05 ∣ avg_100 : 32041.747801 ∣ critic_nllloss : 26195.242383 ∣ critic_ganloss : -245.386250 ∣ generator_nllloss : 5180.078516 ∣ generator_ganloss : 964.903320 ∣  [  std_z : 1.00  real_sub_fake : 833.34 ]
[  epoch 0017/0040] 0230/4800, lr:5.0e-05 ∣ avg_100 : 32040.013461 ∣ critic_nllloss : 25956.500000 ∣ critic_ganloss : -236.846759 ∣ generator_nllloss : 5209.560742 ∣ generator_ganloss : 967.206055 ∣  [  std_z : 0.99  real_sub_fake : 1006.35 ]
[  epoch 0017/0040] 0240/4800, lr:5.0e-05 ∣ avg_100 : 32035.333362 ∣ critic_nllloss : 25939.773438 ∣ critic_ganloss : -257.516359 ∣ generator_nllloss : 5127.697852 ∣ generator_ganloss : 950.518604 ∣  [  std_z : 0.99  real_sub_fake : 878.11 ]
[  epoch 0017/0040] 0250/4800, lr:5.0e-05 ∣ avg_100 : 32037.812092 ∣ critic_nllloss : 26104.527930 ∣ critic_ganloss : -163.986292 ∣ generator_nllloss : 5248.478516 ∣ generator_ganloss : 975.521973 ∣  [  std_z : 0.98  real_sub_fake : 764.25 ]
[  epoch 0017/0040] 0260/4800, lr:5.0e-05 ∣ avg_100 : 32034.450186 ∣ critic_nllloss : 26078.143359 ∣ critic_ganloss : -231.905923 ∣ generator_nllloss : 5244.015234 ∣ generator_ganloss : 946.910889 ∣  [  std_z : 0.99  real_sub_fake : 786.03 ]
[  epoch 0017/0040] 0270/4800, lr:5.0e-05 ∣ avg_100 : 32037.261942 ∣ critic_nllloss : 26303.220898 ∣ critic_ganloss : -219.508994 ∣ generator_nllloss : 5232.950391 ∣ generator_ganloss : 967.697656 ∣  [  std_z : 0.99  real_sub_fake : 769.56 ]
[  epoch 0017/0040] 0280/4800, lr:5.0e-05 ∣ avg_100 : 32035.396911 ∣ critic_nllloss : 26002.460156 ∣ critic_ganloss : -223.638873 ∣ generator_nllloss : 5184.839453 ∣ generator_ganloss : 949.060010 ∣  [  std_z : 0.99  real_sub_fake : 950.77 ]
[  epoch 0017/0040] 0290/4800, lr:5.0e-05 ∣ avg_100 : 32036.009577 ∣ critic_nllloss : 26109.728906 ∣ critic_ganloss : -256.990201 ∣ generator_nllloss : 5221.820508 ∣ generator_ganloss : 960.215039 ∣  [  std_z : 1.00  real_sub_fake : 872.42 ]
[  epoch 0017/0040] 0300/4800, lr:5.0e-05 ∣ avg_100 : 32035.128237 ∣ critic_nllloss : 25838.581250 ∣ critic_ganloss : -199.690562 ∣ generator_nllloss : 5148.556836 ∣ generator_ganloss : 964.474414 ∣  [  std_z : 0.99  real_sub_fake : 807.10 ]
[  epoch 0017/0040] 0310/4800, lr:5.0e-05 ∣ avg_100 : 32037.746102 ∣ critic_nllloss : 26244.427344 ∣ critic_ganloss : -252.528865 ∣ generator_nllloss : 5216.997266 ∣ generator_ganloss : 961.002246 ∣  [  std_z : 0.99  real_sub_fake : 841.11 ]
[  epoch 0017/0040] 0320/4800, lr:5.0e-05 ∣ avg_100 : 32032.742103 ∣ critic_nllloss : 25934.077148 ∣ critic_ganloss : -224.214963 ∣ generator_nllloss : 5152.791602 ∣ generator_ganloss : 974.333691 ∣  [  std_z : 0.98  real_sub_fake : 818.13 ]
[  epoch 0017/0040] 0330/4800, lr:5.0e-05 ∣ avg_100 : 32034.558637 ∣ critic_nllloss : 26109.694727 ∣ critic_ganloss : -160.890422 ∣ generator_nllloss : 5241.363867 ∣ generator_ganloss : 1007.190576 ∣     [  std_z : 0.99  real_sub_fake : 765.27 ]
[  epoch 0017/0040] 0340/4800, lr:5.0e-05 ∣ avg_100 : 32035.070945 ∣ critic_nllloss : 26091.288086 ∣ critic_ganloss : -208.174318 ∣ generator_nllloss : 5233.136523 ∣ generator_ganloss : 959.710254 ∣  [  std_z : 1.00  real_sub_fake : 767.33 ]
[  epoch 0017/0040] 0350/4800, lr:5.0e-05 ∣ avg_100 : 32035.361190 ∣ critic_nllloss : 26139.074805 ∣ critic_ganloss : -258.627333 ∣ generator_nllloss : 5198.090820 ∣ generator_ganloss : 989.869873 ∣  [  std_z : 1.00  real_sub_fake : 824.10 ]
[  epoch 0017/0040] 0360/4800, lr:5.0e-05 ∣ avg_100 : 32035.867672 ∣ critic_nllloss : 26047.437695 ∣ critic_ganloss : -287.319391 ∣ generator_nllloss : 5272.101172 ∣ generator_ganloss : 984.544434 ∣  [  std_z : 0.99  real_sub_fake : 1044.06 ]
[  epoch 0017/0040] 0370/4800, lr:5.0e-05 ∣ avg_100 : 32036.334112 ∣ critic_nllloss : 26085.472070 ∣ critic_ganloss : -211.348332 ∣ generator_nllloss : 5337.647852 ∣ generator_ganloss : 1021.496680 ∣     [  std_z : 0.98  real_sub_fake : 924.86 ]
[  epoch 0017/0040] 0380/4800, lr:5.0e-05 ∣ avg_100 : 32033.002399 ∣ critic_nllloss : 25744.299414 ∣ critic_ganloss : -177.252425 ∣ generator_nllloss : 5129.515234 ∣ generator_ganloss : 1011.031250 ∣     [  std_z : 0.98  real_sub_fake : 608.24 ]
[  epoch 0017/0040] 0390/4800, lr:5.0e-05 ∣ avg_100 : 32037.028074 ∣ critic_nllloss : 26101.123633 ∣ critic_ganloss : -215.885268 ∣ generator_nllloss : 5276.444531 ∣ generator_ganloss : 1018.323145 ∣     [  std_z : 0.99  real_sub_fake : 798.37 ]
[  epoch 0017/0040] 0400/4800, lr:5.0e-05 ∣ avg_100 : 32033.020220 ∣ critic_nllloss : 25792.969336 ∣ critic_ganloss : -203.332425 ∣ generator_nllloss : 5237.639844 ∣ generator_ganloss : 974.618018 ∣  [  std_z : 0.99  real_sub_fake : 836.64 ]
[  epoch 0017/0040] 0410/4800, lr:5.0e-05 ∣ avg_100 : 32031.403340 ∣ critic_nllloss : 26039.713672 ∣ critic_ganloss : -246.817108 ∣ generator_nllloss : 5184.880469 ∣ generator_ganloss : 946.783398 ∣  [  std_z : 1.00  real_sub_fake : 982.34 ]
[  epoch 0017/0040] 0420/4800, lr:5.0e-05 ∣ avg_100 : 32031.660673 ∣ critic_nllloss : 25972.870703 ∣ critic_ganloss : -229.111873 ∣ generator_nllloss : 5211.069922 ∣ generator_ganloss : 940.511328 ∣  [  std_z : 1.01  real_sub_fake : 762.47 ]
[  epoch 0017/0040] 0430/4800, lr:5.0e-05 ∣ avg_100 : 32031.565758 ∣ critic_nllloss : 26033.813867 ∣ critic_ganloss : -207.792667 ∣ generator_nllloss : 5278.383594 ∣ generator_ganloss : 945.411279 ∣  [  std_z : 0.99  real_sub_fake : 778.99 ]
[  epoch 0017/0040] 0440/4800, lr:5.0e-05 ∣ avg_100 : 32028.886603 ∣ critic_nllloss : 25914.750195 ∣ critic_ganloss : -161.048221 ∣ generator_nllloss : 5149.037891 ∣ generator_ganloss : 989.222021 ∣  [  std_z : 0.98  real_sub_fake : 620.55 ]
[  epoch 0017/0040] 0450/4800, lr:5.0e-05 ∣ avg_100 : 32028.200494 ∣ critic_nllloss : 26399.252930 ∣ critic_ganloss : -224.725751 ∣ generator_nllloss : 5196.394531 ∣ generator_ganloss : 946.301514 ∣  [  std_z : 0.99  real_sub_fake : 931.75 ]
[  epoch 0017/0040] 0460/4800, lr:5.0e-05 ∣ avg_100 : 32031.427455 ∣ critic_nllloss : 26333.361523 ∣ critic_ganloss : -267.275917 ∣ generator_nllloss : 5355.567187 ∣ generator_ganloss : 968.328320 ∣  [  std_z : 0.99  real_sub_fake : 894.48 ]
[  epoch 0017/0040] 0470/4800, lr:5.0e-05 ∣ avg_100 : 32032.264029 ∣ critic_nllloss : 26098.541211 ∣ critic_ganloss : -312.696497 ∣ generator_nllloss : 5192.293164 ∣ generator_ganloss : 963.978027 ∣  [  std_z : 1.00  real_sub_fake : 1010.85 ]
[  epoch 0017/0040] 0480/4800, lr:5.0e-05 ∣ avg_100 : 32034.250920 ∣ critic_nllloss : 26180.024023 ∣ critic_ganloss : -200.186697 ∣ generator_nllloss : 5253.204102 ∣ generator_ganloss : 960.855176 ∣  [  std_z : 0.99  real_sub_fake : 1107.96 ]
[  epoch 0017/0040] 0490/4800, lr:5.0e-05 ∣ avg_100 : 32029.297437 ∣ critic_nllloss : 25862.174414 ∣ critic_ganloss : -134.213144 ∣ generator_nllloss : 5122.190234 ∣ generator_ganloss : 1005.890234 ∣     [  std_z : 0.98  real_sub_fake : 464.57 ]
[  epoch 0017/0040] 0500/4800, lr:5.0e-05 ∣ avg_100 : 32025.449001 ∣ critic_nllloss : 25964.899414 ∣ critic_ganloss : -137.870401 ∣ generator_nllloss : 5161.961133 ∣ generator_ganloss : 963.755371 ∣  [  std_z : 0.98  real_sub_fake : 580.69 ]
[  epoch 0017/0040] 0510/4800, lr:5.0e-05 ∣ avg_100 : 32026.490028 ∣ critic_nllloss : 26245.893359 ∣ critic_ganloss : -181.492056 ∣ generator_nllloss : 5259.080273 ∣ generator_ganloss : 993.129541 ∣  [  std_z : 1.00  real_sub_fake : 581.96 ]
[  epoch 0017/0040] 0520/4800, lr:5.0e-05 ∣ avg_100 : 32027.690982 ∣ critic_nllloss : 26054.300586 ∣ critic_ganloss : -191.491298 ∣ generator_nllloss : 5230.785742 ∣ generator_ganloss : 981.206055 ∣  [  std_z : 1.00  real_sub_fake : 706.24 ]
[  epoch 0017/0040] 0530/4800, lr:5.0e-05 ∣ avg_100 : 32030.080922 ∣ critic_nllloss : 26173.248437 ∣ critic_ganloss : -139.035777 ∣ generator_nllloss : 5284.473437 ∣ generator_ganloss : 980.624512 ∣  [  std_z : 0.99  real_sub_fake : 672.14 ]
[  epoch 0017/0040] 0540/4800, lr:5.0e-05 ∣ avg_100 : 32034.407665 ∣ critic_nllloss : 26127.290820 ∣ critic_ganloss : -176.302191 ∣ generator_nllloss : 5196.023438 ∣ generator_ganloss : 986.650684 ∣  [  std_z : 0.98  real_sub_fake : 534.77 ]
[  epoch 0017/0040] 0550/4800, lr:5.0e-05 ∣ avg_100 : 32036.579817 ∣ critic_nllloss : 26092.534570 ∣ critic_ganloss : -175.943530 ∣ generator_nllloss : 5189.815234 ∣ generator_ganloss : 974.468750 ∣  [  std_z : 0.99  real_sub_fake : 679.55 ]
[  epoch 0017/0040] 0560/4800, lr:5.0e-05 ∣ avg_100 : 32034.643361 ∣ critic_nllloss : 25971.000586 ∣ critic_ganloss : -196.510912 ∣ generator_nllloss : 5218.878320 ∣ generator_ganloss : 993.636230 ∣  [  std_z : 0.99  real_sub_fake : 721.73 ]
[  epoch 0017/0040] 0570/4800, lr:5.0e-05 ∣ avg_100 : 32031.860802 ∣ critic_nllloss : 26061.829688 ∣ critic_ganloss : -366.267355 ∣ generator_nllloss : 5222.782227 ∣ generator_ganloss : 980.334814 ∣  [  std_z : 1.00  real_sub_fake : 1090.21 ]
[  epoch 0017/0040] 0580/4800, lr:5.0e-05 ∣ avg_100 : 32028.713549 ∣ critic_nllloss : 25888.041602 ∣ critic_ganloss : -302.396045 ∣ generator_nllloss : 5129.601562 ∣ generator_ganloss : 1020.948145 ∣     [  std_z : 1.00  real_sub_fake : 1532.34 ]
[  epoch 0017/0040] 0590/4800, lr:5.0e-05 ∣ avg_100 : 32027.320020 ∣ critic_nllloss : 26007.200977 ∣ critic_ganloss : -288.823903 ∣ generator_nllloss : 5177.723828 ∣ generator_ganloss : 1004.282129 ∣     [  std_z : 0.99  real_sub_fake : 977.73 ]
[  epoch 0017/0040] 0600/4800, lr:5.0e-05 ∣ avg_100 : 32027.735178 ∣ critic_nllloss : 26217.021094 ∣ critic_ganloss : -298.342676 ∣ generator_nllloss : 5228.702930 ∣ generator_ganloss : 998.609766 ∣  [  std_z : 0.99  real_sub_fake : 904.79 ]
[  epoch 0017/0040] 0610/4800, lr:5.0e-05 ∣ avg_100 : 32032.373157 ∣ critic_nllloss : 26158.357812 ∣ critic_ganloss : -233.771811 ∣ generator_nllloss : 5259.226172 ∣ generator_ganloss : 1022.344922 ∣     [  std_z : 0.99  real_sub_fake : 1014.24 ]
[  epoch 0017/0040] 0620/4800, lr:5.0e-05 ∣ avg_100 : 32034.257354 ∣ critic_nllloss : 26113.470508 ∣ critic_ganloss : -256.432913 ∣ generator_nllloss : 5207.838867 ∣ generator_ganloss : 967.523486 ∣  [  std_z : 0.99  real_sub_fake : 925.52 ]
[  epoch 0017/0040] 0630/4800, lr:5.0e-05 ∣ avg_100 : 32038.792226 ∣ critic_nllloss : 26191.594922 ∣ critic_ganloss : -147.607913 ∣ generator_nllloss : 5315.933984 ∣ generator_ganloss : 1027.522168 ∣     [  std_z : 0.99  real_sub_fake : 701.89 ]
[  epoch 0017/0040] 0640/4800, lr:5.0e-05 ∣ avg_100 : 32039.777418 ∣ critic_nllloss : 26229.568359 ∣ critic_ganloss : -222.564278 ∣ generator_nllloss : 5294.440820 ∣ generator_ganloss : 978.611475 ∣  [  std_z : 0.99  real_sub_fake : 746.97 ]
[  epoch 0017/0040] 0650/4800, lr:5.0e-05 ∣ avg_100 : 32044.549776 ∣ critic_nllloss : 26114.658398 ∣ critic_ganloss : -150.483336 ∣ generator_nllloss : 5320.668945 ∣ generator_ganloss : 960.059277 ∣  [  std_z : 0.99  real_sub_fake : 748.91 ]
[  epoch 0017/0040] 0660/4800, lr:5.0e-05 ∣ avg_100 : 32046.765502 ∣ critic_nllloss : 26129.537109 ∣ critic_ganloss : -163.249397 ∣ generator_nllloss : 5255.207227 ∣ generator_ganloss : 970.939551 ∣  [  std_z : 0.98  real_sub_fake : 587.13 ]
[  epoch 0017/0040] 0670/4800, lr:5.0e-05 ∣ avg_100 : 32044.929794 ∣ critic_nllloss : 25987.837695 ∣ critic_ganloss : -161.505879 ∣ generator_nllloss : 5153.941797 ∣ generator_ganloss : 934.636621 ∣  [  std_z : 0.98  real_sub_fake : 759.16 ]
[  epoch 0017/0040] 0680/4800, lr:5.0e-05 ∣ avg_100 : 32046.908338 ∣ critic_nllloss : 26241.828711 ∣ critic_ganloss : -197.866011 ∣ generator_nllloss : 5352.800781 ∣ generator_ganloss : 959.770752 ∣  [  std_z : 1.00  real_sub_fake : 639.04 ]
[  epoch 0017/0040] 0690/4800, lr:5.0e-05 ∣ avg_100 : 32047.378443 ∣ critic_nllloss : 26112.369922 ∣ critic_ganloss : -247.263448 ∣ generator_nllloss : 5216.363086 ∣ generator_ganloss : 945.496924 ∣  [  std_z : 1.00  real_sub_fake : 774.51 ]
[  epoch 0017/0040] 0700/4800, lr:5.0e-05 ∣ avg_100 : 32046.165697 ∣ critic_nllloss : 26114.681055 ∣ critic_ganloss : -280.415526 ∣ generator_nllloss : 5154.835938 ∣ generator_ganloss : 965.890918 ∣  [  std_z : 1.00  real_sub_fake : 972.00 ]
[  epoch 0017/0040] 0710/4800, lr:5.0e-05 ∣ avg_100 : 32045.436087 ∣ critic_nllloss : 26136.559570 ∣ critic_ganloss : -308.551428 ∣ generator_nllloss : 5287.876953 ∣ generator_ganloss : 961.487695 ∣  [  std_z : 0.99  real_sub_fake : 1135.20 ]
[  epoch 0017/0040] 0720/4800, lr:5.0e-05 ∣ avg_100 : 32040.737280 ∣ critic_nllloss : 25833.112109 ∣ critic_ganloss : -248.238429 ∣ generator_nllloss : 5093.596484 ∣ generator_ganloss : 995.857959 ∣  [  std_z : 1.00  real_sub_fake : 912.12 ]
[  epoch 0017/0040] 0730/4800, lr:5.0e-05 ∣ avg_100 : 32038.862208 ∣ critic_nllloss : 25882.877930 ∣ critic_ganloss : -223.864804 ∣ generator_nllloss : 5190.649219 ∣ generator_ganloss : 982.755762 ∣  [  std_z : 1.00  real_sub_fake : 933.31 ]
[  epoch 0017/0040] 0740/4800, lr:5.0e-05 ∣ avg_100 : 32036.680293 ∣ critic_nllloss : 25970.214453 ∣ critic_ganloss : -261.816364 ∣ generator_nllloss : 5146.784961 ∣ generator_ganloss : 973.102002 ∣  [  std_z : 0.99  real_sub_fake : 908.07 ]
[  epoch 0017/0040] 0750/4800, lr:5.0e-05 ∣ avg_100 : 32038.501598 ∣ critic_nllloss : 26144.454102 ∣ critic_ganloss : -224.159366 ∣ generator_nllloss : 5196.482422 ∣ generator_ganloss : 978.755225 ∣  [  std_z : 0.99  real_sub_fake : 916.49 ]
[  epoch 0017/0040] 0760/4800, lr:5.0e-05 ∣ avg_100 : 32041.152755 ∣ critic_nllloss : 26168.367188 ∣ critic_ganloss : -205.990974 ∣ generator_nllloss : 5195.697461 ∣ generator_ganloss : 959.926855 ∣  [  std_z : 1.00  real_sub_fake : 796.37 ]
[  epoch 0017/0040] 0770/4800, lr:5.0e-05 ∣ avg_100 : 32042.961032 ∣ critic_nllloss : 26180.623633 ∣ critic_ganloss : -213.447061 ∣ generator_nllloss : 5291.655664 ∣ generator_ganloss : 969.960889 ∣  [  std_z : 0.99  real_sub_fake : 735.82 ]
[  epoch 0017/0040] 0780/4800, lr:5.0e-05 ∣ avg_100 : 32040.983123 ∣ critic_nllloss : 25866.942188 ∣ critic_ganloss : -201.152322 ∣ generator_nllloss : 5115.465430 ∣ generator_ganloss : 974.366309 ∣  [  std_z : 0.99  real_sub_fake : 757.20 ]
[  epoch 0017/0040] 0790/4800, lr:5.0e-05 ∣ avg_100 : 32038.848810 ∣ critic_nllloss : 26164.052539 ∣ critic_ganloss : -228.650165 ∣ generator_nllloss : 5209.379883 ∣ generator_ganloss : 985.521484 ∣  [  std_z : 0.99  real_sub_fake : 762.75 ]
[  epoch 0017/0040] 0800/4800, lr:5.0e-05 ∣ avg_100 : 32038.062117 ∣ critic_nllloss : 25983.710938 ∣ critic_ganloss : -275.009097 ∣ generator_nllloss : 5207.896484 ∣ generator_ganloss : 987.353320 ∣  [  std_z : 0.98  real_sub_fake : 1092.21 ]
[  epoch 0017/0040] 0810/4800, lr:5.0e-05 ∣ avg_100 : 32034.282591 ∣ critic_nllloss : 25957.845117 ∣ critic_ganloss : -270.121588 ∣ generator_nllloss : 5113.338672 ∣ generator_ganloss : 980.383789 ∣  [  std_z : 0.98  real_sub_fake : 903.61 ]
[  epoch 0017/0040] 0820/4800, lr:5.0e-05 ∣ avg_100 : 32031.962016 ∣ critic_nllloss : 25888.305664 ∣ critic_ganloss : -249.026935 ∣ generator_nllloss : 5199.079297 ∣ generator_ganloss : 1010.968945 ∣     [  std_z : 0.99  real_sub_fake : 996.18 ]
[  epoch 0017/0040] 0830/4800, lr:5.0e-05 ∣ avg_100 : 32034.206592 ∣ critic_nllloss : 26014.700000 ∣ critic_ganloss : -203.068787 ∣ generator_nllloss : 5173.510547 ∣ generator_ganloss : 1038.086865 ∣     [  std_z : 0.99  real_sub_fake : 773.11 ]
[  epoch 0017/0040] 0840/4800, lr:5.0e-05 ∣ avg_100 : 32035.492374 ∣ critic_nllloss : 25915.174023 ∣ critic_ganloss : -181.945917 ∣ generator_nllloss : 5167.333984 ∣ generator_ganloss : 1048.116748 ∣     [  std_z : 0.99  real_sub_fake : 705.88 ]
[  epoch 0017/0040] 0850/4800, lr:5.0e-05 ∣ avg_100 : 32040.603527 ∣ critic_nllloss : 26151.159961 ∣ critic_ganloss : -131.217997 ∣ generator_nllloss : 5289.062109 ∣ generator_ganloss : 1026.709277 ∣     [  std_z : 0.99  real_sub_fake : 723.99 ]
[  epoch 0017/0040] 0860/4800, lr:5.0e-05 ∣ avg_100 : 32042.015131 ∣ critic_nllloss : 25985.265039 ∣ critic_ganloss : -69.567847 ∣ generator_nllloss : 5302.353906 ∣ generator_ganloss : 1053.882764 ∣  [  std_z : 0.99  real_sub_fake : 262.62 ]
[  epoch 0017/0040] 0870/4800, lr:5.0e-05 ∣ avg_100 : 32038.446951 ∣ critic_nllloss : 25704.790820 ∣ critic_ganloss : -128.337354 ∣ generator_nllloss : 5132.204102 ∣ generator_ganloss : 1012.635498 ∣     [  std_z : 0.98  real_sub_fake : 349.98 ]
[  epoch 0017/0040] 0880/4800, lr:5.0e-05 ∣ avg_100 : 32042.356340 ∣ critic_nllloss : 26132.857227 ∣ critic_ganloss : -108.682890 ∣ generator_nllloss : 5183.156836 ∣ generator_ganloss : 990.117920 ∣  [  std_z : 0.99  real_sub_fake : 512.27 ]
[  epoch 0017/0040] 0890/4800, lr:5.0e-05 ∣ avg_100 : 32043.212661 ∣ critic_nllloss : 25956.903320 ∣ critic_ganloss : -168.079659 ∣ generator_nllloss : 5186.783789 ∣ generator_ganloss : 1001.129297 ∣     [  std_z : 0.99  real_sub_fake : 538.48 ]
[  epoch 0017/0040] 0900/4800, lr:5.0e-05 ∣ avg_100 : 32043.834130 ∣ critic_nllloss : 26149.895508 ∣ critic_ganloss : -193.630992 ∣ generator_nllloss : 5185.648633 ∣ generator_ganloss : 999.843164 ∣  [  std_z : 1.00  real_sub_fake : 676.19 ]
[  epoch 0017/0040] 0910/4800, lr:5.0e-05 ∣ avg_100 : 32042.273557 ∣ critic_nllloss : 25967.616406 ∣ critic_ganloss : -209.916774 ∣ generator_nllloss : 5247.364258 ∣ generator_ganloss : 992.543604 ∣  [  std_z : 0.99  real_sub_fake : 776.98 ]
[  epoch 0017/0040] 0920/4800, lr:5.0e-05 ∣ avg_100 : 32043.571625 ∣ critic_nllloss : 26233.913086 ∣ critic_ganloss : -149.835501 ∣ generator_nllloss : 5197.725195 ∣ generator_ganloss : 994.788281 ∣  [  std_z : 0.99  real_sub_fake : 719.42 ]
[  epoch 0017/0040] 0930/4800, lr:5.0e-05 ∣ avg_100 : 32045.007149 ∣ critic_nllloss : 26028.298633 ∣ critic_ganloss : -185.816338 ∣ generator_nllloss : 5281.940234 ∣ generator_ganloss : 999.960840 ∣  [  std_z : 0.98  real_sub_fake : 603.32 ]
[  epoch 0017/0040] 0940/4800, lr:5.0e-05 ∣ avg_100 : 32046.295666 ∣ critic_nllloss : 26094.240039 ∣ critic_ganloss : -177.223065 ∣ generator_nllloss : 5170.993555 ∣ generator_ganloss : 982.633496 ∣  [  std_z : 0.99  real_sub_fake : 586.39 ]
[  epoch 0017/0040] 0950/4800, lr:5.0e-05 ∣ avg_100 : 32046.819512 ∣ critic_nllloss : 26007.212500 ∣ critic_ganloss : -198.143501 ∣ generator_nllloss : 5281.175586 ∣ generator_ganloss : 974.595752 ∣  [  std_z : 1.00  real_sub_fake : 752.52 ]
[  epoch 0017/0040] 0960/4800, lr:5.0e-05 ∣ avg_100 : 32047.776007 ∣ critic_nllloss : 26012.241797 ∣ critic_ganloss : -220.758963 ∣ generator_nllloss : 5112.461523 ∣ generator_ganloss : 973.541016 ∣  [  std_z : 0.99  real_sub_fake : 813.92 ]
[  epoch 0017/0040] 0970/4800, lr:5.0e-05 ∣ avg_100 : 32046.303112 ∣ critic_nllloss : 26087.781836 ∣ critic_ganloss : -219.414706 ∣ generator_nllloss : 5212.194336 ∣ generator_ganloss : 982.465137 ∣  [  std_z : 0.99  real_sub_fake : 824.10 ]
[  epoch 0017/0040] 0980/4800, lr:5.0e-05 ∣ avg_100 : 32052.085563 ∣ critic_nllloss : 26094.252930 ∣ critic_ganloss : -120.946284 ∣ generator_nllloss : 5328.548437 ∣ generator_ganloss : 1016.927393 ∣     [  std_z : 0.99  real_sub_fake : 682.76 ]
[  epoch 0017/0040] 0990/4800, lr:5.0e-05 ∣ avg_100 : 32050.058738 ∣ critic_nllloss : 25982.726367 ∣ critic_ganloss : -133.243901 ∣ generator_nllloss : 5178.947266 ∣ generator_ganloss : 1020.099951 ∣     [  std_z : 0.99  real_sub_fake : 420.31 ]
[  epoch 0017/0040] 1000/4800, lr:5.0e-05 ∣ avg_100 : 32049.630544 ∣ critic_nllloss : 26178.693359 ∣ critic_ganloss : -204.819295 ∣ generator_nllloss : 5219.996680 ∣ generator_ganloss : 969.971289 ∣  [  std_z : 0.99  real_sub_fake : 684.71 ]
[  epoch 0017/0040] 1010/4800, lr:5.0e-05 ∣ avg_100 : 32045.747458 ∣ critic_nllloss : 25926.901758 ∣ critic_ganloss : -207.653993 ∣ generator_nllloss : 5115.635547 ∣ generator_ganloss : 975.789551 ∣  [  std_z : 1.00  real_sub_fake : 791.94 ]
[  epoch 0017/0040] 1020/4800, lr:5.0e-05 ∣ avg_100 : 32046.023567 ∣ critic_nllloss : 26135.995117 ∣ critic_ganloss : -217.009418 ∣ generator_nllloss : 5159.281641 ∣ generator_ganloss : 970.951318 ∣  [  std_z : 1.00  real_sub_fake : 850.60 ]
[  epoch 0017/0040] 1030/4800, lr:5.0e-05 ∣ avg_100 : 32047.733163 ∣ critic_nllloss : 26167.839258 ∣ critic_ganloss : -233.117004 ∣ generator_nllloss : 5256.825000 ∣ generator_ganloss : 967.356006 ∣  [  std_z : 0.99  real_sub_fake : 826.29 ]
[  epoch 0017/0040] 1040/4800, lr:5.0e-05 ∣ avg_100 : 32043.991392 ∣ critic_nllloss : 25804.130273 ∣ critic_ganloss : -205.716940 ∣ generator_nllloss : 5169.308594 ∣ generator_ganloss : 989.211182 ∣  [  std_z : 0.98  real_sub_fake : 821.98 ]
[  epoch 0017/0040] 1050/4800, lr:5.0e-05 ∣ avg_100 : 32043.144092 ∣ critic_nllloss : 26121.583203 ∣ critic_ganloss : -194.644394 ∣ generator_nllloss : 5211.541406 ∣ generator_ganloss : 980.403076 ∣  [  std_z : 0.99  real_sub_fake : 774.63 ]
[  epoch 0017/0040] 1060/4800, lr:5.0e-05 ∣ avg_100 : 32047.291472 ∣ critic_nllloss : 26188.173047 ∣ critic_ganloss : -206.783632 ∣ generator_nllloss : 5293.970508 ∣ generator_ganloss : 971.027539 ∣  [  std_z : 1.01  real_sub_fake : 756.03 ]
[  epoch 0017/0040] 1070/4800, lr:5.0e-05 ∣ avg_100 : 32048.785941 ∣ critic_nllloss : 26161.549023 ∣ critic_ganloss : -213.493863 ∣ generator_nllloss : 5154.746484 ∣ generator_ganloss : 989.338916 ∣  [  std_z : 1.01  real_sub_fake : 718.54 ]
[  epoch 0017/0040] 1080/4800, lr:5.0e-05 ∣ avg_100 : 32047.905322 ∣ critic_nllloss : 26015.205469 ∣ critic_ganloss : -200.718144 ∣ generator_nllloss : 5124.448438 ∣ generator_ganloss : 971.309863 ∣  [  std_z : 0.99  real_sub_fake : 850.25 ]
[  epoch 0017/0040] 1090/4800, lr:5.0e-05 ∣ avg_100 : 32042.861292 ∣ critic_nllloss : 25806.390430 ∣ critic_ganloss : -286.839902 ∣ generator_nllloss : 5197.199219 ∣ generator_ganloss : 1002.853613 ∣     [  std_z : 0.97  real_sub_fake : 923.61 ]
[  epoch 0017/0040] 1100/4800, lr:5.0e-05 ∣ avg_100 : 32039.913902 ∣ critic_nllloss : 25921.771875 ∣ critic_ganloss : -338.100552 ∣ generator_nllloss : 5308.199609 ∣ generator_ganloss : 1019.308643 ∣     [  std_z : 0.97  real_sub_fake : 1220.74 ]
[  epoch 0017/0040] 1110/4800, lr:5.0e-05 ∣ avg_100 : 32038.548646 ∣ critic_nllloss : 25911.459180 ∣ critic_ganloss : -142.036841 ∣ generator_nllloss : 5205.638477 ∣ generator_ganloss : 943.191846 ∣  [  std_z : 0.98  real_sub_fake : 1085.21 ]
[  epoch 0017/0040] 1120/4800, lr:5.0e-05 ∣ avg_100 : 32041.815626 ∣ critic_nllloss : 26071.009570 ∣ critic_ganloss : -81.518237 ∣ generator_nllloss : 5218.955664 ∣ generator_ganloss : 1052.282617 ∣  [  std_z : 1.00  real_sub_fake : 345.14 ]
[  epoch 0017/0040] 1130/4800, lr:5.0e-05 ∣ avg_100 : 32042.668646 ∣ critic_nllloss : 26261.432617 ∣ critic_ganloss : -119.397993 ∣ generator_nllloss : 5169.107227 ∣ generator_ganloss : 1018.632178 ∣     [  std_z : 1.02  real_sub_fake : 347.16 ]
[  epoch 0017/0040] 1140/4800, lr:5.0e-05 ∣ avg_100 : 32043.384637 ∣ critic_nllloss : 26056.399805 ∣ critic_ganloss : -166.917188 ∣ generator_nllloss : 5235.888477 ∣ generator_ganloss : 964.791553 ∣  [  std_z : 1.00  real_sub_fake : 523.22 ]
[  epoch 0017/0040] 1150/4800, lr:5.0e-05 ∣ avg_100 : 32040.737728 ∣ critic_nllloss : 25798.388477 ∣ critic_ganloss : -193.063565 ∣ generator_nllloss : 5151.836328 ∣ generator_ganloss : 971.247900 ∣  [  std_z : 0.98  real_sub_fake : 603.13 ]
[  epoch 0017/0040] 1160/4800, lr:5.0e-05 ∣ avg_100 : 32041.651957 ∣ critic_nllloss : 26209.332031 ∣ critic_ganloss : -237.764258 ∣ generator_nllloss : 5283.277734 ∣ generator_ganloss : 956.829687 ∣  [  std_z : 0.98  real_sub_fake : 851.68 ]
[  epoch 0017/0040] 1170/4800, lr:5.0e-05 ∣ avg_100 : 32045.415864 ∣ critic_nllloss : 26127.219336 ∣ critic_ganloss : -220.730177 ∣ generator_nllloss : 5302.679883 ∣ generator_ganloss : 986.717090 ∣  [  std_z : 1.00  real_sub_fake : 819.63 ]
[  epoch 0017/0040] 1180/4800, lr:5.0e-05 ∣ avg_100 : 32044.687400 ∣ critic_nllloss : 25999.075391 ∣ critic_ganloss : -177.006770 ∣ generator_nllloss : 5198.323828 ∣ generator_ganloss : 1006.920068 ∣     [  std_z : 1.00  real_sub_fake : 795.87 ]
[  epoch 0017/0040] 1190/4800, lr:5.0e-05 ∣ avg_100 : 32040.955510 ∣ critic_nllloss : 25868.601953 ∣ critic_ganloss : -200.231296 ∣ generator_nllloss : 5188.542188 ∣ generator_ganloss : 989.468262 ∣  [  std_z : 0.99  real_sub_fake : 647.09 ]
[  epoch 0017/0040] 1200/4800, lr:5.0e-05 ∣ avg_100 : 32040.681128 ∣ critic_nllloss : 26074.212695 ∣ critic_ganloss : -243.892339 ∣ generator_nllloss : 5230.773828 ∣ generator_ganloss : 985.902539 ∣  [  std_z : 0.98  real_sub_fake : 811.62 ]
[  epoch 0017/0040] 1210/4800, lr:5.0e-05 ∣ avg_100 : 32044.202844 ∣ critic_nllloss : 26195.980273 ∣ critic_ganloss : -172.885078 ∣ generator_nllloss : 5257.101758 ∣ generator_ganloss : 1003.090186 ∣     [  std_z : 0.97  real_sub_fake : 891.41 ]
[  epoch 0017/0040] 1220/4800, lr:5.0e-05 ∣ avg_100 : 32041.804983 ∣ critic_nllloss : 25907.307422 ∣ critic_ganloss : -212.753067 ∣ generator_nllloss : 5164.293164 ∣ generator_ganloss : 996.204297 ∣  [  std_z : 0.99  real_sub_fake : 671.72 ]
[  epoch 0017/0040] 1230/4800, lr:5.0e-05 ∣ avg_100 : 32042.276270 ∣ critic_nllloss : 26016.243359 ∣ critic_ganloss : -225.996484 ∣ generator_nllloss : 5198.350391 ∣ generator_ganloss : 954.951465 ∣  [  std_z : 1.00  real_sub_fake : 718.82 ]
[  epoch 0017/0040] 1240/4800, lr:5.0e-05 ∣ avg_100 : 32044.782276 ∣ critic_nllloss : 25968.444531 ∣ critic_ganloss : -186.037161 ∣ generator_nllloss : 5243.830078 ∣ generator_ganloss : 984.836670 ∣  [  std_z : 1.00  real_sub_fake : 726.78 ]
[  epoch 0017/0040] 1250/4800, lr:5.0e-05 ∣ avg_100 : 32041.884759 ∣ critic_nllloss : 25971.633008 ∣ critic_ganloss : -202.123595 ∣ generator_nllloss : 5144.419141 ∣ generator_ganloss : 960.861914 ∣  [  std_z : 0.99  real_sub_fake : 764.87 ]
[  epoch 0017/0040] 1260/4800, lr:5.0e-05 ∣ avg_100 : 32040.093881 ∣ critic_nllloss : 25930.775586 ∣ critic_ganloss : -206.434119 ∣ generator_nllloss : 5124.716406 ∣ generator_ganloss : 1009.017920 ∣     [  std_z : 0.99  real_sub_fake : 749.97 ]
[  epoch 0017/0040] 1270/4800, lr:5.0e-05 ∣ avg_100 : 32040.334135 ∣ critic_nllloss : 26220.652734 ∣ critic_ganloss : -185.712192 ∣ generator_nllloss : 5291.490430 ∣ generator_ganloss : 981.954346 ∣  [  std_z : 0.99  real_sub_fake : 669.00 ]
[  epoch 0017/0040] 1280/4800, lr:5.0e-05 ∣ avg_100 : 32044.397613 ∣ critic_nllloss : 26342.888281 ∣ critic_ganloss : -270.644885 ∣ generator_nllloss : 5257.875391 ∣ generator_ganloss : 988.949707 ∣  [  std_z : 0.99  real_sub_fake : 964.64 ]
[  epoch 0017/0040] 1290/4800, lr:5.0e-05 ∣ avg_100 : 32042.933037 ∣ critic_nllloss : 26073.897461 ∣ critic_ganloss : -345.284869 ∣ generator_nllloss : 5166.937305 ∣ generator_ganloss : 992.766797 ∣  [  std_z : 0.99  real_sub_fake : 1179.50 ]
[  epoch 0017/0040] 1300/4800, lr:5.0e-05 ∣ avg_100 : 32045.201524 ∣ critic_nllloss : 25990.012891 ∣ critic_ganloss : -242.971870 ∣ generator_nllloss : 5200.657617 ∣ generator_ganloss : 1031.072021 ∣     [  std_z : 0.98  real_sub_fake : 1066.16 ]
[  epoch 0017/0040] 1310/4800, lr:5.0e-05 ∣ avg_100 : 32045.404058 ∣ critic_nllloss : 26220.425781 ∣ critic_ganloss : -287.212381 ∣ generator_nllloss : 5215.117969 ∣ generator_ganloss : 1041.819971 ∣     [  std_z : 0.98  real_sub_fake : 1004.71 ]
[  epoch 0017/0040] 1320/4800, lr:5.0e-05 ∣ avg_100 : 32046.053089 ∣ critic_nllloss : 25966.076172 ∣ critic_ganloss : -238.597136 ∣ generator_nllloss : 5151.572852 ∣ generator_ganloss : 1022.838770 ∣     [  std_z : 0.99  real_sub_fake : 886.40 ]
[  epoch 0017/0040] 1330/4800, lr:5.0e-05 ∣ avg_100 : 32047.255195 ∣ critic_nllloss : 26205.533203 ∣ critic_ganloss : -213.913950 ∣ generator_nllloss : 5290.806641 ∣ generator_ganloss : 1035.143408 ∣     [  std_z : 1.00  real_sub_fake : 857.63 ]
[  epoch 0017/0040] 1340/4800, lr:5.0e-05 ∣ avg_100 : 32046.865532 ∣ critic_nllloss : 25976.508984 ∣ critic_ganloss : -192.831883 ∣ generator_nllloss : 5201.048047 ∣ generator_ganloss : 1052.269141 ∣     [  std_z : 0.99  real_sub_fake : 782.94 ]
[  epoch 0017/0040] 1350/4800, lr:5.0e-05 ∣ avg_100 : 32048.862930 ∣ critic_nllloss : 26165.593750 ∣ critic_ganloss : -181.009665 ∣ generator_nllloss : 5235.841992 ∣ generator_ganloss : 1047.721875 ∣     [  std_z : 0.99  real_sub_fake : 750.40 ]
[  epoch 0017/0040] 1360/4800, lr:5.0e-05 ∣ avg_100 : 32051.382939 ∣ critic_nllloss : 26180.987305 ∣ critic_ganloss : -258.830992 ∣ generator_nllloss : 5285.976562 ∣ generator_ganloss : 1060.631934 ∣     [  std_z : 0.99  real_sub_fake : 787.35 ]
[  epoch 0017/0040] 1370/4800, lr:5.0e-05 ∣ avg_100 : 32048.220801 ∣ critic_nllloss : 25980.819922 ∣ critic_ganloss : -244.446437 ∣ generator_nllloss : 5158.544141 ∣ generator_ganloss : 1022.136816 ∣     [  std_z : 0.99  real_sub_fake : 1043.08 ]
[  epoch 0017/0040] 1380/4800, lr:5.0e-05 ∣ avg_100 : 32051.982760 ∣ critic_nllloss : 26053.157813 ∣ critic_ganloss : -139.843289 ∣ generator_nllloss : 5135.737109 ∣ generator_ganloss : 1034.737744 ∣     [  std_z : 1.00  real_sub_fake : 765.26 ]
[  epoch 0017/0040] 1390/4800, lr:5.0e-05 ∣ avg_100 : 32049.878390 ∣ critic_nllloss : 26048.536914 ∣ critic_ganloss : -190.416278 ∣ generator_nllloss : 5117.412891 ∣ generator_ganloss : 994.035547 ∣  [  std_z : 0.99  real_sub_fake : 570.55 ]
[  epoch 0017/0040] 1400/4800, lr:5.0e-05 ∣ avg_100 : 32053.266849 ∣ critic_nllloss : 26101.994531 ∣ critic_ganloss : -202.980019 ∣ generator_nllloss : 5264.550000 ∣ generator_ganloss : 977.176172 ∣  [  std_z : 0.99  real_sub_fake : 684.64 ]
[  epoch 0017/0040] 1410/4800, lr:5.0e-05 ∣ avg_100 : 32055.243570 ∣ critic_nllloss : 26053.710547 ∣ critic_ganloss : -226.158975 ∣ generator_nllloss : 5328.244141 ∣ generator_ganloss : 966.436816 ∣  [  std_z : 0.99  real_sub_fake : 873.03 ]
[  epoch 0017/0040] 1420/4800, lr:5.0e-05 ∣ avg_100 : 32057.251078 ∣ critic_nllloss : 26066.351172 ∣ critic_ganloss : -187.319478 ∣ generator_nllloss : 5239.350781 ∣ generator_ganloss : 977.708350 ∣  [  std_z : 0.97  real_sub_fake : 813.24 ]
[  epoch 0017/0040] 1430/4800, lr:5.0e-05 ∣ avg_100 : 32058.209600 ∣ critic_nllloss : 26161.636719 ∣ critic_ganloss : -222.692824 ∣ generator_nllloss : 5247.320703 ∣ generator_ganloss : 959.403711 ∣  [  std_z : 0.98  real_sub_fake : 811.34 ]
[  epoch 0017/0040] 1440/4800, lr:5.0e-05 ∣ avg_100 : 32057.739463 ∣ critic_nllloss : 25890.658984 ∣ critic_ganloss : -212.233865 ∣ generator_nllloss : 5183.459961 ∣ generator_ganloss : 983.063086 ∣  [  std_z : 1.00  real_sub_fake : 766.75 ]
[  epoch 0017/0040] 1450/4800, lr:5.0e-05 ∣ avg_100 : 32056.841259 ∣ critic_nllloss : 26211.754297 ∣ critic_ganloss : -215.590219 ∣ generator_nllloss : 5265.280078 ∣ generator_ganloss : 965.958691 ∣  [  std_z : 1.00  real_sub_fake : 794.83 ]
[  epoch 0017/0040] 1460/4800, lr:5.0e-05 ∣ avg_100 : 32054.983801 ∣ critic_nllloss : 26139.891406 ∣ critic_ganloss : -179.144820 ∣ generator_nllloss : 5252.281055 ∣ generator_ganloss : 991.207666 ∣  [  std_z : 0.99  real_sub_fake : 681.43 ]
[  epoch 0017/0040] 1470/4800, lr:5.0e-05 ∣ avg_100 : 32056.151266 ∣ critic_nllloss : 26094.832813 ∣ critic_ganloss : -227.734549 ∣ generator_nllloss : 5223.840430 ∣ generator_ganloss : 967.923730 ∣  [  std_z : 0.98  real_sub_fake : 768.33 ]
[  epoch 0017/0040] 1480/4800, lr:5.0e-05 ∣ avg_100 : 32056.081946 ∣ critic_nllloss : 26169.258984 ∣ critic_ganloss : -217.376393 ∣ generator_nllloss : 5225.668555 ∣ generator_ganloss : 1009.413379 ∣     [  std_z : 0.99  real_sub_fake : 856.22 ]
[  epoch 0017/0040] 1490/4800, lr:5.0e-05 ∣ avg_100 : 32056.629756 ∣ critic_nllloss : 25894.249023 ∣ critic_ganloss : -222.688126 ∣ generator_nllloss : 5236.942578 ∣ generator_ganloss : 1002.319336 ∣     [  std_z : 0.99  real_sub_fake : 827.25 ]
[  epoch 0017/0040] 1500/4800, lr:5.0e-05 ∣ avg_100 : 32058.985079 ∣ critic_nllloss : 26131.939063 ∣ critic_ganloss : -166.237479 ∣ generator_nllloss : 5198.836133 ∣ generator_ganloss : 1023.740039 ∣     [  std_z : 1.00  real_sub_fake : 723.28 ]
[  epoch 0017/0040] 1510/4800, lr:5.0e-05 ∣ avg_100 : 32056.113203 ∣ critic_nllloss : 26085.999609 ∣ critic_ganloss : -242.136328 ∣ generator_nllloss : 5191.757617 ∣ generator_ganloss : 993.802637 ∣  [  std_z : 1.00  real_sub_fake : 853.58 ]
[  epoch 0017/0040] 1520/4800, lr:5.0e-05 ∣ avg_100 : 32057.406440 ∣ critic_nllloss : 26145.368359 ∣ critic_ganloss : -218.687346 ∣ generator_nllloss : 5276.761523 ∣ generator_ganloss : 1000.682275 ∣     [  std_z : 1.00  real_sub_fake : 750.86 ]
[  epoch 0017/0040] 1530/4800, lr:5.0e-05 ∣ avg_100 : 32056.565033 ∣ critic_nllloss : 26096.408594 ∣ critic_ganloss : -124.585777 ∣ generator_nllloss : 5256.189844 ∣ generator_ganloss : 987.157227 ∣  [  std_z : 0.99  real_sub_fake : 751.65 ]
[  epoch 0017/0040] 1540/4800, lr:5.0e-05 ∣ avg_100 : 32054.474165 ∣ critic_nllloss : 25825.309961 ∣ critic_ganloss : -97.734044 ∣ generator_nllloss : 5150.827344 ∣ generator_ganloss : 1046.172705 ∣  [  std_z : 0.98  real_sub_fake : 311.08 ]
[  epoch 0017/0040] 1550/4800, lr:5.0e-05 ∣ avg_100 : 32056.319318 ∣ critic_nllloss : 26229.770508 ∣ critic_ganloss : -187.977493 ∣ generator_nllloss : 5230.014258 ∣ generator_ganloss : 993.583057 ∣  [  std_z : 0.99  real_sub_fake : 591.99 ]
[  epoch 0017/0040] 1560/4800, lr:5.0e-05 ∣ avg_100 : 32058.057651 ∣ critic_nllloss : 26117.536523 ∣ critic_ganloss : -194.156735 ∣ generator_nllloss : 5232.064453 ∣ generator_ganloss : 1005.393262 ∣     [  std_z : 0.99  real_sub_fake : 750.64 ]
[  epoch 0017/0040] 1570/4800, lr:5.0e-05 ∣ avg_100 : 32061.178940 ∣ critic_nllloss : 26143.139648 ∣ critic_ganloss : -204.804092 ∣ generator_nllloss : 5271.650586 ∣ generator_ganloss : 1000.822168 ∣     [  std_z : 0.98  real_sub_fake : 749.95 ]
[  epoch 0017/0040] 1580/4800, lr:5.0e-05 ∣ avg_100 : 32064.023585 ∣ critic_nllloss : 26008.879688 ∣ critic_ganloss : -191.322562 ∣ generator_nllloss : 5206.089258 ∣ generator_ganloss : 997.013379 ∣  [  std_z : 0.99  real_sub_fake : 902.00 ]
[  epoch 0017/0040] 1590/4800, lr:5.0e-05 ∣ avg_100 : 32064.391255 ∣ critic_nllloss : 25884.555273 ∣ critic_ganloss : -192.199155 ∣ generator_nllloss : 5237.252344 ∣ generator_ganloss : 1007.541553 ∣     [  std_z : 0.99  real_sub_fake : 648.79 ]
[  epoch 0017/0040] 1600/4800, lr:5.0e-05 ∣ avg_100 : 32062.212641 ∣ critic_nllloss : 25956.418555 ∣ critic_ganloss : -184.987074 ∣ generator_nllloss : 5179.787891 ∣ generator_ganloss : 976.910352 ∣  [  std_z : 1.00  real_sub_fake : 647.94 ]
[  epoch 0017/0040] 1610/4800, lr:5.0e-05 ∣ avg_100 : 32061.053117 ∣ critic_nllloss : 26110.767969 ∣ critic_ganloss : -182.084244 ∣ generator_nllloss : 5170.957422 ∣ generator_ganloss : 990.563574 ∣  [  std_z : 1.00  real_sub_fake : 672.63 ]
[  epoch 0017/0040] 1620/4800, lr:5.0e-05 ∣ avg_100 : 32061.649731 ∣ critic_nllloss : 26082.684961 ∣ critic_ganloss : -212.723785 ∣ generator_nllloss : 5238.645703 ∣ generator_ganloss : 983.454395 ∣  [  std_z : 1.00  real_sub_fake : 710.14 ]
[  epoch 0017/0040] 1630/4800, lr:5.0e-05 ∣ avg_100 : 32058.119143 ∣ critic_nllloss : 26111.009180 ∣ critic_ganloss : -288.992651 ∣ generator_nllloss : 5236.312500 ∣ generator_ganloss : 976.055371 ∣  [  std_z : 0.99  real_sub_fake : 937.93 ]
[  epoch 0017/0040] 1640/4800, lr:5.0e-05 ∣ avg_100 : 32059.769304 ∣ critic_nllloss : 26287.772656 ∣ critic_ganloss : -184.467851 ∣ generator_nllloss : 5348.920313 ∣ generator_ganloss : 992.847314 ∣  [  std_z : 0.98  real_sub_fake : 941.03 ]
[  epoch 0017/0040] 1650/4800, lr:5.0e-05 ∣ avg_100 : 32059.170113 ∣ critic_nllloss : 26110.869727 ∣ critic_ganloss : -158.021906 ∣ generator_nllloss : 5231.478516 ∣ generator_ganloss : 1000.657861 ∣     [  std_z : 0.98  real_sub_fake : 658.38 ]
[  epoch 0017/0040] 1660/4800, lr:5.0e-05 ∣ avg_100 : 32059.449175 ∣ critic_nllloss : 26229.376758 ∣ critic_ganloss : -257.631366 ∣ generator_nllloss : 5268.701172 ∣ generator_ganloss : 979.894189 ∣  [  std_z : 1.00  real_sub_fake : 764.70 ]
[  epoch 0017/0040] 1670/4800, lr:5.0e-05 ∣ avg_100 : 32061.299977 ∣ critic_nllloss : 26118.491602 ∣ critic_ganloss : -219.108609 ∣ generator_nllloss : 5211.454492 ∣ generator_ganloss : 989.152930 ∣  [  std_z : 0.99  real_sub_fake : 908.91 ]
[  epoch 0017/0040] 1680/4800, lr:5.0e-05 ∣ avg_100 : 32055.652671 ∣ critic_nllloss : 25838.875977 ∣ critic_ganloss : -187.677568 ∣ generator_nllloss : 5146.524609 ∣ generator_ganloss : 994.080615 ∣  [  std_z : 0.98  real_sub_fake : 757.60 ]
[  epoch 0017/0040] 1690/4800, lr:5.0e-05 ∣ avg_100 : 32053.937939 ∣ critic_nllloss : 25881.938477 ∣ critic_ganloss : -197.860117 ∣ generator_nllloss : 5163.775977 ∣ generator_ganloss : 1007.638965 ∣     [  std_z : 0.99  real_sub_fake : 663.95 ]
[  epoch 0017/0040] 1700/4800, lr:5.0e-05 ∣ avg_100 : 32054.161053 ∣ critic_nllloss : 26019.950000 ∣ critic_ganloss : -212.859286 ∣ generator_nllloss : 5159.629492 ∣ generator_ganloss : 1010.583496 ∣     [  std_z : 1.00  real_sub_fake : 733.92 ]
[  epoch 0017/0040] 1710/4800, lr:5.0e-05 ∣ avg_100 : 32057.012818 ∣ critic_nllloss : 26254.536523 ∣ critic_ganloss : -164.601224 ∣ generator_nllloss : 5230.217383 ∣ generator_ganloss : 1042.396631 ∣     [  std_z : 0.99  real_sub_fake : 769.19 ]
[  epoch 0017/0040] 1720/4800, lr:5.0e-05 ∣ avg_100 : 32061.895033 ∣ critic_nllloss : 26173.408008 ∣ critic_ganloss : -265.181552 ∣ generator_nllloss : 5241.553320 ∣ generator_ganloss : 1012.769824 ∣     [  std_z : 0.99  real_sub_fake : 785.49 ]
[  epoch 0017/0040] 1730/4800, lr:5.0e-05 ∣ avg_100 : 32066.448157 ∣ critic_nllloss : 26203.745703 ∣ critic_ganloss : -215.344722 ∣ generator_nllloss : 5245.409961 ∣ generator_ganloss : 1053.919580 ∣     [  std_z : 1.00  real_sub_fake : 822.61 ]
[  epoch 0017/0040] 1740/4800, lr:5.0e-05 ∣ avg_100 : 32071.546919 ∣ critic_nllloss : 26201.822656 ∣ critic_ganloss : -234.003062 ∣ generator_nllloss : 5315.437891 ∣ generator_ganloss : 1054.903760 ∣     [  std_z : 0.99  real_sub_fake : 830.82 ]
[  epoch 0017/0040] 1750/4800, lr:5.0e-05 ∣ avg_100 : 32070.035723 ∣ critic_nllloss : 25844.283008 ∣ critic_ganloss : -216.996774 ∣ generator_nllloss : 5240.796094 ∣ generator_ganloss : 1076.330469 ∣     [  std_z : 0.98  real_sub_fake : 800.06 ]
[  epoch 0017/0040] 1760/4800, lr:5.0e-05 ∣ avg_100 : 32072.077062 ∣ critic_nllloss : 26118.280664 ∣ critic_ganloss : -179.656017 ∣ generator_nllloss : 5288.537500 ∣ generator_ganloss : 1094.972314 ∣     [  std_z : 0.99  real_sub_fake : 678.96 ]
[  epoch 0017/0040] 1770/4800, lr:5.0e-05 ∣ avg_100 : 32071.407377 ∣ critic_nllloss : 25990.235938 ∣ critic_ganloss : -149.999342 ∣ generator_nllloss : 5222.538672 ∣ generator_ganloss : 1099.049365 ∣     [  std_z : 0.99  real_sub_fake : 771.19 ]
[  epoch 0017/0040] 1780/4800, lr:5.0e-05 ∣ avg_100 : 32074.844378 ∣ critic_nllloss : 26049.169336 ∣ critic_ganloss : -213.990954 ∣ generator_nllloss : 5181.698242 ∣ generator_ganloss : 1082.445020 ∣     [  std_z : 0.99  real_sub_fake : 596.53 ]
[  epoch 0017/0040] 1790/4800, lr:5.0e-05 ∣ avg_100 : 32074.175006 ∣ critic_nllloss : 26062.595117 ∣ critic_ganloss : -184.253471 ∣ generator_nllloss : 5155.289648 ∣ generator_ganloss : 1029.735303 ∣     [  std_z : 0.98  real_sub_fake : 707.19 ]
[  epoch 0017/0040] 1800/4800, lr:5.0e-05 ∣ avg_100 : 32074.120356 ∣ critic_nllloss : 25875.621680 ∣ critic_ganloss : -157.791870 ∣ generator_nllloss : 5124.215625 ∣ generator_ganloss : 1056.441162 ∣     [  std_z : 0.98  real_sub_fake : 638.52 ]
[  epoch 0017/0040] 1810/4800, lr:5.0e-05 ∣ avg_100 : 32078.997797 ∣ critic_nllloss : 26130.510547 ∣ critic_ganloss : -164.824239 ∣ generator_nllloss : 5276.148633 ∣ generator_ganloss : 1027.355176 ∣     [  std_z : 1.00  real_sub_fake : 698.81 ]
[  epoch 0017/0040] 1820/4800, lr:5.0e-05 ∣ avg_100 : 32080.309063 ∣ critic_nllloss : 25995.661328 ∣ critic_ganloss : -244.941934 ∣ generator_nllloss : 5213.505078 ∣ generator_ganloss : 1016.229102 ∣     [  std_z : 0.99  real_sub_fake : 763.64 ]
[  epoch 0017/0040] 1830/4800, lr:5.0e-05 ∣ avg_100 : 32083.188464 ∣ critic_nllloss : 26259.107617 ∣ critic_ganloss : -204.094139 ∣ generator_nllloss : 5231.272266 ∣ generator_ganloss : 1024.882959 ∣     [  std_z : 0.98  real_sub_fake : 785.08 ]
[  epoch 0017/0040] 1840/4800, lr:5.0e-05 ∣ avg_100 : 32086.459383 ∣ critic_nllloss : 26175.858789 ∣ critic_ganloss : -158.912082 ∣ generator_nllloss : 5267.276172 ∣ generator_ganloss : 991.547852 ∣  [  std_z : 0.98  real_sub_fake : 934.60 ]
[  epoch 0017/0040] 1850/4800, lr:5.0e-05 ∣ avg_100 : 32088.169185 ∣ critic_nllloss : 26282.344922 ∣ critic_ganloss : -64.774215 ∣ generator_nllloss : 5256.806445 ∣ generator_ganloss : 1032.316406 ∣  [  std_z : 0.99  real_sub_fake : 293.19 ]
[  epoch 0017/0040] 1860/4800, lr:5.0e-05 ∣ avg_100 : 32086.691251 ∣ critic_nllloss : 25976.055664 ∣ critic_ganloss : -72.950814 ∣ generator_nllloss : 5218.386133 ∣ generator_ganloss : 1002.649463 ∣  [  std_z : 1.00  real_sub_fake : 255.86 ]
[  epoch 0017/0040] 1870/4800, lr:5.0e-05 ∣ avg_100 : 32089.907338 ∣ critic_nllloss : 26014.558594 ∣ critic_ganloss : -131.667075 ∣ generator_nllloss : 5169.898438 ∣ generator_ganloss : 990.111816 ∣  [  std_z : 1.00  real_sub_fake : 352.58 ]
[  epoch 0017/0040] 1880/4800, lr:5.0e-05 ∣ avg_100 : 32090.004193 ∣ critic_nllloss : 26143.261523 ∣ critic_ganloss : -175.729807 ∣ generator_nllloss : 5275.878906 ∣ generator_ganloss : 963.724023 ∣  [  std_z : 0.99  real_sub_fake : 585.63 ]
[  epoch 0017/0040] 1890/4800, lr:5.0e-05 ∣ avg_100 : 32090.825407 ∣ critic_nllloss : 26095.400391 ∣ critic_ganloss : -219.336768 ∣ generator_nllloss : 5188.403711 ∣ generator_ganloss : 994.390820 ∣  [  std_z : 1.00  real_sub_fake : 765.91 ]
[  epoch 0017/0040] 1900/4800, lr:5.0e-05 ∣ avg_100 : 32090.974677 ∣ critic_nllloss : 26173.396680 ∣ critic_ganloss : -218.271518 ∣ generator_nllloss : 5200.758984 ∣ generator_ganloss : 1000.799121 ∣     [  std_z : 1.00  real_sub_fake : 843.27 ]
[  epoch 0017/0040] 1910/4800, lr:5.0e-05 ∣ avg_100 : 32091.644056 ∣ critic_nllloss : 26049.713086 ∣ critic_ganloss : -215.127597 ∣ generator_nllloss : 5234.756055 ∣ generator_ganloss : 995.203857 ∣  [  std_z : 1.00  real_sub_fake : 835.25 ]
[  epoch 0017/0040] 1920/4800, lr:5.0e-05 ∣ avg_100 : 32089.359618 ∣ critic_nllloss : 25964.882031 ∣ critic_ganloss : -167.489705 ∣ generator_nllloss : 5222.675391 ∣ generator_ganloss : 1028.079590 ∣     [  std_z : 0.99  real_sub_fake : 681.83 ]
[  epoch 0017/0040] 1930/4800, lr:5.0e-05 ∣ avg_100 : 32086.208742 ∣ critic_nllloss : 25866.590430 ∣ critic_ganloss : -199.220940 ∣ generator_nllloss : 5153.995898 ∣ generator_ganloss : 987.930371 ∣  [  std_z : 0.98  real_sub_fake : 664.55 ]
[  epoch 0017/0040] 1940/4800, lr:5.0e-05 ∣ avg_100 : 32086.963406 ∣ critic_nllloss : 26145.496680 ∣ critic_ganloss : -199.309581 ∣ generator_nllloss : 5218.036914 ∣ generator_ganloss : 981.886426 ∣  [  std_z : 0.98  real_sub_fake : 765.35 ]
[  epoch 0017/0040] 1950/4800, lr:5.0e-05 ∣ avg_100 : 32088.860197 ∣ critic_nllloss : 26194.365820 ∣ critic_ganloss : -182.317557 ∣ generator_nllloss : 5248.035156 ∣ generator_ganloss : 994.435938 ∣  [  std_z : 0.99  real_sub_fake : 712.42 ]
[  epoch 0017/0040] 1960/4800, lr:5.0e-05 ∣ avg_100 : 32091.853370 ∣ critic_nllloss : 26138.585352 ∣ critic_ganloss : -161.545555 ∣ generator_nllloss : 5214.483594 ∣ generator_ganloss : 985.279297 ∣  [  std_z : 1.00  real_sub_fake : 687.56 ]
[  epoch 0017/0040] 1970/4800, lr:5.0e-05 ∣ avg_100 : 32092.863577 ∣ critic_nllloss : 26121.600391 ∣ critic_ganloss : -167.072746 ∣ generator_nllloss : 5219.334961 ∣ generator_ganloss : 990.184766 ∣  [  std_z : 1.01  real_sub_fake : 580.63 ]
[  epoch 0017/0040] 1980/4800, lr:5.0e-05 ∣ avg_100 : 32090.924463 ∣ critic_nllloss : 26093.296680 ∣ critic_ganloss : -199.634930 ∣ generator_nllloss : 5241.971094 ∣ generator_ganloss : 989.238232 ∣  [  std_z : 1.00  real_sub_fake : 624.37 ]
[  epoch 0017/0040] 1990/4800, lr:5.0e-05 ∣ avg_100 : 32088.489514 ∣ critic_nllloss : 25897.832617 ∣ critic_ganloss : -191.240990 ∣ generator_nllloss : 5132.279297 ∣ generator_ganloss : 966.163770 ∣  [  std_z : 0.98  real_sub_fake : 881.92 ]
[  epoch 0017/0040] 2000/4800, lr:5.0e-05 ∣ avg_100 : 32084.570403 ∣ critic_nllloss : 25900.638086 ∣ critic_ganloss : -264.995108 ∣ generator_nllloss : 5156.764453 ∣ generator_ganloss : 979.523584 ∣  [  std_z : 0.98  real_sub_fake : 824.13 ]
[  epoch 0017/0040] 2010/4800, lr:5.0e-05 ∣ avg_100 : 32087.735408 ∣ critic_nllloss : 26148.606250 ∣ critic_ganloss : -172.711734 ∣ generator_nllloss : 5187.284766 ∣ generator_ganloss : 963.994043 ∣  [  std_z : 0.99  real_sub_fake : 807.85 ]
[  epoch 0017/0040] 2020/4800, lr:5.0e-05 ∣ avg_100 : 32090.578641 ∣ critic_nllloss : 26237.787109 ∣ critic_ganloss : -211.983202 ∣ generator_nllloss : 5337.386328 ∣ generator_ganloss : 970.351709 ∣  [  std_z : 1.00  real_sub_fake : 631.24 ]
[  epoch 0017/0040] 2030/4800, lr:5.0e-05 ∣ avg_100 : 32090.464388 ∣ critic_nllloss : 26168.146484 ∣ critic_ganloss : -205.143269 ∣ generator_nllloss : 5216.664844 ∣ generator_ganloss : 967.809912 ∣  [  std_z : 1.00  real_sub_fake : 782.96 ]
[  epoch 0017/0040] 2040/4800, lr:5.0e-05 ∣ avg_100 : 32091.414581 ∣ critic_nllloss : 25981.219922 ∣ critic_ganloss : -276.164339 ∣ generator_nllloss : 5171.867188 ∣ generator_ganloss : 975.029639 ∣  [  std_z : 0.98  real_sub_fake : 895.03 ]
[  epoch 0017/0040] 2050/4800, lr:5.0e-05 ∣ avg_100 : 32091.668070 ∣ critic_nllloss : 26096.918164 ∣ critic_ganloss : -231.170616 ∣ generator_nllloss : 5271.882617 ∣ generator_ganloss : 1006.602002 ∣     [  std_z : 0.98  real_sub_fake : 898.20 ]
[  epoch 0017/0040] 2060/4800, lr:5.0e-05 ∣ avg_100 : 32092.237763 ∣ critic_nllloss : 26234.843750 ∣ critic_ganloss : -213.980109 ∣ generator_nllloss : 5267.188867 ∣ generator_ganloss : 1015.304297 ∣     [  std_z : 0.98  real_sub_fake : 838.46 ]
[  epoch 0017/0040] 2070/4800, lr:5.0e-05 ∣ avg_100 : 32090.666367 ∣ critic_nllloss : 25920.367188 ∣ critic_ganloss : -189.787575 ∣ generator_nllloss : 5203.751172 ∣ generator_ganloss : 1000.670117 ∣     [  std_z : 1.00  real_sub_fake : 789.12 ]
[  epoch 0017/0040] 2080/4800, lr:5.0e-05 ∣ avg_100 : 32092.457700 ∣ critic_nllloss : 26060.266016 ∣ critic_ganloss : -216.425516 ∣ generator_nllloss : 5249.529492 ∣ generator_ganloss : 996.008936 ∣  [  std_z : 1.00  real_sub_fake : 765.43 ]
[  epoch 0017/0040] 2090/4800, lr:5.0e-05 ∣ avg_100 : 32097.983481 ∣ critic_nllloss : 26115.080273 ∣ critic_ganloss : -155.778424 ∣ generator_nllloss : 5326.083984 ∣ generator_ganloss : 986.795703 ∣  [  std_z : 0.99  real_sub_fake : 768.52 ]
[  epoch 0017/0040] 2100/4800, lr:5.0e-05 ∣ avg_100 : 32099.564048 ∣ critic_nllloss : 26021.021094 ∣ critic_ganloss : -157.153127 ∣ generator_nllloss : 5231.529492 ∣ generator_ganloss : 973.838770 ∣  [  std_z : 0.98  real_sub_fake : 651.03 ]
[  epoch 0017/0040] 2110/4800, lr:5.0e-05 ∣ avg_100 : 32099.471226 ∣ critic_nllloss : 25965.402344 ∣ critic_ganloss : -171.876927 ∣ generator_nllloss : 5157.907812 ∣ generator_ganloss : 957.537207 ∣  [  std_z : 0.98  real_sub_fake : 646.09 ]
[  epoch 0017/0040] 2120/4800, lr:5.0e-05 ∣ avg_100 : 32098.189864 ∣ critic_nllloss : 26072.744922 ∣ critic_ganloss : -182.754646 ∣ generator_nllloss : 5281.145703 ∣ generator_ganloss : 961.457471 ∣  [  std_z : 1.00  real_sub_fake : 602.99 ]
[  epoch 0017/0040] 2130/4800, lr:5.0e-05 ∣ avg_100 : 32093.122108 ∣ critic_nllloss : 25849.157227 ∣ critic_ganloss : -177.912550 ∣ generator_nllloss : 5204.002539 ∣ generator_ganloss : 947.751172 ∣  [  std_z : 0.99  real_sub_fake : 672.58 ]
[  epoch 0017/0040] 2140/4800, lr:5.0e-05 ∣ avg_100 : 32094.247118 ∣ critic_nllloss : 26184.780078 ∣ critic_ganloss : -206.297652 ∣ generator_nllloss : 5283.929102 ∣ generator_ganloss : 940.252148 ∣  [  std_z : 1.00  real_sub_fake : 741.57 ]
[  epoch 0017/0040] 2150/4800, lr:5.0e-05 ∣ avg_100 : 32096.564729 ∣ critic_nllloss : 26033.357227 ∣ critic_ganloss : -241.629434 ∣ generator_nllloss : 5212.017773 ∣ generator_ganloss : 956.424707 ∣  [  std_z : 0.99  real_sub_fake : 804.66 ]
[  epoch 0017/0040] 2160/4800, lr:5.0e-05 ∣ avg_100 : 32093.839049 ∣ critic_nllloss : 26014.443750 ∣ critic_ganloss : -163.764819 ∣ generator_nllloss : 5132.791992 ∣ generator_ganloss : 955.636279 ∣  [  std_z : 0.99  real_sub_fake : 844.09 ]
[  epoch 0017/0040] 2170/4800, lr:5.0e-05 ∣ avg_100 : 32091.192047 ∣ critic_nllloss : 26076.008008 ∣ critic_ganloss : -201.297406 ∣ generator_nllloss : 5126.571289 ∣ generator_ganloss : 929.904004 ∣  [  std_z : 0.98  real_sub_fake : 715.58 ]
[  epoch 0017/0040] 2180/4800, lr:5.0e-05 ∣ avg_100 : 32089.350285 ∣ critic_nllloss : 25972.442188 ∣ critic_ganloss : -217.983467 ∣ generator_nllloss : 5175.868750 ∣ generator_ganloss : 912.808838 ∣  [  std_z : 1.00  real_sub_fake : 713.00 ]
[  epoch 0017/0040] 2190/4800, lr:5.0e-05 ∣ avg_100 : 32090.194962 ∣ critic_nllloss : 26033.705078 ∣ critic_ganloss : -268.594385 ∣ generator_nllloss : 5242.071484 ∣ generator_ganloss : 923.666602 ∣  [  std_z : 1.00  real_sub_fake : 907.25 ]
[  epoch 0017/0040] 2200/4800, lr:5.0e-05 ∣ avg_100 : 32088.196791 ∣ critic_nllloss : 25944.689258 ∣ critic_ganloss : -236.482744 ∣ generator_nllloss : 5193.305859 ∣ generator_ganloss : 945.667334 ∣  [  std_z : 0.98  real_sub_fake : 839.80 ]
[  epoch 0017/0040] 2210/4800, lr:5.0e-05 ∣ avg_100 : 32085.854401 ∣ critic_nllloss : 26096.084766 ∣ critic_ganloss : -204.168736 ∣ generator_nllloss : 5225.928125 ∣ generator_ganloss : 931.203955 ∣  [  std_z : 0.98  real_sub_fake : 851.05 ]
[  epoch 0017/0040] 2220/4800, lr:5.0e-05 ∣ avg_100 : 32090.383608 ∣ critic_nllloss : 26285.492969 ∣ critic_ganloss : -145.091124 ∣ generator_nllloss : 5231.833398 ∣ generator_ganloss : 935.737305 ∣  [  std_z : 0.98  real_sub_fake : 751.02 ]
[  epoch 0017/0040] 2230/4800, lr:5.0e-05 ∣ avg_100 : 32093.425272 ∣ critic_nllloss : 26133.463477 ∣ critic_ganloss : -131.104175 ∣ generator_nllloss : 5262.800586 ∣ generator_ganloss : 982.555225 ∣  [  std_z : 1.00  real_sub_fake : 502.18 ]
[  epoch 0017/0040] 2240/4800, lr:5.0e-05 ∣ avg_100 : 32096.093607 ∣ critic_nllloss : 26202.078906 ∣ critic_ganloss : -130.343730 ∣ generator_nllloss : 5237.708203 ∣ generator_ganloss : 968.464258 ∣  [  std_z : 1.00  real_sub_fake : 451.26 ]
[  epoch 0017/0040] 2250/4800, lr:5.0e-05 ∣ avg_100 : 32096.634183 ∣ critic_nllloss : 25997.426563 ∣ critic_ganloss : -157.529143 ∣ generator_nllloss : 5125.114453 ∣ generator_ganloss : 963.836182 ∣  [  std_z : 1.00  real_sub_fake : 544.46 ]
[  epoch 0017/0040] 2260/4800, lr:5.0e-05 ∣ avg_100 : 32101.558575 ∣ critic_nllloss : 26264.870703 ∣ critic_ganloss : -184.091591 ∣ generator_nllloss : 5309.021484 ∣ generator_ganloss : 960.714355 ∣  [  std_z : 0.99  real_sub_fake : 630.56 ]
[  epoch 0017/0040] 2270/4800, lr:5.0e-05 ∣ avg_100 : 32095.848037 ∣ critic_nllloss : 25715.988281 ∣ critic_ganloss : -159.387547 ∣ generator_nllloss : 5219.926172 ∣ generator_ganloss : 960.804590 ∣  [  std_z : 0.98  real_sub_fake : 648.49 ]
[  epoch 0017/0040] 2280/4800, lr:5.0e-05 ∣ avg_100 : 32095.346178 ∣ critic_nllloss : 26151.608984 ∣ critic_ganloss : -173.283812 ∣ generator_nllloss : 5327.355664 ∣ generator_ganloss : 963.201758 ∣  [  std_z : 0.98  real_sub_fake : 657.42 ]
[  epoch 0017/0040] 2290/4800, lr:5.0e-05 ∣ avg_100 : 32095.593576 ∣ critic_nllloss : 25945.415039 ∣ critic_ganloss : -194.635260 ∣ generator_nllloss : 5218.771680 ∣ generator_ganloss : 943.505029 ∣  [  std_z : 0.99  real_sub_fake : 660.20 ]
[  epoch 0017/0040] 2300/4800, lr:5.0e-05 ∣ avg_100 : 32094.118165 ∣ critic_nllloss : 25874.391797 ∣ critic_ganloss : -166.079137 ∣ generator_nllloss : 5161.482227 ∣ generator_ganloss : 961.434668 ∣  [  std_z : 0.99  real_sub_fake : 656.31 ]
[  epoch 0017/0040] 2310/4800, lr:5.0e-05 ∣ avg_100 : 32093.784073 ∣ critic_nllloss : 26151.864258 ∣ critic_ganloss : -250.503072 ∣ generator_nllloss : 5290.836914 ∣ generator_ganloss : 964.544092 ∣  [  std_z : 0.99  real_sub_fake : 758.42 ]
[  epoch 0017/0040] 2320/4800, lr:5.0e-05 ∣ avg_100 : 32095.324272 ∣ critic_nllloss : 26118.118945 ∣ critic_ganloss : -229.568010 ∣ generator_nllloss : 5200.206055 ∣ generator_ganloss : 967.153516 ∣  [  std_z : 0.99  real_sub_fake : 811.91 ]
[  epoch 0017/0040] 2330/4800, lr:5.0e-05 ∣ avg_100 : 32092.408272 ∣ critic_nllloss : 26068.820703 ∣ critic_ganloss : -195.216165 ∣ generator_nllloss : 5191.181055 ∣ generator_ganloss : 961.183740 ∣  [  std_z : 0.99  real_sub_fake : 858.84 ]
[  epoch 0017/0040] 2340/4800, lr:5.0e-05 ∣ avg_100 : 32093.393780 ∣ critic_nllloss : 26070.283789 ∣ critic_ganloss : -168.870381 ∣ generator_nllloss : 5241.600000 ∣ generator_ganloss : 992.531738 ∣  [  std_z : 0.99  real_sub_fake : 669.63 ]
[  epoch 0017/0040] 2350/4800, lr:5.0e-05 ∣ avg_100 : 32090.267002 ∣ critic_nllloss : 25949.379102 ∣ critic_ganloss : -195.864163 ∣ generator_nllloss : 5244.776172 ∣ generator_ganloss : 957.179004 ∣  [  std_z : 0.99  real_sub_fake : 766.40 ]
[  epoch 0017/0040] 2360/4800, lr:5.0e-05 ∣ avg_100 : 32086.658919 ∣ critic_nllloss : 25952.406836 ∣ critic_ganloss : -162.164738 ∣ generator_nllloss : 5143.321094 ∣ generator_ganloss : 974.393311 ∣  [  std_z : 0.99  real_sub_fake : 707.75 ]
[  epoch 0017/0040] 2370/4800, lr:5.0e-05 ∣ avg_100 : 32090.788116 ∣ critic_nllloss : 26221.844922 ∣ critic_ganloss : -140.033632 ∣ generator_nllloss : 5297.425000 ∣ generator_ganloss : 950.737842 ∣  [  std_z : 1.00  real_sub_fake : 573.41 ]
[  epoch 0017/0040] 2380/4800, lr:5.0e-05 ∣ avg_100 : 32093.490679 ∣ critic_nllloss : 26268.922656 ∣ critic_ganloss : -170.268150 ∣ generator_nllloss : 5302.419141 ∣ generator_ganloss : 952.972070 ∣  [  std_z : 1.00  real_sub_fake : 548.00 ]
[  epoch 0017/0040] 2390/4800, lr:5.0e-05 ∣ avg_100 : 32094.566803 ∣ critic_nllloss : 26116.347656 ∣ critic_ganloss : -226.114142 ∣ generator_nllloss : 5232.937891 ∣ generator_ganloss : 954.010059 ∣  [  std_z : 0.98  real_sub_fake : 711.64 ]
[  epoch 0017/0040] 2400/4800, lr:5.0e-05 ∣ avg_100 : 32093.111021 ∣ critic_nllloss : 26056.519336 ∣ critic_ganloss : -258.922731 ∣ generator_nllloss : 5241.241211 ∣ generator_ganloss : 956.324658 ∣  [  std_z : 0.98  real_sub_fake : 834.31 ]
[  epoch 0017/0040] 2410/4800, lr:5.0e-05 ∣ avg_100 : 32090.818481 ∣ critic_nllloss : 25876.044531 ∣ critic_ganloss : -183.685359 ∣ generator_nllloss : 5234.898828 ∣ generator_ganloss : 965.720508 ∣  [  std_z : 0.98  real_sub_fake : 860.07 ]
[  epoch 0017/0040] 2420/4800, lr:5.0e-05 ∣ avg_100 : 32092.035464 ∣ critic_nllloss : 26139.626563 ∣ critic_ganloss : -226.105564 ∣ generator_nllloss : 5329.941016 ∣ generator_ganloss : 974.327148 ∣  [  std_z : 1.00  real_sub_fake : 659.61 ]
[  epoch 0017/0040] 2430/4800, lr:5.0e-05 ∣ avg_100 : 32091.200122 ∣ critic_nllloss : 26105.835352 ∣ critic_ganloss : -220.726128 ∣ generator_nllloss : 5204.556250 ∣ generator_ganloss : 972.468604 ∣  [  std_z : 1.01  real_sub_fake : 923.21 ]
[  epoch 0017/0040] 2440/4800, lr:5.0e-05 ∣ avg_100 : 32096.691092 ∣ critic_nllloss : 26246.798242 ∣ critic_ganloss : -85.823752 ∣ generator_nllloss : 5199.357813 ∣ generator_ganloss : 1033.712891 ∣  [  std_z : 1.00  real_sub_fake : 487.34 ]
[  epoch 0017/0040] 2450/4800, lr:5.0e-05 ∣ avg_100 : 32092.393926 ∣ critic_nllloss : 25863.493945 ∣ critic_ganloss : -192.038226 ∣ generator_nllloss : 5169.641992 ∣ generator_ganloss : 956.588477 ∣  [  std_z : 0.98  real_sub_fake : 647.59 ]
[  epoch 0017/0040] 2460/4800, lr:5.0e-05 ∣ avg_100 : 32093.059060 ∣ critic_nllloss : 26317.354883 ∣ critic_ganloss : -282.580106 ∣ generator_nllloss : 5270.226953 ∣ generator_ganloss : 965.746973 ∣  [  std_z : 0.98  real_sub_fake : 828.43 ]
[  epoch 0017/0040] 2470/4800, lr:5.0e-05 ∣ avg_100 : 32094.350557 ∣ critic_nllloss : 26071.705469 ∣ critic_ganloss : -176.645201 ∣ generator_nllloss : 5281.151172 ∣ generator_ganloss : 1011.800732 ∣     [  std_z : 0.98  real_sub_fake : 911.91 ]
[  epoch 0017/0040] 2480/4800, lr:5.0e-05 ∣ avg_100 : 32095.889205 ∣ critic_nllloss : 26160.723242 ∣ critic_ganloss : -142.922839 ∣ generator_nllloss : 5288.391211 ∣ generator_ganloss : 1034.637695 ∣     [  std_z : 1.00  real_sub_fake : 459.60 ]
[  epoch 0017/0040] 2490/4800, lr:5.0e-05 ∣ avg_100 : 32095.434237 ∣ critic_nllloss : 25822.776562 ∣ critic_ganloss : -109.637849 ∣ generator_nllloss : 5158.904688 ∣ generator_ganloss : 993.282666 ∣  [  std_z : 1.00  real_sub_fake : 518.45 ]
[  epoch 0017/0040] 2500/4800, lr:5.0e-05 ∣ avg_100 : 32094.678740 ∣ critic_nllloss : 26072.432617 ∣ critic_ganloss : -143.182195 ∣ generator_nllloss : 5155.906250 ∣ generator_ganloss : 1027.571289 ∣     [  std_z : 1.00  real_sub_fake : 451.33 ]
[  epoch 0017/0040] 2510/4800, lr:5.0e-05 ∣ avg_100 : 32095.378618 ∣ critic_nllloss : 26047.675195 ∣ critic_ganloss : -114.340787 ∣ generator_nllloss : 5163.736328 ∣ generator_ganloss : 1002.340674 ∣     [  std_z : 0.98  real_sub_fake : 614.57 ]
[  epoch 0017/0040] 2520/4800, lr:5.0e-05 ∣ avg_100 : 32093.859486 ∣ critic_nllloss : 25974.448242 ∣ critic_ganloss : -130.351485 ∣ generator_nllloss : 5175.750781 ∣ generator_ganloss : 1032.364014 ∣     [  std_z : 0.99  real_sub_fake : 358.52 ]
[  epoch 0017/0040] 2530/4800, lr:5.0e-05 ∣ avg_100 : 32092.481031 ∣ critic_nllloss : 26182.787695 ∣ critic_ganloss : -173.939862 ∣ generator_nllloss : 5121.316992 ∣ generator_ganloss : 947.159619 ∣  [  std_z : 0.99  real_sub_fake : 640.42 ]
[  epoch 0017/0040] 2540/4800, lr:5.0e-05 ∣ avg_100 : 32093.404590 ∣ critic_nllloss : 26039.842187 ∣ critic_ganloss : -174.435417 ∣ generator_nllloss : 5178.003906 ∣ generator_ganloss : 973.521191 ∣  [  std_z : 1.00  real_sub_fake : 664.35 ]
[  epoch 0017/0040] 2550/4800, lr:5.0e-05 ∣ avg_100 : 32091.440699 ∣ critic_nllloss : 26123.046094 ∣ critic_ganloss : -201.620518 ∣ generator_nllloss : 5170.125781 ∣ generator_ganloss : 977.449805 ∣  [  std_z : 1.00  real_sub_fake : 685.79 ]
[  epoch 0017/0040] 2560/4800, lr:5.0e-05 ∣ avg_100 : 32088.360205 ∣ critic_nllloss : 25833.284375 ∣ critic_ganloss : -157.154407 ∣ generator_nllloss : 5175.792578 ∣ generator_ganloss : 1000.865576 ∣     [  std_z : 0.99  real_sub_fake : 631.81 ]
[  epoch 0017/0040] 2570/4800, lr:5.0e-05 ∣ avg_100 : 32089.407254 ∣ critic_nllloss : 26252.818555 ∣ critic_ganloss : -196.980508 ∣ generator_nllloss : 5277.075391 ∣ generator_ganloss : 982.599756 ∣  [  std_z : 0.98  real_sub_fake : 676.76 ]
[  epoch 0017/0040] 2580/4800, lr:5.0e-05 ∣ avg_100 : 32087.071554 ∣ critic_nllloss : 25890.548828 ∣ critic_ganloss : -271.014653 ∣ generator_nllloss : 5154.510742 ∣ generator_ganloss : 1013.044922 ∣     [  std_z : 0.98  real_sub_fake : 920.04 ]
[  epoch 0017/0040] 2590/4800, lr:5.0e-05 ∣ avg_100 : 32090.282977 ∣ critic_nllloss : 26155.576172 ∣ critic_ganloss : -141.653378 ∣ generator_nllloss : 5210.496875 ∣ generator_ganloss : 1033.872656 ∣     [  std_z : 1.00  real_sub_fake : 890.19 ]
[  epoch 0017/0040] 2600/4800, lr:5.0e-05 ∣ avg_100 : 32093.390464 ∣ critic_nllloss : 26063.052344 ∣ critic_ganloss : -81.767819 ∣ generator_nllloss : 5191.954297 ∣ generator_ganloss : 1065.639551 ∣  [  std_z : 1.01  real_sub_fake : 288.60 ]
[  epoch 0017/0040] 2610/4800, lr:5.0e-05 ∣ avg_100 : 32094.185630 ∣ critic_nllloss : 26039.916602 ∣ critic_ganloss : -77.090466 ∣ generator_nllloss : 5182.092578 ∣ generator_ganloss : 1024.802637 ∣  [  std_z : 1.00  real_sub_fake : 295.24 ]
[  epoch 0017/0040] 2620/4800, lr:5.0e-05 ∣ avg_100 : 32095.813083 ∣ critic_nllloss : 26113.110742 ∣ critic_ganloss : -133.678470 ∣ generator_nllloss : 5247.105859 ∣ generator_ganloss : 1028.268457 ∣     [  std_z : 0.98  real_sub_fake : 367.12 ]
[  epoch 0017/0040] 2630/4800, lr:5.0e-05 ∣ avg_100 : 32095.847947 ∣ critic_nllloss : 25923.462305 ∣ critic_ganloss : -158.260730 ∣ generator_nllloss : 5275.984766 ∣ generator_ganloss : 996.684375 ∣  [  std_z : 0.97  real_sub_fake : 495.33 ]
[  epoch 0017/0040] 2640/4800, lr:5.0e-05 ∣ avg_100 : 32093.077860 ∣ critic_nllloss : 26073.666211 ∣ critic_ganloss : -146.025069 ∣ generator_nllloss : 5230.310938 ∣ generator_ganloss : 1010.111719 ∣     [  std_z : 0.98  real_sub_fake : 627.42 ]
[  epoch 0017/0040] 2650/4800, lr:5.0e-05 ∣ avg_100 : 32091.312200 ∣ critic_nllloss : 25953.134180 ∣ critic_ganloss : -157.294647 ∣ generator_nllloss : 5192.111719 ∣ generator_ganloss : 1020.466943 ∣     [  std_z : 1.00  real_sub_fake : 617.02 ]
[  epoch 0017/0040] 2660/4800, lr:5.0e-05 ∣ avg_100 : 32088.167355 ∣ critic_nllloss : 26081.737305 ∣ critic_ganloss : -337.117200 ∣ generator_nllloss : 5174.699609 ∣ generator_ganloss : 986.536523 ∣  [  std_z : 1.00  real_sub_fake : 1032.75 ]
[  epoch 0017/0040] 2670/4800, lr:5.0e-05 ∣ avg_100 : 32087.779331 ∣ critic_nllloss : 26036.913867 ∣ critic_ganloss : -185.601205 ∣ generator_nllloss : 5164.023438 ∣ generator_ganloss : 1045.851904 ∣     [  std_z : 1.00  real_sub_fake : 943.49 ]
[  epoch 0017/0040] 2680/4800, lr:5.0e-05 ∣ avg_100 : 32094.279654 ∣ critic_nllloss : 26342.065430 ∣ critic_ganloss : -221.936632 ∣ generator_nllloss : 5300.988086 ∣ generator_ganloss : 1020.719092 ∣     [  std_z : 0.99  real_sub_fake : 712.21 ]
[  epoch 0017/0040] 2690/4800, lr:5.0e-05 ∣ avg_100 : 32096.706101 ∣ critic_nllloss : 26031.721094 ∣ critic_ganloss : -116.272241 ∣ generator_nllloss : 5163.923047 ∣ generator_ganloss : 1018.766113 ∣     [  std_z : 0.98  real_sub_fake : 581.43 ]
[  epoch 0017/0040] 2700/4800, lr:5.0e-05 ∣ avg_100 : 32098.422254 ∣ critic_nllloss : 26029.978125 ∣ critic_ganloss : -166.291071 ∣ generator_nllloss : 5262.872461 ∣ generator_ganloss : 1022.359473 ∣     [  std_z : 0.99  real_sub_fake : 532.25 ]
[  epoch 0017/0040] 2710/4800, lr:5.0e-05 ∣ avg_100 : 32096.382543 ∣ critic_nllloss : 25991.651758 ∣ critic_ganloss : -182.457028 ∣ generator_nllloss : 5342.902344 ∣ generator_ganloss : 1006.481152 ∣     [  std_z : 0.99  real_sub_fake : 735.86 ]
[  epoch 0017/0040] 2720/4800, lr:5.0e-05 ∣ avg_100 : 32093.285979 ∣ critic_nllloss : 26020.817188 ∣ critic_ganloss : -259.418373 ∣ generator_nllloss : 5072.564453 ∣ generator_ganloss : 1018.929932 ∣     [  std_z : 0.99  real_sub_fake : 804.67 ]
[  epoch 0017/0040] 2730/4800, lr:5.0e-05 ∣ avg_100 : 32090.401051 ∣ critic_nllloss : 26004.258984 ∣ critic_ganloss : -201.337985 ∣ generator_nllloss : 5183.886133 ∣ generator_ganloss : 1012.430518 ∣     [  std_z : 1.00  real_sub_fake : 990.67 ]
[  epoch 0017/0040] 2740/4800, lr:5.0e-05 ∣ avg_100 : 32088.904491 ∣ critic_nllloss : 26178.356055 ∣ critic_ganloss : -240.458038 ∣ generator_nllloss : 5232.326758 ∣ generator_ganloss : 1018.280469 ∣     [  std_z : 1.00  real_sub_fake : 801.37 ]
[  epoch 0017/0040] 2750/4800, lr:5.0e-05 ∣ avg_100 : 32088.231527 ∣ critic_nllloss : 25912.272070 ∣ critic_ganloss : -212.439853 ∣ generator_nllloss : 5189.288672 ∣ generator_ganloss : 987.995557 ∣  [  std_z : 0.99  real_sub_fake : 803.38 ]
[  epoch 0017/0040] 2760/4800, lr:5.0e-05 ∣ avg_100 : 32087.754399 ∣ critic_nllloss : 26100.779297 ∣ critic_ganloss : -164.030083 ∣ generator_nllloss : 5324.799609 ∣ generator_ganloss : 1012.872852 ∣     [  std_z : 0.99  real_sub_fake : 724.54 ]
[  epoch 0017/0040] 2770/4800, lr:5.0e-05 ∣ avg_100 : 32088.642947 ∣ critic_nllloss : 26194.789258 ∣ critic_ganloss : -192.448332 ∣ generator_nllloss : 5256.889844 ∣ generator_ganloss : 991.448584 ∣  [  std_z : 0.99  real_sub_fake : 653.95 ]
[  epoch 0017/0040] 2780/4800, lr:5.0e-05 ∣ avg_100 : 32088.129399 ∣ critic_nllloss : 26071.414258 ∣ critic_ganloss : -180.536365 ∣ generator_nllloss : 5163.421094 ∣ generator_ganloss : 993.667871 ∣  [  std_z : 0.99  real_sub_fake : 676.81 ]
[  epoch 0017/0040] 2790/4800, lr:5.0e-05 ∣ avg_100 : 32086.027872 ∣ critic_nllloss : 25924.587500 ∣ critic_ganloss : -255.820937 ∣ generator_nllloss : 5208.555273 ∣ generator_ganloss : 975.892090 ∣  [  std_z : 1.00  real_sub_fake : 858.97 ]
[  epoch 0017/0040] 2800/4800, lr:5.0e-05 ∣ avg_100 : 32086.081488 ∣ critic_nllloss : 25942.828125 ∣ critic_ganloss : -216.500606 ∣ generator_nllloss : 5188.185938 ∣ generator_ganloss : 989.334766 ∣  [  std_z : 0.99  real_sub_fake : 984.73 ]
[  epoch 0017/0040] 2810/4800, lr:5.0e-05 ∣ avg_100 : 32084.765175 ∣ critic_nllloss : 26166.407031 ∣ critic_ganloss : -257.336069 ∣ generator_nllloss : 5220.905859 ∣ generator_ganloss : 1007.581934 ∣     [  std_z : 0.99  real_sub_fake : 855.55 ]
[  epoch 0017/0040] 2820/4800, lr:5.0e-05 ∣ avg_100 : 32085.029189 ∣ critic_nllloss : 26059.213672 ∣ critic_ganloss : -189.019278 ∣ generator_nllloss : 5129.118750 ∣ generator_ganloss : 1007.541895 ∣     [  std_z : 0.98  real_sub_fake : 695.40 ]
[  epoch 0017/0040] 2830/4800, lr:5.0e-05 ∣ avg_100 : 32081.816192 ∣ critic_nllloss : 25954.689648 ∣ critic_ganloss : -167.999455 ∣ generator_nllloss : 5174.249414 ∣ generator_ganloss : 1028.929395 ∣     [  std_z : 0.99  real_sub_fake : 640.03 ]
[  epoch 0017/0040] 2840/4800, lr:5.0e-05 ∣ avg_100 : 32080.491087 ∣ critic_nllloss : 26148.765039 ∣ critic_ganloss : -218.982547 ∣ generator_nllloss : 5208.144141 ∣ generator_ganloss : 1005.333545 ∣     [  std_z : 1.01  real_sub_fake : 714.77 ]
[  epoch 0017/0040] 2850/4800, lr:5.0e-05 ∣ avg_100 : 32077.228119 ∣ critic_nllloss : 26124.886719 ∣ critic_ganloss : -288.279724 ∣ generator_nllloss : 5313.713672 ∣ generator_ganloss : 1030.076123 ∣     [  std_z : 1.01  real_sub_fake : 916.74 ]
[  epoch 0017/0040] 2860/4800, lr:5.0e-05 ∣ avg_100 : 32079.589776 ∣ critic_nllloss : 26190.615430 ∣ critic_ganloss : -145.038397 ∣ generator_nllloss : 5282.911328 ∣ generator_ganloss : 1031.817822 ∣     [  std_z : 0.99  real_sub_fake : 980.24 ]
[  epoch 0017/0040] 2870/4800, lr:5.0e-05 ∣ avg_100 : 32077.853522 ∣ critic_nllloss : 25900.416211 ∣ critic_ganloss : -214.302574 ∣ generator_nllloss : 5169.553125 ∣ generator_ganloss : 1013.609619 ∣     [  std_z : 0.97  real_sub_fake : 594.08 ]
[  epoch 0017/0040] 2880/4800, lr:5.0e-05 ∣ avg_100 : 32074.200509 ∣ critic_nllloss : 25875.340234 ∣ critic_ganloss : -189.787708 ∣ generator_nllloss : 5155.926953 ∣ generator_ganloss : 1000.353809 ∣     [  std_z : 0.98  real_sub_fake : 733.68 ]
[  epoch 0017/0040] 2890/4800, lr:5.0e-05 ∣ avg_100 : 32076.642574 ∣ critic_nllloss : 26275.606055 ∣ critic_ganloss : -259.702536 ∣ generator_nllloss : 5300.967578 ∣ generator_ganloss : 986.193555 ∣  [  std_z : 1.00  real_sub_fake : 838.05 ]
[  epoch 0017/0040] 2900/4800, lr:5.0e-05 ∣ avg_100 : 32077.391144 ∣ critic_nllloss : 26135.939453 ∣ critic_ganloss : -194.596936 ∣ generator_nllloss : 5294.865234 ∣ generator_ganloss : 995.332520 ∣  [  std_z : 1.00  real_sub_fake : 794.41 ]
[  epoch 0017/0040] 2910/4800, lr:5.0e-05 ∣ avg_100 : 32072.753200 ∣ critic_nllloss : 25685.190430 ∣ critic_ganloss : -227.011960 ∣ generator_nllloss : 5151.293750 ∣ generator_ganloss : 991.278760 ∣  [  std_z : 1.00  real_sub_fake : 825.92 ]
[  epoch 0017/0040] 2920/4800, lr:5.0e-05 ∣ avg_100 : 32073.274975 ∣ critic_nllloss : 25959.944727 ∣ critic_ganloss : -160.438158 ∣ generator_nllloss : 5280.767187 ∣ generator_ganloss : 1020.051074 ∣     [  std_z : 0.98  real_sub_fake : 749.94 ]
[  epoch 0017/0040] 2930/4800, lr:5.0e-05 ∣ avg_100 : 32076.770915 ∣ critic_nllloss : 26134.536328 ∣ critic_ganloss : -221.329648 ∣ generator_nllloss : 5269.793359 ∣ generator_ganloss : 975.889746 ∣  [  std_z : 0.98  real_sub_fake : 746.28 ]
[  epoch 0017/0040] 2940/4800, lr:5.0e-05 ∣ avg_100 : 32078.183207 ∣ critic_nllloss : 26238.771484 ∣ critic_ganloss : -193.911290 ∣ generator_nllloss : 5251.034961 ∣ generator_ganloss : 991.444434 ∣  [  std_z : 0.98  real_sub_fake : 826.71 ]
[  epoch 0017/0040] 2950/4800, lr:5.0e-05 ∣ avg_100 : 32078.980675 ∣ critic_nllloss : 26329.324805 ∣ critic_ganloss : -252.668837 ∣ generator_nllloss : 5307.312500 ∣ generator_ganloss : 950.297754 ∣  [  std_z : 1.00  real_sub_fake : 963.82 ]
[  epoch 0017/0040] 2960/4800, lr:5.0e-05 ∣ avg_100 : 32075.520628 ∣ critic_nllloss : 25932.201758 ∣ critic_ganloss : -228.044975 ∣ generator_nllloss : 5170.872070 ∣ generator_ganloss : 955.769092 ∣  [  std_z : 1.00  real_sub_fake : 864.73 ]
[  epoch 0017/0040] 2970/4800, lr:5.0e-05 ∣ avg_100 : 32072.153946 ∣ critic_nllloss : 25926.917969 ∣ critic_ganloss : -209.671825 ∣ generator_nllloss : 5148.686328 ∣ generator_ganloss : 961.446729 ∣  [  std_z : 1.01  real_sub_fake : 816.33 ]
[  epoch 0017/0040] 2980/4800, lr:5.0e-05 ∣ avg_100 : 32070.622385 ∣ critic_nllloss : 26025.885742 ∣ critic_ganloss : -197.595001 ∣ generator_nllloss : 5196.667773 ∣ generator_ganloss : 946.756445 ∣  [  std_z : 0.99  real_sub_fake : 636.86 ]
[  epoch 0017/0040] 2990/4800, lr:5.0e-05 ∣ avg_100 : 32074.703530 ∣ critic_nllloss : 26175.539453 ∣ critic_ganloss : -195.877019 ∣ generator_nllloss : 5270.541211 ∣ generator_ganloss : 962.945508 ∣  [  std_z : 0.98  real_sub_fake : 799.51 ]
[  epoch 0017/0040] 3000/4800, lr:5.0e-05 ∣ avg_100 : 32080.921626 ∣ critic_nllloss : 26297.896680 ∣ critic_ganloss : -161.898500 ∣ generator_nllloss : 5268.061133 ∣ generator_ganloss : 989.681299 ∣  [  std_z : 0.98  real_sub_fake : 728.91 ]
[  epoch 0017/0040] 3010/4800, lr:5.0e-05 ∣ avg_100 : 32078.715490 ∣ critic_nllloss : 25939.520508 ∣ critic_ganloss : -184.228307 ∣ generator_nllloss : 5149.691797 ∣ generator_ganloss : 1001.575781 ∣     [  std_z : 0.98  real_sub_fake : 671.75 ]
[  epoch 0017/0040] 3020/4800, lr:5.0e-05 ∣ avg_100 : 32077.367494 ∣ critic_nllloss : 26149.147461 ∣ critic_ganloss : -150.362510 ∣ generator_nllloss : 5189.963672 ∣ generator_ganloss : 1009.993750 ∣     [  std_z : 1.00  real_sub_fake : 605.79 ]
[  epoch 0017/0040] 3030/4800, lr:5.0e-05 ∣ avg_100 : 32077.381320 ∣ critic_nllloss : 26151.970703 ∣ critic_ganloss : -194.603477 ∣ generator_nllloss : 5195.367188 ∣ generator_ganloss : 996.126123 ∣  [  std_z : 1.01  real_sub_fake : 639.48 ]
[  epoch 0017/0040] 3040/4800, lr:5.0e-05 ∣ avg_100 : 32080.500502 ∣ critic_nllloss : 26215.197070 ∣ critic_ganloss : -212.074086 ∣ generator_nllloss : 5171.083594 ∣ generator_ganloss : 989.664062 ∣  [  std_z : 1.00  real_sub_fake : 707.78 ]
[  epoch 0017/0040] 3050/4800, lr:5.0e-05 ∣ avg_100 : 32080.316513 ∣ critic_nllloss : 26185.087695 ∣ critic_ganloss : -220.830753 ∣ generator_nllloss : 5202.252930 ∣ generator_ganloss : 959.323340 ∣  [  std_z : 0.99  real_sub_fake : 787.08 ]
[  epoch 0017/0040] 3060/4800, lr:5.0e-05 ∣ avg_100 : 32076.611314 ∣ critic_nllloss : 26006.888477 ∣ critic_ganloss : -243.560214 ∣ generator_nllloss : 5200.482813 ∣ generator_ganloss : 969.025879 ∣  [  std_z : 0.98  real_sub_fake : 802.55 ]
[  epoch 0017/0040] 3070/4800, lr:5.0e-05 ∣ avg_100 : 32077.334476 ∣ critic_nllloss : 25929.630859 ∣ critic_ganloss : -159.240753 ∣ generator_nllloss : 5230.247266 ∣ generator_ganloss : 1006.679736 ∣     [  std_z : 0.98  real_sub_fake : 678.55 ]
[  epoch 0017/0040] 3080/4800, lr:5.0e-05 ∣ avg_100 : 32076.771492 ∣ critic_nllloss : 25932.699219 ∣ critic_ganloss : -139.191377 ∣ generator_nllloss : 5274.834375 ∣ generator_ganloss : 964.738281 ∣  [  std_z : 0.99  real_sub_fake : 692.22 ]
[  epoch 0017/0040] 3090/4800, lr:5.0e-05 ∣ avg_100 : 32076.919555 ∣ critic_nllloss : 26250.442969 ∣ critic_ganloss : -219.503993 ∣ generator_nllloss : 5275.410547 ∣ generator_ganloss : 980.638281 ∣  [  std_z : 1.00  real_sub_fake : 759.39 ]
[  epoch 0017/0040] 3100/4800, lr:5.0e-05 ∣ avg_100 : 32077.742202 ∣ critic_nllloss : 26112.287500 ∣ critic_ganloss : -204.796147 ∣ generator_nllloss : 5279.849609 ∣ generator_ganloss : 964.159961 ∣  [  std_z : 0.98  real_sub_fake : 748.96 ]
[  epoch 0017/0040] 3110/4800, lr:5.0e-05 ∣ avg_100 : 32080.320045 ∣ critic_nllloss : 26097.916797 ∣ critic_ganloss : -151.043269 ∣ generator_nllloss : 5233.189844 ∣ generator_ganloss : 986.691406 ∣  [  std_z : 0.98  real_sub_fake : 559.74 ]
[  epoch 0017/0040] 3120/4800, lr:5.0e-05 ∣ avg_100 : 32077.886120 ∣ critic_nllloss : 25975.044141 ∣ critic_ganloss : -169.747586 ∣ generator_nllloss : 5125.171680 ∣ generator_ganloss : 958.732715 ∣  [  std_z : 0.99  real_sub_fake : 605.35 ]
[  epoch 0017/0040] 3130/4800, lr:5.0e-05 ∣ avg_100 : 32079.517778 ∣ critic_nllloss : 25944.395703 ∣ critic_ganloss : -193.436311 ∣ generator_nllloss : 5242.713086 ∣ generator_ganloss : 992.491650 ∣  [  std_z : 1.00  real_sub_fake : 678.18 ]
[  epoch 0017/0040] 3140/4800, lr:5.0e-05 ∣ avg_100 : 32077.427145 ∣ critic_nllloss : 25985.178711 ∣ critic_ganloss : -213.577551 ∣ generator_nllloss : 5242.266992 ∣ generator_ganloss : 979.732227 ∣  [  std_z : 1.00  real_sub_fake : 745.06 ]
[  epoch 0017/0040] 3150/4800, lr:5.0e-05 ∣ avg_100 : 32079.083196 ∣ critic_nllloss : 26078.940430 ∣ critic_ganloss : -173.494263 ∣ generator_nllloss : 5211.290430 ∣ generator_ganloss : 1009.038770 ∣     [  std_z : 1.00  real_sub_fake : 707.06 ]
[  epoch 0017/0040] 3160/4800, lr:5.0e-05 ∣ avg_100 : 32081.206277 ∣ critic_nllloss : 26132.776172 ∣ critic_ganloss : -194.889218 ∣ generator_nllloss : 5207.560156 ∣ generator_ganloss : 1005.968213 ∣     [  std_z : 0.99  real_sub_fake : 731.09 ]
[  epoch 0017/0040] 3170/4800, lr:5.0e-05 ∣ avg_100 : 32083.067114 ∣ critic_nllloss : 26053.177930 ∣ critic_ganloss : -180.410147 ∣ generator_nllloss : 5222.514453 ∣ generator_ganloss : 1021.987354 ∣     [  std_z : 0.97  real_sub_fake : 756.96 ]
[  epoch 0017/0040] 3180/4800, lr:5.0e-05 ∣ avg_100 : 32084.691873 ∣ critic_nllloss : 25983.896875 ∣ critic_ganloss : -222.049690 ∣ generator_nllloss : 5233.553320 ∣ generator_ganloss : 1010.211768 ∣     [  std_z : 0.98  real_sub_fake : 726.72 ]
[  epoch 0017/0040] 3190/4800, lr:5.0e-05 ∣ avg_100 : 32085.089790 ∣ critic_nllloss : 25974.777539 ∣ critic_ganloss : -245.601501 ∣ generator_nllloss : 5234.711133 ∣ generator_ganloss : 1006.753320 ∣     [  std_z : 0.99  real_sub_fake : 851.77 ]
[  epoch 0017/0040] 3200/4800, lr:5.0e-05 ∣ avg_100 : 32086.627369 ∣ critic_nllloss : 25986.293750 ∣ critic_ganloss : -223.512163 ∣ generator_nllloss : 5227.341602 ∣ generator_ganloss : 1010.814355 ∣     [  std_z : 1.01  real_sub_fake : 866.96 ]
[  epoch 0017/0040] 3210/4800, lr:5.0e-05 ∣ avg_100 : 32087.416110 ∣ critic_nllloss : 26144.412500 ∣ critic_ganloss : -189.766608 ∣ generator_nllloss : 5175.192187 ∣ generator_ganloss : 998.084180 ∣  [  std_z : 1.00  real_sub_fake : 781.30 ]
[  epoch 0017/0040] 3220/4800, lr:5.0e-05 ∣ avg_100 : 32086.629919 ∣ critic_nllloss : 26076.139062 ∣ critic_ganloss : -112.373747 ∣ generator_nllloss : 5230.728516 ∣ generator_ganloss : 1034.859619 ∣     [  std_z : 0.99  real_sub_fake : 417.01 ]
[  epoch 0017/0040] 3230/4800, lr:5.0e-05 ∣ avg_100 : 32086.812717 ∣ critic_nllloss : 26187.037109 ∣ critic_ganloss : -136.023572 ∣ generator_nllloss : 5225.991602 ∣ generator_ganloss : 988.989746 ∣  [  std_z : 0.98  real_sub_fake : 578.45 ]
[  epoch 0017/0040] 3240/4800, lr:5.0e-05 ∣ avg_100 : 32082.382603 ∣ critic_nllloss : 25869.165625 ∣ critic_ganloss : -170.209480 ∣ generator_nllloss : 5110.692578 ∣ generator_ganloss : 1025.247559 ∣     [  std_z : 0.98  real_sub_fake : 506.35 ]
[  epoch 0017/0040] 3250/4800, lr:5.0e-05 ∣ avg_100 : 32082.751218 ∣ critic_nllloss : 26032.742578 ∣ critic_ganloss : -181.996873 ∣ generator_nllloss : 5128.776367 ∣ generator_ganloss : 986.187402 ∣  [  std_z : 1.00  real_sub_fake : 715.47 ]
[  epoch 0017/0040] 3260/4800, lr:5.0e-05 ∣ avg_100 : 32080.937587 ∣ critic_nllloss : 26184.114844 ∣ critic_ganloss : -266.049226 ∣ generator_nllloss : 5245.436133 ∣ generator_ganloss : 1005.650098 ∣     [  std_z : 1.01  real_sub_fake : 848.58 ]
[  epoch 0017/0040] 3270/4800, lr:5.0e-05 ∣ avg_100 : 32083.454115 ∣ critic_nllloss : 25974.333789 ∣ critic_ganloss : -168.892297 ∣ generator_nllloss : 5158.785547 ∣ generator_ganloss : 1024.757324 ∣     [  std_z : 1.01  real_sub_fake : 782.90 ]
[  epoch 0017/0040] 3280/4800, lr:5.0e-05 ∣ avg_100 : 32081.313639 ∣ critic_nllloss : 26043.705273 ∣ critic_ganloss : -238.968227 ∣ generator_nllloss : 5246.793945 ∣ generator_ganloss : 1003.303955 ∣     [  std_z : 0.98  real_sub_fake : 890.57 ]
[  epoch 0017/0040] 3290/4800, lr:5.0e-05 ∣ avg_100 : 32081.624866 ∣ critic_nllloss : 25888.648047 ∣ critic_ganloss : -141.869759 ∣ generator_nllloss : 5117.657031 ∣ generator_ganloss : 1079.743896 ∣     [  std_z : 0.96  real_sub_fake : 657.28 ]
[  epoch 0017/0040] 3300/4800, lr:5.0e-05 ∣ avg_100 : 32085.244295 ∣ critic_nllloss : 26106.637305 ∣ critic_ganloss : -131.557066 ∣ generator_nllloss : 5155.754883 ∣ generator_ganloss : 1062.337354 ∣     [  std_z : 0.97  real_sub_fake : 493.31 ]
[  epoch 0017/0040] 3310/4800, lr:5.0e-05 ∣ avg_100 : 32084.489334 ∣ critic_nllloss : 26008.598047 ∣ critic_ganloss : -152.793059 ∣ generator_nllloss : 5214.465625 ∣ generator_ganloss : 1010.975439 ∣     [  std_z : 0.99  real_sub_fake : 590.99 ]
[  epoch 0017/0040] 3320/4800, lr:5.0e-05 ∣ avg_100 : 32084.192530 ∣ critic_nllloss : 26010.006836 ∣ critic_ganloss : -207.089178 ∣ generator_nllloss : 5194.700586 ∣ generator_ganloss : 1028.611914 ∣     [  std_z : 1.01  real_sub_fake : 691.39 ]
[  epoch 0017/0040] 3330/4800, lr:5.0e-05 ∣ avg_100 : 32083.905668 ∣ critic_nllloss : 25989.403516 ∣ critic_ganloss : -172.103827 ∣ generator_nllloss : 5162.246484 ∣ generator_ganloss : 1017.736963 ∣     [  std_z : 1.00  real_sub_fake : 708.55 ]
[  epoch 0017/0040] 3340/4800, lr:5.0e-05 ∣ avg_100 : 32084.082148 ∣ critic_nllloss : 26113.393164 ∣ critic_ganloss : -188.482410 ∣ generator_nllloss : 5224.086719 ∣ generator_ganloss : 1004.195605 ∣     [  std_z : 0.99  real_sub_fake : 668.30 ]
[  epoch 0017/0040] 3350/4800, lr:5.0e-05 ∣ avg_100 : 32087.030580 ∣ critic_nllloss : 26112.447266 ∣ critic_ganloss : -148.452087 ∣ generator_nllloss : 5290.060547 ∣ generator_ganloss : 996.257568 ∣  [  std_z : 0.98  real_sub_fake : 628.82 ]
[  epoch 0017/0040] 3360/4800, lr:5.0e-05 ∣ avg_100 : 32086.635937 ∣ critic_nllloss : 25827.049219 ∣ critic_ganloss : -154.313966 ∣ generator_nllloss : 5167.583008 ∣ generator_ganloss : 1028.173975 ∣     [  std_z : 0.98  real_sub_fake : 532.57 ]
[  epoch 0017/0040] 3370/4800, lr:5.0e-05 ∣ avg_100 : 32081.040209 ∣ critic_nllloss : 25765.921875 ∣ critic_ganloss : -182.993965 ∣ generator_nllloss : 5183.783008 ∣ generator_ganloss : 1003.690430 ∣     [  std_z : 1.00  real_sub_fake : 671.24 ]
[  epoch 0017/0040] 3380/4800, lr:5.0e-05 ∣ avg_100 : 32081.019188 ∣ critic_nllloss : 26242.957031 ∣ critic_ganloss : -143.017133 ∣ generator_nllloss : 5231.330273 ∣ generator_ganloss : 1020.673437 ∣     [  std_z : 1.00  real_sub_fake : 629.48 ]
[  epoch 0017/0040] 3390/4800, lr:5.0e-05 ∣ avg_100 : 32079.498853 ∣ critic_nllloss : 25897.918359 ∣ critic_ganloss : -163.719000 ∣ generator_nllloss : 5193.576953 ∣ generator_ganloss : 997.371680 ∣  [  std_z : 1.00  real_sub_fake : 591.61 ]
[  epoch 0017/0040] 3400/4800, lr:5.0e-05 ∣ avg_100 : 32079.462527 ∣ critic_nllloss : 26030.366406 ∣ critic_ganloss : -179.534103 ∣ generator_nllloss : 5134.128906 ∣ generator_ganloss : 1006.568652 ∣     [  std_z : 0.99  real_sub_fake : 626.90 ]
[  epoch 0017/0040] 3410/4800, lr:5.0e-05 ∣ avg_100 : 32083.025664 ∣ critic_nllloss : 26190.064063 ∣ critic_ganloss : -155.166510 ∣ generator_nllloss : 5210.194922 ∣ generator_ganloss : 1004.199707 ∣     [  std_z : 0.98  real_sub_fake : 738.39 ]
[  epoch 0017/0040] 3420/4800, lr:5.0e-05 ∣ avg_100 : 32079.455271 ∣ critic_nllloss : 25891.517383 ∣ critic_ganloss : -219.640318 ∣ generator_nllloss : 5195.975195 ∣ generator_ganloss : 992.897607 ∣  [  std_z : 0.98  real_sub_fake : 643.32 ]
[  epoch 0017/0040] 3430/4800, lr:5.0e-05 ∣ avg_100 : 32082.019698 ∣ critic_nllloss : 26346.489258 ∣ critic_ganloss : -212.989565 ∣ generator_nllloss : 5206.764453 ∣ generator_ganloss : 978.312598 ∣  [  std_z : 0.99  real_sub_fake : 931.54 ]
[  epoch 0017/0040] 3440/4800, lr:5.0e-05 ∣ avg_100 : 32075.554441 ∣ critic_nllloss : 25889.960742 ∣ critic_ganloss : -250.746027 ∣ generator_nllloss : 5120.875781 ∣ generator_ganloss : 987.429004 ∣  [  std_z : 1.00  real_sub_fake : 748.53 ]
[  epoch 0017/0040] 3450/4800, lr:5.0e-05 ∣ avg_100 : 32078.998371 ∣ critic_nllloss : 26080.320703 ∣ critic_ganloss : -174.018025 ∣ generator_nllloss : 5225.750977 ∣ generator_ganloss : 1010.025586 ∣     [  std_z : 1.00  real_sub_fake : 759.22 ]
[  epoch 0017/0040] 3460/4800, lr:5.0e-05 ∣ avg_100 : 32078.875232 ∣ critic_nllloss : 26125.297070 ∣ critic_ganloss : -142.415811 ∣ generator_nllloss : 5255.150195 ∣ generator_ganloss : 1020.403369 ∣     [  std_z : 0.99  real_sub_fake : 576.93 ]
[  epoch 0017/0040] 3470/4800, lr:5.0e-05 ∣ avg_100 : 32075.527744 ∣ critic_nllloss : 25907.770703 ∣ critic_ganloss : -174.893816 ∣ generator_nllloss : 5130.332812 ∣ generator_ganloss : 990.053613 ∣  [  std_z : 0.98  real_sub_fake : 577.77 ]
[  epoch 0017/0040] 3480/4800, lr:5.0e-05 ∣ avg_100 : 32070.726539 ∣ critic_nllloss : 25974.875391 ∣ critic_ganloss : -202.463954 ∣ generator_nllloss : 5083.806250 ∣ generator_ganloss : 1004.491113 ∣     [  std_z : 0.99  real_sub_fake : 662.35 ]
[  epoch 0017/0040] 3490/4800, lr:5.0e-05 ∣ avg_100 : 32072.527072 ∣ critic_nllloss : 25990.310937 ∣ critic_ganloss : -236.176317 ∣ generator_nllloss : 5292.215039 ∣ generator_ganloss : 999.029688 ∣  [  std_z : 1.00  real_sub_fake : 883.02 ]
[  epoch 0017/0040] 3500/4800, lr:5.0e-05 ∣ avg_100 : 32074.257008 ∣ critic_nllloss : 26118.715039 ∣ critic_ganloss : -144.875934 ∣ generator_nllloss : 5271.757617 ∣ generator_ganloss : 1040.124854 ∣     [  std_z : 1.00  real_sub_fake : 720.94 ]
[  epoch 0017/0040] 3510/4800, lr:5.0e-05 ∣ avg_100 : 32074.759376 ∣ critic_nllloss : 26005.634180 ∣ critic_ganloss : -136.757655 ∣ generator_nllloss : 5249.765430 ∣ generator_ganloss : 1031.006250 ∣     [  std_z : 0.99  real_sub_fake : 555.11 ]
[  epoch 0017/0040] 3520/4800, lr:5.0e-05 ∣ avg_100 : 32074.436280 ∣ critic_nllloss : 25973.109961 ∣ critic_ganloss : -195.338792 ∣ generator_nllloss : 5216.068945 ∣ generator_ganloss : 1026.061865 ∣     [  std_z : 0.98  real_sub_fake : 528.94 ]
[  epoch 0017/0040] 3530/4800, lr:5.0e-05 ∣ avg_100 : 32074.348818 ∣ critic_nllloss : 26055.775977 ∣ critic_ganloss : -214.537061 ∣ generator_nllloss : 5214.304297 ∣ generator_ganloss : 1013.035010 ∣     [  std_z : 0.98  real_sub_fake : 820.60 ]
[  epoch 0017/0040] 3540/4800, lr:5.0e-05 ∣ avg_100 : 32075.072878 ∣ critic_nllloss : 26032.437305 ∣ critic_ganloss : -213.040030 ∣ generator_nllloss : 5219.293555 ∣ generator_ganloss : 1050.647119 ∣     [  std_z : 0.99  real_sub_fake : 816.69 ]
[  epoch 0017/0040] 3550/4800, lr:5.0e-05 ∣ avg_100 : 32074.475997 ∣ critic_nllloss : 26009.744141 ∣ critic_ganloss : -177.875861 ∣ generator_nllloss : 5172.099609 ∣ generator_ganloss : 1005.345117 ∣     [  std_z : 1.00  real_sub_fake : 674.20 ]
[  epoch 0017/0040] 3560/4800, lr:5.0e-05 ∣ avg_100 : 32075.813002 ∣ critic_nllloss : 25924.793164 ∣ critic_ganloss : -165.851843 ∣ generator_nllloss : 5204.845898 ∣ generator_ganloss : 1022.701416 ∣     [  std_z : 1.00  real_sub_fake : 727.11 ]
[  epoch 0017/0040] 3570/4800, lr:5.0e-05 ∣ avg_100 : 32072.515073 ∣ critic_nllloss : 25963.244922 ∣ critic_ganloss : -206.632582 ∣ generator_nllloss : 5202.492773 ∣ generator_ganloss : 1026.615186 ∣     [  std_z : 0.99  real_sub_fake : 613.23 ]
[  epoch 0017/0040] 3580/4800, lr:5.0e-05 ∣ avg_100 : 32072.148014 ∣ critic_nllloss : 25825.287109 ∣ critic_ganloss : -227.113483 ∣ generator_nllloss : 5143.359766 ∣ generator_ganloss : 1008.850537 ∣     [  std_z : 0.98  real_sub_fake : 750.63 ]
[  epoch 0017/0040] 3590/4800, lr:5.0e-05 ∣ avg_100 : 32070.096216 ∣ critic_nllloss : 25965.575977 ∣ critic_ganloss : -208.146408 ∣ generator_nllloss : 5255.166406 ∣ generator_ganloss : 1040.516504 ∣     [  std_z : 0.98  real_sub_fake : 738.80 ]
[  epoch 0017/0040] 3600/4800, lr:5.0e-05 ∣ avg_100 : 32070.009012 ∣ critic_nllloss : 26164.167773 ∣ critic_ganloss : -247.270734 ∣ generator_nllloss : 5269.606445 ∣ generator_ganloss : 1043.654492 ∣     [  std_z : 0.99  real_sub_fake : 800.89 ]
[  epoch 0017/0040] 3610/4800, lr:5.0e-05 ∣ avg_100 : 32068.625764 ∣ critic_nllloss : 25948.204688 ∣ critic_ganloss : -120.613785 ∣ generator_nllloss : 5129.588086 ∣ generator_ganloss : 1074.217578 ∣     [  std_z : 1.00  real_sub_fake : 997.53 ]
[  epoch 0017/0040] 3620/4800, lr:5.0e-05 ∣ avg_100 : 32068.247352 ∣ critic_nllloss : 25956.980273 ∣ critic_ganloss : -96.013417 ∣ generator_nllloss : 5241.222461 ∣ generator_ganloss : 1114.776074 ∣  [  std_z : 1.00  real_sub_fake : 310.81 ]
[  epoch 0017/0040] 3630/4800, lr:5.0e-05 ∣ avg_100 : 32068.815948 ∣ critic_nllloss : 25971.404297 ∣ critic_ganloss : -134.893382 ∣ generator_nllloss : 5195.822070 ∣ generator_ganloss : 1062.397363 ∣     [  std_z : 0.99  real_sub_fake : 426.77 ]
[  epoch 0017/0040] 3640/4800, lr:5.0e-05 ∣ avg_100 : 32067.353313 ∣ critic_nllloss : 25942.232422 ∣ critic_ganloss : -153.042941 ∣ generator_nllloss : 5194.504687 ∣ generator_ganloss : 1038.106152 ∣     [  std_z : 0.99  real_sub_fake : 516.69 ]
[  epoch 0017/0040] 3650/4800, lr:5.0e-05 ∣ avg_100 : 32069.837426 ∣ critic_nllloss : 26131.123242 ∣ critic_ganloss : -166.531901 ∣ generator_nllloss : 5286.578711 ∣ generator_ganloss : 1005.659424 ∣     [  std_z : 0.99  real_sub_fake : 558.09 ]
[  epoch 0017/0040] 3660/4800, lr:5.0e-05 ∣ avg_100 : 32071.863119 ∣ critic_nllloss : 25985.766602 ∣ critic_ganloss : -106.958055 ∣ generator_nllloss : 5205.401953 ∣ generator_ganloss : 1024.215039 ∣     [  std_z : 0.99  real_sub_fake : 464.20 ]
[  epoch 0017/0040] 3670/4800, lr:5.0e-05 ∣ avg_100 : 32071.074127 ∣ critic_nllloss : 25978.297266 ∣ critic_ganloss : -177.457274 ∣ generator_nllloss : 5148.182617 ∣ generator_ganloss : 1033.266162 ∣     [  std_z : 0.99  real_sub_fake : 514.65 ]
[  epoch 0017/0040] 3680/4800, lr:5.0e-05 ∣ avg_100 : 32069.050445 ∣ critic_nllloss : 26133.877148 ∣ critic_ganloss : -162.407367 ∣ generator_nllloss : 5245.408203 ∣ generator_ganloss : 1022.589844 ∣     [  std_z : 0.99  real_sub_fake : 761.42 ]
[  epoch 0017/0040] 3690/4800, lr:5.0e-05 ∣ avg_100 : 32070.744199 ∣ critic_nllloss : 26197.749414 ∣ critic_ganloss : -226.674025 ∣ generator_nllloss : 5238.221094 ∣ generator_ganloss : 1058.216846 ∣     [  std_z : 0.99  real_sub_fake : 735.21 ]
[  epoch 0017/0040] 3700/4800, lr:5.0e-05 ∣ avg_100 : 32068.800802 ∣ critic_nllloss : 25989.888281 ∣ critic_ganloss : -302.639465 ∣ generator_nllloss : 5267.814258 ∣ generator_ganloss : 999.516211 ∣  [  std_z : 1.00  real_sub_fake : 1005.41 ]
[  epoch 0017/0040] 3710/4800, lr:5.0e-05 ∣ avg_100 : 32066.296361 ∣ critic_nllloss : 26034.306055 ∣ critic_ganloss : -265.848402 ∣ generator_nllloss : 5142.992188 ∣ generator_ganloss : 996.684375 ∣  [  std_z : 1.00  real_sub_fake : 1062.46 ]
[  epoch 0017/0040] 3720/4800, lr:5.0e-05 ∣ avg_100 : 32064.780360 ∣ critic_nllloss : 25884.873437 ∣ critic_ganloss : -254.949893 ∣ generator_nllloss : 5127.425781 ∣ generator_ganloss : 943.943701 ∣  [  std_z : 0.98  real_sub_fake : 996.07 ]
[  epoch 0017/0040] 3730/4800, lr:5.0e-05 ∣ avg_100 : 32065.930828 ∣ critic_nllloss : 26123.867383 ∣ critic_ganloss : -189.938287 ∣ generator_nllloss : 5221.932227 ∣ generator_ganloss : 958.423193 ∣  [  std_z : 0.97  real_sub_fake : 752.98 ]
[  epoch 0017/0040] 3740/4800, lr:5.0e-05 ∣ avg_100 : 32063.111884 ∣ critic_nllloss : 25912.265625 ∣ critic_ganloss : -114.844008 ∣ generator_nllloss : 5139.815625 ∣ generator_ganloss : 969.373535 ∣  [  std_z : 0.98  real_sub_fake : 472.88 ]
[  epoch 0017/0040] 3750/4800, lr:5.0e-05 ∣ avg_100 : 32065.396181 ∣ critic_nllloss : 25963.053711 ∣ critic_ganloss : -102.232551 ∣ generator_nllloss : 5260.556445 ∣ generator_ganloss : 984.168604 ∣  [  std_z : 1.00  real_sub_fake : 362.26 ]
[  epoch 0017/0040] 3760/4800, lr:5.0e-05 ∣ avg_100 : 32064.340722 ∣ critic_nllloss : 26098.817188 ∣ critic_ganloss : -154.233630 ∣ generator_nllloss : 5226.373633 ∣ generator_ganloss : 997.918506 ∣  [  std_z : 1.00  real_sub_fake : 583.70 ]
[  epoch 0017/0040] 3770/4800, lr:5.0e-05 ∣ avg_100 : 32061.925788 ∣ critic_nllloss : 25944.617383 ∣ critic_ganloss : -197.294426 ∣ generator_nllloss : 5253.045703 ∣ generator_ganloss : 1008.817383 ∣     [  std_z : 1.00  real_sub_fake : 665.00 ]
[  epoch 0017/0040] 3780/4800, lr:5.0e-05 ∣ avg_100 : 32061.252655 ∣ critic_nllloss : 26161.148438 ∣ critic_ganloss : -317.671227 ∣ generator_nllloss : 5165.295313 ∣ generator_ganloss : 971.880957 ∣  [  std_z : 0.99  real_sub_fake : 1000.32 ]
[  epoch 0017/0040] 3790/4800, lr:5.0e-05 ∣ avg_100 : 32063.384837 ∣ critic_nllloss : 26093.003711 ∣ critic_ganloss : -285.913757 ∣ generator_nllloss : 5262.798828 ∣ generator_ganloss : 996.543359 ∣  [  std_z : 0.98  real_sub_fake : 1237.62 ]
[  epoch 0017/0040] 3800/4800, lr:5.0e-05 ∣ avg_100 : 32063.676892 ∣ critic_nllloss : 26030.925586 ∣ critic_ganloss : -301.467911 ∣ generator_nllloss : 5184.780078 ∣ generator_ganloss : 1018.815967 ∣     [  std_z : 0.99  real_sub_fake : 1116.66 ]
[  epoch 0017/0040] 3810/4800, lr:5.0e-05 ∣ avg_100 : 32063.111048 ∣ critic_nllloss : 26050.794141 ∣ critic_ganloss : -257.085706 ∣ generator_nllloss : 5278.480859 ∣ generator_ganloss : 1008.785059 ∣     [  std_z : 0.99  real_sub_fake : 1078.36 ]
[  epoch 0017/0040] 3820/4800, lr:5.0e-05 ∣ avg_100 : 32063.030140 ∣ critic_nllloss : 25997.976172 ∣ critic_ganloss : -255.565752 ∣ generator_nllloss : 5215.110547 ∣ generator_ganloss : 1041.243262 ∣     [  std_z : 0.99  real_sub_fake : 849.88 ]
[  epoch 0017/0040] 3830/4800, lr:5.0e-05 ∣ avg_100 : 32063.773732 ∣ critic_nllloss : 25949.197656 ∣ critic_ganloss : -183.422517 ∣ generator_nllloss : 5292.458984 ∣ generator_ganloss : 1005.994141 ∣     [  std_z : 0.99  real_sub_fake : 884.18 ]
[  epoch 0017/0040] 3840/4800, lr:5.0e-05 ∣ avg_100 : 32060.734177 ∣ critic_nllloss : 25957.147656 ∣ critic_ganloss : -277.093474 ∣ generator_nllloss : 5159.295703 ∣ generator_ganloss : 999.954785 ∣  [  std_z : 0.98  real_sub_fake : 824.34 ]
[  epoch 0017/0040] 3850/4800, lr:5.0e-05 ∣ avg_100 : 32061.119821 ∣ critic_nllloss : 26233.862305 ∣ critic_ganloss : -255.042067 ∣ generator_nllloss : 5263.328516 ∣ generator_ganloss : 976.812402 ∣  [  std_z : 0.99  real_sub_fake : 927.81 ]
[  epoch 0017/0040] 3860/4800, lr:5.0e-05 ∣ avg_100 : 32057.104187 ∣ critic_nllloss : 26033.100195 ∣ critic_ganloss : -201.661229 ∣ generator_nllloss : 5161.808984 ∣ generator_ganloss : 965.494824 ∣  [  std_z : 0.98  real_sub_fake : 781.71 ]
[  epoch 0017/0040] 3870/4800, lr:5.0e-05 ∣ avg_100 : 32061.317560 ∣ critic_nllloss : 26131.455078 ∣ critic_ganloss : -147.440169 ∣ generator_nllloss : 5299.901172 ∣ generator_ganloss : 1006.697607 ∣     [  std_z : 1.00  real_sub_fake : 651.34 ]
[  epoch 0017/0040] 3880/4800, lr:5.0e-05 ∣ avg_100 : 32063.345961 ∣ critic_nllloss : 26177.543555 ∣ critic_ganloss : -265.675140 ∣ generator_nllloss : 5176.303320 ∣ generator_ganloss : 956.501660 ∣  [  std_z : 0.99  real_sub_fake : 787.78 ]
[  epoch 0017/0040] 3890/4800, lr:5.0e-05 ∣ avg_100 : 32061.298226 ∣ critic_nllloss : 26021.678320 ∣ critic_ganloss : -231.350867 ∣ generator_nllloss : 5333.782617 ∣ generator_ganloss : 974.181055 ∣  [  std_z : 0.99  real_sub_fake : 935.64 ]
[  epoch 0017/0040] 3900/4800, lr:5.0e-05 ∣ avg_100 : 32060.654777 ∣ critic_nllloss : 26190.907617 ∣ critic_ganloss : -264.846785 ∣ generator_nllloss : 5265.663281 ∣ generator_ganloss : 975.471289 ∣  [  std_z : 0.99  real_sub_fake : 886.29 ]
[  epoch 0017/0040] 3910/4800, lr:5.0e-05 ∣ avg_100 : 32065.502108 ∣ critic_nllloss : 26015.414453 ∣ critic_ganloss : -264.272641 ∣ generator_nllloss : 5316.033594 ∣ generator_ganloss : 1018.308643 ∣     [  std_z : 0.99  real_sub_fake : 1044.27 ]
[  epoch 0017/0040] 3920/4800, lr:5.0e-05 ∣ avg_100 : 32065.168566 ∣ critic_nllloss : 25997.096289 ∣ critic_ganloss : -180.401691 ∣ generator_nllloss : 5218.512305 ∣ generator_ganloss : 1031.763770 ∣     [  std_z : 0.99  real_sub_fake : 806.46 ]
[  epoch 0017/0040] 3930/4800, lr:5.0e-05 ∣ avg_100 : 32064.205252 ∣ critic_nllloss : 26070.534570 ∣ critic_ganloss : -245.817172 ∣ generator_nllloss : 5262.140625 ∣ generator_ganloss : 975.700342 ∣  [  std_z : 1.00  real_sub_fake : 854.75 ]
[  epoch 0017/0040] 3940/4800, lr:5.0e-05 ∣ avg_100 : 32061.193452 ∣ critic_nllloss : 26102.738477 ∣ critic_ganloss : -250.031511 ∣ generator_nllloss : 5131.737500 ∣ generator_ganloss : 1001.715137 ∣     [  std_z : 0.99  real_sub_fake : 912.38 ]
[  epoch 0017/0040] 3950/4800, lr:5.0e-05 ∣ avg_100 : 32057.655302 ∣ critic_nllloss : 25969.671680 ∣ critic_ganloss : -149.977780 ∣ generator_nllloss : 5161.393359 ∣ generator_ganloss : 999.363965 ∣  [  std_z : 1.00  real_sub_fake : 747.12 ]
[  epoch 0017/0040] 3960/4800, lr:5.0e-05 ∣ avg_100 : 32059.252322 ∣ critic_nllloss : 25961.844531 ∣ critic_ganloss : -184.009207 ∣ generator_nllloss : 5212.664453 ∣ generator_ganloss : 1000.000146 ∣     [  std_z : 0.99  real_sub_fake : 679.43 ]
[  epoch 0017/0040] 3970/4800, lr:5.0e-05 ∣ avg_100 : 32059.412953 ∣ critic_nllloss : 25934.177930 ∣ critic_ganloss : -186.263190 ∣ generator_nllloss : 5116.594141 ∣ generator_ganloss : 978.933447 ∣  [  std_z : 0.99  real_sub_fake : 670.01 ]
[  epoch 0017/0040] 3980/4800, lr:5.0e-05 ∣ avg_100 : 32058.322717 ∣ critic_nllloss : 25911.432812 ∣ critic_ganloss : -223.608749 ∣ generator_nllloss : 5187.859375 ∣ generator_ganloss : 987.007910 ∣  [  std_z : 0.98  real_sub_fake : 802.80 ]
[  epoch 0017/0040] 3990/4800, lr:5.0e-05 ∣ avg_100 : 32055.740694 ∣ critic_nllloss : 26037.587305 ∣ critic_ganloss : -255.984129 ∣ generator_nllloss : 5183.809766 ∣ generator_ganloss : 989.533887 ∣  [  std_z : 0.99  real_sub_fake : 790.18 ]
[  epoch 0017/0040] 4000/4800, lr:5.0e-05 ∣ avg_100 : 32051.690184 ∣ critic_nllloss : 26002.928320 ∣ critic_ganloss : -184.840063 ∣ generator_nllloss : 5165.426953 ∣ generator_ganloss : 1005.174414 ∣     [  std_z : 1.00  real_sub_fake : 945.86 ]
[  epoch 0017/0040] 4010/4800, lr:5.0e-05 ∣ avg_100 : 32051.185061 ∣ critic_nllloss : 26003.139844 ∣ critic_ganloss : -253.513055 ∣ generator_nllloss : 5096.630273 ∣ generator_ganloss : 1009.790430 ∣     [  std_z : 1.00  real_sub_fake : 807.30 ]
[  epoch 0017/0040] 4020/4800, lr:5.0e-05 ∣ avg_100 : 32048.806881 ∣ critic_nllloss : 25916.283203 ∣ critic_ganloss : -173.696736 ∣ generator_nllloss : 5219.450000 ∣ generator_ganloss : 998.887939 ∣  [  std_z : 0.99  real_sub_fake : 794.76 ]
[  epoch 0017/0040] 4030/4800, lr:5.0e-05 ∣ avg_100 : 32048.070389 ∣ critic_nllloss : 26106.063672 ∣ critic_ganloss : -241.751808 ∣ generator_nllloss : 5228.175195 ∣ generator_ganloss : 982.724219 ∣  [  std_z : 0.98  real_sub_fake : 760.06 ]
[  epoch 0017/0040] 4040/4800, lr:5.0e-05 ∣ avg_100 : 32048.671708 ∣ critic_nllloss : 26217.775000 ∣ critic_ganloss : -268.910857 ∣ generator_nllloss : 5263.613477 ∣ generator_ganloss : 1011.524951 ∣     [  std_z : 0.98  real_sub_fake : 1018.22 ]
[  epoch 0017/0040] 4050/4800, lr:5.0e-05 ∣ avg_100 : 32046.744623 ∣ critic_nllloss : 25909.091797 ∣ critic_ganloss : -150.256862 ∣ generator_nllloss : 5176.599023 ∣ generator_ganloss : 997.690723 ∣  [  std_z : 1.00  real_sub_fake : 868.76 ]
[  epoch 0017/0040] 4060/4800, lr:5.0e-05 ∣ avg_100 : 32047.513388 ∣ critic_nllloss : 25987.348828 ∣ critic_ganloss : -203.490778 ∣ generator_nllloss : 5250.823242 ∣ generator_ganloss : 975.032227 ∣  [  std_z : 1.00  real_sub_fake : 644.53 ]
[  epoch 0017/0040] 4070/4800, lr:5.0e-05 ∣ avg_100 : 32046.549911 ∣ critic_nllloss : 25920.874219 ∣ critic_ganloss : -153.462126 ∣ generator_nllloss : 5173.349609 ∣ generator_ganloss : 970.207715 ∣  [  std_z : 0.98  real_sub_fake : 582.25 ]
[  epoch 0017/0040] 4080/4800, lr:5.0e-05 ∣ avg_100 : 32045.272677 ∣ critic_nllloss : 25907.347266 ∣ critic_ganloss : -172.925752 ∣ generator_nllloss : 5207.582031 ∣ generator_ganloss : 963.353467 ∣  [  std_z : 0.98  real_sub_fake : 582.07 ]
[  epoch 0017/0040] 4090/4800, lr:5.0e-05 ∣ avg_100 : 32043.923577 ∣ critic_nllloss : 26176.213281 ∣ critic_ganloss : -213.404378 ∣ generator_nllloss : 5217.081055 ∣ generator_ganloss : 972.187842 ∣  [  std_z : 0.98  real_sub_fake : 759.08 ]
[  epoch 0017/0040] 4100/4800, lr:5.0e-05 ∣ avg_100 : 32044.585815 ∣ critic_nllloss : 26186.550000 ∣ critic_ganloss : -242.726161 ∣ generator_nllloss : 5299.163281 ∣ generator_ganloss : 974.737695 ∣  [  std_z : 1.00  real_sub_fake : 836.44 ]
[  epoch 0017/0040] 4110/4800, lr:5.0e-05 ∣ avg_100 : 32042.297932 ∣ critic_nllloss : 26021.576953 ∣ critic_ganloss : -256.997067 ∣ generator_nllloss : 5199.124414 ∣ generator_ganloss : 974.262109 ∣  [  std_z : 0.99  real_sub_fake : 921.84 ]
[  epoch 0017/0040] 4120/4800, lr:5.0e-05 ∣ avg_100 : 32045.777139 ∣ critic_nllloss : 26168.559375 ∣ critic_ganloss : -183.671484 ∣ generator_nllloss : 5276.337305 ∣ generator_ganloss : 975.896436 ∣  [  std_z : 0.99  real_sub_fake : 846.66 ]
[  epoch 0017/0040] 4130/4800, lr:5.0e-05 ∣ avg_100 : 32043.590975 ∣ critic_nllloss : 25848.247461 ∣ critic_ganloss : -199.068556 ∣ generator_nllloss : 5123.454102 ∣ generator_ganloss : 994.914746 ∣  [  std_z : 0.99  real_sub_fake : 655.30 ]
[  epoch 0017/0040] 4140/4800, lr:5.0e-05 ∣ avg_100 : 32044.680757 ∣ critic_nllloss : 26031.378906 ∣ critic_ganloss : -137.771574 ∣ generator_nllloss : 5216.634961 ∣ generator_ganloss : 992.336328 ∣  [  std_z : 1.00  real_sub_fake : 642.18 ]
[  epoch 0017/0040] 4150/4800, lr:5.0e-05 ∣ avg_100 : 32041.992983 ∣ critic_nllloss : 25852.208984 ∣ critic_ganloss : -152.663498 ∣ generator_nllloss : 5181.351758 ∣ generator_ganloss : 976.100684 ∣  [  std_z : 1.00  real_sub_fake : 508.50 ]
[  epoch 0017/0040] 4160/4800, lr:5.0e-05 ∣ avg_100 : 32040.833019 ∣ critic_nllloss : 26017.758203 ∣ critic_ganloss : -150.728783 ∣ generator_nllloss : 5197.063672 ∣ generator_ganloss : 971.325879 ∣  [  std_z : 0.99  real_sub_fake : 581.47 ]
[  epoch 0017/0040] 4170/4800, lr:5.0e-05 ∣ avg_100 : 32036.384404 ∣ critic_nllloss : 25893.419531 ∣ critic_ganloss : -202.751901 ∣ generator_nllloss : 5027.590625 ∣ generator_ganloss : 954.149805 ∣  [  std_z : 0.99  real_sub_fake : 666.40 ]
[  epoch 0017/0040] 4180/4800, lr:5.0e-05 ∣ avg_100 : 32035.523908 ∣ critic_nllloss : 25967.069922 ∣ critic_ganloss : -241.994438 ∣ generator_nllloss : 5231.926367 ∣ generator_ganloss : 962.560840 ∣  [  std_z : 0.99  real_sub_fake : 838.22 ]
[  epoch 0017/0040] 4190/4800, lr:5.0e-05 ∣ avg_100 : 32034.720888 ∣ critic_nllloss : 25977.880859 ∣ critic_ganloss : -259.735396 ∣ generator_nllloss : 5204.099023 ∣ generator_ganloss : 968.093994 ∣  [  std_z : 0.99  real_sub_fake : 1016.73 ]
[  epoch 0017/0040] 4200/4800, lr:5.0e-05 ∣ avg_100 : 32031.798371 ∣ critic_nllloss : 25839.205859 ∣ critic_ganloss : -216.315511 ∣ generator_nllloss : 5113.614844 ∣ generator_ganloss : 972.180664 ∣  [  std_z : 0.99  real_sub_fake : 787.63 ]
[  epoch 0017/0040] 4210/4800, lr:5.0e-05 ∣ avg_100 : 32030.593084 ∣ critic_nllloss : 25908.394531 ∣ critic_ganloss : -171.729723 ∣ generator_nllloss : 5296.852734 ∣ generator_ganloss : 973.876025 ∣  [  std_z : 0.99  real_sub_fake : 734.04 ]
[  epoch 0017/0040] 4220/4800, lr:5.0e-05 ∣ avg_100 : 32031.965519 ∣ critic_nllloss : 26385.658984 ∣ critic_ganloss : -195.386752 ∣ generator_nllloss : 5203.737891 ∣ generator_ganloss : 972.586816 ∣  [  std_z : 0.98  real_sub_fake : 695.14 ]
[  epoch 0017/0040] 4230/4800, lr:5.0e-05 ∣ avg_100 : 32031.444250 ∣ critic_nllloss : 26262.357227 ∣ critic_ganloss : -265.551158 ∣ generator_nllloss : 5261.897070 ∣ generator_ganloss : 955.164844 ∣  [  std_z : 0.99  real_sub_fake : 878.35 ]
[  epoch 0017/0040] 4240/4800, lr:5.0e-05 ∣ avg_100 : 32035.416839 ∣ critic_nllloss : 26276.556250 ∣ critic_ganloss : -252.364651 ∣ generator_nllloss : 5237.817187 ∣ generator_ganloss : 970.146387 ∣  [  std_z : 0.99  real_sub_fake : 1142.27 ]
[  epoch 0017/0040] 4250/4800, lr:5.0e-05 ∣ avg_100 : 32036.967504 ∣ critic_nllloss : 26046.854492 ∣ critic_ganloss : -130.629921 ∣ generator_nllloss : 5231.659375 ∣ generator_ganloss : 972.892041 ∣  [  std_z : 0.99  real_sub_fake : 512.32 ]
[  epoch 0017/0040] 4260/4800, lr:5.0e-05 ∣ avg_100 : 32035.754764 ∣ critic_nllloss : 25957.349609 ∣ critic_ganloss : -135.539000 ∣ generator_nllloss : 5290.493750 ∣ generator_ganloss : 935.573437 ∣  [  std_z : 0.98  real_sub_fake : 484.12 ]
[  epoch 0017/0040] 4270/4800, lr:5.0e-05 ∣ avg_100 : 32036.891697 ∣ critic_nllloss : 26044.756445 ∣ critic_ganloss : -145.693916 ∣ generator_nllloss : 5274.049219 ∣ generator_ganloss : 929.565967 ∣  [  std_z : 0.98  real_sub_fake : 529.76 ]
[  epoch 0017/0040] 4280/4800, lr:5.0e-05 ∣ avg_100 : 32037.525313 ∣ critic_nllloss : 26159.156055 ∣ critic_ganloss : -216.644768 ∣ generator_nllloss : 5258.486523 ∣ generator_ganloss : 917.198730 ∣  [  std_z : 0.99  real_sub_fake : 664.22 ]
[  epoch 0017/0040] 4290/4800, lr:5.0e-05 ∣ avg_100 : 32036.067160 ∣ critic_nllloss : 25760.740430 ∣ critic_ganloss : -166.404266 ∣ generator_nllloss : 5235.986523 ∣ generator_ganloss : 968.041162 ∣  [  std_z : 0.99  real_sub_fake : 624.83 ]
[  epoch 0017/0040] 4300/4800, lr:5.0e-05 ∣ avg_100 : 32033.361658 ∣ critic_nllloss : 25985.085938 ∣ critic_ganloss : -176.701701 ∣ generator_nllloss : 5166.872266 ∣ generator_ganloss : 947.365771 ∣  [  std_z : 0.99  real_sub_fake : 811.08 ]
[  epoch 0017/0040] 4310/4800, lr:5.0e-05 ∣ avg_100 : 32034.299075 ∣ critic_nllloss : 26087.521484 ∣ critic_ganloss : -175.044978 ∣ generator_nllloss : 5264.742969 ∣ generator_ganloss : 997.768311 ∣  [  std_z : 0.99  real_sub_fake : 653.25 ]
[  epoch 0017/0040] 4320/4800, lr:5.0e-05 ∣ avg_100 : 32033.102562 ∣ critic_nllloss : 25881.111719 ∣ critic_ganloss : -123.053841 ∣ generator_nllloss : 5159.715234 ∣ generator_ganloss : 988.805713 ∣  [  std_z : 1.00  real_sub_fake : 471.71 ]
[  epoch 0017/0040] 4330/4800, lr:5.0e-05 ∣ avg_100 : 32035.447960 ∣ critic_nllloss : 26140.463086 ∣ critic_ganloss : -158.873796 ∣ generator_nllloss : 5285.952734 ∣ generator_ganloss : 964.280957 ∣  [  std_z : 1.00  real_sub_fake : 597.49 ]
[  epoch 0017/0040] 4340/4800, lr:5.0e-05 ∣ avg_100 : 32038.222470 ∣ critic_nllloss : 26304.518750 ∣ critic_ganloss : -149.709094 ∣ generator_nllloss : 5295.634961 ∣ generator_ganloss : 980.199512 ∣  [  std_z : 0.99  real_sub_fake : 603.09 ]
[  epoch 0017/0040] 4350/4800, lr:5.0e-05 ∣ avg_100 : 32038.708722 ∣ critic_nllloss : 26300.794727 ∣ critic_ganloss : -198.614458 ∣ generator_nllloss : 5242.551953 ∣ generator_ganloss : 954.206250 ∣  [  std_z : 0.97  real_sub_fake : 682.30 ]
[  epoch 0017/0040] 4360/4800, lr:5.0e-05 ∣ avg_100 : 32038.890170 ∣ critic_nllloss : 25929.865234 ∣ critic_ganloss : -160.762459 ∣ generator_nllloss : 5161.175781 ∣ generator_ganloss : 956.358496 ∣  [  std_z : 0.98  real_sub_fake : 631.94 ]
[  epoch 0017/0040] 4370/4800, lr:5.0e-05 ∣ avg_100 : 32042.287758 ∣ critic_nllloss : 26078.805273 ∣ critic_ganloss : -191.505289 ∣ generator_nllloss : 5276.099609 ∣ generator_ganloss : 946.760547 ∣  [  std_z : 1.00  real_sub_fake : 748.59 ]
[  epoch 0017/0040] 4380/4800, lr:5.0e-05 ∣ avg_100 : 32038.778632 ∣ critic_nllloss : 26049.270508 ∣ critic_ganloss : -221.313084 ∣ generator_nllloss : 5253.465430 ∣ generator_ganloss : 919.608105 ∣  [  std_z : 1.01  real_sub_fake : 732.94 ]
[  epoch 0017/0040] 4390/4800, lr:5.0e-05 ∣ avg_100 : 32036.939497 ∣ critic_nllloss : 25910.597070 ∣ critic_ganloss : -190.409039 ∣ generator_nllloss : 5100.950781 ∣ generator_ganloss : 920.095654 ∣  [  std_z : 1.00  real_sub_fake : 779.29 ]
[  epoch 0017/0040] 4400/4800, lr:5.0e-05 ∣ avg_100 : 32039.281108 ∣ critic_nllloss : 26249.779102 ∣ critic_ganloss : -180.588347 ∣ generator_nllloss : 5223.817383 ∣ generator_ganloss : 932.682861 ∣  [  std_z : 0.99  real_sub_fake : 651.40 ]
[  epoch 0017/0040] 4410/4800, lr:5.0e-05 ∣ avg_100 : 32036.417134 ∣ critic_nllloss : 26037.950391 ∣ critic_ganloss : -214.839594 ∣ generator_nllloss : 5234.211914 ∣ generator_ganloss : 905.572070 ∣  [  std_z : 0.99  real_sub_fake : 794.24 ]
[  epoch 0017/0040] 4420/4800, lr:5.0e-05 ∣ avg_100 : 32037.048654 ∣ critic_nllloss : 26053.971680 ∣ critic_ganloss : -204.436128 ∣ generator_nllloss : 5133.639844 ∣ generator_ganloss : 940.726465 ∣  [  std_z : 0.99  real_sub_fake : 736.19 ]
[  epoch 0017/0040] 4430/4800, lr:5.0e-05 ∣ avg_100 : 32033.582990 ∣ critic_nllloss : 26069.804688 ∣ critic_ganloss : -193.442622 ∣ generator_nllloss : 5179.325195 ∣ generator_ganloss : 916.323047 ∣  [  std_z : 0.99  real_sub_fake : 764.86 ]
[  epoch 0017/0040] 4440/4800, lr:5.0e-05 ∣ avg_100 : 32038.362170 ∣ critic_nllloss : 26189.028906 ∣ critic_ganloss : -135.024529 ∣ generator_nllloss : 5198.388672 ∣ generator_ganloss : 973.044531 ∣  [  std_z : 1.00  real_sub_fake : 608.29 ]
[  epoch 0017/0040] 4450/4800, lr:5.0e-05 ∣ avg_100 : 32038.484033 ∣ critic_nllloss : 26206.825195 ∣ critic_ganloss : -172.707786 ∣ generator_nllloss : 5171.807813 ∣ generator_ganloss : 948.340283 ∣  [  std_z : 1.00  real_sub_fake : 604.66 ]
[  epoch 0017/0040] 4460/4800, lr:5.0e-05 ∣ avg_100 : 32034.925634 ∣ critic_nllloss : 25982.572070 ∣ critic_ganloss : -246.349315 ∣ generator_nllloss : 5221.472852 ∣ generator_ganloss : 944.899365 ∣  [  std_z : 0.99  real_sub_fake : 792.58 ]
[  epoch 0017/0040] 4470/4800, lr:5.0e-05 ∣ avg_100 : 32036.775742 ∣ critic_nllloss : 25988.813086 ∣ critic_ganloss : -164.258768 ∣ generator_nllloss : 5251.597461 ∣ generator_ganloss : 962.122314 ∣  [  std_z : 0.98  real_sub_fake : 693.72 ]
[  epoch 0017/0040] 4480/4800, lr:5.0e-05 ∣ avg_100 : 32038.014648 ∣ critic_nllloss : 25977.666406 ∣ critic_ganloss : -201.281448 ∣ generator_nllloss : 5278.473047 ∣ generator_ganloss : 929.741406 ∣  [  std_z : 0.99  real_sub_fake : 677.79 ]
[  epoch 0017/0040] 4490/4800, lr:5.0e-05 ∣ avg_100 : 32036.446453 ∣ critic_nllloss : 25957.727539 ∣ critic_ganloss : -204.970728 ∣ generator_nllloss : 5186.727734 ∣ generator_ganloss : 949.075244 ∣  [  std_z : 0.99  real_sub_fake : 752.53 ]
[  epoch 0017/0040] 4500/4800, lr:5.0e-05 ∣ avg_100 : 32031.351606 ∣ critic_nllloss : 25882.004688 ∣ critic_ganloss : -212.212315 ∣ generator_nllloss : 5146.230078 ∣ generator_ganloss : 960.214453 ∣  [  std_z : 0.99  real_sub_fake : 780.38 ]
[  epoch 0017/0040] 4510/4800, lr:5.0e-05 ∣ avg_100 : 32030.621893 ∣ critic_nllloss : 26110.968750 ∣ critic_ganloss : -248.641280 ∣ generator_nllloss : 5233.490234 ∣ generator_ganloss : 980.859180 ∣  [  std_z : 0.99  real_sub_fake : 815.45 ]
[  epoch 0017/0040] 4520/4800, lr:5.0e-05 ∣ avg_100 : 32030.417378 ∣ critic_nllloss : 26057.977148 ∣ critic_ganloss : -292.437846 ∣ generator_nllloss : 5262.499414 ∣ generator_ganloss : 971.411816 ∣  [  std_z : 0.99  real_sub_fake : 1019.89 ]
[  epoch 0017/0040] 4530/4800, lr:5.0e-05 ∣ avg_100 : 32030.414735 ∣ critic_nllloss : 25924.323437 ∣ critic_ganloss : -76.839114 ∣ generator_nllloss : 5153.320312 ∣ generator_ganloss : 1067.509277 ∣  [  std_z : 0.99  real_sub_fake : 542.02 ]
[  epoch 0017/0040] 4540/4800, lr:5.0e-05 ∣ avg_100 : 32029.207980 ∣ critic_nllloss : 25878.379688 ∣ critic_ganloss : -94.742644 ∣ generator_nllloss : 5146.906250 ∣ generator_ganloss : 1038.119092 ∣  [  std_z : 0.99  real_sub_fake : 339.30 ]
[  epoch 0017/0040] 4550/4800, lr:5.0e-05 ∣ avg_100 : 32029.440148 ∣ critic_nllloss : 25877.785352 ∣ critic_ganloss : -109.521548 ∣ generator_nllloss : 5191.210938 ∣ generator_ganloss : 1073.055127 ∣     [  std_z : 1.00  real_sub_fake : 362.17 ]
[  epoch 0017/0040] 4560/4800, lr:5.0e-05 ∣ avg_100 : 32029.725895 ∣ critic_nllloss : 26032.806445 ∣ critic_ganloss : -172.270567 ∣ generator_nllloss : 5110.589844 ∣ generator_ganloss : 1043.937598 ∣     [  std_z : 1.00  real_sub_fake : 475.70 ]
[  epoch 0017/0040] 4570/4800, lr:5.0e-05 ∣ avg_100 : 32030.039905 ∣ critic_nllloss : 25994.141016 ∣ critic_ganloss : -154.603223 ∣ generator_nllloss : 5150.640039 ∣ generator_ganloss : 1026.943457 ∣     [  std_z : 1.00  real_sub_fake : 644.21 ]
[  epoch 0017/0040] 4580/4800, lr:5.0e-05 ∣ avg_100 : 32033.372904 ∣ critic_nllloss : 25976.935156 ∣ critic_ganloss : -144.868096 ∣ generator_nllloss : 5188.419531 ∣ generator_ganloss : 1063.197217 ∣     [  std_z : 0.99  real_sub_fake : 527.06 ]
[  epoch 0017/0040] 4590/4800, lr:5.0e-05 ∣ avg_100 : 32035.928936 ∣ critic_nllloss : 26126.700586 ∣ critic_ganloss : -110.586096 ∣ generator_nllloss : 5243.903516 ∣ generator_ganloss : 1048.697705 ∣     [  std_z : 0.98  real_sub_fake : 615.32 ]
[  epoch 0017/0040] 4600/4800, lr:5.0e-05 ∣ avg_100 : 32034.182565 ∣ critic_nllloss : 25979.622070 ∣ critic_ganloss : -120.006482 ∣ generator_nllloss : 5125.292773 ∣ generator_ganloss : 1070.612451 ∣     [  std_z : 1.00  real_sub_fake : 358.77 ]
[  epoch 0017/0040] 4610/4800, lr:5.0e-05 ∣ avg_100 : 32035.405189 ∣ critic_nllloss : 26080.586914 ∣ critic_ganloss : -181.383817 ∣ generator_nllloss : 5220.747266 ∣ generator_ganloss : 1033.708643 ∣     [  std_z : 1.00  real_sub_fake : 560.94 ]
[  epoch 0017/0040] 4620/4800, lr:5.0e-05 ∣ avg_100 : 32031.936877 ∣ critic_nllloss : 25904.049023 ∣ critic_ganloss : -224.177438 ∣ generator_nllloss : 5162.518945 ∣ generator_ganloss : 1027.743652 ∣     [  std_z : 0.99  real_sub_fake : 796.95 ]
[  epoch 0017/0040] 4630/4800, lr:5.0e-05 ∣ avg_100 : 32032.475559 ∣ critic_nllloss : 26140.421875 ∣ critic_ganloss : -230.484518 ∣ generator_nllloss : 5206.185156 ∣ generator_ganloss : 1032.476025 ∣     [  std_z : 0.98  real_sub_fake : 911.20 ]
[  epoch 0017/0040] 4640/4800, lr:5.0e-05 ∣ avg_100 : 32034.676272 ∣ critic_nllloss : 26115.130664 ∣ critic_ganloss : -141.823674 ∣ generator_nllloss : 5210.187305 ∣ generator_ganloss : 1058.377344 ∣     [  std_z : 0.98  real_sub_fake : 661.52 ]
[  epoch 0017/0040] 4650/4800, lr:5.0e-05 ∣ avg_100 : 32033.219810 ∣ critic_nllloss : 25964.572266 ∣ critic_ganloss : -138.924812 ∣ generator_nllloss : 5216.681641 ∣ generator_ganloss : 1068.854150 ∣     [  std_z : 0.99  real_sub_fake : 392.92 ]
[  epoch 0017/0040] 4660/4800, lr:5.0e-05 ∣ avg_100 : 32033.163130 ∣ critic_nllloss : 26018.448828 ∣ critic_ganloss : -146.393546 ∣ generator_nllloss : 5205.776367 ∣ generator_ganloss : 1024.925879 ∣     [  std_z : 1.00  real_sub_fake : 560.99 ]
[  epoch 0017/0040] 4670/4800, lr:5.0e-05 ∣ avg_100 : 32033.632208 ∣ critic_nllloss : 25984.098242 ∣ critic_ganloss : -202.540044 ∣ generator_nllloss : 5229.513477 ∣ generator_ganloss : 1018.124951 ∣     [  std_z : 0.99  real_sub_fake : 604.74 ]
[  epoch 0017/0040] 4680/4800, lr:5.0e-05 ∣ avg_100 : 32030.443920 ∣ critic_nllloss : 25868.750586 ∣ critic_ganloss : -209.637801 ∣ generator_nllloss : 5255.764453 ∣ generator_ganloss : 1005.761816 ∣     [  std_z : 1.00  real_sub_fake : 893.00 ]
[  epoch 0017/0040] 4690/4800, lr:5.0e-05 ∣ avg_100 : 32030.318099 ∣ critic_nllloss : 26197.775000 ∣ critic_ganloss : -163.999706 ∣ generator_nllloss : 5189.250391 ∣ generator_ganloss : 1031.905469 ∣     [  std_z : 1.00  real_sub_fake : 654.87 ]
[  epoch 0017/0040] 4700/4800, lr:5.0e-05 ∣ avg_100 : 32029.736490 ∣ critic_nllloss : 25860.362695 ∣ critic_ganloss : -176.861063 ∣ generator_nllloss : 5217.344141 ∣ generator_ganloss : 995.572656 ∣  [  std_z : 0.99  real_sub_fake : 680.65 ]
[  epoch 0017/0040] 4710/4800, lr:5.0e-05 ∣ avg_100 : 32029.777031 ∣ critic_nllloss : 25954.371289 ∣ critic_ganloss : -188.682973 ∣ generator_nllloss : 5113.259570 ∣ generator_ganloss : 1033.240430 ∣     [  std_z : 0.99  real_sub_fake : 606.78 ]
[  epoch 0017/0040] 4720/4800, lr:5.0e-05 ∣ avg_100 : 32034.388024 ∣ critic_nllloss : 26094.143555 ∣ critic_ganloss : -160.616830 ∣ generator_nllloss : 5218.860547 ∣ generator_ganloss : 1010.005029 ∣     [  std_z : 0.98  real_sub_fake : 692.06 ]
[  epoch 0017/0040] 4730/4800, lr:5.0e-05 ∣ avg_100 : 32033.547496 ∣ critic_nllloss : 25997.350977 ∣ critic_ganloss : -193.502559 ∣ generator_nllloss : 5204.291211 ∣ generator_ganloss : 1022.092139 ∣     [  std_z : 0.99  real_sub_fake : 597.52 ]
[  epoch 0017/0040] 4740/4800, lr:5.0e-05 ∣ avg_100 : 32032.770984 ∣ critic_nllloss : 25924.225391 ∣ critic_ganloss : -194.015059 ∣ generator_nllloss : 5104.846289 ∣ generator_ganloss : 993.902881 ∣  [  std_z : 1.01  real_sub_fake : 896.78 ]
[  epoch 0017/0040] 4750/4800, lr:5.0e-05 ∣ avg_100 : 32031.558622 ∣ critic_nllloss : 25967.639453 ∣ critic_ganloss : -225.668610 ∣ generator_nllloss : 5218.749219 ∣ generator_ganloss : 1023.589990 ∣     [  std_z : 1.00  real_sub_fake : 773.39 ]
[  epoch 0017/0040] 4760/4800, lr:5.0e-05 ∣ avg_100 : 32028.453338 ∣ critic_nllloss : 25963.182617 ∣ critic_ganloss : -210.264992 ∣ generator_nllloss : 5120.648242 ∣ generator_ganloss : 984.781396 ∣  [  std_z : 0.99  real_sub_fake : 744.72 ]
[  epoch 0017/0040] 4770/4800, lr:5.0e-05 ∣ avg_100 : 32028.665179 ∣ critic_nllloss : 25967.069531 ∣ critic_ganloss : -167.613492 ∣ generator_nllloss : 5229.307422 ∣ generator_ganloss : 1001.606738 ∣     [  std_z : 0.98  real_sub_fake : 656.54 ]
[  epoch 0017/0040] 4780/4800, lr:5.0e-05 ∣ avg_100 : 32032.069051 ∣ critic_nllloss : 26268.914062 ∣ critic_ganloss : -202.464851 ∣ generator_nllloss : 5244.179688 ∣ generator_ganloss : 1010.411719 ∣     [  std_z : 0.98  real_sub_fake : 770.36 ]
[  epoch 0017/0040] 4790/4800, lr:5.0e-05 ∣ avg_100 : 32034.785334 ∣ critic_nllloss : 26219.926172 ∣ critic_ganloss : -175.349568 ∣ generator_nllloss : 5271.463477 ∣ generator_ganloss : 1022.020410 ∣     [  std_z : 0.99  real_sub_fake : 706.27 ]
[  epoch 0017/0040] 4800/4800, lr:5.0e-05 ∣ avg_100 : 32038.415650 ∣ critic_nllloss : 26223.784766 ∣ critic_ganloss : -164.109686 ∣ generator_nllloss : 5238.961914 ∣ generator_ganloss : 997.448340 ∣  [  std_z : 1.00  real_sub_fake : 595.83 ]
[    val 017    ] Done! KLD: 0.025153: 0.01162427:21, total: 1 day, 6:21:29                     
[  epoch 0018/0040] 0010/4800, lr:5.0e-05 ∣ avg_100 : 32040.391909 ∣ critic_nllloss : 26194.113086 ∣ critic_ganloss : -175.875587 ∣ generator_nllloss : 5249.379492 ∣ generator_ganloss : 1010.983203 ∣     [  std_z : 1.01  real_sub_fake : 650.73 ]
[  epoch 0018/0040] 0020/4800, lr:5.0e-05 ∣ avg_100 : 32043.840186 ∣ critic_nllloss : 26235.785156 ∣ critic_ganloss : -201.369815 ∣ generator_nllloss : 5290.622266 ∣ generator_ganloss : 1018.554346 ∣     [  std_z : 1.00  real_sub_fake : 657.47 ]
[  epoch 0018/0040] 0030/4800, lr:5.0e-05 ∣ avg_100 : 32046.140236 ∣ critic_nllloss : 26216.910352 ∣ critic_ganloss : -151.204839 ∣ generator_nllloss : 5207.805078 ∣ generator_ganloss : 1020.722656 ∣     [  std_z : 0.99  real_sub_fake : 726.61 ]
[  epoch 0018/0040] 0040/4800, lr:5.0e-05 ∣ avg_100 : 32049.799466 ∣ critic_nllloss : 26029.034766 ∣ critic_ganloss : -152.060950 ∣ generator_nllloss : 5318.112500 ∣ generator_ganloss : 1010.141357 ∣     [  std_z : 0.98  real_sub_fake : 558.74 ]
[  epoch 0018/0040] 0050/4800, lr:5.0e-05 ∣ avg_100 : 32047.317111 ∣ critic_nllloss : 25919.547852 ∣ critic_ganloss : -190.700865 ∣ generator_nllloss : 5260.883984 ∣ generator_ganloss : 980.994678 ∣  [  std_z : 0.99  real_sub_fake : 559.17 ]
[  epoch 0018/0040] 0060/4800, lr:5.0e-05 ∣ avg_100 : 32047.381907 ∣ critic_nllloss : 25963.512500 ∣ critic_ganloss : -183.383789 ∣ generator_nllloss : 5203.310938 ∣ generator_ganloss : 981.782764 ∣  [  std_z : 1.00  real_sub_fake : 726.46 ]
[  epoch 0018/0040] 0070/4800, lr:5.0e-05 ∣ avg_100 : 32043.405070 ∣ critic_nllloss : 25968.458789 ∣ critic_ganloss : -199.698038 ∣ generator_nllloss : 5158.767383 ∣ generator_ganloss : 965.401855 ∣  [  std_z : 1.00  real_sub_fake : 719.98 ]
[  epoch 0018/0040] 0080/4800, lr:5.0e-05 ∣ avg_100 : 32044.342418 ∣ critic_nllloss : 26131.964062 ∣ critic_ganloss : -186.688367 ∣ generator_nllloss : 5211.480859 ∣ generator_ganloss : 981.651611 ∣  [  std_z : 0.99  real_sub_fake : 706.69 ]
[  epoch 0018/0040] 0090/4800, lr:5.0e-05 ∣ avg_100 : 32045.181832 ∣ critic_nllloss : 26219.354687 ∣ critic_ganloss : -191.910103 ∣ generator_nllloss : 5188.764453 ∣ generator_ganloss : 966.023535 ∣  [  std_z : 0.99  real_sub_fake : 718.94 ]
[  epoch 0018/0040] 0100/4800, lr:5.0e-05 ∣ avg_100 : 32044.357797 ∣ critic_nllloss : 26140.074219 ∣ critic_ganloss : -212.010504 ∣ generator_nllloss : 5187.879297 ∣ generator_ganloss : 968.848877 ∣  [  std_z : 0.99  real_sub_fake : 707.30 ]
[  epoch 0018/0040] 0110/4800, lr:5.0e-05 ∣ avg_100 : 32042.551376 ∣ critic_nllloss : 25956.760547 ∣ critic_ganloss : -183.509007 ∣ generator_nllloss : 5125.924414 ∣ generator_ganloss : 1005.666016 ∣     [  std_z : 0.98  real_sub_fake : 721.27 ]
[  epoch 0018/0040] 0120/4800, lr:5.0e-05 ∣ avg_100 : 32042.428252 ∣ critic_nllloss : 26082.739648 ∣ critic_ganloss : -164.573145 ∣ generator_nllloss : 5144.517578 ∣ generator_ganloss : 991.974121 ∣  [  std_z : 1.01  real_sub_fake : 707.22 ]
[  epoch 0018/0040] 0130/4800, lr:5.0e-05 ∣ avg_100 : 32041.489247 ∣ critic_nllloss : 26060.603906 ∣ critic_ganloss : -203.173204 ∣ generator_nllloss : 5142.438672 ∣ generator_ganloss : 968.788574 ∣  [  std_z : 1.00  real_sub_fake : 785.14 ]
[  epoch 0018/0040] 0140/4800, lr:5.0e-05 ∣ avg_100 : 32038.823179 ∣ critic_nllloss : 25830.373047 ∣ critic_ganloss : -247.292012 ∣ generator_nllloss : 5159.327344 ∣ generator_ganloss : 977.144385 ∣  [  std_z : 1.00  real_sub_fake : 824.82 ]
[  epoch 0018/0040] 0150/4800, lr:5.0e-05 ∣ avg_100 : 32038.849454 ∣ critic_nllloss : 26047.360156 ∣ critic_ganloss : -233.740022 ∣ generator_nllloss : 5180.535352 ∣ generator_ganloss : 988.923242 ∣  [  std_z : 0.98  real_sub_fake : 911.81 ]
[  epoch 0018/0040] 0160/4800, lr:5.0e-05 ∣ avg_100 : 32040.125835 ∣ critic_nllloss : 26106.888281 ∣ critic_ganloss : -192.476273 ∣ generator_nllloss : 5196.850391 ∣ generator_ganloss : 1006.875586 ∣     [  std_z : 0.98  real_sub_fake : 662.93 ]
[  epoch 0018/0040] 0170/4800, lr:5.0e-05 ∣ avg_100 : 32040.669141 ∣ critic_nllloss : 25778.024609 ∣ critic_ganloss : -166.540817 ∣ generator_nllloss : 5256.609570 ∣ generator_ganloss : 1029.679590 ∣     [  std_z : 0.99  real_sub_fake : 675.47 ]
[  epoch 0018/0040] 0180/4800, lr:5.0e-05 ∣ avg_100 : 32042.397109 ∣ critic_nllloss : 25971.989453 ∣ critic_ganloss : -205.892548 ∣ generator_nllloss : 5264.482031 ∣ generator_ganloss : 1004.909229 ∣     [  std_z : 1.00  real_sub_fake : 643.25 ]
[  epoch 0018/0040] 0190/4800, lr:5.0e-05 ∣ avg_100 : 32041.287427 ∣ critic_nllloss : 25872.483984 ∣ critic_ganloss : -205.937267 ∣ generator_nllloss : 5149.868750 ∣ generator_ganloss : 1027.563135 ∣     [  std_z : 0.99  real_sub_fake : 704.50 ]
[  epoch 0018/0040] 0200/4800, lr:5.0e-05 ∣ avg_100 : 32045.038565 ∣ critic_nllloss : 26154.900586 ∣ critic_ganloss : -153.145683 ∣ generator_nllloss : 5360.538477 ∣ generator_ganloss : 1001.510059 ∣     [  std_z : 0.99  real_sub_fake : 967.69 ]
[  epoch 0018/0040] 0210/4800, lr:5.0e-05 ∣ avg_100 : 32049.955375 ∣ critic_nllloss : 26127.023828 ∣ critic_ganloss : -39.181671 ∣ generator_nllloss : 5186.066992 ∣ generator_ganloss : 1073.819336 ∣  [  std_z : 0.98  real_sub_fake : 188.05 ]
[  epoch 0018/0040] 0220/4800, lr:5.0e-05 ∣ avg_100 : 32051.597257 ∣ critic_nllloss : 25968.866602 ∣ critic_ganloss : -93.527847 ∣ generator_nllloss : 5226.654492 ∣ generator_ganloss : 1023.119336 ∣  [  std_z : 0.98  real_sub_fake : 237.33 ]
[  epoch 0018/0040] 0230/4800, lr:5.0e-05 ∣ avg_100 : 32048.734841 ∣ critic_nllloss : 25759.862109 ∣ critic_ganloss : -124.639965 ∣ generator_nllloss : 5161.143164 ∣ generator_ganloss : 992.604443 ∣  [  std_z : 0.99  real_sub_fake : 430.86 ]
[  epoch 0018/0040] 0240/4800, lr:5.0e-05 ∣ avg_100 : 32047.236856 ∣ critic_nllloss : 26094.350977 ∣ critic_ganloss : -158.317558 ∣ generator_nllloss : 5142.525586 ∣ generator_ganloss : 995.645068 ∣  [  std_z : 1.00  real_sub_fake : 551.57 ]
[  epoch 0018/0040] 0250/4800, lr:5.0e-05 ∣ avg_100 : 32045.465776 ∣ critic_nllloss : 25765.797070 ∣ critic_ganloss : -148.070586 ∣ generator_nllloss : 5124.429688 ∣ generator_ganloss : 1013.860498 ∣     [  std_z : 1.00  real_sub_fake : 498.27 ]
[  epoch 0018/0040] 0260/4800, lr:5.0e-05 ∣ avg_100 : 32048.391777 ∣ critic_nllloss : 26188.640039 ∣ critic_ganloss : -132.868239 ∣ generator_nllloss : 5237.538281 ∣ generator_ganloss : 1009.003516 ∣     [  std_z : 0.99  real_sub_fake : 541.86 ]
[  epoch 0018/0040] 0270/4800, lr:5.0e-05 ∣ avg_100 : 32051.348363 ∣ critic_nllloss : 26104.556641 ∣ critic_ganloss : -159.297904 ∣ generator_nllloss : 5257.803516 ∣ generator_ganloss : 1003.565723 ∣     [  std_z : 0.98  real_sub_fake : 552.55 ]
[  epoch 0018/0040] 0280/4800, lr:5.0e-05 ∣ avg_100 : 32052.664647 ∣ critic_nllloss : 26010.371484 ∣ critic_ganloss : -201.371051 ∣ generator_nllloss : 5230.172070 ∣ generator_ganloss : 997.812891 ∣  [  std_z : 0.98  real_sub_fake : 609.49 ]
[  epoch 0018/0040] 0290/4800, lr:5.0e-05 ∣ avg_100 : 32052.011753 ∣ critic_nllloss : 26104.581250 ∣ critic_ganloss : -221.173085 ∣ generator_nllloss : 5206.159961 ∣ generator_ganloss : 997.220312 ∣  [  std_z : 1.01  real_sub_fake : 790.36 ]
[  epoch 0018/0040] 0300/4800, lr:5.0e-05 ∣ avg_100 : 32051.760192 ∣ critic_nllloss : 26060.443359 ∣ critic_ganloss : -112.212393 ∣ generator_nllloss : 5197.989258 ∣ generator_ganloss : 1046.348486 ∣     [  std_z : 1.00  real_sub_fake : 634.05 ]
[  epoch 0018/0040] 0310/4800, lr:5.0e-05 ∣ avg_100 : 32053.206611 ∣ critic_nllloss : 25996.067578 ∣ critic_ganloss : -148.048827 ∣ generator_nllloss : 5206.203906 ∣ generator_ganloss : 1028.385645 ∣     [  std_z : 0.99  real_sub_fake : 451.36 ]
[  epoch 0018/0040] 0320/4800, lr:5.0e-05 ∣ avg_100 : 32055.514437 ∣ critic_nllloss : 26309.615039 ∣ critic_ganloss : -147.373233 ∣ generator_nllloss : 5291.741602 ∣ generator_ganloss : 1013.920801 ∣     [  std_z : 0.98  real_sub_fake : 659.64 ]
[  epoch 0018/0040] 0330/4800, lr:5.0e-05 ∣ avg_100 : 32060.652639 ∣ critic_nllloss : 26185.255273 ∣ critic_ganloss : -195.473657 ∣ generator_nllloss : 5253.386719 ∣ generator_ganloss : 1038.199609 ∣     [  std_z : 0.97  real_sub_fake : 581.61 ]
[  epoch 0018/0040] 0340/4800, lr:5.0e-05 ∣ avg_100 : 32062.985677 ∣ critic_nllloss : 26285.506641 ∣ critic_ganloss : -229.725681 ∣ generator_nllloss : 5259.299805 ∣ generator_ganloss : 1020.801660 ∣     [  std_z : 0.98  real_sub_fake : 742.31 ]
[  epoch 0018/0040] 0350/4800, lr:5.0e-05 ∣ avg_100 : 32063.143505 ∣ critic_nllloss : 25928.877930 ∣ critic_ganloss : -214.177501 ∣ generator_nllloss : 5154.193750 ∣ generator_ganloss : 1003.886621 ∣     [  std_z : 0.99  real_sub_fake : 868.90 ]
[  epoch 0018/0040] 0360/4800, lr:5.0e-05 ∣ avg_100 : 32060.471029 ∣ critic_nllloss : 25862.353320 ∣ critic_ganloss : -183.040300 ∣ generator_nllloss : 5079.116406 ∣ generator_ganloss : 1009.741895 ∣     [  std_z : 1.01  real_sub_fake : 949.74 ]
[  epoch 0018/0040] 0370/4800, lr:5.0e-05 ∣ avg_100 : 32064.700091 ∣ critic_nllloss : 26142.674023 ∣ critic_ganloss : -185.067065 ∣ generator_nllloss : 5161.057227 ∣ generator_ganloss : 976.650098 ∣  [  std_z : 1.01  real_sub_fake : 746.94 ]
[  epoch 0018/0040] 0380/4800, lr:5.0e-05 ∣ avg_100 : 32067.146127 ∣ critic_nllloss : 26092.818750 ∣ critic_ganloss : -98.364538 ∣ generator_nllloss : 5161.081445 ∣ generator_ganloss : 1008.630615 ∣  [  std_z : 0.99  real_sub_fake : 448.60 ]
[  epoch 0018/0040] 0390/4800, lr:5.0e-05 ∣ avg_100 : 32069.269274 ∣ critic_nllloss : 26051.647656 ∣ critic_ganloss : -131.622825 ∣ generator_nllloss : 5208.035352 ∣ generator_ganloss : 974.592969 ∣  [  std_z : 0.97  real_sub_fake : 436.91 ]
[  epoch 0018/0040] 0400/4800, lr:5.0e-05 ∣ avg_100 : 32072.305763 ∣ critic_nllloss : 26090.173438 ∣ critic_ganloss : -150.401192 ∣ generator_nllloss : 5132.937500 ∣ generator_ganloss : 939.625049 ∣  [  std_z : 0.98  real_sub_fake : 564.96 ]
[  epoch 0018/0040] 0410/4800, lr:5.0e-05 ∣ avg_100 : 32073.078025 ∣ critic_nllloss : 25954.208594 ∣ critic_ganloss : -151.336273 ∣ generator_nllloss : 5309.889648 ∣ generator_ganloss : 971.857813 ∣  [  std_z : 1.00  real_sub_fake : 546.11 ]
[  epoch 0018/0040] 0420/4800, lr:5.0e-05 ∣ avg_100 : 32069.564762 ∣ critic_nllloss : 25976.040625 ∣ critic_ganloss : -166.020016 ∣ generator_nllloss : 5235.463281 ∣ generator_ganloss : 969.786768 ∣  [  std_z : 1.00  real_sub_fake : 561.61 ]
[  epoch 0018/0040] 0430/4800, lr:5.0e-05 ∣ avg_100 : 32067.380619 ∣ critic_nllloss : 26029.819531 ∣ critic_ganloss : -185.414267 ∣ generator_nllloss : 5181.531250 ∣ generator_ganloss : 969.517139 ∣  [  std_z : 0.99  real_sub_fake : 661.35 ]
[  epoch 0018/0040] 0440/4800, lr:5.0e-05 ∣ avg_100 : 32065.303314 ∣ critic_nllloss : 26019.460938 ∣ critic_ganloss : -187.968050 ∣ generator_nllloss : 5236.372852 ∣ generator_ganloss : 956.558936 ∣  [  std_z : 0.98  real_sub_fake : 636.19 ]
[  epoch 0018/0040] 0450/4800, lr:5.0e-05 ∣ avg_100 : 32066.697900 ∣ critic_nllloss : 26118.324023 ∣ critic_ganloss : -166.858174 ∣ generator_nllloss : 5334.681836 ∣ generator_ganloss : 974.086914 ∣  [  std_z : 0.99  real_sub_fake : 740.90 ]
[  epoch 0018/0040] 0460/4800, lr:5.0e-05 ∣ avg_100 : 32067.114194 ∣ critic_nllloss : 26030.497461 ∣ critic_ganloss : -125.215649 ∣ generator_nllloss : 5190.823633 ∣ generator_ganloss : 993.401758 ∣  [  std_z : 1.00  real_sub_fake : 543.01 ]
[  epoch 0018/0040] 0470/4800, lr:5.0e-05 ∣ avg_100 : 32066.026294 ∣ critic_nllloss : 26068.955859 ∣ critic_ganloss : -200.509262 ∣ generator_nllloss : 5178.222070 ∣ generator_ganloss : 947.219043 ∣  [  std_z : 0.99  real_sub_fake : 685.27 ]
[  epoch 0018/0040] 0480/4800, lr:5.0e-05 ∣ avg_100 : 32066.481000 ∣ critic_nllloss : 26093.652344 ∣ critic_ganloss : -231.645697 ∣ generator_nllloss : 5338.928320 ∣ generator_ganloss : 962.732129 ∣  [  std_z : 0.99  real_sub_fake : 737.13 ]
[  epoch 0018/0040] 0490/4800, lr:5.0e-05 ∣ avg_100 : 32067.945005 ∣ critic_nllloss : 25939.524414 ∣ critic_ganloss : -180.184500 ∣ generator_nllloss : 5231.322266 ∣ generator_ganloss : 954.102197 ∣  [  std_z : 0.97  real_sub_fake : 698.28 ]
[  epoch 0018/0040] 0500/4800, lr:5.0e-05 ∣ avg_100 : 32069.266020 ∣ critic_nllloss : 26021.204297 ∣ critic_ganloss : -139.616869 ∣ generator_nllloss : 5179.778906 ∣ generator_ganloss : 993.357422 ∣  [  std_z : 0.98  real_sub_fake : 615.75 ]
[  epoch 0018/0040] 0510/4800, lr:5.0e-05 ∣ avg_100 : 32066.335321 ∣ critic_nllloss : 25751.891406 ∣ critic_ganloss : -158.171735 ∣ generator_nllloss : 5306.378125 ∣ generator_ganloss : 981.820117 ∣  [  std_z : 0.99  real_sub_fake : 549.75 ]
[  epoch 0018/0040] 0520/4800, lr:5.0e-05 ∣ avg_100 : 32066.742256 ∣ critic_nllloss : 25928.164844 ∣ critic_ganloss : -181.523947 ∣ generator_nllloss : 5202.979297 ∣ generator_ganloss : 997.652100 ∣  [  std_z : 1.00  real_sub_fake : 644.08 ]
[  epoch 0018/0040] 0530/4800, lr:5.0e-05 ∣ avg_100 : 32065.436964 ∣ critic_nllloss : 26127.932227 ∣ critic_ganloss : -232.385254 ∣ generator_nllloss : 5226.274805 ∣ generator_ganloss : 979.472070 ∣  [  std_z : 1.00  real_sub_fake : 769.36 ]
[  epoch 0018/0040] 0540/4800, lr:5.0e-05 ∣ avg_100 : 32061.041042 ∣ critic_nllloss : 25938.704688 ∣ critic_ganloss : -166.693608 ∣ generator_nllloss : 5231.134375 ∣ generator_ganloss : 987.906445 ∣  [  std_z : 1.00  real_sub_fake : 819.15 ]
[  epoch 0018/0040] 0550/4800, lr:5.0e-05 ∣ avg_100 : 32059.191687 ∣ critic_nllloss : 26130.091992 ∣ critic_ganloss : -189.769370 ∣ generator_nllloss : 5159.967188 ∣ generator_ganloss : 1013.713184 ∣     [  std_z : 0.98  real_sub_fake : 680.55 ]
[  epoch 0018/0040] 0560/4800, lr:5.0e-05 ∣ avg_100 : 32062.012156 ∣ critic_nllloss : 26132.301758 ∣ critic_ganloss : -189.927193 ∣ generator_nllloss : 5233.648242 ∣ generator_ganloss : 992.661133 ∣  [  std_z : 0.98  real_sub_fake : 648.87 ]
[  epoch 0018/0040] 0570/4800, lr:5.0e-05 ∣ avg_100 : 32061.610073 ∣ critic_nllloss : 26108.738867 ∣ critic_ganloss : -244.498854 ∣ generator_nllloss : 5204.557031 ∣ generator_ganloss : 1001.154736 ∣     [  std_z : 0.98  real_sub_fake : 783.74 ]
[  epoch 0018/0040] 0580/4800, lr:5.0e-05 ∣ avg_100 : 32060.860659 ∣ critic_nllloss : 26016.495508 ∣ critic_ganloss : -310.032193 ∣ generator_nllloss : 5238.349414 ∣ generator_ganloss : 981.276855 ∣  [  std_z : 0.99  real_sub_fake : 1140.59 ]
[  epoch 0018/0040] 0590/4800, lr:5.0e-05 ∣ avg_100 : 32060.019407 ∣ critic_nllloss : 25780.573633 ∣ critic_ganloss : -242.781909 ∣ generator_nllloss : 5119.125391 ∣ generator_ganloss : 1000.192139 ∣     [  std_z : 1.00  real_sub_fake : 1046.80 ]
[  epoch 0018/0040] 0600/4800, lr:5.0e-05 ∣ avg_100 : 32058.779016 ∣ critic_nllloss : 26104.464648 ∣ critic_ganloss : -189.587320 ∣ generator_nllloss : 5195.183984 ∣ generator_ganloss : 991.590576 ∣  [  std_z : 1.00  real_sub_fake : 740.10 ]
[  epoch 0018/0040] 0610/4800, lr:5.0e-05 ∣ avg_100 : 32060.989190 ∣ critic_nllloss : 26124.602344 ∣ critic_ganloss : -150.789003 ∣ generator_nllloss : 5190.648828 ∣ generator_ganloss : 1019.450049 ∣     [  std_z : 1.00  real_sub_fake : 629.79 ]
[  epoch 0018/0040] 0620/4800, lr:5.0e-05 ∣ avg_100 : 32064.528854 ∣ critic_nllloss : 26145.123047 ∣ critic_ganloss : -152.492230 ∣ generator_nllloss : 5259.728320 ∣ generator_ganloss : 1025.509131 ∣     [  std_z : 0.99  real_sub_fake : 502.35 ]
[  epoch 0018/0040] 0630/4800, lr:5.0e-05 ∣ avg_100 : 32064.450917 ∣ critic_nllloss : 25997.954297 ∣ critic_ganloss : -214.302209 ∣ generator_nllloss : 5166.407422 ∣ generator_ganloss : 1014.157080 ∣     [  std_z : 0.99  real_sub_fake : 705.25 ]
[  epoch 0018/0040] 0640/4800, lr:5.0e-05 ∣ avg_100 : 32065.116286 ∣ critic_nllloss : 26204.163867 ∣ critic_ganloss : -172.441141 ∣ generator_nllloss : 5226.535156 ∣ generator_ganloss : 1033.716650 ∣     [  std_z : 0.99  real_sub_fake : 878.78 ]
[  epoch 0018/0040] 0650/4800, lr:5.0e-05 ∣ avg_100 : 32067.484431 ∣ critic_nllloss : 26063.197461 ∣ critic_ganloss : -5.709378 ∣ generator_nllloss : 5256.918164 ∣ generator_ganloss : 1076.673682 ∣   [  std_z : 0.99  real_sub_fake : 171.26 ]
[  epoch 0018/0040] 0660/4800, lr:5.0e-05 ∣ avg_100 : 32074.254098 ∣ critic_nllloss : 26291.177148 ∣ critic_ganloss : -12.329576 ∣ generator_nllloss : 5225.239648 ∣ generator_ganloss : 1075.474512 ∣  [  std_z : 0.99  real_sub_fake : 75.96 ]
[  epoch 0018/0040] 0670/4800, lr:5.0e-05 ∣ avg_100 : 32076.890088 ∣ critic_nllloss : 25989.681055 ∣ critic_ganloss : -36.883364 ∣ generator_nllloss : 5280.331641 ∣ generator_ganloss : 1068.743701 ∣  [  std_z : 0.98  real_sub_fake : 98.98 ]
[  epoch 0018/0040] 0680/4800, lr:5.0e-05 ∣ avg_100 : 32076.805019 ∣ critic_nllloss : 25909.650195 ∣ critic_ganloss : -68.759092 ∣ generator_nllloss : 5084.995508 ∣ generator_ganloss : 1050.205908 ∣  [  std_z : 0.99  real_sub_fake : 177.62 ]
[  epoch 0018/0040] 0690/4800, lr:5.0e-05 ∣ avg_100 : 32078.817455 ∣ critic_nllloss : 25963.759570 ∣ critic_ganloss : -100.229581 ∣ generator_nllloss : 5202.392969 ∣ generator_ganloss : 1023.880469 ∣     [  std_z : 1.00  real_sub_fake : 272.80 ]
[  epoch 0018/0040] 0700/4800, lr:5.0e-05 ∣ avg_100 : 32081.434993 ∣ critic_nllloss : 25935.933008 ∣ critic_ganloss : -128.544090 ∣ generator_nllloss : 5213.383789 ∣ generator_ganloss : 1017.217969 ∣     [  std_z : 1.00  real_sub_fake : 394.29 ]
[  epoch 0018/0040] 0710/4800, lr:5.0e-05 ∣ avg_100 : 32080.823177 ∣ critic_nllloss : 25966.733984 ∣ critic_ganloss : -156.055687 ∣ generator_nllloss : 5187.788672 ∣ generator_ganloss : 1017.028320 ∣     [  std_z : 0.99  real_sub_fake : 490.35 ]
[  epoch 0018/0040] 0720/4800, lr:5.0e-05 ∣ avg_100 : 32083.378782 ∣ critic_nllloss : 26242.746289 ∣ critic_ganloss : -174.166977 ∣ generator_nllloss : 5193.062305 ∣ generator_ganloss : 993.369434 ∣  [  std_z : 0.98  real_sub_fake : 649.94 ]
[  epoch 0018/0040] 0730/4800, lr:5.0e-05 ∣ avg_100 : 32085.383424 ∣ critic_nllloss : 26218.081445 ∣ critic_ganloss : -187.661464 ∣ generator_nllloss : 5236.200586 ∣ generator_ganloss : 1002.157520 ∣     [  std_z : 0.98  real_sub_fake : 657.47 ]
[  epoch 0018/0040] 0740/4800, lr:5.0e-05 ∣ avg_100 : 32086.954437 ∣ critic_nllloss : 26039.696094 ∣ critic_ganloss : -165.609399 ∣ generator_nllloss : 5221.972461 ∣ generator_ganloss : 1029.704590 ∣     [  std_z : 0.98  real_sub_fake : 702.65 ]
[  epoch 0018/0040] 0750/4800, lr:5.0e-05 ∣ avg_100 : 32085.960587 ∣ critic_nllloss : 26004.666016 ∣ critic_ganloss : -161.428981 ∣ generator_nllloss : 5096.165820 ∣ generator_ganloss : 993.741943 ∣  [  std_z : 0.99  real_sub_fake : 692.55 ]
[  epoch 0018/0040] 0760/4800, lr:5.0e-05 ∣ avg_100 : 32086.216804 ∣ critic_nllloss : 25992.503516 ∣ critic_ganloss : -205.409624 ∣ generator_nllloss : 5264.427734 ∣ generator_ganloss : 989.163477 ∣  [  std_z : 1.00  real_sub_fake : 753.94 ]
[  epoch 0018/0040] 0770/4800, lr:5.0e-05 ∣ avg_100 : 32086.612174 ∣ critic_nllloss : 25979.592969 ∣ critic_ganloss : -190.627113 ∣ generator_nllloss : 5268.206641 ∣ generator_ganloss : 999.485791 ∣  [  std_z : 0.98  real_sub_fake : 724.85 ]
[  epoch 0018/0040] 0780/4800, lr:5.0e-05 ∣ avg_100 : 32085.790818 ∣ critic_nllloss : 25988.142578 ∣ critic_ganloss : -203.755200 ∣ generator_nllloss : 5242.395312 ∣ generator_ganloss : 974.765479 ∣  [  std_z : 0.98  real_sub_fake : 726.73 ]
[  epoch 0018/0040] 0790/4800, lr:5.0e-05 ∣ avg_100 : 32083.343326 ∣ critic_nllloss : 26100.160156 ∣ critic_ganloss : -204.774252 ∣ generator_nllloss : 5199.829297 ∣ generator_ganloss : 968.751270 ∣  [  std_z : 0.99  real_sub_fake : 758.90 ]
[  epoch 0018/0040] 0800/4800, lr:5.0e-05 ∣ avg_100 : 32081.785598 ∣ critic_nllloss : 25815.309180 ∣ critic_ganloss : -116.275288 ∣ generator_nllloss : 5197.170898 ∣ generator_ganloss : 1003.543262 ∣     [  std_z : 1.00  real_sub_fake : 593.89 ]
[  epoch 0018/0040] 0810/4800, lr:5.0e-05 ∣ avg_100 : 32081.871082 ∣ critic_nllloss : 26143.758789 ∣ critic_ganloss : -175.326129 ∣ generator_nllloss : 5204.072266 ∣ generator_ganloss : 989.702490 ∣  [  std_z : 1.01  real_sub_fake : 557.06 ]
[  epoch 0018/0040] 0820/4800, lr:5.0e-05 ∣ avg_100 : 32083.679931 ∣ critic_nllloss : 26024.919336 ∣ critic_ganloss : -191.158701 ∣ generator_nllloss : 5226.607227 ∣ generator_ganloss : 990.651221 ∣  [  std_z : 1.01  real_sub_fake : 612.71 ]
[  epoch 0018/0040] 0830/4800, lr:5.0e-05 ∣ avg_100 : 32081.736316 ∣ critic_nllloss : 26023.417383 ∣ critic_ganloss : -208.409117 ∣ generator_nllloss : 5160.058594 ∣ generator_ganloss : 979.170117 ∣  [  std_z : 1.00  real_sub_fake : 711.80 ]
[  epoch 0018/0040] 0840/4800, lr:5.0e-05 ∣ avg_100 : 32079.978033 ∣ critic_nllloss : 25986.595508 ∣ critic_ganloss : -180.883421 ∣ generator_nllloss : 5275.869141 ∣ generator_ganloss : 984.462158 ∣  [  std_z : 0.98  real_sub_fake : 759.63 ]
[  epoch 0018/0040] 0850/4800, lr:5.0e-05 ∣ avg_100 : 32079.228801 ∣ critic_nllloss : 26077.524414 ∣ critic_ganloss : -220.061475 ∣ generator_nllloss : 5198.987891 ∣ generator_ganloss : 979.809180 ∣  [  std_z : 0.99  real_sub_fake : 794.19 ]
[  epoch 0018/0040] 0860/4800, lr:5.0e-05 ∣ avg_100 : 32080.807875 ∣ critic_nllloss : 26177.215234 ∣ critic_ganloss : -180.498662 ∣ generator_nllloss : 5256.152734 ∣ generator_ganloss : 1007.795654 ∣     [  std_z : 1.00  real_sub_fake : 732.59 ]
[  epoch 0018/0040] 0870/4800, lr:5.0e-05 ∣ avg_100 : 32082.322620 ∣ critic_nllloss : 26171.637891 ∣ critic_ganloss : -230.114456 ∣ generator_nllloss : 5262.438281 ∣ generator_ganloss : 976.709375 ∣  [  std_z : 1.00  real_sub_fake : 762.97 ]
[  epoch 0018/0040] 0880/4800, lr:5.0e-05 ∣ avg_100 : 32086.746822 ∣ critic_nllloss : 26297.344336 ∣ critic_ganloss : -252.999092 ∣ generator_nllloss : 5335.713477 ∣ generator_ganloss : 983.000586 ∣  [  std_z : 0.98  real_sub_fake : 906.39 ]
[  epoch 0018/0040] 0890/4800, lr:5.0e-05 ∣ avg_100 : 32083.580185 ∣ critic_nllloss : 25980.207227 ∣ critic_ganloss : -219.948703 ∣ generator_nllloss : 5167.730469 ∣ generator_ganloss : 1010.278467 ∣     [  std_z : 0.98  real_sub_fake : 880.67 ]
[  epoch 0018/0040] 0900/4800, lr:5.0e-05 ∣ avg_100 : 32083.044975 ∣ critic_nllloss : 25896.831445 ∣ critic_ganloss : -208.892216 ∣ generator_nllloss : 5177.510938 ∣ generator_ganloss : 977.447266 ∣  [  std_z : 0.99  real_sub_fake : 743.49 ]
[  epoch 0018/0040] 0910/4800, lr:5.0e-05 ∣ avg_100 : 32084.437912 ∣ critic_nllloss : 25927.931836 ∣ critic_ganloss : -148.126724 ∣ generator_nllloss : 5275.964063 ∣ generator_ganloss : 995.712842 ∣  [  std_z : 1.00  real_sub_fake : 667.81 ]
[  epoch 0018/0040] 0920/4800, lr:5.0e-05 ∣ avg_100 : 32083.457514 ∣ critic_nllloss : 26001.910156 ∣ critic_ganloss : -151.667374 ∣ generator_nllloss : 5227.490039 ∣ generator_ganloss : 986.619678 ∣  [  std_z : 1.01  real_sub_fake : 500.40 ]
[  epoch 0018/0040] 0930/4800, lr:5.0e-05 ∣ avg_100 : 32082.285366 ∣ critic_nllloss : 25946.324023 ∣ critic_ganloss : -212.147739 ∣ generator_nllloss : 5196.919922 ∣ generator_ganloss : 981.920703 ∣  [  std_z : 0.99  real_sub_fake : 725.20 ]
[  epoch 0018/0040] 0940/4800, lr:5.0e-05 ∣ avg_100 : 32083.986817 ∣ critic_nllloss : 26038.293945 ∣ critic_ganloss : -225.620293 ∣ generator_nllloss : 5197.445312 ∣ generator_ganloss : 988.985645 ∣  [  std_z : 0.98  real_sub_fake : 801.46 ]
[  epoch 0018/0040] 0950/4800, lr:5.0e-05 ∣ avg_100 : 32084.842795 ∣ critic_nllloss : 26132.710156 ∣ critic_ganloss : -169.619283 ∣ generator_nllloss : 5126.625000 ∣ generator_ganloss : 980.192041 ∣  [  std_z : 0.99  real_sub_fake : 742.17 ]
[  epoch 0018/0040] 0960/4800, lr:5.0e-05 ∣ avg_100 : 32083.152439 ∣ critic_nllloss : 25812.414258 ∣ critic_ganloss : -187.738251 ∣ generator_nllloss : 5078.135156 ∣ generator_ganloss : 986.500439 ∣  [  std_z : 1.01  real_sub_fake : 618.37 ]
[  epoch 0018/0040] 0970/4800, lr:5.0e-05 ∣ avg_100 : 32084.107838 ∣ critic_nllloss : 26090.625000 ∣ critic_ganloss : -161.778404 ∣ generator_nllloss : 5218.938281 ∣ generator_ganloss : 978.125293 ∣  [  std_z : 1.01  real_sub_fake : 592.29 ]
[  epoch 0018/0040] 0980/4800, lr:5.0e-05 ∣ avg_100 : 32079.984052 ∣ critic_nllloss : 25981.986523 ∣ critic_ganloss : -183.436865 ∣ generator_nllloss : 5148.094141 ∣ generator_ganloss : 962.018213 ∣  [  std_z : 0.99  real_sub_fake : 674.08 ]
[  epoch 0018/0040] 0990/4800, lr:5.0e-05 ∣ avg_100 : 32078.326363 ∣ critic_nllloss : 26197.089844 ∣ critic_ganloss : -195.418216 ∣ generator_nllloss : 5186.914258 ∣ generator_ganloss : 983.705664 ∣  [  std_z : 0.98  real_sub_fake : 787.57 ]
[  epoch 0018/0040] 1000/4800, lr:5.0e-05 ∣ avg_100 : 32071.758861 ∣ critic_nllloss : 25799.080859 ∣ critic_ganloss : -253.657458 ∣ generator_nllloss : 5140.568359 ∣ generator_ganloss : 953.343408 ∣  [  std_z : 0.98  real_sub_fake : 838.69 ]
[  epoch 0018/0040] 1010/4800, lr:5.0e-05 ∣ avg_100 : 32068.274759 ∣ critic_nllloss : 26020.344531 ∣ critic_ganloss : -266.432767 ∣ generator_nllloss : 5212.867383 ∣ generator_ganloss : 963.410840 ∣  [  std_z : 1.00  real_sub_fake : 980.57 ]
[  epoch 0018/0040] 1020/4800, lr:5.0e-05 ∣ avg_100 : 32062.638527 ∣ critic_nllloss : 25888.340820 ∣ critic_ganloss : -214.185672 ∣ generator_nllloss : 5148.114648 ∣ generator_ganloss : 957.698926 ∣  [  std_z : 1.00  real_sub_fake : 873.55 ]
[  epoch 0018/0040] 1030/4800, lr:5.0e-05 ∣ avg_100 : 32061.438681 ∣ critic_nllloss : 26075.762695 ∣ critic_ganloss : -196.121342 ∣ generator_nllloss : 5300.106250 ∣ generator_ganloss : 994.501025 ∣  [  std_z : 1.00  real_sub_fake : 706.44 ]
[  epoch 0018/0040] 1040/4800, lr:5.0e-05 ∣ avg_100 : 32059.220716 ∣ critic_nllloss : 26074.441016 ∣ critic_ganloss : -271.447964 ∣ generator_nllloss : 5223.471289 ∣ generator_ganloss : 956.966846 ∣  [  std_z : 0.99  real_sub_fake : 893.63 ]
[  epoch 0018/0040] 1050/4800, lr:5.0e-05 ∣ avg_100 : 32062.289852 ∣ critic_nllloss : 26172.940430 ∣ critic_ganloss : -113.699671 ∣ generator_nllloss : 5218.396680 ∣ generator_ganloss : 1000.001855 ∣     [  std_z : 0.99  real_sub_fake : 723.22 ]
[  epoch 0018/0040] 1060/4800, lr:5.0e-05 ∣ avg_100 : 32062.668740 ∣ critic_nllloss : 25998.238281 ∣ critic_ganloss : -148.138939 ∣ generator_nllloss : 5180.915625 ∣ generator_ganloss : 972.096240 ∣  [  std_z : 0.99  real_sub_fake : 541.07 ]
[  epoch 0018/0040] 1070/4800, lr:5.0e-05 ∣ avg_100 : 32064.546101 ∣ critic_nllloss : 26036.068750 ∣ critic_ganloss : -179.357542 ∣ generator_nllloss : 5245.869727 ∣ generator_ganloss : 978.085107 ∣  [  std_z : 1.00  real_sub_fake : 557.55 ]
[  epoch 0018/0040] 1080/4800, lr:5.0e-05 ∣ avg_100 : 32062.894945 ∣ critic_nllloss : 25976.341602 ∣ critic_ganloss : -202.543279 ∣ generator_nllloss : 5240.960938 ∣ generator_ganloss : 958.533301 ∣  [  std_z : 1.00  real_sub_fake : 804.73 ]
[  epoch 0018/0040] 1090/4800, lr:5.0e-05 ∣ avg_100 : 32061.354984 ∣ critic_nllloss : 26072.213281 ∣ critic_ganloss : -257.185825 ∣ generator_nllloss : 5243.214844 ∣ generator_ganloss : 969.994238 ∣  [  std_z : 0.99  real_sub_fake : 871.16 ]
[  epoch 0018/0040] 1100/4800, lr:5.0e-05 ∣ avg_100 : 32062.900518 ∣ critic_nllloss : 26291.336719 ∣ critic_ganloss : -304.633209 ∣ generator_nllloss : 5273.153320 ∣ generator_ganloss : 979.488428 ∣  [  std_z : 0.98  real_sub_fake : 1109.96 ]
[  epoch 0018/0040] 1110/4800, lr:5.0e-05 ∣ avg_100 : 32067.537568 ∣ critic_nllloss : 26263.686914 ∣ critic_ganloss : -201.223653 ∣ generator_nllloss : 5335.943750 ∣ generator_ganloss : 970.139941 ∣  [  std_z : 0.98  real_sub_fake : 939.61 ]
[  epoch 0018/0040] 1120/4800, lr:5.0e-05 ∣ avg_100 : 32067.120197 ∣ critic_nllloss : 26063.897070 ∣ critic_ganloss : -172.220143 ∣ generator_nllloss : 5148.689062 ∣ generator_ganloss : 972.555127 ∣  [  std_z : 0.99  real_sub_fake : 632.53 ]
[  epoch 0018/0040] 1130/4800, lr:5.0e-05 ∣ avg_100 : 32065.778165 ∣ critic_nllloss : 25983.927148 ∣ critic_ganloss : -209.612935 ∣ generator_nllloss : 5120.300000 ∣ generator_ganloss : 939.840527 ∣  [  std_z : 1.00  real_sub_fake : 795.99 ]
[  epoch 0018/0040] 1140/4800, lr:5.0e-05 ∣ avg_100 : 32068.982000 ∣ critic_nllloss : 26098.238477 ∣ critic_ganloss : -262.294667 ∣ generator_nllloss : 5267.156445 ∣ generator_ganloss : 936.836035 ∣  [  std_z : 1.00  real_sub_fake : 881.11 ]
[  epoch 0018/0040] 1150/4800, lr:5.0e-05 ∣ avg_100 : 32069.971740 ∣ critic_nllloss : 26206.846484 ∣ critic_ganloss : -185.473773 ∣ generator_nllloss : 5105.568750 ∣ generator_ganloss : 955.111230 ∣  [  std_z : 0.99  real_sub_fake : 814.89 ]
[  epoch 0018/0040] 1160/4800, lr:5.0e-05 ∣ avg_100 : 32068.839546 ∣ critic_nllloss : 26072.841992 ∣ critic_ganloss : -213.878241 ∣ generator_nllloss : 5225.446289 ∣ generator_ganloss : 920.508594 ∣  [  std_z : 0.99  real_sub_fake : 723.45 ]
[  epoch 0018/0040] 1170/4800, lr:5.0e-05 ∣ avg_100 : 32068.964561 ∣ critic_nllloss : 26008.779492 ∣ critic_ganloss : -220.048486 ∣ generator_nllloss : 5168.658398 ∣ generator_ganloss : 952.885059 ∣  [  std_z : 0.99  real_sub_fake : 731.85 ]
[  epoch 0018/0040] 1180/4800, lr:5.0e-05 ∣ avg_100 : 32068.331263 ∣ critic_nllloss : 26071.857617 ∣ critic_ganloss : -205.546494 ∣ generator_nllloss : 5133.345312 ∣ generator_ganloss : 972.501855 ∣  [  std_z : 0.99  real_sub_fake : 832.17 ]
[  epoch 0018/0040] 1190/4800, lr:5.0e-05 ∣ avg_100 : 32069.100523 ∣ critic_nllloss : 26034.665430 ∣ critic_ganloss : -222.218808 ∣ generator_nllloss : 5156.065625 ∣ generator_ganloss : 952.392383 ∣  [  std_z : 0.99  real_sub_fake : 882.19 ]
[  epoch 0018/0040] 1200/4800, lr:5.0e-05 ∣ avg_100 : 32065.883923 ∣ critic_nllloss : 26003.642578 ∣ critic_ganloss : -174.594394 ∣ generator_nllloss : 5247.971875 ∣ generator_ganloss : 965.123340 ∣  [  std_z : 0.99  real_sub_fake : 771.19 ]
[  epoch 0018/0040] 1210/4800, lr:5.0e-05 ∣ avg_100 : 32061.595084 ∣ critic_nllloss : 25903.512500 ∣ critic_ganloss : -162.475339 ∣ generator_nllloss : 5229.880859 ∣ generator_ganloss : 947.926563 ∣  [  std_z : 0.99  real_sub_fake : 612.28 ]
[  epoch 0018/0040] 1220/4800, lr:5.0e-05 ∣ avg_100 : 32059.952059 ∣ critic_nllloss : 26044.981641 ∣ critic_ganloss : -226.855792 ∣ generator_nllloss : 5218.304883 ∣ generator_ganloss : 924.379346 ∣  [  std_z : 0.99  real_sub_fake : 646.32 ]
[  epoch 0018/0040] 1230/4800, lr:5.0e-05 ∣ avg_100 : 32062.559882 ∣ critic_nllloss : 26042.028711 ∣ critic_ganloss : -141.198524 ∣ generator_nllloss : 5193.928320 ∣ generator_ganloss : 954.993555 ∣  [  std_z : 0.98  real_sub_fake : 695.38 ]
[  epoch 0018/0040] 1240/4800, lr:5.0e-05 ∣ avg_100 : 32063.373741 ∣ critic_nllloss : 26156.786328 ∣ critic_ganloss : -214.703061 ∣ generator_nllloss : 5258.785156 ∣ generator_ganloss : 954.721631 ∣  [  std_z : 0.99  real_sub_fake : 718.37 ]
[  epoch 0018/0040] 1250/4800, lr:5.0e-05 ∣ avg_100 : 32067.410631 ∣ critic_nllloss : 26140.273633 ∣ critic_ganloss : -233.321463 ∣ generator_nllloss : 5329.339063 ∣ generator_ganloss : 923.414404 ∣  [  std_z : 1.00  real_sub_fake : 816.16 ]
[  epoch 0018/0040] 1260/4800, lr:5.0e-05 ∣ avg_100 : 32065.174640 ∣ critic_nllloss : 26141.002148 ∣ critic_ganloss : -223.356049 ∣ generator_nllloss : 5217.207031 ∣ generator_ganloss : 943.861328 ∣  [  std_z : 0.99  real_sub_fake : 986.57 ]
[  epoch 0018/0040] 1270/4800, lr:5.0e-05 ∣ avg_100 : 32062.577652 ∣ critic_nllloss : 26044.351367 ∣ critic_ganloss : -246.505965 ∣ generator_nllloss : 5196.297266 ∣ generator_ganloss : 952.786572 ∣  [  std_z : 0.98  real_sub_fake : 841.96 ]
[  epoch 0018/0040] 1280/4800, lr:5.0e-05 ∣ avg_100 : 32061.861565 ∣ critic_nllloss : 26079.376172 ∣ critic_ganloss : -237.293462 ∣ generator_nllloss : 5172.819727 ∣ generator_ganloss : 950.474170 ∣  [  std_z : 0.98  real_sub_fake : 834.22 ]
[  epoch 0018/0040] 1290/4800, lr:5.0e-05 ∣ avg_100 : 32062.182814 ∣ critic_nllloss : 26138.562695 ∣ critic_ganloss : -222.615511 ∣ generator_nllloss : 5251.370508 ∣ generator_ganloss : 951.595703 ∣  [  std_z : 0.99  real_sub_fake : 771.10 ]
[  epoch 0018/0040] 1300/4800, lr:5.0e-05 ∣ avg_100 : 32060.144007 ∣ critic_nllloss : 26027.893750 ∣ critic_ganloss : -186.189996 ∣ generator_nllloss : 5196.645312 ∣ generator_ganloss : 950.338965 ∣  [  std_z : 1.00  real_sub_fake : 845.34 ]
[  epoch 0018/0040] 1310/4800, lr:5.0e-05 ∣ avg_100 : 32060.742496 ∣ critic_nllloss : 26226.937305 ∣ critic_ganloss : -180.640218 ∣ generator_nllloss : 5160.658203 ∣ generator_ganloss : 935.501855 ∣  [  std_z : 0.99  real_sub_fake : 695.16 ]
[  epoch 0018/0040] 1320/4800, lr:5.0e-05 ∣ avg_100 : 32058.438619 ∣ critic_nllloss : 26216.815039 ∣ critic_ganloss : -192.657663 ∣ generator_nllloss : 5282.892187 ∣ generator_ganloss : 930.466992 ∣  [  std_z : 0.99  real_sub_fake : 702.95 ]
[  epoch 0018/0040] 1330/4800, lr:5.0e-05 ∣ avg_100 : 32055.247955 ∣ critic_nllloss : 26004.581055 ∣ critic_ganloss : -189.835989 ∣ generator_nllloss : 5182.256055 ∣ generator_ganloss : 965.300391 ∣  [  std_z : 0.99  real_sub_fake : 674.11 ]
[  epoch 0018/0040] 1340/4800, lr:5.0e-05 ∣ avg_100 : 32053.732333 ∣ critic_nllloss : 26151.674219 ∣ critic_ganloss : -212.361043 ∣ generator_nllloss : 5288.663867 ∣ generator_ganloss : 956.343213 ∣  [  std_z : 0.98  real_sub_fake : 781.67 ]
[  epoch 0018/0040] 1350/4800, lr:5.0e-05 ∣ avg_100 : 32053.378069 ∣ critic_nllloss : 25888.375000 ∣ critic_ganloss : -164.184131 ∣ generator_nllloss : 5152.852930 ∣ generator_ganloss : 960.310596 ∣  [  std_z : 0.99  real_sub_fake : 718.78 ]
[  epoch 0018/0040] 1360/4800, lr:5.0e-05 ∣ avg_100 : 32056.058021 ∣ critic_nllloss : 26045.722461 ∣ critic_ganloss : -217.108495 ∣ generator_nllloss : 5253.191406 ∣ generator_ganloss : 954.361182 ∣  [  std_z : 0.99  real_sub_fake : 678.85 ]
[  epoch 0018/0040] 1370/4800, lr:5.0e-05 ∣ avg_100 : 32055.318479 ∣ critic_nllloss : 26022.727148 ∣ critic_ganloss : -189.922786 ∣ generator_nllloss : 5217.523047 ∣ generator_ganloss : 971.032617 ∣  [  std_z : 0.99  real_sub_fake : 739.70 ]
[  epoch 0018/0040] 1380/4800, lr:5.0e-05 ∣ avg_100 : 32052.883935 ∣ critic_nllloss : 26049.799023 ∣ critic_ganloss : -236.107535 ∣ generator_nllloss : 5160.376562 ∣ generator_ganloss : 946.643848 ∣  [  std_z : 0.99  real_sub_fake : 841.72 ]
[  epoch 0018/0040] 1390/4800, lr:5.0e-05 ∣ avg_100 : 32049.742609 ∣ critic_nllloss : 25843.192969 ∣ critic_ganloss : -160.629741 ∣ generator_nllloss : 5142.766797 ∣ generator_ganloss : 963.190527 ∣  [  std_z : 1.00  real_sub_fake : 799.30 ]
[  epoch 0018/0040] 1400/4800, lr:5.0e-05 ∣ avg_100 : 32049.886659 ∣ critic_nllloss : 26075.864453 ∣ critic_ganloss : -181.685487 ∣ generator_nllloss : 5172.643555 ∣ generator_ganloss : 959.917236 ∣  [  std_z : 1.00  real_sub_fake : 565.86 ]
[  epoch 0018/0040] 1410/4800, lr:5.0e-05 ∣ avg_100 : 32045.883068 ∣ critic_nllloss : 25854.114844 ∣ critic_ganloss : -177.808929 ∣ generator_nllloss : 5066.324219 ∣ generator_ganloss : 941.630615 ∣  [  std_z : 1.00  real_sub_fake : 729.30 ]
[  epoch 0018/0040] 1420/4800, lr:5.0e-05 ∣ avg_100 : 32046.518046 ∣ critic_nllloss : 26015.419922 ∣ critic_ganloss : -123.335318 ∣ generator_nllloss : 5199.273633 ∣ generator_ganloss : 987.410156 ∣  [  std_z : 0.98  real_sub_fake : 526.68 ]
[  epoch 0018/0040] 1430/4800, lr:5.0e-05 ∣ avg_100 : 32046.441285 ∣ critic_nllloss : 26032.420117 ∣ critic_ganloss : -188.884181 ∣ generator_nllloss : 5182.954102 ∣ generator_ganloss : 961.287549 ∣  [  std_z : 0.97  real_sub_fake : 661.69 ]
[  epoch 0018/0040] 1440/4800, lr:5.0e-05 ∣ avg_100 : 32046.764263 ∣ critic_nllloss : 26066.955664 ∣ critic_ganloss : -164.658301 ∣ generator_nllloss : 5178.571484 ∣ generator_ganloss : 975.853613 ∣  [  std_z : 0.99  real_sub_fake : 666.08 ]
[  epoch 0018/0040] 1450/4800, lr:5.0e-05 ∣ avg_100 : 32042.355601 ∣ critic_nllloss : 25857.360156 ∣ critic_ganloss : -176.882330 ∣ generator_nllloss : 5156.556445 ∣ generator_ganloss : 982.334082 ∣  [  std_z : 1.00  real_sub_fake : 641.09 ]
[  epoch 0018/0040] 1460/4800, lr:5.0e-05 ∣ avg_100 : 32039.861630 ∣ critic_nllloss : 25937.625195 ∣ critic_ganloss : -175.457274 ∣ generator_nllloss : 5110.544727 ∣ generator_ganloss : 967.397510 ∣  [  std_z : 1.02  real_sub_fake : 633.04 ]
[  epoch 0018/0040] 1470/4800, lr:5.0e-05 ∣ avg_100 : 32039.570918 ∣ critic_nllloss : 25992.708203 ∣ critic_ganloss : -179.360544 ∣ generator_nllloss : 5184.468164 ∣ generator_ganloss : 967.000635 ∣  [  std_z : 1.00  real_sub_fake : 653.35 ]
[  epoch 0018/0040] 1480/4800, lr:5.0e-05 ∣ avg_100 : 32039.319412 ∣ critic_nllloss : 26078.425391 ∣ critic_ganloss : -146.136421 ∣ generator_nllloss : 5242.462695 ∣ generator_ganloss : 963.764844 ∣  [  std_z : 0.99  real_sub_fake : 605.98 ]
[  epoch 0018/0040] 1490/4800, lr:5.0e-05 ∣ avg_100 : 32041.382861 ∣ critic_nllloss : 26114.183789 ∣ critic_ganloss : -229.186456 ∣ generator_nllloss : 5328.966797 ∣ generator_ganloss : 937.145166 ∣  [  std_z : 0.97  real_sub_fake : 743.74 ]
[  epoch 0018/0040] 1500/4800, lr:5.0e-05 ∣ avg_100 : 32042.457760 ∣ critic_nllloss : 26186.007617 ∣ critic_ganloss : -253.982971 ∣ generator_nllloss : 5280.023047 ∣ generator_ganloss : 950.166016 ∣  [  std_z : 0.97  real_sub_fake : 910.58 ]
[  epoch 0018/0040] 1510/4800, lr:5.0e-05 ∣ avg_100 : 32043.010107 ∣ critic_nllloss : 25983.692773 ∣ critic_ganloss : -213.838525 ∣ generator_nllloss : 5205.962109 ∣ generator_ganloss : 961.336230 ∣  [  std_z : 0.99  real_sub_fake : 814.02 ]
[  epoch 0018/0040] 1520/4800, lr:5.0e-05 ∣ avg_100 : 32041.612841 ∣ critic_nllloss : 25830.455273 ∣ critic_ganloss : -138.098486 ∣ generator_nllloss : 5150.810547 ∣ generator_ganloss : 964.378369 ∣  [  std_z : 1.01  real_sub_fake : 639.10 ]
[  epoch 0018/0040] 1530/4800, lr:5.0e-05 ∣ avg_100 : 32039.258774 ∣ critic_nllloss : 25933.321094 ∣ critic_ganloss : -170.119398 ∣ generator_nllloss : 5170.695508 ∣ generator_ganloss : 931.989941 ∣  [  std_z : 1.01  real_sub_fake : 649.00 ]
[  epoch 0018/0040] 1540/4800, lr:5.0e-05 ∣ avg_100 : 32040.160752 ∣ critic_nllloss : 26119.984961 ∣ critic_ganloss : -200.689474 ∣ generator_nllloss : 5204.290430 ∣ generator_ganloss : 957.663721 ∣  [  std_z : 0.99  real_sub_fake : 664.09 ]
[  epoch 0018/0040] 1550/4800, lr:5.0e-05 ∣ avg_100 : 32039.098963 ∣ critic_nllloss : 26123.139062 ∣ critic_ganloss : -195.539804 ∣ generator_nllloss : 5115.787500 ∣ generator_ganloss : 964.437402 ∣  [  std_z : 0.97  real_sub_fake : 706.66 ]
[  epoch 0018/0040] 1560/4800, lr:5.0e-05 ∣ avg_100 : 32037.509863 ∣ critic_nllloss : 25878.339062 ∣ critic_ganloss : -181.627654 ∣ generator_nllloss : 5309.888477 ∣ generator_ganloss : 1003.174023 ∣     [  std_z : 0.98  real_sub_fake : 753.69 ]
[  epoch 0018/0040] 1570/4800, lr:5.0e-05 ∣ avg_100 : 32037.051649 ∣ critic_nllloss : 25995.830859 ∣ critic_ganloss : -218.896968 ∣ generator_nllloss : 5252.623047 ∣ generator_ganloss : 994.573486 ∣  [  std_z : 1.00  real_sub_fake : 735.05 ]
[  epoch 0018/0040] 1580/4800, lr:5.0e-05 ∣ avg_100 : 32038.726388 ∣ critic_nllloss : 26108.008398 ∣ critic_ganloss : -217.692932 ∣ generator_nllloss : 5178.996484 ∣ generator_ganloss : 1024.251514 ∣     [  std_z : 1.00  real_sub_fake : 793.23 ]
[  epoch 0018/0040] 1590/4800, lr:5.0e-05 ∣ avg_100 : 32040.555316 ∣ critic_nllloss : 25956.924414 ∣ critic_ganloss : -251.849174 ∣ generator_nllloss : 5121.844922 ∣ generator_ganloss : 1013.081885 ∣     [  std_z : 0.98  real_sub_fake : 827.78 ]
[  epoch 0018/0040] 1600/4800, lr:5.0e-05 ∣ avg_100 : 32044.280445 ∣ critic_nllloss : 26297.161523 ∣ critic_ganloss : -153.949861 ∣ generator_nllloss : 5272.346094 ∣ generator_ganloss : 1058.606982 ∣     [  std_z : 0.99  real_sub_fake : 735.30 ]
[  epoch 0018/0040] 1610/4800, lr:5.0e-05 ∣ avg_100 : 32042.398549 ∣ critic_nllloss : 26071.617188 ∣ critic_ganloss : -180.668997 ∣ generator_nllloss : 5109.494141 ∣ generator_ganloss : 995.280371 ∣  [  std_z : 0.99  real_sub_fake : 688.06 ]
[  epoch 0018/0040] 1620/4800, lr:5.0e-05 ∣ avg_100 : 32038.599087 ∣ critic_nllloss : 25906.762500 ∣ critic_ganloss : -191.820999 ∣ generator_nllloss : 5193.343750 ∣ generator_ganloss : 989.636768 ∣  [  std_z : 1.00  real_sub_fake : 637.29 ]
[  epoch 0018/0040] 1630/4800, lr:5.0e-05 ∣ avg_100 : 32036.510068 ∣ critic_nllloss : 25798.844922 ∣ critic_ganloss : -224.593732 ∣ generator_nllloss : 5205.358984 ∣ generator_ganloss : 975.704492 ∣  [  std_z : 0.99  real_sub_fake : 864.63 ]
[  epoch 0018/0040] 1640/4800, lr:5.0e-05 ∣ avg_100 : 32033.863501 ∣ critic_nllloss : 25987.854492 ∣ critic_ganloss : -162.665947 ∣ generator_nllloss : 5219.426172 ∣ generator_ganloss : 982.703174 ∣  [  std_z : 0.98  real_sub_fake : 769.78 ]
[  epoch 0018/0040] 1650/4800, lr:5.0e-05 ∣ avg_100 : 32029.751528 ∣ critic_nllloss : 25971.066992 ∣ critic_ganloss : -158.344899 ∣ generator_nllloss : 5178.648633 ∣ generator_ganloss : 988.511914 ∣  [  std_z : 0.99  real_sub_fake : 643.43 ]
[  epoch 0018/0040] 1660/4800, lr:5.0e-05 ∣ avg_100 : 32021.770204 ∣ critic_nllloss : 25730.424414 ∣ critic_ganloss : -133.469531 ∣ generator_nllloss : 5191.829687 ∣ generator_ganloss : 992.644727 ∣  [  std_z : 1.00  real_sub_fake : 496.29 ]
[  epoch 0018/0040] 1670/4800, lr:5.0e-05 ∣ avg_100 : 32019.964942 ∣ critic_nllloss : 26141.886328 ∣ critic_ganloss : -206.681834 ∣ generator_nllloss : 5228.233398 ∣ generator_ganloss : 957.908887 ∣  [  std_z : 0.99  real_sub_fake : 714.64 ]
[  epoch 0018/0040] 1680/4800, lr:5.0e-05 ∣ avg_100 : 32018.997677 ∣ critic_nllloss : 25976.775781 ∣ critic_ganloss : -237.864311 ∣ generator_nllloss : 5187.540234 ∣ generator_ganloss : 952.914355 ∣  [  std_z : 0.99  real_sub_fake : 845.86 ]
[  epoch 0018/0040] 1690/4800, lr:5.0e-05 ∣ avg_100 : 32017.506983 ∣ critic_nllloss : 26013.410547 ∣ critic_ganloss : -237.890776 ∣ generator_nllloss : 5201.034961 ∣ generator_ganloss : 964.179297 ∣  [  std_z : 0.99  real_sub_fake : 922.23 ]
[  epoch 0018/0040] 1700/4800, lr:5.0e-05 ∣ avg_100 : 32017.126323 ∣ critic_nllloss : 25942.834766 ∣ critic_ganloss : -163.820149 ∣ generator_nllloss : 5213.896289 ∣ generator_ganloss : 1007.013770 ∣     [  std_z : 1.00  real_sub_fake : 731.50 ]
[  epoch 0018/0040] 1710/4800, lr:5.0e-05 ∣ avg_100 : 32020.544516 ∣ critic_nllloss : 26181.480664 ∣ critic_ganloss : -112.087234 ∣ generator_nllloss : 5247.203125 ∣ generator_ganloss : 1040.718066 ∣     [  std_z : 1.00  real_sub_fake : 421.44 ]
[  epoch 0018/0040] 1720/4800, lr:5.0e-05 ∣ avg_100 : 32019.386709 ∣ critic_nllloss : 26118.904687 ∣ critic_ganloss : -179.525375 ∣ generator_nllloss : 5222.342578 ∣ generator_ganloss : 977.508398 ∣  [  std_z : 0.99  real_sub_fake : 535.50 ]
[  epoch 0018/0040] 1730/4800, lr:5.0e-05 ∣ avg_100 : 32014.260629 ∣ critic_nllloss : 25769.609766 ∣ critic_ganloss : -164.434715 ∣ generator_nllloss : 5124.856445 ∣ generator_ganloss : 1026.138623 ∣     [  std_z : 0.98  real_sub_fake : 667.96 ]
[  epoch 0018/0040] 1740/4800, lr:5.0e-05 ∣ avg_100 : 32012.829926 ∣ critic_nllloss : 26053.241016 ∣ critic_ganloss : -183.525354 ∣ generator_nllloss : 5109.869531 ∣ generator_ganloss : 1003.108301 ∣     [  std_z : 0.99  real_sub_fake : 711.94 ]
[  epoch 0018/0040] 1750/4800, lr:5.0e-05 ∣ avg_100 : 32014.900117 ∣ critic_nllloss : 25970.569141 ∣ critic_ganloss : -61.158309 ∣ generator_nllloss : 5209.278516 ∣ generator_ganloss : 1021.474463 ∣  [  std_z : 0.99  real_sub_fake : 561.40 ]
[  epoch 0018/0040] 1760/4800, lr:5.0e-05 ∣ avg_100 : 32016.096814 ∣ critic_nllloss : 26064.185742 ∣ critic_ganloss : -151.148412 ∣ generator_nllloss : 5246.217188 ∣ generator_ganloss : 1001.100293 ∣     [  std_z : 0.99  real_sub_fake : 376.23 ]
[  epoch 0018/0040] 1770/4800, lr:5.0e-05 ∣ avg_100 : 32016.194225 ∣ critic_nllloss : 26051.743555 ∣ critic_ganloss : -177.303113 ∣ generator_nllloss : 5234.962695 ∣ generator_ganloss : 956.996240 ∣  [  std_z : 0.99  real_sub_fake : 534.35 ]
[  epoch 0018/0040] 1780/4800, lr:5.0e-05 ∣ avg_100 : 32018.589523 ∣ critic_nllloss : 26283.964844 ∣ critic_ganloss : -237.556082 ∣ generator_nllloss : 5254.287500 ∣ generator_ganloss : 940.381738 ∣  [  std_z : 0.99  real_sub_fake : 767.20 ]
[  epoch 0018/0040] 1790/4800, lr:5.0e-05 ∣ avg_100 : 32014.241099 ∣ critic_nllloss : 25745.870312 ∣ critic_ganloss : -206.282849 ∣ generator_nllloss : 5147.413672 ∣ generator_ganloss : 942.122949 ∣  [  std_z : 0.99  real_sub_fake : 759.24 ]
[  epoch 0018/0040] 1800/4800, lr:5.0e-05 ∣ avg_100 : 32015.114224 ∣ critic_nllloss : 25894.203516 ∣ critic_ganloss : -173.886843 ∣ generator_nllloss : 5300.620898 ∣ generator_ganloss : 966.122998 ∣  [  std_z : 1.00  real_sub_fake : 730.58 ]
[  epoch 0018/0040] 1810/4800, lr:5.0e-05 ∣ avg_100 : 32014.023841 ∣ critic_nllloss : 26095.139453 ∣ critic_ganloss : -157.279572 ∣ generator_nllloss : 5143.760352 ∣ generator_ganloss : 971.548828 ∣  [  std_z : 1.00  real_sub_fake : 626.29 ]
[  epoch 0018/0040] 1820/4800, lr:5.0e-05 ∣ avg_100 : 32011.368325 ∣ critic_nllloss : 25877.715234 ∣ critic_ganloss : -194.298822 ∣ generator_nllloss : 5153.107422 ∣ generator_ganloss : 948.943652 ∣  [  std_z : 0.99  real_sub_fake : 608.19 ]
[  epoch 0018/0040] 1830/4800, lr:5.0e-05 ∣ avg_100 : 32010.330171 ∣ critic_nllloss : 25837.963086 ∣ critic_ganloss : -187.497389 ∣ generator_nllloss : 5227.669141 ∣ generator_ganloss : 972.286816 ∣  [  std_z : 0.99  real_sub_fake : 738.48 ]
[  epoch 0018/0040] 1840/4800, lr:5.0e-05 ∣ avg_100 : 32011.405412 ∣ critic_nllloss : 26226.420703 ∣ critic_ganloss : -245.679059 ∣ generator_nllloss : 5236.979297 ∣ generator_ganloss : 955.846484 ∣  [  std_z : 0.99  real_sub_fake : 878.11 ]
[  epoch 0018/0040] 1850/4800, lr:5.0e-05 ∣ avg_100 : 32010.306622 ∣ critic_nllloss : 25952.014062 ∣ critic_ganloss : -216.873300 ∣ generator_nllloss : 5238.230469 ∣ generator_ganloss : 953.009766 ∣  [  std_z : 0.98  real_sub_fake : 917.99 ]
[  epoch 0018/0040] 1860/4800, lr:5.0e-05 ∣ avg_100 : 32007.593137 ∣ critic_nllloss : 26062.383203 ∣ critic_ganloss : -253.892400 ∣ generator_nllloss : 5237.486914 ∣ generator_ganloss : 943.338770 ∣  [  std_z : 0.99  real_sub_fake : 876.41 ]
[  epoch 0018/0040] 1870/4800, lr:5.0e-05 ∣ avg_100 : 32005.966905 ∣ critic_nllloss : 25986.835742 ∣ critic_ganloss : -215.975526 ∣ generator_nllloss : 5279.380859 ∣ generator_ganloss : 967.806787 ∣  [  std_z : 1.00  real_sub_fake : 770.43 ]
[  epoch 0018/0040] 1880/4800, lr:5.0e-05 ∣ avg_100 : 32001.456207 ∣ critic_nllloss : 25889.776367 ∣ critic_ganloss : -155.560956 ∣ generator_nllloss : 5182.495508 ∣ generator_ganloss : 995.278613 ∣  [  std_z : 1.00  real_sub_fake : 564.99 ]
[  epoch 0018/0040] 1890/4800, lr:5.0e-05 ∣ avg_100 : 32005.756074 ∣ critic_nllloss : 26303.498828 ∣ critic_ganloss : -166.638821 ∣ generator_nllloss : 5248.847852 ∣ generator_ganloss : 982.546289 ∣  [  std_z : 0.99  real_sub_fake : 692.76 ]
[  epoch 0018/0040] 1900/4800, lr:5.0e-05 ∣ avg_100 : 32005.977668 ∣ critic_nllloss : 25915.304297 ∣ critic_ganloss : -221.613564 ∣ generator_nllloss : 5195.881055 ∣ generator_ganloss : 975.485059 ∣  [  std_z : 0.99  real_sub_fake : 729.88 ]
[  epoch 0018/0040] 1910/4800, lr:5.0e-05 ∣ avg_100 : 32005.099594 ∣ critic_nllloss : 25914.030273 ∣ critic_ganloss : -213.258784 ∣ generator_nllloss : 5276.005469 ∣ generator_ganloss : 986.897656 ∣  [  std_z : 0.99  real_sub_fake : 833.81 ]
[  epoch 0018/0040] 1920/4800, lr:5.0e-05 ∣ avg_100 : 32004.784959 ∣ critic_nllloss : 25960.856055 ∣ critic_ganloss : -159.819308 ∣ generator_nllloss : 5243.545313 ∣ generator_ganloss : 988.306982 ∣  [  std_z : 0.99  real_sub_fake : 701.55 ]
[  epoch 0018/0040] 1930/4800, lr:5.0e-05 ∣ avg_100 : 32006.633043 ∣ critic_nllloss : 26044.751367 ∣ critic_ganloss : -193.390369 ∣ generator_nllloss : 5289.433594 ∣ generator_ganloss : 957.030713 ∣  [  std_z : 0.99  real_sub_fake : 662.93 ]
[  epoch 0018/0040] 1940/4800, lr:5.0e-05 ∣ avg_100 : 32007.288937 ∣ critic_nllloss : 26063.541992 ∣ critic_ganloss : -182.688087 ∣ generator_nllloss : 5216.116797 ∣ generator_ganloss : 967.723242 ∣  [  std_z : 0.99  real_sub_fake : 709.79 ]
[  epoch 0018/0040] 1950/4800, lr:5.0e-05 ∣ avg_100 : 32005.233607 ∣ critic_nllloss : 25926.874414 ∣ critic_ganloss : -167.514722 ∣ generator_nllloss : 5125.358008 ∣ generator_ganloss : 979.657227 ∣  [  std_z : 0.98  real_sub_fake : 599.71 ]
[  epoch 0018/0040] 1960/4800, lr:5.0e-05 ∣ avg_100 : 32012.255282 ∣ critic_nllloss : 26304.451562 ∣ critic_ganloss : -127.638396 ∣ generator_nllloss : 5277.524609 ∣ generator_ganloss : 937.141309 ∣  [  std_z : 0.99  real_sub_fake : 739.18 ]
[  epoch 0018/0040] 1970/4800, lr:5.0e-05 ∣ avg_100 : 32012.477285 ∣ critic_nllloss : 26051.237695 ∣ critic_ganloss : -140.900119 ∣ generator_nllloss : 5254.304492 ∣ generator_ganloss : 983.468457 ∣  [  std_z : 1.00  real_sub_fake : 391.98 ]
[  epoch 0018/0040] 1980/4800, lr:5.0e-05 ∣ avg_100 : 32011.671975 ∣ critic_nllloss : 25920.067383 ∣ critic_ganloss : -154.555391 ∣ generator_nllloss : 5128.650781 ∣ generator_ganloss : 933.968262 ∣  [  std_z : 1.00  real_sub_fake : 574.70 ]
[  epoch 0018/0040] 1990/4800, lr:5.0e-05 ∣ avg_100 : 32010.954584 ∣ critic_nllloss : 26071.615234 ∣ critic_ganloss : -150.141319 ∣ generator_nllloss : 5219.314453 ∣ generator_ganloss : 959.764014 ∣  [  std_z : 0.99  real_sub_fake : 512.45 ]
[  epoch 0018/0040] 2000/4800, lr:5.0e-05 ∣ avg_100 : 32012.791511 ∣ critic_nllloss : 25880.244336 ∣ critic_ganloss : -196.884393 ∣ generator_nllloss : 5202.862109 ∣ generator_ganloss : 936.805859 ∣  [  std_z : 0.98  real_sub_fake : 682.94 ]
[  epoch 0018/0040] 2010/4800, lr:5.0e-05 ∣ avg_100 : 32015.260000 ∣ critic_nllloss : 26277.573047 ∣ critic_ganloss : -261.061020 ∣ generator_nllloss : 5209.589063 ∣ generator_ganloss : 950.937744 ∣  [  std_z : 0.99  real_sub_fake : 820.68 ]
[  epoch 0018/0040] 2020/4800, lr:5.0e-05 ∣ avg_100 : 32017.844669 ∣ critic_nllloss : 26017.039648 ∣ critic_ganloss : -234.007150 ∣ generator_nllloss : 5284.986328 ∣ generator_ganloss : 970.416846 ∣  [  std_z : 1.00  real_sub_fake : 862.55 ]
[  epoch 0018/0040] 2030/4800, lr:5.0e-05 ∣ avg_100 : 32014.129644 ∣ critic_nllloss : 25844.731445 ∣ critic_ganloss : -181.624133 ∣ generator_nllloss : 5123.991797 ∣ generator_ganloss : 1015.646973 ∣     [  std_z : 1.01  real_sub_fake : 729.33 ]
[  epoch 0018/0040] 2040/4800, lr:5.0e-05 ∣ avg_100 : 32015.412373 ∣ critic_nllloss : 26107.242383 ∣ critic_ganloss : -200.644798 ∣ generator_nllloss : 5200.404688 ∣ generator_ganloss : 1004.701855 ∣     [  std_z : 0.99  real_sub_fake : 758.27 ]
[  epoch 0018/0040] 2050/4800, lr:5.0e-05 ∣ avg_100 : 32013.133479 ∣ critic_nllloss : 26004.101562 ∣ critic_ganloss : -213.528979 ∣ generator_nllloss : 5218.369531 ∣ generator_ganloss : 1040.807812 ∣     [  std_z : 0.99  real_sub_fake : 727.67 ]
[  epoch 0018/0040] 2060/4800, lr:5.0e-05 ∣ avg_100 : 32015.574511 ∣ critic_nllloss : 26164.142578 ∣ critic_ganloss : -202.382552 ∣ generator_nllloss : 5265.666602 ∣ generator_ganloss : 1019.787695 ∣     [  std_z : 0.98  real_sub_fake : 850.06 ]
[  epoch 0018/0040] 2070/4800, lr:5.0e-05 ∣ avg_100 : 32015.328641 ∣ critic_nllloss : 26017.462500 ∣ critic_ganloss : -126.866905 ∣ generator_nllloss : 5118.186719 ∣ generator_ganloss : 1047.296729 ∣     [  std_z : 0.98  real_sub_fake : 639.38 ]
[  epoch 0018/0040] 2080/4800, lr:5.0e-05 ∣ avg_100 : 32014.655175 ∣ critic_nllloss : 25839.951562 ∣ critic_ganloss : -152.545377 ∣ generator_nllloss : 5198.111914 ∣ generator_ganloss : 1020.427930 ∣     [  std_z : 0.99  real_sub_fake : 497.77 ]
[  epoch 0018/0040] 2090/4800, lr:5.0e-05 ∣ avg_100 : 32014.768318 ∣ critic_nllloss : 26088.166406 ∣ critic_ganloss : -267.487296 ∣ generator_nllloss : 5232.669531 ∣ generator_ganloss : 986.202148 ∣  [  std_z : 1.00  real_sub_fake : 745.20 ]
[  epoch 0018/0040] 2100/4800, lr:5.0e-05 ∣ avg_100 : 32011.667039 ∣ critic_nllloss : 25821.882617 ∣ critic_ganloss : -108.055701 ∣ generator_nllloss : 5198.088477 ∣ generator_ganloss : 1017.301953 ∣     [  std_z : 0.98  real_sub_fake : 607.43 ]
[  epoch 0018/0040] 2110/4800, lr:5.0e-05 ∣ avg_100 : 32008.590216 ∣ critic_nllloss : 26009.137891 ∣ critic_ganloss : -163.453821 ∣ generator_nllloss : 5226.175781 ∣ generator_ganloss : 989.004883 ∣  [  std_z : 0.99  real_sub_fake : 520.03 ]
[  epoch 0018/0040] 2120/4800, lr:5.0e-05 ∣ avg_100 : 32008.507708 ∣ critic_nllloss : 26018.636328 ∣ critic_ganloss : -181.379369 ∣ generator_nllloss : 5174.793555 ∣ generator_ganloss : 992.619775 ∣  [  std_z : 0.99  real_sub_fake : 658.09 ]
[  epoch 0018/0040] 2130/4800, lr:5.0e-05 ∣ avg_100 : 32010.072752 ∣ critic_nllloss : 25897.294922 ∣ critic_ganloss : -151.053491 ∣ generator_nllloss : 5233.038867 ∣ generator_ganloss : 1011.678809 ∣     [  std_z : 0.99  real_sub_fake : 621.39 ]
[  epoch 0018/0040] 2140/4800, lr:5.0e-05 ∣ avg_100 : 32011.383747 ∣ critic_nllloss : 26153.339062 ∣ critic_ganloss : -203.226210 ∣ generator_nllloss : 5227.742188 ∣ generator_ganloss : 993.180811 ∣  [  std_z : 0.99  real_sub_fake : 632.03 ]
[  epoch 0018/0040] 2150/4800, lr:5.0e-05 ∣ avg_100 : 32012.807082 ∣ critic_nllloss : 26188.183984 ∣ critic_ganloss : -222.583052 ∣ generator_nllloss : 5240.433203 ∣ generator_ganloss : 1018.352002 ∣     [  std_z : 0.99  real_sub_fake : 848.35 ]
[  epoch 0018/0040] 2160/4800, lr:5.0e-05 ∣ avg_100 : 32011.275038 ∣ critic_nllloss : 25903.919336 ∣ critic_ganloss : -150.512341 ∣ generator_nllloss : 5069.678320 ∣ generator_ganloss : 1028.628906 ∣     [  std_z : 0.99  real_sub_fake : 681.99 ]
[  epoch 0018/0040] 2170/4800, lr:5.0e-05 ∣ avg_100 : 32014.420953 ∣ critic_nllloss : 26170.349609 ∣ critic_ganloss : -204.996095 ∣ generator_nllloss : 5275.061914 ∣ generator_ganloss : 984.450586 ∣  [  std_z : 0.99  real_sub_fake : 730.12 ]
[  epoch 0018/0040] 2180/4800, lr:5.0e-05 ∣ avg_100 : 32015.510404 ∣ critic_nllloss : 26051.507031 ∣ critic_ganloss : -166.046300 ∣ generator_nllloss : 5186.210156 ∣ generator_ganloss : 1009.432471 ∣     [  std_z : 0.99  real_sub_fake : 704.22 ]
[  epoch 0018/0040] 2190/4800, lr:5.0e-05 ∣ avg_100 : 32016.698698 ∣ critic_nllloss : 26076.176758 ∣ critic_ganloss : -208.027255 ∣ generator_nllloss : 5171.754687 ∣ generator_ganloss : 999.829883 ∣  [  std_z : 0.99  real_sub_fake : 716.38 ]
[  epoch 0018/0040] 2200/4800, lr:5.0e-05 ∣ avg_100 : 32017.784127 ∣ critic_nllloss : 26106.633398 ∣ critic_ganloss : -205.163441 ∣ generator_nllloss : 5248.076563 ∣ generator_ganloss : 1001.139746 ∣     [  std_z : 0.99  real_sub_fake : 713.71 ]
[  epoch 0018/0040] 2210/4800, lr:5.0e-05 ∣ avg_100 : 32019.304352 ∣ critic_nllloss : 26089.162500 ∣ critic_ganloss : -156.126849 ∣ generator_nllloss : 5156.145117 ∣ generator_ganloss : 981.686279 ∣  [  std_z : 1.00  real_sub_fake : 812.00 ]
[  epoch 0018/0040] 2220/4800, lr:5.0e-05 ∣ avg_100 : 32018.149999 ∣ critic_nllloss : 25881.419922 ∣ critic_ganloss : -192.921477 ∣ generator_nllloss : 5138.207422 ∣ generator_ganloss : 1018.668945 ∣     [  std_z : 0.99  real_sub_fake : 608.27 ]
[  epoch 0018/0040] 2230/4800, lr:5.0e-05 ∣ avg_100 : 32018.639966 ∣ critic_nllloss : 26102.228125 ∣ critic_ganloss : -188.731140 ∣ generator_nllloss : 5206.170898 ∣ generator_ganloss : 979.080908 ∣  [  std_z : 0.99  real_sub_fake : 722.17 ]
[  epoch 0018/0040] 2240/4800, lr:5.0e-05 ∣ avg_100 : 32016.722862 ∣ critic_nllloss : 25933.856055 ∣ critic_ganloss : -185.862445 ∣ generator_nllloss : 5217.355078 ∣ generator_ganloss : 998.530908 ∣  [  std_z : 1.00  real_sub_fake : 700.79 ]
[  epoch 0018/0040] 2250/4800, lr:5.0e-05 ∣ avg_100 : 32016.463019 ∣ critic_nllloss : 26114.315234 ∣ critic_ganloss : -186.944260 ∣ generator_nllloss : 5191.936328 ∣ generator_ganloss : 1014.414014 ∣     [  std_z : 0.99  real_sub_fake : 734.73 ]
[  epoch 0018/0040] 2260/4800, lr:5.0e-05 ∣ avg_100 : 32015.487088 ∣ critic_nllloss : 26033.875977 ∣ critic_ganloss : -195.720383 ∣ generator_nllloss : 5116.096875 ∣ generator_ganloss : 1026.868896 ∣     [  std_z : 0.99  real_sub_fake : 617.19 ]
[  epoch 0018/0040] 2270/4800, lr:5.0e-05 ∣ avg_100 : 32014.501914 ∣ critic_nllloss : 25953.359570 ∣ critic_ganloss : -207.926251 ∣ generator_nllloss : 5098.453125 ∣ generator_ganloss : 1004.525439 ∣     [  std_z : 0.99  real_sub_fake : 776.13 ]
[  epoch 0018/0040] 2280/4800, lr:5.0e-05 ∣ avg_100 : 32012.834592 ∣ critic_nllloss : 25864.304688 ∣ critic_ganloss : -231.910023 ∣ generator_nllloss : 5164.289258 ∣ generator_ganloss : 1001.960498 ∣     [  std_z : 1.00  real_sub_fake : 974.20 ]
[  epoch 0018/0040] 2290/4800, lr:5.0e-05 ∣ avg_100 : 32012.490697 ∣ critic_nllloss : 26048.379883 ∣ critic_ganloss : -164.243608 ∣ generator_nllloss : 5204.179492 ∣ generator_ganloss : 996.208105 ∣  [  std_z : 0.99  real_sub_fake : 757.42 ]
[  epoch 0018/0040] 2300/4800, lr:5.0e-05 ∣ avg_100 : 32014.081706 ∣ critic_nllloss : 26098.648438 ∣ critic_ganloss : -183.015910 ∣ generator_nllloss : 5285.342188 ∣ generator_ganloss : 946.814209 ∣  [  std_z : 0.99  real_sub_fake : 613.04 ]
[  epoch 0018/0040] 2310/4800, lr:5.0e-05 ∣ avg_100 : 32013.122430 ∣ critic_nllloss : 25971.723438 ∣ critic_ganloss : -160.003461 ∣ generator_nllloss : 5260.079883 ∣ generator_ganloss : 974.729687 ∣  [  std_z : 0.99  real_sub_fake : 603.56 ]
[  epoch 0018/0040] 2320/4800, lr:5.0e-05 ∣ avg_100 : 32007.851375 ∣ critic_nllloss : 25763.985547 ∣ critic_ganloss : -161.478877 ∣ generator_nllloss : 5137.458203 ∣ generator_ganloss : 970.446191 ∣  [  std_z : 0.99  real_sub_fake : 578.98 ]
[  epoch 0018/0040] 2330/4800, lr:5.0e-05 ∣ avg_100 : 32008.115686 ∣ critic_nllloss : 25968.741406 ∣ critic_ganloss : -174.965366 ∣ generator_nllloss : 5239.550000 ∣ generator_ganloss : 955.406543 ∣  [  std_z : 1.00  real_sub_fake : 729.60 ]
[  epoch 0018/0040] 2340/4800, lr:5.0e-05 ∣ avg_100 : 32005.677844 ∣ critic_nllloss : 25946.563477 ∣ critic_ganloss : -205.752708 ∣ generator_nllloss : 5242.428711 ∣ generator_ganloss : 957.296582 ∣  [  std_z : 0.99  real_sub_fake : 684.79 ]
[  epoch 0018/0040] 2350/4800, lr:5.0e-05 ∣ avg_100 : 32007.026595 ∣ critic_nllloss : 26065.911523 ∣ critic_ganloss : -246.797646 ∣ generator_nllloss : 5198.600195 ∣ generator_ganloss : 954.515479 ∣  [  std_z : 0.97  real_sub_fake : 833.51 ]
[  epoch 0018/0040] 2360/4800, lr:5.0e-05 ∣ avg_100 : 32006.200256 ∣ critic_nllloss : 26050.629883 ∣ critic_ganloss : -234.765080 ∣ generator_nllloss : 5171.745898 ∣ generator_ganloss : 965.921875 ∣  [  std_z : 0.98  real_sub_fake : 806.41 ]
[  epoch 0018/0040] 2370/4800, lr:5.0e-05 ∣ avg_100 : 32007.291997 ∣ critic_nllloss : 26059.652734 ∣ critic_ganloss : -186.364546 ∣ generator_nllloss : 5265.242188 ∣ generator_ganloss : 992.003809 ∣  [  std_z : 1.00  real_sub_fake : 815.48 ]
[  epoch 0018/0040] 2380/4800, lr:5.0e-05 ∣ avg_100 : 32011.424995 ∣ critic_nllloss : 26129.419922 ∣ critic_ganloss : -118.695151 ∣ generator_nllloss : 5299.819922 ∣ generator_ganloss : 1023.466992 ∣     [  std_z : 1.01  real_sub_fake : 520.63 ]
[  epoch 0018/0040] 2390/4800, lr:5.0e-05 ∣ avg_100 : 32012.828611 ∣ critic_nllloss : 25978.238086 ∣ critic_ganloss : -223.041139 ∣ generator_nllloss : 5192.021875 ∣ generator_ganloss : 981.663281 ∣  [  std_z : 1.00  real_sub_fake : 714.16 ]
[  epoch 0018/0040] 2400/4800, lr:5.0e-05 ∣ avg_100 : 32011.867730 ∣ critic_nllloss : 25977.910352 ∣ critic_ganloss : -261.976868 ∣ generator_nllloss : 5216.261328 ∣ generator_ganloss : 998.456885 ∣  [  std_z : 0.98  real_sub_fake : 910.65 ]
[  epoch 0018/0040] 2410/4800, lr:5.0e-05 ∣ avg_100 : 32015.526997 ∣ critic_nllloss : 26135.330859 ∣ critic_ganloss : -277.064694 ∣ generator_nllloss : 5224.044336 ∣ generator_ganloss : 967.877002 ∣  [  std_z : 0.99  real_sub_fake : 1161.64 ]
[  epoch 0018/0040] 2420/4800, lr:5.0e-05 ∣ avg_100 : 32015.785025 ∣ critic_nllloss : 26102.441602 ∣ critic_ganloss : -234.621622 ∣ generator_nllloss : 5248.154883 ∣ generator_ganloss : 988.596289 ∣  [  std_z : 0.99  real_sub_fake : 856.03 ]
[  epoch 0018/0040] 2430/4800, lr:5.0e-05 ∣ avg_100 : 32014.976897 ∣ critic_nllloss : 25946.051953 ∣ critic_ganloss : -203.072086 ∣ generator_nllloss : 5206.990234 ∣ generator_ganloss : 956.994678 ∣  [  std_z : 0.99  real_sub_fake : 848.34 ]
[  epoch 0018/0040] 2440/4800, lr:5.0e-05 ∣ avg_100 : 32013.558061 ∣ critic_nllloss : 26007.126172 ∣ critic_ganloss : -214.474901 ∣ generator_nllloss : 5140.510938 ∣ generator_ganloss : 981.676660 ∣  [  std_z : 0.99  real_sub_fake : 680.95 ]
[  epoch 0018/0040] 2450/4800, lr:5.0e-05 ∣ avg_100 : 32016.510344 ∣ critic_nllloss : 26091.972070 ∣ critic_ganloss : -183.259917 ∣ generator_nllloss : 5240.718555 ∣ generator_ganloss : 965.165918 ∣  [  std_z : 0.99  real_sub_fake : 771.83 ]
[  epoch 0018/0040] 2460/4800, lr:5.0e-05 ∣ avg_100 : 32020.323188 ∣ critic_nllloss : 26150.377930 ∣ critic_ganloss : -173.888330 ∣ generator_nllloss : 5264.057031 ∣ generator_ganloss : 980.847949 ∣  [  std_z : 1.00  real_sub_fake : 650.10 ]
[  epoch 0018/0040] 2470/4800, lr:5.0e-05 ∣ avg_100 : 32019.819853 ∣ critic_nllloss : 25914.895117 ∣ critic_ganloss : -160.532094 ∣ generator_nllloss : 5190.599609 ∣ generator_ganloss : 969.520313 ∣  [  std_z : 1.00  real_sub_fake : 685.68 ]
[  epoch 0018/0040] 2480/4800, lr:5.0e-05 ∣ avg_100 : 32017.466087 ∣ critic_nllloss : 25928.626563 ∣ critic_ganloss : -186.607265 ∣ generator_nllloss : 5200.331250 ∣ generator_ganloss : 960.789355 ∣  [  std_z : 0.99  real_sub_fake : 735.45 ]
[  epoch 0018/0040] 2490/4800, lr:5.0e-05 ∣ avg_100 : 32012.081863 ∣ critic_nllloss : 25782.958008 ∣ critic_ganloss : -209.993961 ∣ generator_nllloss : 5060.511133 ∣ generator_ganloss : 979.211768 ∣  [  std_z : 0.99  real_sub_fake : 749.33 ]
[  epoch 0018/0040] 2500/4800, lr:5.0e-05 ∣ avg_100 : 32009.483656 ∣ critic_nllloss : 25948.507031 ∣ critic_ganloss : -219.940955 ∣ generator_nllloss : 5216.219141 ∣ generator_ganloss : 957.607715 ∣  [  std_z : 0.99  real_sub_fake : 749.02 ]
[  epoch 0018/0040] 2510/4800, lr:5.0e-05 ∣ avg_100 : 32010.341575 ∣ critic_nllloss : 25996.838281 ∣ critic_ganloss : -157.226991 ∣ generator_nllloss : 5187.819141 ∣ generator_ganloss : 995.514063 ∣  [  std_z : 1.00  real_sub_fake : 669.14 ]
[  epoch 0018/0040] 2520/4800, lr:5.0e-05 ∣ avg_100 : 32016.765126 ∣ critic_nllloss : 26319.551758 ∣ critic_ganloss : -203.117192 ∣ generator_nllloss : 5366.309180 ∣ generator_ganloss : 967.157129 ∣  [  std_z : 1.01  real_sub_fake : 686.22 ]
[  epoch 0018/0040] 2530/4800, lr:5.0e-05 ∣ avg_100 : 32017.410150 ∣ critic_nllloss : 25954.316992 ∣ critic_ganloss : -221.523819 ∣ generator_nllloss : 5227.461719 ∣ generator_ganloss : 970.134570 ∣  [  std_z : 0.99  real_sub_fake : 734.53 ]
[  epoch 0018/0040] 2540/4800, lr:5.0e-05 ∣ avg_100 : 32017.713328 ∣ critic_nllloss : 26124.953906 ∣ critic_ganloss : -212.867331 ∣ generator_nllloss : 5233.202148 ∣ generator_ganloss : 966.278711 ∣  [  std_z : 0.99  real_sub_fake : 858.17 ]
[  epoch 0018/0040] 2550/4800, lr:5.0e-05 ∣ avg_100 : 32016.360500 ∣ critic_nllloss : 26014.740039 ∣ critic_ganloss : -300.497556 ∣ generator_nllloss : 5188.852148 ∣ generator_ganloss : 969.446777 ∣  [  std_z : 0.98  real_sub_fake : 945.68 ]
[  epoch 0018/0040] 2560/4800, lr:5.0e-05 ∣ avg_100 : 32018.300080 ∣ critic_nllloss : 26100.252148 ∣ critic_ganloss : -173.986900 ∣ generator_nllloss : 5261.587305 ∣ generator_ganloss : 1015.879395 ∣     [  std_z : 0.98  real_sub_fake : 747.97 ]
[  epoch 0018/0040] 2570/4800, lr:5.0e-05 ∣ avg_100 : 32021.618516 ∣ critic_nllloss : 26247.708984 ∣ critic_ganloss : -166.819266 ∣ generator_nllloss : 5276.300391 ∣ generator_ganloss : 998.783887 ∣  [  std_z : 0.99  real_sub_fake : 744.47 ]
[  epoch 0018/0040] 2580/4800, lr:5.0e-05 ∣ avg_100 : 32020.944414 ∣ critic_nllloss : 26047.551367 ∣ critic_ganloss : -152.201582 ∣ generator_nllloss : 5147.463867 ∣ generator_ganloss : 983.339600 ∣  [  std_z : 1.00  real_sub_fake : 523.36 ]
[  epoch 0018/0040] 2590/4800, lr:5.0e-05 ∣ avg_100 : 32025.812896 ∣ critic_nllloss : 26257.917578 ∣ critic_ganloss : -160.358703 ∣ generator_nllloss : 5235.312891 ∣ generator_ganloss : 993.978516 ∣  [  std_z : 1.00  real_sub_fake : 602.41 ]
[  epoch 0018/0040] 2600/4800, lr:5.0e-05 ∣ avg_100 : 32018.731494 ∣ critic_nllloss : 25792.178711 ∣ critic_ganloss : -193.817276 ∣ generator_nllloss : 5173.793555 ∣ generator_ganloss : 993.869531 ∣  [  std_z : 1.00  real_sub_fake : 634.66 ]
[  epoch 0018/0040] 2610/4800, lr:5.0e-05 ∣ avg_100 : 32018.752772 ∣ critic_nllloss : 25953.563281 ∣ critic_ganloss : -184.825078 ∣ generator_nllloss : 5204.713477 ∣ generator_ganloss : 1024.398828 ∣     [  std_z : 0.99  real_sub_fake : 700.69 ]
[  epoch 0018/0040] 2620/4800, lr:5.0e-05 ∣ avg_100 : 32019.786817 ∣ critic_nllloss : 26085.247070 ∣ critic_ganloss : -281.981778 ∣ generator_nllloss : 5219.040820 ∣ generator_ganloss : 979.020361 ∣  [  std_z : 1.00  real_sub_fake : 904.76 ]
[  epoch 0018/0040] 2630/4800, lr:5.0e-05 ∣ avg_100 : 32019.852423 ∣ critic_nllloss : 25966.315625 ∣ critic_ganloss : -219.325941 ∣ generator_nllloss : 5015.795117 ∣ generator_ganloss : 999.090479 ∣  [  std_z : 0.99  real_sub_fake : 950.73 ]
[  epoch 0018/0040] 2640/4800, lr:5.0e-05 ∣ avg_100 : 32019.627858 ∣ critic_nllloss : 26053.808789 ∣ critic_ganloss : -201.925735 ∣ generator_nllloss : 5146.536328 ∣ generator_ganloss : 1006.442041 ∣     [  std_z : 1.00  real_sub_fake : 808.13 ]
[  epoch 0018/0040] 2650/4800, lr:5.0e-05 ∣ avg_100 : 32019.511704 ∣ critic_nllloss : 25960.792578 ∣ critic_ganloss : -148.917302 ∣ generator_nllloss : 5139.772852 ∣ generator_ganloss : 1016.619092 ∣     [  std_z : 1.00  real_sub_fake : 605.32 ]
[  epoch 0018/0040] 2660/4800, lr:5.0e-05 ∣ avg_100 : 32021.593846 ∣ critic_nllloss : 26007.409570 ∣ critic_ganloss : -200.423521 ∣ generator_nllloss : 5211.682031 ∣ generator_ganloss : 970.975391 ∣  [  std_z : 0.98  real_sub_fake : 704.99 ]
[  epoch 0018/0040] 2670/4800, lr:5.0e-05 ∣ avg_100 : 32023.026216 ∣ critic_nllloss : 26182.779102 ∣ critic_ganloss : -206.005501 ∣ generator_nllloss : 5289.962695 ∣ generator_ganloss : 997.847461 ∣  [  std_z : 0.98  real_sub_fake : 776.40 ]
[  epoch 0018/0040] 2680/4800, lr:5.0e-05 ∣ avg_100 : 32023.964551 ∣ critic_nllloss : 26012.296094 ∣ critic_ganloss : -171.070100 ∣ generator_nllloss : 5182.275781 ∣ generator_ganloss : 949.697803 ∣  [  std_z : 0.98  real_sub_fake : 802.79 ]
[  epoch 0018/0040] 2690/4800, lr:5.0e-05 ∣ avg_100 : 32026.291158 ∣ critic_nllloss : 26206.280469 ∣ critic_ganloss : -197.179770 ∣ generator_nllloss : 5197.452344 ∣ generator_ganloss : 966.841699 ∣  [  std_z : 0.99  real_sub_fake : 693.70 ]
[  epoch 0018/0040] 2700/4800, lr:5.0e-05 ∣ avg_100 : 32026.766784 ∣ critic_nllloss : 26032.877930 ∣ critic_ganloss : -200.225372 ∣ generator_nllloss : 5252.215820 ∣ generator_ganloss : 962.618896 ∣  [  std_z : 0.99  real_sub_fake : 644.06 ]
[  epoch 0018/0040] 2710/4800, lr:5.0e-05 ∣ avg_100 : 32020.020303 ∣ critic_nllloss : 25773.768945 ∣ critic_ganloss : -212.892284 ∣ generator_nllloss : 5191.167383 ∣ generator_ganloss : 930.622510 ∣  [  std_z : 0.98  real_sub_fake : 857.84 ]
[  epoch 0018/0040] 2720/4800, lr:5.0e-05 ∣ avg_100 : 32018.119059 ∣ critic_nllloss : 25952.143750 ∣ critic_ganloss : -200.393274 ∣ generator_nllloss : 5205.415625 ∣ generator_ganloss : 991.939746 ∣  [  std_z : 0.98  real_sub_fake : 775.73 ]
[  epoch 0018/0040] 2730/4800, lr:5.0e-05 ∣ avg_100 : 32022.209336 ∣ critic_nllloss : 26096.165625 ∣ critic_ganloss : -181.192984 ∣ generator_nllloss : 5273.618359 ∣ generator_ganloss : 976.606836 ∣  [  std_z : 0.99  real_sub_fake : 746.86 ]
[  epoch 0018/0040] 2740/4800, lr:5.0e-05 ∣ avg_100 : 32021.540138 ∣ critic_nllloss : 25981.489258 ∣ critic_ganloss : -189.773225 ∣ generator_nllloss : 5157.559570 ∣ generator_ganloss : 966.498145 ∣  [  std_z : 1.00  real_sub_fake : 620.04 ]
[  epoch 0018/0040] 2750/4800, lr:5.0e-05 ∣ avg_100 : 32023.443256 ∣ critic_nllloss : 26275.428320 ∣ critic_ganloss : -216.425780 ∣ generator_nllloss : 5306.211719 ∣ generator_ganloss : 965.261328 ∣  [  std_z : 1.00  real_sub_fake : 757.79 ]
[  epoch 0018/0040] 2760/4800, lr:5.0e-05 ∣ avg_100 : 32023.136357 ∣ critic_nllloss : 26093.807422 ∣ critic_ganloss : -179.932088 ∣ generator_nllloss : 5233.828906 ∣ generator_ganloss : 981.960645 ∣  [  std_z : 0.98  real_sub_fake : 810.97 ]
[  epoch 0018/0040] 2770/4800, lr:5.0e-05 ∣ avg_100 : 32024.684349 ∣ critic_nllloss : 26201.286914 ∣ critic_ganloss : -222.547493 ∣ generator_nllloss : 5289.127734 ∣ generator_ganloss : 953.331445 ∣  [  std_z : 0.97  real_sub_fake : 770.01 ]
[  epoch 0018/0040] 2780/4800, lr:5.0e-05 ∣ avg_100 : 32023.377915 ∣ critic_nllloss : 26113.191211 ∣ critic_ganloss : -241.674870 ∣ generator_nllloss : 5268.058203 ∣ generator_ganloss : 970.860059 ∣  [  std_z : 0.99  real_sub_fake : 781.66 ]
[  epoch 0018/0040] 2790/4800, lr:5.0e-05 ∣ avg_100 : 32029.494701 ∣ critic_nllloss : 26250.016406 ∣ critic_ganloss : -202.040218 ∣ generator_nllloss : 5232.998633 ∣ generator_ganloss : 959.827881 ∣  [  std_z : 1.00  real_sub_fake : 880.04 ]
[  epoch 0018/0040] 2800/4800, lr:5.0e-05 ∣ avg_100 : 32029.871552 ∣ critic_nllloss : 26136.031641 ∣ critic_ganloss : -250.055811 ∣ generator_nllloss : 5173.813672 ∣ generator_ganloss : 964.956152 ∣  [  std_z : 1.00  real_sub_fake : 925.43 ]
[  epoch 0018/0040] 2810/4800, lr:5.0e-05 ∣ avg_100 : 32028.083125 ∣ critic_nllloss : 25914.249414 ∣ critic_ganloss : -176.224019 ∣ generator_nllloss : 5170.397461 ∣ generator_ganloss : 965.903467 ∣  [  std_z : 1.00  real_sub_fake : 769.14 ]
[  epoch 0018/0040] 2820/4800, lr:5.0e-05 ∣ avg_100 : 32032.895829 ∣ critic_nllloss : 26175.008984 ∣ critic_ganloss : -152.349726 ∣ generator_nllloss : 5224.687500 ∣ generator_ganloss : 1019.391113 ∣     [  std_z : 0.99  real_sub_fake : 556.93 ]
[  epoch 0018/0040] 2830/4800, lr:5.0e-05 ∣ avg_100 : 32033.044765 ∣ critic_nllloss : 25866.554883 ∣ critic_ganloss : -199.347946 ∣ generator_nllloss : 5224.138281 ∣ generator_ganloss : 973.970020 ∣  [  std_z : 0.99  real_sub_fake : 603.49 ]
[  epoch 0018/0040] 2840/4800, lr:5.0e-05 ∣ avg_100 : 32029.674545 ∣ critic_nllloss : 25846.872266 ∣ critic_ganloss : -184.278867 ∣ generator_nllloss : 5166.984766 ∣ generator_ganloss : 1006.967334 ∣     [  std_z : 0.98  real_sub_fake : 677.51 ]
[  epoch 0018/0040] 2850/4800, lr:5.0e-05 ∣ avg_100 : 32032.932081 ∣ critic_nllloss : 26139.499805 ∣ critic_ganloss : -181.585239 ∣ generator_nllloss : 5307.460547 ∣ generator_ganloss : 986.759473 ∣  [  std_z : 0.98  real_sub_fake : 770.91 ]
[  epoch 0018/0040] 2860/4800, lr:5.0e-05 ∣ avg_100 : 32031.991784 ∣ critic_nllloss : 25975.256250 ∣ critic_ganloss : -206.057573 ∣ generator_nllloss : 5132.769336 ∣ generator_ganloss : 993.318799 ∣  [  std_z : 0.99  real_sub_fake : 668.99 ]
[  epoch 0018/0040] 2870/4800, lr:5.0e-05 ∣ avg_100 : 32032.314490 ∣ critic_nllloss : 26010.807031 ∣ critic_ganloss : -142.516812 ∣ generator_nllloss : 5180.839648 ∣ generator_ganloss : 1001.188574 ∣     [  std_z : 1.00  real_sub_fake : 585.66 ]
[  epoch 0018/0040] 2880/4800, lr:5.0e-05 ∣ avg_100 : 32032.431885 ∣ critic_nllloss : 25866.291992 ∣ critic_ganloss : -161.744934 ∣ generator_nllloss : 5205.680664 ∣ generator_ganloss : 1013.501270 ∣     [  std_z : 1.00  real_sub_fake : 638.78 ]
[  epoch 0018/0040] 2890/4800, lr:5.0e-05 ∣ avg_100 : 32030.843595 ∣ critic_nllloss : 26146.116797 ∣ critic_ganloss : -183.879094 ∣ generator_nllloss : 5236.370313 ∣ generator_ganloss : 1010.817139 ∣     [  std_z : 0.98  real_sub_fake : 761.08 ]
[  epoch 0018/0040] 2900/4800, lr:5.0e-05 ∣ avg_100 : 32031.992225 ∣ critic_nllloss : 26029.417969 ∣ critic_ganloss : -197.417497 ∣ generator_nllloss : 5164.173242 ∣ generator_ganloss : 983.746191 ∣  [  std_z : 0.98  real_sub_fake : 658.70 ]
[  epoch 0018/0040] 2910/4800, lr:5.0e-05 ∣ avg_100 : 32032.124704 ∣ critic_nllloss : 26018.547461 ∣ critic_ganloss : -204.582204 ∣ generator_nllloss : 5178.127734 ∣ generator_ganloss : 984.829492 ∣  [  std_z : 0.99  real_sub_fake : 902.03 ]
[  epoch 0018/0040] 2920/4800, lr:5.0e-05 ∣ avg_100 : 32031.701051 ∣ critic_nllloss : 26079.305469 ∣ critic_ganloss : -231.921460 ∣ generator_nllloss : 5164.651563 ∣ generator_ganloss : 978.488184 ∣  [  std_z : 1.00  real_sub_fake : 896.74 ]
[  epoch 0018/0040] 2930/4800, lr:5.0e-05 ∣ avg_100 : 32030.288344 ∣ critic_nllloss : 25938.267188 ∣ critic_ganloss : -200.689226 ∣ generator_nllloss : 5245.411328 ∣ generator_ganloss : 973.565332 ∣  [  std_z : 0.99  real_sub_fake : 732.73 ]
[  epoch 0018/0040] 2940/4800, lr:5.0e-05 ∣ avg_100 : 32030.011133 ∣ critic_nllloss : 26125.682227 ∣ critic_ganloss : -206.388638 ∣ generator_nllloss : 5168.395703 ∣ generator_ganloss : 949.283496 ∣  [  std_z : 1.00  real_sub_fake : 758.36 ]
[  epoch 0018/0040] 2950/4800, lr:5.0e-05 ∣ avg_100 : 32032.677782 ∣ critic_nllloss : 26137.218359 ∣ critic_ganloss : -153.312453 ∣ generator_nllloss : 5180.660937 ∣ generator_ganloss : 966.472998 ∣  [  std_z : 0.99  real_sub_fake : 575.96 ]
[  epoch 0018/0040] 2960/4800, lr:5.0e-05 ∣ avg_100 : 32029.709594 ∣ critic_nllloss : 26081.097266 ∣ critic_ganloss : -195.452016 ∣ generator_nllloss : 5260.246875 ∣ generator_ganloss : 948.768164 ∣  [  std_z : 0.98  real_sub_fake : 775.26 ]
[  epoch 0018/0040] 2970/4800, lr:5.0e-05 ∣ avg_100 : 32027.146218 ∣ critic_nllloss : 25982.584180 ∣ critic_ganloss : -258.198674 ∣ generator_nllloss : 5194.204883 ∣ generator_ganloss : 973.182520 ∣  [  std_z : 0.98  real_sub_fake : 921.15 ]
[  epoch 0018/0040] 2980/4800, lr:5.0e-05 ∣ avg_100 : 32026.699770 ∣ critic_nllloss : 25871.867578 ∣ critic_ganloss : -235.611157 ∣ generator_nllloss : 5162.276758 ∣ generator_ganloss : 984.953076 ∣  [  std_z : 1.00  real_sub_fake : 845.55 ]
[  epoch 0018/0040] 2990/4800, lr:5.0e-05 ∣ avg_100 : 32026.429971 ∣ critic_nllloss : 26114.468945 ∣ critic_ganloss : -209.198982 ∣ generator_nllloss : 5179.995508 ∣ generator_ganloss : 988.306982 ∣  [  std_z : 1.00  real_sub_fake : 824.39 ]
[  epoch 0018/0040] 3000/4800, lr:5.0e-05 ∣ avg_100 : 32025.497176 ∣ critic_nllloss : 25749.452148 ∣ critic_ganloss : -177.392316 ∣ generator_nllloss : 5155.022266 ∣ generator_ganloss : 1002.666357 ∣     [  std_z : 1.00  real_sub_fake : 562.50 ]
[  epoch 0018/0040] 3010/4800, lr:5.0e-05 ∣ avg_100 : 32024.594916 ∣ critic_nllloss : 26103.984180 ∣ critic_ganloss : -215.238791 ∣ generator_nllloss : 5218.239844 ∣ generator_ganloss : 979.827588 ∣  [  std_z : 0.98  real_sub_fake : 739.58 ]
[  epoch 0018/0040] 3020/4800, lr:5.0e-05 ∣ avg_100 : 32027.445933 ∣ critic_nllloss : 26244.685156 ∣ critic_ganloss : -189.444633 ∣ generator_nllloss : 5285.553906 ∣ generator_ganloss : 982.742969 ∣  [  std_z : 0.98  real_sub_fake : 837.12 ]
[  epoch 0018/0040] 3030/4800, lr:5.0e-05 ∣ avg_100 : 32028.433561 ∣ critic_nllloss : 25958.751367 ∣ critic_ganloss : -248.817685 ∣ generator_nllloss : 5238.804883 ∣ generator_ganloss : 952.770264 ∣  [  std_z : 0.99  real_sub_fake : 852.53 ]
[  epoch 0018/0040] 3040/4800, lr:5.0e-05 ∣ avg_100 : 32025.768784 ∣ critic_nllloss : 25871.546484 ∣ critic_ganloss : -181.520651 ∣ generator_nllloss : 5189.992773 ∣ generator_ganloss : 965.207813 ∣  [  std_z : 1.00  real_sub_fake : 827.35 ]
[  epoch 0018/0040] 3050/4800, lr:5.0e-05 ∣ avg_100 : 32026.281464 ∣ critic_nllloss : 26020.732617 ∣ critic_ganloss : -179.782950 ∣ generator_nllloss : 5294.036719 ∣ generator_ganloss : 966.031592 ∣  [  std_z : 0.99  real_sub_fake : 822.65 ]
[  epoch 0018/0040] 3060/4800, lr:5.0e-05 ∣ avg_100 : 32022.833351 ∣ critic_nllloss : 25976.715234 ∣ critic_ganloss : -181.540472 ∣ generator_nllloss : 5165.869141 ∣ generator_ganloss : 941.359082 ∣  [  std_z : 0.99  real_sub_fake : 655.27 ]
[  epoch 0018/0040] 3070/4800, lr:5.0e-05 ∣ avg_100 : 32022.533927 ∣ critic_nllloss : 26076.127539 ∣ critic_ganloss : -179.841055 ∣ generator_nllloss : 5188.093555 ∣ generator_ganloss : 941.756641 ∣  [  std_z : 0.98  real_sub_fake : 580.33 ]
[  epoch 0018/0040] 3080/4800, lr:5.0e-05 ∣ avg_100 : 32022.377786 ∣ critic_nllloss : 25927.139844 ∣ critic_ganloss : -128.291315 ∣ generator_nllloss : 5135.584375 ∣ generator_ganloss : 955.899023 ∣  [  std_z : 0.98  real_sub_fake : 572.74 ]
[  epoch 0018/0040] 3090/4800, lr:5.0e-05 ∣ avg_100 : 32020.217610 ∣ critic_nllloss : 25969.391016 ∣ critic_ganloss : -209.706143 ∣ generator_nllloss : 5120.054688 ∣ generator_ganloss : 943.793652 ∣  [  std_z : 1.00  real_sub_fake : 638.88 ]
[  epoch 0018/0040] 3100/4800, lr:5.0e-05 ∣ avg_100 : 32022.991587 ∣ critic_nllloss : 26202.426953 ∣ critic_ganloss : -210.981557 ∣ generator_nllloss : 5259.360352 ∣ generator_ganloss : 955.809277 ∣  [  std_z : 1.00  real_sub_fake : 786.92 ]
[  epoch 0018/0040] 3110/4800, lr:5.0e-05 ∣ avg_100 : 32024.810967 ∣ critic_nllloss : 26235.282813 ∣ critic_ganloss : -229.363287 ∣ generator_nllloss : 5265.081641 ∣ generator_ganloss : 971.801563 ∣  [  std_z : 1.00  real_sub_fake : 856.26 ]
[  epoch 0018/0040] 3120/4800, lr:5.0e-05 ∣ avg_100 : 32024.062206 ∣ critic_nllloss : 25931.411719 ∣ critic_ganloss : -160.604465 ∣ generator_nllloss : 5175.343750 ∣ generator_ganloss : 983.643164 ∣  [  std_z : 0.99  real_sub_fake : 623.68 ]
[  epoch 0018/0040] 3130/4800, lr:5.0e-05 ∣ avg_100 : 32022.798802 ∣ critic_nllloss : 25885.981445 ∣ critic_ganloss : -154.672636 ∣ generator_nllloss : 5168.056836 ∣ generator_ganloss : 965.253027 ∣  [  std_z : 0.98  real_sub_fake : 644.00 ]
[  epoch 0018/0040] 3140/4800, lr:5.0e-05 ∣ avg_100 : 32022.939991 ∣ critic_nllloss : 26245.916016 ∣ critic_ganloss : -217.153123 ∣ generator_nllloss : 5207.516211 ∣ generator_ganloss : 948.875635 ∣  [  std_z : 0.99  real_sub_fake : 752.45 ]
[  epoch 0018/0040] 3150/4800, lr:5.0e-05 ∣ avg_100 : 32020.938673 ∣ critic_nllloss : 26061.014844 ∣ critic_ganloss : -168.458740 ∣ generator_nllloss : 5190.878516 ∣ generator_ganloss : 940.819727 ∣  [  std_z : 1.00  real_sub_fake : 714.84 ]
[  epoch 0018/0040] 3160/4800, lr:5.0e-05 ∣ avg_100 : 32023.383121 ∣ critic_nllloss : 26102.961328 ∣ critic_ganloss : -168.213542 ∣ generator_nllloss : 5183.434375 ∣ generator_ganloss : 977.976904 ∣  [  std_z : 1.01  real_sub_fake : 550.12 ]
[  epoch 0018/0040] 3170/4800, lr:5.0e-05 ∣ avg_100 : 32020.034699 ∣ critic_nllloss : 25868.444531 ∣ critic_ganloss : -182.524838 ∣ generator_nllloss : 5286.782617 ∣ generator_ganloss : 917.321484 ∣  [  std_z : 1.00  real_sub_fake : 773.37 ]
[  epoch 0018/0040] 3180/4800, lr:5.0e-05 ∣ avg_100 : 32021.189061 ∣ critic_nllloss : 26133.929102 ∣ critic_ganloss : -172.883506 ∣ generator_nllloss : 5242.505859 ∣ generator_ganloss : 992.988135 ∣  [  std_z : 0.99  real_sub_fake : 627.06 ]
[  epoch 0018/0040] 3190/4800, lr:5.0e-05 ∣ avg_100 : 32022.486594 ∣ critic_nllloss : 26200.837695 ∣ critic_ganloss : -196.623653 ∣ generator_nllloss : 5227.332812 ∣ generator_ganloss : 937.940527 ∣  [  std_z : 0.98  real_sub_fake : 711.11 ]
[  epoch 0018/0040] 3200/4800, lr:5.0e-05 ∣ avg_100 : 32021.113826 ∣ critic_nllloss : 25945.617383 ∣ critic_ganloss : -170.879645 ∣ generator_nllloss : 5268.593164 ∣ generator_ganloss : 970.078564 ∣  [  std_z : 0.98  real_sub_fake : 611.08 ]
[  epoch 0018/0040] 3210/4800, lr:5.0e-05 ∣ avg_100 : 32019.170154 ∣ critic_nllloss : 25940.412500 ∣ critic_ganloss : -168.770699 ∣ generator_nllloss : 5156.645312 ∣ generator_ganloss : 948.212695 ∣  [  std_z : 0.99  real_sub_fake : 618.70 ]
[  epoch 0018/0040] 3220/4800, lr:5.0e-05 ∣ avg_100 : 32020.546846 ∣ critic_nllloss : 25977.716211 ∣ critic_ganloss : -155.936440 ∣ generator_nllloss : 5203.652930 ∣ generator_ganloss : 957.611328 ∣  [  std_z : 1.00  real_sub_fake : 582.69 ]
[  epoch 0018/0040] 3230/4800, lr:5.0e-05 ∣ avg_100 : 32020.174016 ∣ critic_nllloss : 26017.040234 ∣ critic_ganloss : -199.653581 ∣ generator_nllloss : 5289.053516 ∣ generator_ganloss : 955.025586 ∣  [  std_z : 1.00  real_sub_fake : 656.72 ]
[  epoch 0018/0040] 3240/4800, lr:5.0e-05 ∣ avg_100 : 32019.501071 ∣ critic_nllloss : 25890.599609 ∣ critic_ganloss : -217.372775 ∣ generator_nllloss : 5246.194531 ∣ generator_ganloss : 977.163770 ∣  [  std_z : 0.99  real_sub_fake : 786.17 ]
[  epoch 0018/0040] 3250/4800, lr:5.0e-05 ∣ avg_100 : 32018.464425 ∣ critic_nllloss : 26007.246680 ∣ critic_ganloss : -208.592409 ∣ generator_nllloss : 5247.663672 ∣ generator_ganloss : 983.738770 ∣  [  std_z : 0.98  real_sub_fake : 798.65 ]
[  epoch 0018/0040] 3260/4800, lr:5.0e-05 ∣ avg_100 : 32018.160158 ∣ critic_nllloss : 26014.606250 ∣ critic_ganloss : -228.447472 ∣ generator_nllloss : 5186.557813 ∣ generator_ganloss : 977.978027 ∣  [  std_z : 0.98  real_sub_fake : 841.95 ]
[  epoch 0018/0040] 3270/4800, lr:5.0e-05 ∣ avg_100 : 32022.621325 ∣ critic_nllloss : 26220.792187 ∣ critic_ganloss : -150.184842 ∣ generator_nllloss : 5198.983789 ∣ generator_ganloss : 1024.937500 ∣     [  std_z : 1.00  real_sub_fake : 686.25 ]
[  epoch 0018/0040] 3280/4800, lr:5.0e-05 ∣ avg_100 : 32026.043779 ∣ critic_nllloss : 26123.515430 ∣ critic_ganloss : -198.399333 ∣ generator_nllloss : 5218.112500 ∣ generator_ganloss : 997.661230 ∣  [  std_z : 1.00  real_sub_fake : 565.12 ]
[  epoch 0018/0040] 3290/4800, lr:5.0e-05 ∣ avg_100 : 32024.904541 ∣ critic_nllloss : 26014.969531 ∣ critic_ganloss : -182.356137 ∣ generator_nllloss : 5176.682422 ∣ generator_ganloss : 961.304199 ∣  [  std_z : 1.00  real_sub_fake : 938.53 ]
[  epoch 0018/0040] 3300/4800, lr:5.0e-05 ∣ avg_100 : 32023.665381 ∣ critic_nllloss : 26024.583008 ∣ critic_ganloss : -165.675859 ∣ generator_nllloss : 5163.704883 ∣ generator_ganloss : 1001.260889 ∣     [  std_z : 0.99  real_sub_fake : 548.64 ]
[  epoch 0018/0040] 3310/4800, lr:5.0e-05 ∣ avg_100 : 32020.525209 ∣ critic_nllloss : 25858.439844 ∣ critic_ganloss : -183.391766 ∣ generator_nllloss : 5118.037891 ∣ generator_ganloss : 939.426465 ∣  [  std_z : 0.99  real_sub_fake : 669.48 ]
[  epoch 0018/0040] 3320/4800, lr:5.0e-05 ∣ avg_100 : 32023.484372 ∣ critic_nllloss : 26014.917383 ∣ critic_ganloss : -166.914482 ∣ generator_nllloss : 5187.095312 ∣ generator_ganloss : 971.229150 ∣  [  std_z : 0.99  real_sub_fake : 605.26 ]
[  epoch 0018/0040] 3330/4800, lr:5.0e-05 ∣ avg_100 : 32022.635082 ∣ critic_nllloss : 25809.017969 ∣ critic_ganloss : -135.715807 ∣ generator_nllloss : 5266.693555 ∣ generator_ganloss : 963.807861 ∣  [  std_z : 0.99  real_sub_fake : 592.07 ]
[  epoch 0018/0040] 3340/4800, lr:5.0e-05 ∣ avg_100 : 32024.677937 ∣ critic_nllloss : 26042.891016 ∣ critic_ganloss : -149.702475 ∣ generator_nllloss : 5271.358398 ∣ generator_ganloss : 980.274609 ∣  [  std_z : 1.00  real_sub_fake : 535.47 ]
[  epoch 0018/0040] 3350/4800, lr:5.0e-05 ∣ avg_100 : 32026.950288 ∣ critic_nllloss : 26147.546875 ∣ critic_ganloss : -136.521796 ∣ generator_nllloss : 5222.513672 ∣ generator_ganloss : 965.925879 ∣  [  std_z : 1.00  real_sub_fake : 517.61 ]
[  epoch 0018/0040] 3360/4800, lr:5.0e-05 ∣ avg_100 : 32027.927907 ∣ critic_nllloss : 26123.052734 ∣ critic_ganloss : -223.381718 ∣ generator_nllloss : 5211.647656 ∣ generator_ganloss : 939.975781 ∣  [  std_z : 0.99  real_sub_fake : 715.47 ]
[  epoch 0018/0040] 3370/4800, lr:5.0e-05 ∣ avg_100 : 32026.500982 ∣ critic_nllloss : 26060.665625 ∣ critic_ganloss : -210.113429 ∣ generator_nllloss : 5188.591406 ∣ generator_ganloss : 948.698145 ∣  [  std_z : 1.00  real_sub_fake : 812.34 ]
[  epoch 0018/0040] 3380/4800, lr:5.0e-05 ∣ avg_100 : 32024.238628 ∣ critic_nllloss : 26121.788477 ∣ critic_ganloss : -192.586545 ∣ generator_nllloss : 5239.231641 ∣ generator_ganloss : 939.342627 ∣  [  std_z : 1.00  real_sub_fake : 822.80 ]
[  epoch 0018/0040] 3390/4800, lr:5.0e-05 ∣ avg_100 : 32024.198858 ∣ critic_nllloss : 25870.621680 ∣ critic_ganloss : -158.319246 ∣ generator_nllloss : 5247.414453 ∣ generator_ganloss : 965.188281 ∣  [  std_z : 0.99  real_sub_fake : 551.21 ]
[  epoch 0018/0040] 3400/4800, lr:5.0e-05 ∣ avg_100 : 32023.726356 ∣ critic_nllloss : 25848.041602 ∣ critic_ganloss : -150.734629 ∣ generator_nllloss : 5242.344922 ∣ generator_ganloss : 943.749609 ∣  [  std_z : 0.98  real_sub_fake : 575.95 ]
[  epoch 0018/0040] 3410/4800, lr:5.0e-05 ∣ avg_100 : 32022.679129 ∣ critic_nllloss : 26011.228320 ∣ critic_ganloss : -190.936113 ∣ generator_nllloss : 5171.980273 ∣ generator_ganloss : 953.192285 ∣  [  std_z : 0.99  real_sub_fake : 675.10 ]
[  epoch 0018/0040] 3420/4800, lr:5.0e-05 ∣ avg_100 : 32021.509496 ∣ critic_nllloss : 25925.085547 ∣ critic_ganloss : -181.179413 ∣ generator_nllloss : 5302.185938 ∣ generator_ganloss : 941.515771 ∣  [  std_z : 1.00  real_sub_fake : 766.47 ]
[  epoch 0018/0040] 3430/4800, lr:5.0e-05 ∣ avg_100 : 32021.347583 ∣ critic_nllloss : 25993.299219 ∣ critic_ganloss : -256.349478 ∣ generator_nllloss : 5215.181055 ∣ generator_ganloss : 938.642725 ∣  [  std_z : 1.00  real_sub_fake : 814.95 ]
[  epoch 0018/0040] 3440/4800, lr:5.0e-05 ∣ avg_100 : 32023.977958 ∣ critic_nllloss : 26135.878906 ∣ critic_ganloss : -194.501288 ∣ generator_nllloss : 5305.810352 ∣ generator_ganloss : 930.688379 ∣  [  std_z : 0.99  real_sub_fake : 850.20 ]
[  epoch 0018/0040] 3450/4800, lr:5.0e-05 ∣ avg_100 : 32022.410276 ∣ critic_nllloss : 25995.303320 ∣ critic_ganloss : -164.988059 ∣ generator_nllloss : 5207.021094 ∣ generator_ganloss : 920.492090 ∣  [  std_z : 0.98  real_sub_fake : 597.81 ]
[  epoch 0018/0040] 3460/4800, lr:5.0e-05 ∣ avg_100 : 32018.947608 ∣ critic_nllloss : 25973.358594 ∣ critic_ganloss : -205.208694 ∣ generator_nllloss : 5203.160742 ∣ generator_ganloss : 903.817090 ∣  [  std_z : 0.98  real_sub_fake : 660.32 ]
[  epoch 0018/0040] 3470/4800, lr:5.0e-05 ∣ avg_100 : 32019.108682 ∣ critic_nllloss : 26009.454102 ∣ critic_ganloss : -163.421162 ∣ generator_nllloss : 5151.230664 ∣ generator_ganloss : 933.326807 ∣  [  std_z : 1.00  real_sub_fake : 717.19 ]
[  epoch 0018/0040] 3480/4800, lr:5.0e-05 ∣ avg_100 : 32020.859393 ∣ critic_nllloss : 26115.658594 ∣ critic_ganloss : -182.693275 ∣ generator_nllloss : 5207.659961 ∣ generator_ganloss : 937.585693 ∣  [  std_z : 1.00  real_sub_fake : 570.64 ]
[  epoch 0018/0040] 3490/4800, lr:5.0e-05 ∣ avg_100 : 32024.192144 ∣ critic_nllloss : 26047.450000 ∣ critic_ganloss : -230.596222 ∣ generator_nllloss : 5223.359375 ∣ generator_ganloss : 905.748877 ∣  [  std_z : 1.00  real_sub_fake : 843.05 ]
[  epoch 0018/0040] 3500/4800, lr:5.0e-05 ∣ avg_100 : 32026.141692 ∣ critic_nllloss : 26055.920703 ∣ critic_ganloss : -142.822477 ∣ generator_nllloss : 5234.408008 ∣ generator_ganloss : 949.841553 ∣  [  std_z : 0.98  real_sub_fake : 579.17 ]
[  epoch 0018/0040] 3510/4800, lr:5.0e-05 ∣ avg_100 : 32026.793900 ∣ critic_nllloss : 26021.269727 ∣ critic_ganloss : -112.639672 ∣ generator_nllloss : 5225.963477 ∣ generator_ganloss : 953.571729 ∣  [  std_z : 0.98  real_sub_fake : 541.29 ]
[  epoch 0018/0040] 3520/4800, lr:5.0e-05 ∣ avg_100 : 32020.354721 ∣ critic_nllloss : 25904.651758 ∣ critic_ganloss : -158.554338 ∣ generator_nllloss : 5138.459961 ∣ generator_ganloss : 921.425635 ∣  [  std_z : 0.99  real_sub_fake : 571.14 ]
[  epoch 0018/0040] 3530/4800, lr:5.0e-05 ∣ avg_100 : 32020.839422 ∣ critic_nllloss : 26005.620898 ∣ critic_ganloss : -177.467682 ∣ generator_nllloss : 5204.445703 ∣ generator_ganloss : 946.260547 ∣  [  std_z : 0.99  real_sub_fake : 599.17 ]
[  epoch 0018/0040] 3540/4800, lr:5.0e-05 ∣ avg_100 : 32017.550801 ∣ critic_nllloss : 25830.570703 ∣ critic_ganloss : -175.597847 ∣ generator_nllloss : 5190.467773 ∣ generator_ganloss : 937.264795 ∣  [  std_z : 0.99  real_sub_fake : 665.20 ]
[  epoch 0018/0040] 3550/4800, lr:5.0e-05 ∣ avg_100 : 32016.394522 ∣ critic_nllloss : 25946.180664 ∣ critic_ganloss : -252.301970 ∣ generator_nllloss : 5120.746289 ∣ generator_ganloss : 942.288477 ∣  [  std_z : 0.99  real_sub_fake : 803.88 ]
[  epoch 0018/0040] 3560/4800, lr:5.0e-05 ∣ avg_100 : 32015.132064 ∣ critic_nllloss : 26047.663867 ∣ critic_ganloss : -183.053200 ∣ generator_nllloss : 5266.141406 ∣ generator_ganloss : 946.734131 ∣  [  std_z : 0.99  real_sub_fake : 817.38 ]
[  epoch 0018/0040] 3570/4800, lr:5.0e-05 ∣ avg_100 : 32012.670591 ∣ critic_nllloss : 26094.668555 ∣ critic_ganloss : -182.818713 ∣ generator_nllloss : 5287.041992 ∣ generator_ganloss : 910.934863 ∣  [  std_z : 0.98  real_sub_fake : 727.22 ]
[  epoch 0018/0040] 3580/4800, lr:5.0e-05 ∣ avg_100 : 32011.474594 ∣ critic_nllloss : 25962.400000 ∣ critic_ganloss : -207.841974 ∣ generator_nllloss : 5221.019531 ∣ generator_ganloss : 930.975977 ∣  [  std_z : 0.99  real_sub_fake : 687.23 ]
[  epoch 0018/0040] 3590/4800, lr:5.0e-05 ∣ avg_100 : 32009.112300 ∣ critic_nllloss : 26210.499414 ∣ critic_ganloss : -241.813702 ∣ generator_nllloss : 5227.944336 ∣ generator_ganloss : 893.990820 ∣  [  std_z : 1.00  real_sub_fake : 856.98 ]
[  epoch 0018/0040] 3600/4800, lr:5.0e-05 ∣ avg_100 : 32012.518420 ∣ critic_nllloss : 26094.066602 ∣ critic_ganloss : -206.204507 ∣ generator_nllloss : 5286.216406 ∣ generator_ganloss : 932.558008 ∣  [  std_z : 1.01  real_sub_fake : 828.49 ]
[  epoch 0018/0040] 3610/4800, lr:5.0e-05 ∣ avg_100 : 32012.735864 ∣ critic_nllloss : 25999.468359 ∣ critic_ganloss : -159.807261 ∣ generator_nllloss : 5234.136133 ∣ generator_ganloss : 945.797656 ∣  [  std_z : 1.00  real_sub_fake : 631.11 ]
[  epoch 0018/0040] 3620/4800, lr:5.0e-05 ∣ avg_100 : 32013.351968 ∣ critic_nllloss : 26078.743750 ∣ critic_ganloss : -158.257939 ∣ generator_nllloss : 5205.030078 ∣ generator_ganloss : 937.420996 ∣  [  std_z : 0.98  real_sub_fake : 660.78 ]
[  epoch 0018/0040] 3630/4800, lr:5.0e-05 ∣ avg_100 : 32011.920095 ∣ critic_nllloss : 25759.683008 ∣ critic_ganloss : -201.999089 ∣ generator_nllloss : 5129.936523 ∣ generator_ganloss : 931.067578 ∣  [  std_z : 0.98  real_sub_fake : 782.92 ]
[  epoch 0018/0040] 3640/4800, lr:5.0e-05 ∣ avg_100 : 32011.893031 ∣ critic_nllloss : 26100.870312 ∣ critic_ganloss : -273.230649 ∣ generator_nllloss : 5237.332227 ∣ generator_ganloss : 937.183105 ∣  [  std_z : 1.00  real_sub_fake : 860.30 ]
[  epoch 0018/0040] 3650/4800, lr:5.0e-05 ∣ avg_100 : 32009.066141 ∣ critic_nllloss : 25921.835352 ∣ critic_ganloss : -278.821451 ∣ generator_nllloss : 5120.903711 ∣ generator_ganloss : 921.660596 ∣  [  std_z : 1.00  real_sub_fake : 960.11 ]
[  epoch 0018/0040] 3660/4800, lr:5.0e-05 ∣ avg_100 : 32008.313637 ∣ critic_nllloss : 25983.605469 ∣ critic_ganloss : -188.609448 ∣ generator_nllloss : 5185.272070 ∣ generator_ganloss : 934.124951 ∣  [  std_z : 1.00  real_sub_fake : 928.21 ]
[  epoch 0018/0040] 3670/4800, lr:5.0e-05 ∣ avg_100 : 32006.572832 ∣ critic_nllloss : 26041.966992 ∣ critic_ganloss : -143.335178 ∣ generator_nllloss : 5262.372266 ∣ generator_ganloss : 929.499170 ∣  [  std_z : 1.00  real_sub_fake : 624.02 ]
[  epoch 0018/0040] 3680/4800, lr:5.0e-05 ∣ avg_100 : 32007.120630 ∣ critic_nllloss : 26129.348438 ∣ critic_ganloss : -165.176216 ∣ generator_nllloss : 5137.374219 ∣ generator_ganloss : 926.433008 ∣  [  std_z : 0.99  real_sub_fake : 537.70 ]
[  epoch 0018/0040] 3690/4800, lr:5.0e-05 ∣ avg_100 : 32003.242581 ∣ critic_nllloss : 25862.196094 ∣ critic_ganloss : -164.226753 ∣ generator_nllloss : 5200.117383 ∣ generator_ganloss : 887.503125 ∣  [  std_z : 0.99  real_sub_fake : 578.75 ]
[  epoch 0018/0040] 3700/4800, lr:5.0e-05 ∣ avg_100 : 32001.344578 ∣ critic_nllloss : 25971.839258 ∣ critic_ganloss : -250.742244 ∣ generator_nllloss : 5236.430273 ∣ generator_ganloss : 900.159668 ∣  [  std_z : 0.99  real_sub_fake : 814.36 ]
[  epoch 0018/0040] 3710/4800, lr:5.0e-05 ∣ avg_100 : 32005.986636 ∣ critic_nllloss : 26238.489453 ∣ critic_ganloss : -210.706807 ∣ generator_nllloss : 5194.949414 ∣ generator_ganloss : 924.140283 ∣  [  std_z : 0.99  real_sub_fake : 839.79 ]
[  epoch 0018/0040] 3720/4800, lr:5.0e-05 ∣ avg_100 : 32004.406537 ∣ critic_nllloss : 25846.874414 ∣ critic_ganloss : -202.836992 ∣ generator_nllloss : 5248.421484 ∣ generator_ganloss : 898.637012 ∣  [  std_z : 0.99  real_sub_fake : 799.55 ]
[  epoch 0018/0040] 3730/4800, lr:5.0e-05 ∣ avg_100 : 31998.877515 ∣ critic_nllloss : 25810.155078 ∣ critic_ganloss : -224.908545 ∣ generator_nllloss : 5106.640625 ∣ generator_ganloss : 920.408545 ∣  [  std_z : 0.99  real_sub_fake : 696.89 ]
[  epoch 0018/0040] 3740/4800, lr:5.0e-05 ∣ avg_100 : 31995.995266 ∣ critic_nllloss : 25730.180664 ∣ critic_ganloss : -191.158641 ∣ generator_nllloss : 5157.963281 ∣ generator_ganloss : 930.563525 ∣  [  std_z : 1.00  real_sub_fake : 723.44 ]
[  epoch 0018/0040] 3750/4800, lr:5.0e-05 ∣ avg_100 : 31993.227769 ∣ critic_nllloss : 26153.485156 ∣ critic_ganloss : -249.727892 ∣ generator_nllloss : 5211.859961 ∣ generator_ganloss : 938.108643 ∣  [  std_z : 0.99  real_sub_fake : 833.67 ]
[  epoch 0018/0040] 3760/4800, lr:5.0e-05 ∣ avg_100 : 31992.988105 ∣ critic_nllloss : 26122.608594 ∣ critic_ganloss : -194.031332 ∣ generator_nllloss : 5212.495117 ∣ generator_ganloss : 964.626074 ∣  [  std_z : 1.00  real_sub_fake : 877.82 ]
[  epoch 0018/0040] 3770/4800, lr:5.0e-05 ∣ avg_100 : 31990.890262 ∣ critic_nllloss : 26148.906641 ∣ critic_ganloss : -254.805014 ∣ generator_nllloss : 5155.110547 ∣ generator_ganloss : 962.202148 ∣  [  std_z : 0.99  real_sub_fake : 891.29 ]
[  epoch 0018/0040] 3780/4800, lr:5.0e-05 ∣ avg_100 : 31989.654519 ∣ critic_nllloss : 25976.841992 ∣ critic_ganloss : -126.924918 ∣ generator_nllloss : 5171.394531 ∣ generator_ganloss : 965.548730 ∣  [  std_z : 1.00  real_sub_fake : 651.16 ]
[  epoch 0018/0040] 3790/4800, lr:5.0e-05 ∣ avg_100 : 31990.433249 ∣ critic_nllloss : 26302.345117 ∣ critic_ganloss : -185.676452 ∣ generator_nllloss : 5264.250977 ∣ generator_ganloss : 937.756055 ∣  [  std_z : 1.00  real_sub_fake : 584.01 ]
[  epoch 0018/0040] 3800/4800, lr:5.0e-05 ∣ avg_100 : 31991.344606 ∣ critic_nllloss : 26118.175977 ∣ critic_ganloss : -206.957162 ∣ generator_nllloss : 5265.716797 ∣ generator_ganloss : 938.945752 ∣  [  std_z : 0.99  real_sub_fake : 704.86 ]
[  epoch 0018/0040] 3810/4800, lr:5.0e-05 ∣ avg_100 : 31991.811461 ∣ critic_nllloss : 25952.734766 ∣ critic_ganloss : -231.194885 ∣ generator_nllloss : 5254.364258 ∣ generator_ganloss : 945.107617 ∣  [  std_z : 0.97  real_sub_fake : 857.73 ]
[  epoch 0018/0040] 3820/4800, lr:5.0e-05 ∣ avg_100 : 31990.927011 ∣ critic_nllloss : 26168.072266 ∣ critic_ganloss : -178.785344 ∣ generator_nllloss : 5222.806641 ∣ generator_ganloss : 966.199365 ∣  [  std_z : 0.99  real_sub_fake : 679.03 ]
[  epoch 0018/0040] 3830/4800, lr:5.0e-05 ∣ avg_100 : 31992.697502 ∣ critic_nllloss : 26069.110156 ∣ critic_ganloss : -209.980615 ∣ generator_nllloss : 5238.288672 ∣ generator_ganloss : 944.946143 ∣  [  std_z : 1.00  real_sub_fake : 787.98 ]
[  epoch 0018/0040] 3840/4800, lr:5.0e-05 ∣ avg_100 : 31991.746039 ∣ critic_nllloss : 25903.474023 ∣ critic_ganloss : -265.744934 ∣ generator_nllloss : 5148.302539 ∣ generator_ganloss : 955.367529 ∣  [  std_z : 1.00  real_sub_fake : 925.13 ]
[  epoch 0018/0040] 3850/4800, lr:5.0e-05 ∣ avg_100 : 31991.345811 ∣ critic_nllloss : 26089.515430 ∣ critic_ganloss : -164.628755 ∣ generator_nllloss : 5319.100781 ∣ generator_ganloss : 968.124316 ∣  [  std_z : 0.99  real_sub_fake : 787.53 ]
[  epoch 0018/0040] 3860/4800, lr:5.0e-05 ∣ avg_100 : 31990.748144 ∣ critic_nllloss : 26034.669727 ∣ critic_ganloss : -227.579875 ∣ generator_nllloss : 5112.818164 ∣ generator_ganloss : 915.612109 ∣  [  std_z : 0.99  real_sub_fake : 792.66 ]
[  epoch 0018/0040] 3870/4800, lr:5.0e-05 ∣ avg_100 : 31990.933959 ∣ critic_nllloss : 26035.917773 ∣ critic_ganloss : -116.216763 ∣ generator_nllloss : 5197.725391 ∣ generator_ganloss : 951.473535 ∣  [  std_z : 0.99  real_sub_fake : 668.57 ]
[  epoch 0018/0040] 3880/4800, lr:5.0e-05 ∣ avg_100 : 31992.421589 ∣ critic_nllloss : 26069.486523 ∣ critic_ganloss : -166.722272 ∣ generator_nllloss : 5228.643164 ∣ generator_ganloss : 941.084570 ∣  [  std_z : 0.98  real_sub_fake : 454.36 ]
[  epoch 0018/0040] 3890/4800, lr:5.0e-05 ∣ avg_100 : 31988.723167 ∣ critic_nllloss : 26001.000195 ∣ critic_ganloss : -177.433211 ∣ generator_nllloss : 5099.334766 ∣ generator_ganloss : 916.681201 ∣  [  std_z : 0.99  real_sub_fake : 647.98 ]
[  epoch 0018/0040] 3900/4800, lr:5.0e-05 ∣ avg_100 : 31989.797480 ∣ critic_nllloss : 26156.589844 ∣ critic_ganloss : -185.911169 ∣ generator_nllloss : 5203.503320 ∣ generator_ganloss : 913.169238 ∣  [  std_z : 0.99  real_sub_fake : 683.70 ]
[  epoch 0018/0040] 3910/4800, lr:5.0e-05 ∣ avg_100 : 31988.849692 ∣ critic_nllloss : 26089.722266 ∣ critic_ganloss : -239.813480 ∣ generator_nllloss : 5105.758203 ∣ generator_ganloss : 926.476709 ∣  [  std_z : 1.00  real_sub_fake : 805.20 ]
[  epoch 0018/0040] 3920/4800, lr:5.0e-05 ∣ avg_100 : 31989.322085 ∣ critic_nllloss : 26034.129688 ∣ critic_ganloss : -175.341449 ∣ generator_nllloss : 5216.128125 ∣ generator_ganloss : 962.846631 ∣  [  std_z : 1.00  real_sub_fake : 802.53 ]
[  epoch 0018/0040] 3930/4800, lr:5.0e-05 ∣ avg_100 : 31987.871826 ∣ critic_nllloss : 25915.205273 ∣ critic_ganloss : -213.618427 ∣ generator_nllloss : 5155.438281 ∣ generator_ganloss : 954.503613 ∣  [  std_z : 0.99  real_sub_fake : 732.48 ]
[  epoch 0018/0040] 3940/4800, lr:5.0e-05 ∣ avg_100 : 31987.773153 ∣ critic_nllloss : 26095.603711 ∣ critic_ganloss : -198.526285 ∣ generator_nllloss : 5175.343164 ∣ generator_ganloss : 954.684863 ∣  [  std_z : 0.98  real_sub_fake : 745.86 ]
[  epoch 0018/0040] 3950/4800, lr:5.0e-05 ∣ avg_100 : 31983.870801 ∣ critic_nllloss : 25933.545898 ∣ critic_ganloss : -246.648759 ∣ generator_nllloss : 5102.051953 ∣ generator_ganloss : 951.855566 ∣  [  std_z : 0.98  real_sub_fake : 769.78 ]
[  epoch 0018/0040] 3960/4800, lr:5.0e-05 ∣ avg_100 : 31985.566413 ∣ critic_nllloss : 26202.974219 ∣ critic_ganloss : -158.230334 ∣ generator_nllloss : 5215.130078 ∣ generator_ganloss : 1004.347559 ∣     [  std_z : 1.00  real_sub_fake : 747.72 ]
[  epoch 0018/0040] 3970/4800, lr:5.0e-05 ∣ avg_100 : 31987.826279 ∣ critic_nllloss : 26011.294922 ∣ critic_ganloss : -145.229208 ∣ generator_nllloss : 5289.024414 ∣ generator_ganloss : 962.669385 ∣  [  std_z : 1.00  real_sub_fake : 666.35 ]
[  epoch 0018/0040] 3980/4800, lr:5.0e-05 ∣ avg_100 : 31985.888730 ∣ critic_nllloss : 25713.769727 ∣ critic_ganloss : -146.525293 ∣ generator_nllloss : 5041.965234 ∣ generator_ganloss : 980.521680 ∣  [  std_z : 1.00  real_sub_fake : 506.75 ]
[  epoch 0018/0040] 3990/4800, lr:5.0e-05 ∣ avg_100 : 31986.577762 ∣ critic_nllloss : 26176.177734 ∣ critic_ganloss : -216.368599 ∣ generator_nllloss : 5225.903516 ∣ generator_ganloss : 956.762988 ∣  [  std_z : 0.98  real_sub_fake : 631.53 ]
[  epoch 0018/0040] 4000/4800, lr:5.0e-05 ∣ avg_100 : 31990.168443 ∣ critic_nllloss : 26053.604687 ∣ critic_ganloss : -151.087727 ∣ generator_nllloss : 5201.657422 ∣ generator_ganloss : 984.642139 ∣  [  std_z : 0.99  real_sub_fake : 655.55 ]
[  epoch 0018/0040] 4010/4800, lr:5.0e-05 ∣ avg_100 : 31986.325674 ∣ critic_nllloss : 25811.239648 ∣ critic_ganloss : -202.644872 ∣ generator_nllloss : 5130.857031 ∣ generator_ganloss : 963.084180 ∣  [  std_z : 1.00  real_sub_fake : 707.18 ]
[  epoch 0018/0040] 4020/4800, lr:5.0e-05 ∣ avg_100 : 31981.961820 ∣ critic_nllloss : 25957.273828 ∣ critic_ganloss : -238.038789 ∣ generator_nllloss : 5187.677930 ∣ generator_ganloss : 980.239014 ∣  [  std_z : 1.00  real_sub_fake : 819.96 ]
[  epoch 0018/0040] 4030/4800, lr:5.0e-05 ∣ avg_100 : 31984.085942 ∣ critic_nllloss : 26071.823633 ∣ critic_ganloss : -196.283740 ∣ generator_nllloss : 5242.202930 ∣ generator_ganloss : 996.178174 ∣  [  std_z : 0.99  real_sub_fake : 810.91 ]
[  epoch 0018/0040] 4040/4800, lr:5.0e-05 ∣ avg_100 : 31985.573310 ∣ critic_nllloss : 25997.954102 ∣ critic_ganloss : -187.215907 ∣ generator_nllloss : 5160.753125 ∣ generator_ganloss : 1022.471973 ∣     [  std_z : 0.98  real_sub_fake : 647.71 ]
[  epoch 0018/0040] 4050/4800, lr:5.0e-05 ∣ avg_100 : 31984.397349 ∣ critic_nllloss : 25871.350781 ∣ critic_ganloss : -153.324712 ∣ generator_nllloss : 5245.646875 ∣ generator_ganloss : 1019.748877 ∣     [  std_z : 0.99  real_sub_fake : 567.17 ]
[  epoch 0018/0040] 4060/4800, lr:5.0e-05 ∣ avg_100 : 31985.762711 ∣ critic_nllloss : 26055.536523 ∣ critic_ganloss : -202.214998 ∣ generator_nllloss : 5210.961328 ∣ generator_ganloss : 974.656348 ∣  [  std_z : 0.99  real_sub_fake : 709.01 ]
[  epoch 0018/0040] 4070/4800, lr:5.0e-05 ∣ avg_100 : 31988.141623 ∣ critic_nllloss : 26264.570508 ∣ critic_ganloss : -187.610834 ∣ generator_nllloss : 5211.694141 ∣ generator_ganloss : 975.374023 ∣  [  std_z : 0.99  real_sub_fake : 772.78 ]
[  epoch 0018/0040] 4080/4800, lr:5.0e-05 ∣ avg_100 : 31989.413901 ∣ critic_nllloss : 25983.584961 ∣ critic_ganloss : -90.703822 ∣ generator_nllloss : 5115.263672 ∣ generator_ganloss : 1009.414990 ∣  [  std_z : 0.99  real_sub_fake : 617.90 ]
[  epoch 0018/0040] 4090/4800, lr:5.0e-05 ∣ avg_100 : 31995.381758 ∣ critic_nllloss : 26245.279297 ∣ critic_ganloss : -136.303979 ∣ generator_nllloss : 5331.942383 ∣ generator_ganloss : 979.401172 ∣  [  std_z : 1.00  real_sub_fake : 403.08 ]
[  epoch 0018/0040] 4100/4800, lr:5.0e-05 ∣ avg_100 : 31994.411487 ∣ critic_nllloss : 26173.698242 ∣ critic_ganloss : -205.139530 ∣ generator_nllloss : 5202.394141 ∣ generator_ganloss : 938.635107 ∣  [  std_z : 0.99  real_sub_fake : 594.02 ]
[  epoch 0018/0040] 4110/4800, lr:5.0e-05 ∣ avg_100 : 31994.682361 ∣ critic_nllloss : 26288.098438 ∣ critic_ganloss : -232.797958 ∣ generator_nllloss : 5274.731250 ∣ generator_ganloss : 939.858398 ∣  [  std_z : 0.99  real_sub_fake : 778.83 ]
[  epoch 0018/0040] 4120/4800, lr:5.0e-05 ∣ avg_100 : 31996.990853 ∣ critic_nllloss : 26133.770898 ∣ critic_ganloss : -197.496375 ∣ generator_nllloss : 5285.236719 ∣ generator_ganloss : 939.132129 ∣  [  std_z : 0.99  real_sub_fake : 904.58 ]
[  epoch 0018/0040] 4130/4800, lr:5.0e-05 ∣ avg_100 : 32002.303580 ∣ critic_nllloss : 26104.201562 ∣ critic_ganloss : -75.595201 ∣ generator_nllloss : 5364.551172 ∣ generator_ganloss : 1002.733789 ∣  [  std_z : 0.99  real_sub_fake : 378.98 ]
[  epoch 0018/0040] 4140/4800, lr:5.0e-05 ∣ avg_100 : 32001.408528 ∣ critic_nllloss : 26114.080273 ∣ critic_ganloss : -134.075034 ∣ generator_nllloss : 5177.050000 ∣ generator_ganloss : 938.594287 ∣  [  std_z : 0.98  real_sub_fake : 446.86 ]
[  epoch 0018/0040] 4150/4800, lr:5.0e-05 ∣ avg_100 : 32000.704127 ∣ critic_nllloss : 25999.127539 ∣ critic_ganloss : -127.319769 ∣ generator_nllloss : 5157.957422 ∣ generator_ganloss : 924.049072 ∣  [  std_z : 0.99  real_sub_fake : 550.53 ]
[  epoch 0018/0040] 4160/4800, lr:5.0e-05 ∣ avg_100 : 32000.789855 ∣ critic_nllloss : 26053.005078 ∣ critic_ganloss : -159.573207 ∣ generator_nllloss : 5255.106641 ∣ generator_ganloss : 956.193408 ∣  [  std_z : 0.99  real_sub_fake : 472.32 ]
[  epoch 0018/0040] 4170/4800, lr:5.0e-05 ∣ avg_100 : 32004.087830 ∣ critic_nllloss : 26218.336523 ∣ critic_ganloss : -149.739140 ∣ generator_nllloss : 5200.413477 ∣ generator_ganloss : 950.810352 ∣  [  std_z : 1.00  real_sub_fake : 539.93 ]
[  epoch 0018/0040] 4180/4800, lr:5.0e-05 ∣ avg_100 : 31998.943482 ∣ critic_nllloss : 25820.074023 ∣ critic_ganloss : -237.199947 ∣ generator_nllloss : 5158.630273 ∣ generator_ganloss : 940.600439 ∣  [  std_z : 1.01  real_sub_fake : 742.31 ]
[  epoch 0018/0040] 4190/4800, lr:5.0e-05 ∣ avg_100 : 31996.385755 ∣ critic_nllloss : 25940.376758 ∣ critic_ganloss : -195.222281 ∣ generator_nllloss : 5191.941797 ∣ generator_ganloss : 976.618457 ∣  [  std_z : 1.01  real_sub_fake : 812.28 ]
[  epoch 0018/0040] 4200/4800, lr:5.0e-05 ∣ avg_100 : 31995.911590 ∣ critic_nllloss : 25992.335352 ∣ critic_ganloss : -190.989328 ∣ generator_nllloss : 5187.873047 ∣ generator_ganloss : 976.773877 ∣  [  std_z : 0.99  real_sub_fake : 723.28 ]
[  epoch 0018/0040] 4210/4800, lr:5.0e-05 ∣ avg_100 : 31995.463787 ∣ critic_nllloss : 25840.080078 ∣ critic_ganloss : -185.575594 ∣ generator_nllloss : 5195.153320 ∣ generator_ganloss : 982.061670 ∣  [  std_z : 0.98  real_sub_fake : 665.62 ]
[  epoch 0018/0040] 4220/4800, lr:5.0e-05 ∣ avg_100 : 31996.861115 ∣ critic_nllloss : 26054.884961 ∣ critic_ganloss : -204.383195 ∣ generator_nllloss : 5299.488672 ∣ generator_ganloss : 972.786426 ∣  [  std_z : 0.98  real_sub_fake : 757.01 ]
[  epoch 0018/0040] 4230/4800, lr:5.0e-05 ∣ avg_100 : 31997.252238 ∣ critic_nllloss : 26160.433008 ∣ critic_ganloss : -230.678148 ∣ generator_nllloss : 5212.190234 ∣ generator_ganloss : 958.632959 ∣  [  std_z : 0.99  real_sub_fake : 801.82 ]
[  epoch 0018/0040] 4240/4800, lr:5.0e-05 ∣ avg_100 : 31996.962677 ∣ critic_nllloss : 25912.460938 ∣ critic_ganloss : -200.341605 ∣ generator_nllloss : 5154.985937 ∣ generator_ganloss : 1000.523730 ∣     [  std_z : 1.00  real_sub_fake : 827.60 ]
[  epoch 0018/0040] 4250/4800, lr:5.0e-05 ∣ avg_100 : 31995.242890 ∣ critic_nllloss : 25935.514453 ∣ critic_ganloss : -164.759738 ∣ generator_nllloss : 5122.223437 ∣ generator_ganloss : 965.099854 ∣  [  std_z : 1.00  real_sub_fake : 809.43 ]
[  epoch 0018/0040] 4260/4800, lr:5.0e-05 ∣ avg_100 : 31998.317980 ∣ critic_nllloss : 26200.278906 ∣ critic_ganloss : -159.998608 ∣ generator_nllloss : 5220.015625 ∣ generator_ganloss : 997.907764 ∣  [  std_z : 0.99  real_sub_fake : 614.97 ]
[  epoch 0018/0040] 4270/4800, lr:5.0e-05 ∣ avg_100 : 31994.946302 ∣ critic_nllloss : 25997.373047 ∣ critic_ganloss : -178.902167 ∣ generator_nllloss : 5179.567969 ∣ generator_ganloss : 959.321973 ∣  [  std_z : 1.00  real_sub_fake : 587.54 ]
[  epoch 0018/0040] 4280/4800, lr:5.0e-05 ∣ avg_100 : 31995.232864 ∣ critic_nllloss : 26136.241406 ∣ critic_ganloss : -143.640582 ∣ generator_nllloss : 5205.365234 ∣ generator_ganloss : 971.579980 ∣  [  std_z : 0.99  real_sub_fake : 523.79 ]
[  epoch 0018/0040] 4290/4800, lr:5.0e-05 ∣ avg_100 : 31993.574275 ∣ critic_nllloss : 25903.957227 ∣ critic_ganloss : -209.162985 ∣ generator_nllloss : 5198.544141 ∣ generator_ganloss : 911.402686 ∣  [  std_z : 0.99  real_sub_fake : 725.48 ]
[  epoch 0018/0040] 4300/4800, lr:5.0e-05 ∣ avg_100 : 31993.625458 ∣ critic_nllloss : 25979.330273 ∣ critic_ganloss : -167.399963 ∣ generator_nllloss : 5249.146094 ∣ generator_ganloss : 967.914893 ∣  [  std_z : 0.99  real_sub_fake : 697.83 ]
[  epoch 0018/0040] 4310/4800, lr:5.0e-05 ∣ avg_100 : 31997.532203 ∣ critic_nllloss : 26108.903320 ∣ critic_ganloss : -208.916287 ∣ generator_nllloss : 5276.015430 ∣ generator_ganloss : 947.184473 ∣  [  std_z : 1.00  real_sub_fake : 687.24 ]
[  epoch 0018/0040] 4320/4800, lr:5.0e-05 ∣ avg_100 : 31997.088466 ∣ critic_nllloss : 26023.609180 ∣ critic_ganloss : -215.113042 ∣ generator_nllloss : 5182.896484 ∣ generator_ganloss : 970.560986 ∣  [  std_z : 0.99  real_sub_fake : 783.46 ]
[  epoch 0018/0040] 4330/4800, lr:5.0e-05 ∣ avg_100 : 31994.331701 ∣ critic_nllloss : 25686.338281 ∣ critic_ganloss : -164.610826 ∣ generator_nllloss : 5127.316797 ∣ generator_ganloss : 979.082813 ∣  [  std_z : 0.98  real_sub_fake : 619.62 ]
[  epoch 0018/0040] 4340/4800, lr:5.0e-05 ∣ avg_100 : 31992.718352 ∣ critic_nllloss : 25993.779297 ∣ critic_ganloss : -89.115475 ∣ generator_nllloss : 5101.171289 ∣ generator_ganloss : 977.651514 ∣   [  std_z : 0.99  real_sub_fake : 511.24 ]
[  epoch 0018/0040] 4350/4800, lr:5.0e-05 ∣ avg_100 : 31992.675120 ∣ critic_nllloss : 26120.216016 ∣ critic_ganloss : -112.715089 ∣ generator_nllloss : 5185.214648 ∣ generator_ganloss : 1002.425879 ∣     [  std_z : 1.00  real_sub_fake : 393.81 ]
[  epoch 0018/0040] 4360/4800, lr:5.0e-05 ∣ avg_100 : 31992.718166 ∣ critic_nllloss : 25978.717773 ∣ critic_ganloss : -147.741652 ∣ generator_nllloss : 5265.879102 ∣ generator_ganloss : 958.743896 ∣  [  std_z : 1.00  real_sub_fake : 550.37 ]
[  epoch 0018/0040] 4370/4800, lr:5.0e-05 ∣ avg_100 : 31992.484238 ∣ critic_nllloss : 26020.367188 ∣ critic_ganloss : -199.668719 ∣ generator_nllloss : 5194.380469 ∣ generator_ganloss : 949.369922 ∣  [  std_z : 0.99  real_sub_fake : 606.25 ]
[  epoch 0018/0040] 4380/4800, lr:5.0e-05 ∣ avg_100 : 31991.807799 ∣ critic_nllloss : 26044.114844 ∣ critic_ganloss : -204.311604 ∣ generator_nllloss : 5229.415234 ∣ generator_ganloss : 970.913916 ∣  [  std_z : 0.99  real_sub_fake : 769.28 ]
[  epoch 0018/0040] 4390/4800, lr:5.0e-05 ∣ avg_100 : 31991.996662 ∣ critic_nllloss : 26103.391602 ∣ critic_ganloss : -248.300673 ∣ generator_nllloss : 5114.942187 ∣ generator_ganloss : 973.758301 ∣  [  std_z : 0.99  real_sub_fake : 869.56 ]
[  epoch 0018/0040] 4400/4800, lr:5.0e-05 ∣ avg_100 : 31992.255740 ∣ critic_nllloss : 25925.253711 ∣ critic_ganloss : -197.606320 ∣ generator_nllloss : 5165.990625 ∣ generator_ganloss : 1015.671289 ∣     [  std_z : 1.00  real_sub_fake : 840.04 ]
[  epoch 0018/0040] 4410/4800, lr:5.0e-05 ∣ avg_100 : 31994.491846 ∣ critic_nllloss : 26029.073437 ∣ critic_ganloss : -152.908884 ∣ generator_nllloss : 5292.532422 ∣ generator_ganloss : 1000.378418 ∣     [  std_z : 1.00  real_sub_fake : 565.22 ]
[  epoch 0018/0040] 4420/4800, lr:5.0e-05 ∣ avg_100 : 31993.237421 ∣ critic_nllloss : 25848.635547 ∣ critic_ganloss : -147.236799 ∣ generator_nllloss : 5145.135938 ∣ generator_ganloss : 1015.630664 ∣     [  std_z : 0.99  real_sub_fake : 572.21 ]
[  epoch 0018/0040] 4430/4800, lr:5.0e-05 ∣ avg_100 : 31996.756282 ∣ critic_nllloss : 26154.683594 ∣ critic_ganloss : -191.055513 ∣ generator_nllloss : 5282.596680 ∣ generator_ganloss : 996.434814 ∣  [  std_z : 1.00  real_sub_fake : 586.38 ]
[  epoch 0018/0040] 4440/4800, lr:5.0e-05 ∣ avg_100 : 31997.396236 ∣ critic_nllloss : 26206.273633 ∣ critic_ganloss : -133.781175 ∣ generator_nllloss : 5188.756250 ∣ generator_ganloss : 980.623096 ∣  [  std_z : 0.99  real_sub_fake : 641.79 ]
[  epoch 0018/0040] 4450/4800, lr:5.0e-05 ∣ avg_100 : 31999.100071 ∣ critic_nllloss : 25997.382422 ∣ critic_ganloss : -101.898907 ∣ generator_nllloss : 5227.206445 ∣ generator_ganloss : 1005.521924 ∣     [  std_z : 0.99  real_sub_fake : 500.49 ]
[  epoch 0018/0040] 4460/4800, lr:5.0e-05 ∣ avg_100 : 32004.234550 ∣ critic_nllloss : 26234.620117 ∣ critic_ganloss : -147.157968 ∣ generator_nllloss : 5319.451953 ∣ generator_ganloss : 981.661523 ∣  [  std_z : 0.99  real_sub_fake : 543.92 ]
[  epoch 0018/0040] 4470/4800, lr:5.0e-05 ∣ avg_100 : 32006.147440 ∣ critic_nllloss : 26065.785352 ∣ critic_ganloss : -142.327376 ∣ generator_nllloss : 5219.333789 ∣ generator_ganloss : 979.087695 ∣  [  std_z : 1.00  real_sub_fake : 466.77 ]
[  epoch 0018/0040] 4480/4800, lr:5.0e-05 ∣ avg_100 : 32002.792034 ∣ critic_nllloss : 25899.546289 ∣ critic_ganloss : -179.902660 ∣ generator_nllloss : 5071.777734 ∣ generator_ganloss : 951.249023 ∣  [  std_z : 1.01  real_sub_fake : 627.31 ]
[  epoch 0018/0040] 4490/4800, lr:5.0e-05 ∣ avg_100 : 32005.977148 ∣ critic_nllloss : 26160.289648 ∣ critic_ganloss : -165.393690 ∣ generator_nllloss : 5305.686914 ∣ generator_ganloss : 963.890479 ∣  [  std_z : 1.00  real_sub_fake : 669.06 ]
[  epoch 0018/0040] 4500/4800, lr:5.0e-05 ∣ avg_100 : 32003.026424 ∣ critic_nllloss : 25859.165430 ∣ critic_ganloss : -185.030128 ∣ generator_nllloss : 5170.472461 ∣ generator_ganloss : 957.667676 ∣  [  std_z : 0.98  real_sub_fake : 640.52 ]
[  epoch 0018/0040] 4510/4800, lr:5.0e-05 ∣ avg_100 : 32004.631924 ∣ critic_nllloss : 26254.429297 ∣ critic_ganloss : -185.748265 ∣ generator_nllloss : 5203.760938 ∣ generator_ganloss : 976.273242 ∣  [  std_z : 0.97  real_sub_fake : 656.92 ]
[  epoch 0018/0040] 4520/4800, lr:5.0e-05 ∣ avg_100 : 32008.510615 ∣ critic_nllloss : 26153.110938 ∣ critic_ganloss : -168.121967 ∣ generator_nllloss : 5264.055273 ∣ generator_ganloss : 944.807861 ∣  [  std_z : 0.99  real_sub_fake : 624.11 ]
[  epoch 0018/0040] 4530/4800, lr:5.0e-05 ∣ avg_100 : 32009.045608 ∣ critic_nllloss : 25929.366211 ∣ critic_ganloss : -119.464985 ∣ generator_nllloss : 5228.242773 ∣ generator_ganloss : 994.214844 ∣  [  std_z : 1.00  real_sub_fake : 586.69 ]
[  epoch 0018/0040] 4540/4800, lr:5.0e-05 ∣ avg_100 : 32009.761278 ∣ critic_nllloss : 25943.768750 ∣ critic_ganloss : -215.509436 ∣ generator_nllloss : 5148.576758 ∣ generator_ganloss : 977.436328 ∣  [  std_z : 1.00  real_sub_fake : 609.95 ]
[  epoch 0018/0040] 4550/4800, lr:5.0e-05 ∣ avg_100 : 32011.885018 ∣ critic_nllloss : 25980.371680 ∣ critic_ganloss : -175.216231 ∣ generator_nllloss : 5191.820898 ∣ generator_ganloss : 972.311133 ∣  [  std_z : 0.99  real_sub_fake : 763.46 ]
[  epoch 0018/0040] 4560/4800, lr:5.0e-05 ∣ avg_100 : 32013.160359 ∣ critic_nllloss : 26192.919336 ∣ critic_ganloss : -169.954607 ∣ generator_nllloss : 5215.756250 ∣ generator_ganloss : 966.299316 ∣  [  std_z : 0.99  real_sub_fake : 649.43 ]
[  epoch 0018/0040] 4570/4800, lr:5.0e-05 ∣ avg_100 : 32012.655772 ∣ critic_nllloss : 26132.130078 ∣ critic_ganloss : -197.061644 ∣ generator_nllloss : 5169.054492 ∣ generator_ganloss : 955.245020 ∣  [  std_z : 0.99  real_sub_fake : 697.81 ]
[  epoch 0018/0040] 4580/4800, lr:5.0e-05 ∣ avg_100 : 32014.465769 ∣ critic_nllloss : 26079.546875 ∣ critic_ganloss : -170.718290 ∣ generator_nllloss : 5198.383984 ∣ generator_ganloss : 980.340674 ∣  [  std_z : 0.99  real_sub_fake : 660.73 ]
[  epoch 0018/0040] 4590/4800, lr:5.0e-05 ∣ avg_100 : 32012.999437 ∣ critic_nllloss : 25941.884375 ∣ critic_ganloss : -189.195200 ∣ generator_nllloss : 5221.021680 ∣ generator_ganloss : 970.276807 ∣  [  std_z : 0.99  real_sub_fake : 622.58 ]
[  epoch 0018/0040] 4600/4800, lr:5.0e-05 ∣ avg_100 : 32005.951613 ∣ critic_nllloss : 25645.744531 ∣ critic_ganloss : -192.676001 ∣ generator_nllloss : 4989.381641 ∣ generator_ganloss : 959.403955 ∣  [  std_z : 0.99  real_sub_fake : 824.44 ]
[  epoch 0018/0040] 4610/4800, lr:5.0e-05 ∣ avg_100 : 32006.190521 ∣ critic_nllloss : 25984.641797 ∣ critic_ganloss : -148.481123 ∣ generator_nllloss : 5208.931445 ∣ generator_ganloss : 998.393604 ∣  [  std_z : 0.99  real_sub_fake : 613.42 ]
[  epoch 0018/0040] 4620/4800, lr:5.0e-05 ∣ avg_100 : 32006.269494 ∣ critic_nllloss : 26094.524805 ∣ critic_ganloss : -174.057632 ∣ generator_nllloss : 5172.417578 ∣ generator_ganloss : 977.949365 ∣  [  std_z : 1.00  real_sub_fake : 538.92 ]
[  epoch 0018/0040] 4630/4800, lr:5.0e-05 ∣ avg_100 : 32010.921920 ∣ critic_nllloss : 26159.888867 ∣ critic_ganloss : -204.019887 ∣ generator_nllloss : 5191.374805 ∣ generator_ganloss : 936.686865 ∣  [  std_z : 0.98  real_sub_fake : 769.55 ]
[  epoch 0018/0040] 4640/4800, lr:5.0e-05 ∣ avg_100 : 32011.863990 ∣ critic_nllloss : 25998.084180 ∣ critic_ganloss : -154.376709 ∣ generator_nllloss : 5257.398438 ∣ generator_ganloss : 995.256152 ∣  [  std_z : 0.98  real_sub_fake : 608.87 ]
[  epoch 0018/0040] 4650/4800, lr:5.0e-05 ∣ avg_100 : 32015.987396 ∣ critic_nllloss : 26093.699219 ∣ critic_ganloss : -191.258025 ∣ generator_nllloss : 5216.623047 ∣ generator_ganloss : 978.854541 ∣  [  std_z : 1.00  real_sub_fake : 662.59 ]
[  epoch 0018/0040] 4660/4800, lr:5.0e-05 ∣ avg_100 : 32013.480337 ∣ critic_nllloss : 25755.046289 ∣ critic_ganloss : -174.257217 ∣ generator_nllloss : 5084.541602 ∣ generator_ganloss : 998.356445 ∣  [  std_z : 1.00  real_sub_fake : 720.60 ]
[  epoch 0018/0040] 4670/4800, lr:5.0e-05 ∣ avg_100 : 32013.552015 ∣ critic_nllloss : 26056.110547 ∣ critic_ganloss : -223.262198 ∣ generator_nllloss : 5277.230469 ∣ generator_ganloss : 987.592188 ∣  [  std_z : 0.99  real_sub_fake : 752.27 ]
[  epoch 0018/0040] 4680/4800, lr:5.0e-05 ∣ avg_100 : 32013.424393 ∣ critic_nllloss : 25912.188086 ∣ critic_ganloss : -140.755753 ∣ generator_nllloss : 5225.403320 ∣ generator_ganloss : 1018.381592 ∣     [  std_z : 0.97  real_sub_fake : 656.23 ]
[  epoch 0018/0040] 4690/4800, lr:5.0e-05 ∣ avg_100 : 32016.734831 ∣ critic_nllloss : 26008.630859 ∣ critic_ganloss : -133.261273 ∣ generator_nllloss : 5243.414062 ∣ generator_ganloss : 997.850098 ∣  [  std_z : 0.98  real_sub_fake : 486.15 ]
[  epoch 0018/0040] 4700/4800, lr:5.0e-05 ∣ avg_100 : 32018.341670 ∣ critic_nllloss : 26079.877344 ∣ critic_ganloss : -184.585689 ∣ generator_nllloss : 5147.637891 ∣ generator_ganloss : 975.441309 ∣  [  std_z : 0.99  real_sub_fake : 607.91 ]
[  epoch 0018/0040] 4710/4800, lr:5.0e-05 ∣ avg_100 : 32015.179914 ∣ critic_nllloss : 25907.089844 ∣ critic_ganloss : -198.461118 ∣ generator_nllloss : 5143.282617 ∣ generator_ganloss : 978.785303 ∣  [  std_z : 1.01  real_sub_fake : 708.48 ]
[  epoch 0018/0040] 4720/4800, lr:5.0e-05 ∣ avg_100 : 32016.844793 ∣ critic_nllloss : 26011.595508 ∣ critic_ganloss : -195.474466 ∣ generator_nllloss : 5137.482813 ∣ generator_ganloss : 1003.980029 ∣     [  std_z : 1.01  real_sub_fake : 717.19 ]
[  epoch 0018/0040] 4730/4800, lr:5.0e-05 ∣ avg_100 : 32020.839134 ∣ critic_nllloss : 26032.164844 ∣ critic_ganloss : -217.430858 ∣ generator_nllloss : 5211.578125 ∣ generator_ganloss : 985.417725 ∣  [  std_z : 1.01  real_sub_fake : 824.01 ]
[  epoch 0018/0040] 4740/4800, lr:5.0e-05 ∣ avg_100 : 32027.541612 ∣ critic_nllloss : 26091.319922 ∣ critic_ganloss : -33.683250 ∣ generator_nllloss : 5209.846484 ∣ generator_ganloss : 1030.313428 ∣  [  std_z : 0.98  real_sub_fake : 442.67 ]
[  epoch 0018/0040] 4750/4800, lr:5.0e-05 ∣ avg_100 : 32024.473207 ∣ critic_nllloss : 25897.694922 ∣ critic_ganloss : -241.948416 ∣ generator_nllloss : 5123.018164 ∣ generator_ganloss : 968.120703 ∣  [  std_z : 0.97  real_sub_fake : 660.74 ]
[  epoch 0018/0040] 4760/4800, lr:5.0e-05 ∣ avg_100 : 32025.556127 ∣ critic_nllloss : 26179.246484 ∣ critic_ganloss : -153.698967 ∣ generator_nllloss : 5229.432422 ∣ generator_ganloss : 959.010547 ∣  [  std_z : 0.99  real_sub_fake : 701.47 ]
[  epoch 0018/0040] 4770/4800, lr:5.0e-05 ∣ avg_100 : 32026.182214 ∣ critic_nllloss : 26040.554492 ∣ critic_ganloss : -140.493356 ∣ generator_nllloss : 5177.972656 ∣ generator_ganloss : 995.989160 ∣  [  std_z : 1.01  real_sub_fake : 506.69 ]
[  epoch 0018/0040] 4780/4800, lr:5.0e-05 ∣ avg_100 : 32025.897087 ∣ critic_nllloss : 26008.852930 ∣ critic_ganloss : -161.544269 ∣ generator_nllloss : 5155.686523 ∣ generator_ganloss : 955.352441 ∣  [  std_z : 1.01  real_sub_fake : 499.06 ]
[  epoch 0018/0040] 4790/4800, lr:5.0e-05 ∣ avg_100 : 32023.111276 ∣ critic_nllloss : 25944.934961 ∣ critic_ganloss : -130.646823 ∣ generator_nllloss : 5249.001562 ∣ generator_ganloss : 976.804980 ∣  [  std_z : 0.99  real_sub_fake : 613.54 ]
[  epoch 0018/0040] 4800/4800, lr:5.0e-05 ∣ avg_100 : 32024.329683 ∣ critic_nllloss : 26161.313672 ∣ critic_ganloss : -166.829195 ∣ generator_nllloss : 5230.871875 ∣ generator_ganloss : 1012.365625 ∣     [  std_z : 0.97  real_sub_fake : 542.19 ]
[    val 018    ] Done! KLD: 0.031375: 0.01344741:57, total: 1 day, 6:21:43                     
[  epoch 0019/0040] 0010/4800, lr:5.0e-05 ∣ avg_100 : 32021.850542 ∣ critic_nllloss : 25805.156445 ∣ critic_ganloss : -198.328749 ∣ generator_nllloss : 5118.355273 ∣ generator_ganloss : 947.914746 ∣  [  std_z : 0.98  real_sub_fake : 672.22 ]
[  epoch 0019/0040] 0020/4800, lr:5.0e-05 ∣ avg_100 : 32018.474883 ∣ critic_nllloss : 25979.145703 ∣ critic_ganloss : -265.853403 ∣ generator_nllloss : 5154.119141 ∣ generator_ganloss : 973.315576 ∣  [  std_z : 1.00  real_sub_fake : 863.06 ]
[  epoch 0019/0040] 0030/4800, lr:5.0e-05 ∣ avg_100 : 32018.559479 ∣ critic_nllloss : 26096.440430 ∣ critic_ganloss : -279.278952 ∣ generator_nllloss : 5288.027148 ∣ generator_ganloss : 945.635352 ∣  [  std_z : 1.01  real_sub_fake : 1173.59 ]
[  epoch 0019/0040] 0040/4800, lr:5.0e-05 ∣ avg_100 : 32022.351226 ∣ critic_nllloss : 26116.734961 ∣ critic_ganloss : -155.311369 ∣ generator_nllloss : 5160.654102 ∣ generator_ganloss : 998.496094 ∣  [  std_z : 0.99  real_sub_fake : 727.49 ]
[  epoch 0019/0040] 0050/4800, lr:5.0e-05 ∣ avg_100 : 32021.542474 ∣ critic_nllloss : 26159.528516 ∣ critic_ganloss : -193.471806 ∣ generator_nllloss : 5177.307031 ∣ generator_ganloss : 987.872900 ∣  [  std_z : 0.99  real_sub_fake : 631.72 ]
[  epoch 0019/0040] 0060/4800, lr:5.0e-05 ∣ avg_100 : 32021.730389 ∣ critic_nllloss : 25988.199023 ∣ critic_ganloss : -247.862402 ∣ generator_nllloss : 5180.521875 ∣ generator_ganloss : 933.453125 ∣  [  std_z : 0.99  real_sub_fake : 846.08 ]
[  epoch 0019/0040] 0070/4800, lr:5.0e-05 ∣ avg_100 : 32021.889488 ∣ critic_nllloss : 26017.338672 ∣ critic_ganloss : -190.157466 ∣ generator_nllloss : 5283.393945 ∣ generator_ganloss : 974.234668 ∣  [  std_z : 0.99  real_sub_fake : 731.15 ]
[  epoch 0019/0040] 0080/4800, lr:5.0e-05 ∣ avg_100 : 32023.222858 ∣ critic_nllloss : 26198.780859 ∣ critic_ganloss : -143.642862 ∣ generator_nllloss : 5175.085352 ∣ generator_ganloss : 975.605615 ∣  [  std_z : 1.00  real_sub_fake : 687.13 ]
[  epoch 0019/0040] 0090/4800, lr:5.0e-05 ∣ avg_100 : 32025.510521 ∣ critic_nllloss : 26096.729297 ∣ critic_ganloss : -181.731874 ∣ generator_nllloss : 5167.319336 ∣ generator_ganloss : 986.032520 ∣  [  std_z : 1.00  real_sub_fake : 581.85 ]
[  epoch 0019/0040] 0100/4800, lr:5.0e-05 ∣ avg_100 : 32023.567137 ∣ critic_nllloss : 26004.716797 ∣ critic_ganloss : -208.349730 ∣ generator_nllloss : 5141.194922 ∣ generator_ganloss : 955.450781 ∣  [  std_z : 0.99  real_sub_fake : 693.94 ]
[  epoch 0019/0040] 0110/4800, lr:5.0e-05 ∣ avg_100 : 32025.074450 ∣ critic_nllloss : 26102.839844 ∣ critic_ganloss : -185.350206 ∣ generator_nllloss : 5155.245313 ∣ generator_ganloss : 960.140088 ∣  [  std_z : 0.99  real_sub_fake : 723.06 ]
[  epoch 0019/0040] 0120/4800, lr:5.0e-05 ∣ avg_100 : 32022.174504 ∣ critic_nllloss : 25878.861328 ∣ critic_ganloss : -145.141716 ∣ generator_nllloss : 5067.603516 ∣ generator_ganloss : 946.445312 ∣  [  std_z : 0.98  real_sub_fake : 679.72 ]
[  epoch 0019/0040] 0130/4800, lr:5.0e-05 ∣ avg_100 : 32026.124131 ∣ critic_nllloss : 26163.271289 ∣ critic_ganloss : -164.292904 ∣ generator_nllloss : 5268.354492 ∣ generator_ganloss : 939.158496 ∣  [  std_z : 0.99  real_sub_fake : 531.89 ]
[  epoch 0019/0040] 0140/4800, lr:5.0e-05 ∣ avg_100 : 32025.368955 ∣ critic_nllloss : 26012.708984 ∣ critic_ganloss : -175.064557 ∣ generator_nllloss : 5165.220312 ∣ generator_ganloss : 948.723096 ∣  [  std_z : 1.00  real_sub_fake : 554.06 ]
[  epoch 0019/0040] 0150/4800, lr:5.0e-05 ∣ avg_100 : 32032.916783 ∣ critic_nllloss : 26424.452930 ∣ critic_ganloss : -199.167004 ∣ generator_nllloss : 5313.810742 ∣ generator_ganloss : 956.490869 ∣  [  std_z : 0.99  real_sub_fake : 765.38 ]
[  epoch 0019/0040] 0160/4800, lr:5.0e-05 ∣ avg_100 : 32030.741064 ∣ critic_nllloss : 26084.749219 ∣ critic_ganloss : -277.854300 ∣ generator_nllloss : 5304.139844 ∣ generator_ganloss : 935.614844 ∣  [  std_z : 1.00  real_sub_fake : 986.42 ]
[  epoch 0019/0040] 0170/4800, lr:5.0e-05 ∣ avg_100 : 32026.254195 ∣ critic_nllloss : 25786.940039 ∣ critic_ganloss : -283.419412 ∣ generator_nllloss : 5236.994727 ∣ generator_ganloss : 928.557227 ∣  [  std_z : 0.99  real_sub_fake : 1136.92 ]
[  epoch 0019/0040] 0180/4800, lr:5.0e-05 ∣ avg_100 : 32030.174135 ∣ critic_nllloss : 26043.530469 ∣ critic_ganloss : -280.690009 ∣ generator_nllloss : 5308.469336 ∣ generator_ganloss : 910.415576 ∣  [  std_z : 0.99  real_sub_fake : 1128.11 ]
[  epoch 0019/0040] 0190/4800, lr:5.0e-05 ∣ avg_100 : 32029.032005 ∣ critic_nllloss : 26084.247461 ∣ critic_ganloss : -205.325237 ∣ generator_nllloss : 5197.455664 ∣ generator_ganloss : 951.884717 ∣  [  std_z : 0.99  real_sub_fake : 846.75 ]
[  epoch 0019/0040] 0200/4800, lr:5.0e-05 ∣ avg_100 : 32028.918803 ∣ critic_nllloss : 26082.663477 ∣ critic_ganloss : -168.857516 ∣ generator_nllloss : 5209.672852 ∣ generator_ganloss : 954.017578 ∣  [  std_z : 0.99  real_sub_fake : 581.31 ]
[  epoch 0019/0040] 0210/4800, lr:5.0e-05 ∣ avg_100 : 32031.739524 ∣ critic_nllloss : 26031.415430 ∣ critic_ganloss : -162.341849 ∣ generator_nllloss : 5159.798633 ∣ generator_ganloss : 955.735840 ∣  [  std_z : 1.00  real_sub_fake : 584.54 ]
[  epoch 0019/0040] 0220/4800, lr:5.0e-05 ∣ avg_100 : 32033.471735 ∣ critic_nllloss : 26130.005469 ∣ critic_ganloss : -213.159178 ∣ generator_nllloss : 5211.687891 ∣ generator_ganloss : 931.838867 ∣  [  std_z : 0.99  real_sub_fake : 720.00 ]
[  epoch 0019/0040] 0230/4800, lr:5.0e-05 ∣ avg_100 : 32029.079778 ∣ critic_nllloss : 25770.001367 ∣ critic_ganloss : -212.172900 ∣ generator_nllloss : 5183.326953 ∣ generator_ganloss : 933.569922 ∣  [  std_z : 0.98  real_sub_fake : 836.83 ]
[  epoch 0019/0040] 0240/4800, lr:5.0e-05 ∣ avg_100 : 32028.199006 ∣ critic_nllloss : 26044.337891 ∣ critic_ganloss : -231.516795 ∣ generator_nllloss : 5147.329102 ∣ generator_ganloss : 945.735889 ∣  [  std_z : 0.99  real_sub_fake : 808.40 ]
[  epoch 0019/0040] 0250/4800, lr:5.0e-05 ∣ avg_100 : 32027.128714 ∣ critic_nllloss : 25943.624414 ∣ critic_ganloss : -165.480067 ∣ generator_nllloss : 5133.992969 ∣ generator_ganloss : 964.255273 ∣  [  std_z : 1.00  real_sub_fake : 776.68 ]
[  epoch 0019/0040] 0260/4800, lr:5.0e-05 ∣ avg_100 : 32026.002978 ∣ critic_nllloss : 25986.883594 ∣ critic_ganloss : -168.852779 ∣ generator_nllloss : 5119.243750 ∣ generator_ganloss : 989.091016 ∣  [  std_z : 1.00  real_sub_fake : 574.84 ]
[  epoch 0019/0040] 0270/4800, lr:5.0e-05 ∣ avg_100 : 32023.722520 ∣ critic_nllloss : 26024.899805 ∣ critic_ganloss : -187.261420 ∣ generator_nllloss : 5229.940039 ∣ generator_ganloss : 968.403613 ∣  [  std_z : 1.00  real_sub_fake : 652.64 ]
[  epoch 0019/0040] 0280/4800, lr:5.0e-05 ∣ avg_100 : 32023.806665 ∣ critic_nllloss : 26006.927734 ∣ critic_ganloss : -182.794952 ∣ generator_nllloss : 5232.892969 ∣ generator_ganloss : 968.948584 ∣  [  std_z : 0.97  real_sub_fake : 742.10 ]
[  epoch 0019/0040] 0290/4800, lr:5.0e-05 ∣ avg_100 : 32018.912871 ∣ critic_nllloss : 25975.710938 ∣ critic_ganloss : -211.028792 ∣ generator_nllloss : 5224.019141 ∣ generator_ganloss : 942.238232 ∣  [  std_z : 0.97  real_sub_fake : 816.52 ]
[  epoch 0019/0040] 0300/4800, lr:5.0e-05 ∣ avg_100 : 32017.410123 ∣ critic_nllloss : 25989.170508 ∣ critic_ganloss : -201.017842 ∣ generator_nllloss : 5226.330273 ∣ generator_ganloss : 944.830176 ∣  [  std_z : 0.99  real_sub_fake : 680.88 ]
[  epoch 0019/0040] 0310/4800, lr:5.0e-05 ∣ avg_100 : 32012.154484 ∣ critic_nllloss : 25875.232031 ∣ critic_ganloss : -195.848105 ∣ generator_nllloss : 5151.629492 ∣ generator_ganloss : 913.312793 ∣  [  std_z : 1.00  real_sub_fake : 780.42 ]
[  epoch 0019/0040] 0320/4800, lr:5.0e-05 ∣ avg_100 : 32009.918047 ∣ critic_nllloss : 25969.024219 ∣ critic_ganloss : -164.317724 ∣ generator_nllloss : 5208.620117 ∣ generator_ganloss : 923.673047 ∣  [  std_z : 1.00  real_sub_fake : 587.50 ]
[  epoch 0019/0040] 0330/4800, lr:5.0e-05 ∣ avg_100 : 32005.982862 ∣ critic_nllloss : 26089.806055 ∣ critic_ganloss : -183.371407 ∣ generator_nllloss : 5172.311523 ∣ generator_ganloss : 923.626709 ∣  [  std_z : 0.98  real_sub_fake : 697.81 ]
[  epoch 0019/0040] 0340/4800, lr:5.0e-05 ∣ avg_100 : 32001.751730 ∣ critic_nllloss : 25840.186914 ∣ critic_ganloss : -153.426274 ∣ generator_nllloss : 5041.533594 ∣ generator_ganloss : 944.242090 ∣  [  std_z : 0.98  real_sub_fake : 600.71 ]
[  epoch 0019/0040] 0350/4800, lr:5.0e-05 ∣ avg_100 : 31999.183415 ∣ critic_nllloss : 25809.291992 ∣ critic_ganloss : -190.167052 ∣ generator_nllloss : 5166.062109 ∣ generator_ganloss : 911.795654 ∣  [  std_z : 0.99  real_sub_fake : 677.08 ]
[  epoch 0019/0040] 0360/4800, lr:5.0e-05 ∣ avg_100 : 31999.546599 ∣ critic_nllloss : 26042.092578 ∣ critic_ganloss : -141.265009 ∣ generator_nllloss : 5290.736328 ∣ generator_ganloss : 949.486426 ∣  [  std_z : 1.00  real_sub_fake : 566.82 ]
[  epoch 0019/0040] 0370/4800, lr:5.0e-05 ∣ avg_100 : 32000.055124 ∣ critic_nllloss : 26244.767773 ∣ critic_ganloss : -213.629431 ∣ generator_nllloss : 5301.579687 ∣ generator_ganloss : 937.955762 ∣  [  std_z : 0.99  real_sub_fake : 697.47 ]
[  epoch 0019/0040] 0380/4800, lr:5.0e-05 ∣ avg_100 : 32001.781551 ∣ critic_nllloss : 25965.258203 ∣ critic_ganloss : -205.762619 ∣ generator_nllloss : 5129.319531 ∣ generator_ganloss : 965.932373 ∣  [  std_z : 0.98  real_sub_fake : 734.81 ]
[  epoch 0019/0040] 0390/4800, lr:5.0e-05 ∣ avg_100 : 31999.678705 ∣ critic_nllloss : 25854.882422 ∣ critic_ganloss : -212.124312 ∣ generator_nllloss : 5102.608594 ∣ generator_ganloss : 958.063379 ∣  [  std_z : 0.99  real_sub_fake : 774.23 ]
[  epoch 0019/0040] 0400/4800, lr:5.0e-05 ∣ avg_100 : 32001.367371 ∣ critic_nllloss : 26195.353320 ∣ critic_ganloss : -224.184660 ∣ generator_nllloss : 5232.249609 ∣ generator_ganloss : 931.441260 ∣  [  std_z : 1.00  real_sub_fake : 854.27 ]
[  epoch 0019/0040] 0410/4800, lr:5.0e-05 ∣ avg_100 : 32005.033219 ∣ critic_nllloss : 26135.991406 ∣ critic_ganloss : -172.917783 ∣ generator_nllloss : 5243.661328 ∣ generator_ganloss : 991.569385 ∣  [  std_z : 1.00  real_sub_fake : 658.99 ]
[  epoch 0019/0040] 0420/4800, lr:5.0e-05 ∣ avg_100 : 32000.946901 ∣ critic_nllloss : 25727.264453 ∣ critic_ganloss : -149.499571 ∣ generator_nllloss : 5152.012891 ∣ generator_ganloss : 984.367236 ∣  [  std_z : 0.99  real_sub_fake : 629.40 ]
[  epoch 0019/0040] 0430/4800, lr:5.0e-05 ∣ avg_100 : 32000.715356 ∣ critic_nllloss : 26006.246680 ∣ critic_ganloss : -137.881013 ∣ generator_nllloss : 5216.674414 ∣ generator_ganloss : 992.383447 ∣  [  std_z : 0.98  real_sub_fake : 592.11 ]
[  epoch 0019/0040] 0440/4800, lr:5.0e-05 ∣ avg_100 : 32003.668117 ∣ critic_nllloss : 26143.411133 ∣ critic_ganloss : -180.464716 ∣ generator_nllloss : 5247.743945 ∣ generator_ganloss : 952.214746 ∣  [  std_z : 0.99  real_sub_fake : 557.02 ]
[  epoch 0019/0040] 0450/4800, lr:5.0e-05 ∣ avg_100 : 32002.759198 ∣ critic_nllloss : 25831.043555 ∣ critic_ganloss : -168.713945 ∣ generator_nllloss : 5144.242578 ∣ generator_ganloss : 960.613965 ∣  [  std_z : 1.00  real_sub_fake : 613.52 ]
[  epoch 0019/0040] 0460/4800, lr:5.0e-05 ∣ avg_100 : 32000.254126 ∣ critic_nllloss : 26044.581445 ∣ critic_ganloss : -217.595836 ∣ generator_nllloss : 5233.753125 ∣ generator_ganloss : 946.957764 ∣  [  std_z : 1.00  real_sub_fake : 748.49 ]
[  epoch 0019/0040] 0470/4800, lr:5.0e-05 ∣ avg_100 : 32001.652206 ∣ critic_nllloss : 26081.131445 ∣ critic_ganloss : -161.069867 ∣ generator_nllloss : 5207.935938 ∣ generator_ganloss : 969.171240 ∣  [  std_z : 0.99  real_sub_fake : 708.51 ]
[  epoch 0019/0040] 0480/4800, lr:5.0e-05 ∣ avg_100 : 31998.672980 ∣ critic_nllloss : 25966.138867 ∣ critic_ganloss : -227.568791 ∣ generator_nllloss : 5149.338086 ∣ generator_ganloss : 983.715332 ∣  [  std_z : 0.98  real_sub_fake : 732.74 ]
[  epoch 0019/0040] 0490/4800, lr:5.0e-05 ∣ avg_100 : 32001.984853 ∣ critic_nllloss : 26157.476562 ∣ critic_ganloss : -209.679953 ∣ generator_nllloss : 5198.983594 ∣ generator_ganloss : 989.148145 ∣  [  std_z : 0.99  real_sub_fake : 936.51 ]
[  epoch 0019/0040] 0500/4800, lr:5.0e-05 ∣ avg_100 : 32001.981507 ∣ critic_nllloss : 26023.116016 ∣ critic_ganloss : -200.460291 ∣ generator_nllloss : 5213.115430 ∣ generator_ganloss : 992.885596 ∣  [  std_z : 1.00  real_sub_fake : 726.34 ]
[  epoch 0019/0040] 0510/4800, lr:5.0e-05 ∣ avg_100 : 32000.848153 ∣ critic_nllloss : 26065.018945 ∣ critic_ganloss : -152.126820 ∣ generator_nllloss : 5139.281055 ∣ generator_ganloss : 957.678320 ∣  [  std_z : 0.99  real_sub_fake : 574.39 ]
[  epoch 0019/0040] 0520/4800, lr:5.0e-05 ∣ avg_100 : 31998.974741 ∣ critic_nllloss : 25855.828711 ∣ critic_ganloss : -210.693324 ∣ generator_nllloss : 5178.461719 ∣ generator_ganloss : 951.015332 ∣  [  std_z : 0.98  real_sub_fake : 643.87 ]
[  epoch 0019/0040] 0530/4800, lr:5.0e-05 ∣ avg_100 : 32004.240105 ∣ critic_nllloss : 26130.526367 ∣ critic_ganloss : -199.327759 ∣ generator_nllloss : 5261.433594 ∣ generator_ganloss : 962.031201 ∣  [  std_z : 0.98  real_sub_fake : 785.01 ]
[  epoch 0019/0040] 0540/4800, lr:5.0e-05 ∣ avg_100 : 32008.326315 ∣ critic_nllloss : 26311.206641 ∣ critic_ganloss : -188.648314 ∣ generator_nllloss : 5306.501953 ∣ generator_ganloss : 963.047363 ∣  [  std_z : 1.00  real_sub_fake : 806.36 ]
[  epoch 0019/0040] 0550/4800, lr:5.0e-05 ∣ avg_100 : 32006.913059 ∣ critic_nllloss : 25983.509570 ∣ critic_ganloss : -186.086551 ∣ generator_nllloss : 5276.521875 ∣ generator_ganloss : 979.870996 ∣  [  std_z : 1.00  real_sub_fake : 613.55 ]
[  epoch 0019/0040] 0560/4800, lr:5.0e-05 ∣ avg_100 : 32005.899667 ∣ critic_nllloss : 26004.325977 ∣ critic_ganloss : -175.721066 ∣ generator_nllloss : 5170.019531 ∣ generator_ganloss : 955.635449 ∣  [  std_z : 0.99  real_sub_fake : 719.05 ]
[  epoch 0019/0040] 0570/4800, lr:5.0e-05 ∣ avg_100 : 32005.910700 ∣ critic_nllloss : 25978.887109 ∣ critic_ganloss : -183.148601 ∣ generator_nllloss : 5207.922461 ∣ generator_ganloss : 961.891211 ∣  [  std_z : 0.98  real_sub_fake : 686.20 ]
[  epoch 0019/0040] 0580/4800, lr:5.0e-05 ∣ avg_100 : 32004.065489 ∣ critic_nllloss : 25911.075195 ∣ critic_ganloss : -183.510010 ∣ generator_nllloss : 5172.884766 ∣ generator_ganloss : 955.161328 ∣  [  std_z : 0.98  real_sub_fake : 673.38 ]
[  epoch 0019/0040] 0590/4800, lr:5.0e-05 ∣ avg_100 : 32004.936846 ∣ critic_nllloss : 25954.909375 ∣ critic_ganloss : -152.705729 ∣ generator_nllloss : 5244.610156 ∣ generator_ganloss : 984.113330 ∣  [  std_z : 1.00  real_sub_fake : 584.80 ]
[  epoch 0019/0040] 0600/4800, lr:5.0e-05 ∣ avg_100 : 32000.302791 ∣ critic_nllloss : 25647.359375 ∣ critic_ganloss : -248.340277 ∣ generator_nllloss : 5090.832031 ∣ generator_ganloss : 956.052686 ∣  [  std_z : 1.00  real_sub_fake : 718.42 ]
[  epoch 0019/0040] 0610/4800, lr:5.0e-05 ∣ avg_100 : 31997.391927 ∣ critic_nllloss : 25840.258984 ∣ critic_ganloss : -141.354654 ∣ generator_nllloss : 5168.509375 ∣ generator_ganloss : 1010.575195 ∣     [  std_z : 0.99  real_sub_fake : 736.54 ]
[  epoch 0019/0040] 0620/4800, lr:5.0e-05 ∣ avg_100 : 31999.114198 ∣ critic_nllloss : 26002.133398 ∣ critic_ganloss : -147.469026 ∣ generator_nllloss : 5195.841602 ∣ generator_ganloss : 983.886475 ∣  [  std_z : 0.99  real_sub_fake : 536.72 ]
[  epoch 0019/0040] 0630/4800, lr:5.0e-05 ∣ avg_100 : 31998.122162 ∣ critic_nllloss : 26056.222461 ∣ critic_ganloss : -139.792017 ∣ generator_nllloss : 5239.875977 ∣ generator_ganloss : 987.149561 ∣  [  std_z : 0.99  real_sub_fake : 505.45 ]
[  epoch 0019/0040] 0640/4800, lr:5.0e-05 ∣ avg_100 : 31997.639031 ∣ critic_nllloss : 26157.481641 ∣ critic_ganloss : -166.972472 ∣ generator_nllloss : 5195.056641 ∣ generator_ganloss : 1007.992969 ∣     [  std_z : 0.99  real_sub_fake : 566.71 ]
[  epoch 0019/0040] 0650/4800, lr:5.0e-05 ∣ avg_100 : 31996.425022 ∣ critic_nllloss : 26010.200781 ∣ critic_ganloss : -138.522879 ∣ generator_nllloss : 5145.123438 ∣ generator_ganloss : 990.009619 ∣  [  std_z : 0.99  real_sub_fake : 637.20 ]
[  epoch 0019/0040] 0660/4800, lr:5.0e-05 ∣ avg_100 : 31993.990854 ∣ critic_nllloss : 26042.860156 ∣ critic_ganloss : -118.514202 ∣ generator_nllloss : 5182.205664 ∣ generator_ganloss : 1038.607227 ∣     [  std_z : 1.00  real_sub_fake : 405.25 ]
[  epoch 0019/0040] 0670/4800, lr:5.0e-05 ∣ avg_100 : 31993.468629 ∣ critic_nllloss : 26077.269531 ∣ critic_ganloss : -172.520174 ∣ generator_nllloss : 5214.865625 ∣ generator_ganloss : 950.041992 ∣  [  std_z : 0.99  real_sub_fake : 654.60 ]
[  epoch 0019/0040] 0680/4800, lr:5.0e-05 ∣ avg_100 : 31994.072157 ∣ critic_nllloss : 25849.923242 ∣ critic_ganloss : -142.309578 ∣ generator_nllloss : 5086.645117 ∣ generator_ganloss : 1008.764404 ∣     [  std_z : 0.99  real_sub_fake : 570.83 ]
[  epoch 0019/0040] 0690/4800, lr:5.0e-05 ∣ avg_100 : 31990.884854 ∣ critic_nllloss : 25952.362500 ∣ critic_ganloss : -172.989403 ∣ generator_nllloss : 5178.594727 ∣ generator_ganloss : 987.775195 ∣  [  std_z : 1.00  real_sub_fake : 540.07 ]
[  epoch 0019/0040] 0700/4800, lr:5.0e-05 ∣ avg_100 : 31992.184292 ∣ critic_nllloss : 25928.271289 ∣ critic_ganloss : -174.213741 ∣ generator_nllloss : 5196.968750 ∣ generator_ganloss : 981.192920 ∣  [  std_z : 0.99  real_sub_fake : 650.79 ]
[  epoch 0019/0040] 0710/4800, lr:5.0e-05 ∣ avg_100 : 31989.312123 ∣ critic_nllloss : 25954.288086 ∣ critic_ganloss : -233.926721 ∣ generator_nllloss : 5270.599023 ∣ generator_ganloss : 970.537891 ∣  [  std_z : 0.99  real_sub_fake : 747.19 ]
[  epoch 0019/0040] 0720/4800, lr:5.0e-05 ∣ avg_100 : 31986.152098 ∣ critic_nllloss : 25939.548242 ∣ critic_ganloss : -220.863651 ∣ generator_nllloss : 5201.608594 ∣ generator_ganloss : 957.556494 ∣  [  std_z : 0.99  real_sub_fake : 982.50 ]
[  epoch 0019/0040] 0730/4800, lr:5.0e-05 ∣ avg_100 : 31983.949898 ∣ critic_nllloss : 25834.882812 ∣ critic_ganloss : -170.914551 ∣ generator_nllloss : 5193.525195 ∣ generator_ganloss : 954.645361 ∣  [  std_z : 0.98  real_sub_fake : 783.42 ]
[  epoch 0019/0040] 0740/4800, lr:5.0e-05 ∣ avg_100 : 31986.647327 ∣ critic_nllloss : 26141.601953 ∣ critic_ganloss : -180.785347 ∣ generator_nllloss : 5222.398633 ∣ generator_ganloss : 940.800049 ∣  [  std_z : 0.99  real_sub_fake : 662.72 ]
[  epoch 0019/0040] 0750/4800, lr:5.0e-05 ∣ avg_100 : 31989.177674 ∣ critic_nllloss : 26207.575391 ∣ critic_ganloss : -141.660672 ∣ generator_nllloss : 5205.898047 ∣ generator_ganloss : 950.509375 ∣  [  std_z : 0.99  real_sub_fake : 519.00 ]
[  epoch 0019/0040] 0760/4800, lr:5.0e-05 ∣ avg_100 : 31986.021074 ∣ critic_nllloss : 25919.754883 ∣ critic_ganloss : -166.833532 ∣ generator_nllloss : 5179.589063 ∣ generator_ganloss : 956.849902 ∣  [  std_z : 0.99  real_sub_fake : 570.75 ]
[  epoch 0019/0040] 0770/4800, lr:5.0e-05 ∣ avg_100 : 31985.696639 ∣ critic_nllloss : 26131.760156 ∣ critic_ganloss : -206.692172 ∣ generator_nllloss : 5167.555078 ∣ generator_ganloss : 934.301367 ∣  [  std_z : 0.99  real_sub_fake : 666.35 ]
[  epoch 0019/0040] 0780/4800, lr:5.0e-05 ∣ avg_100 : 31987.049894 ∣ critic_nllloss : 26254.639062 ∣ critic_ganloss : -216.063310 ∣ generator_nllloss : 5252.793555 ∣ generator_ganloss : 931.509521 ∣  [  std_z : 1.00  real_sub_fake : 787.35 ]
[  epoch 0019/0040] 0790/4800, lr:5.0e-05 ∣ avg_100 : 31988.360113 ∣ critic_nllloss : 26075.813281 ∣ critic_ganloss : -176.363676 ∣ generator_nllloss : 5245.530078 ∣ generator_ganloss : 930.029883 ∣  [  std_z : 0.99  real_sub_fake : 734.19 ]
[  epoch 0019/0040] 0800/4800, lr:5.0e-05 ∣ avg_100 : 31996.385559 ∣ critic_nllloss : 26193.443359 ∣ critic_ganloss : -156.724658 ∣ generator_nllloss : 5251.118750 ∣ generator_ganloss : 916.561182 ∣  [  std_z : 0.99  real_sub_fake : 588.74 ]
[  epoch 0019/0040] 0810/4800, lr:5.0e-05 ∣ avg_100 : 31994.393661 ∣ critic_nllloss : 25942.333008 ∣ critic_ganloss : -159.074811 ∣ generator_nllloss : 5148.971875 ∣ generator_ganloss : 912.065869 ∣  [  std_z : 0.98  real_sub_fake : 580.98 ]
[  epoch 0019/0040] 0820/4800, lr:5.0e-05 ∣ avg_100 : 31993.924775 ∣ critic_nllloss : 26115.041016 ∣ critic_ganloss : -224.749902 ∣ generator_nllloss : 5217.961133 ∣ generator_ganloss : 915.693262 ∣  [  std_z : 0.99  real_sub_fake : 737.38 ]
[  epoch 0019/0040] 0830/4800, lr:5.0e-05 ∣ avg_100 : 31992.397266 ∣ critic_nllloss : 26085.174219 ∣ critic_ganloss : -224.598909 ∣ generator_nllloss : 5152.419922 ∣ generator_ganloss : 918.184570 ∣  [  std_z : 1.00  real_sub_fake : 948.47 ]
[  epoch 0019/0040] 0840/4800, lr:5.0e-05 ∣ avg_100 : 31990.849308 ∣ critic_nllloss : 26006.557227 ∣ critic_ganloss : -200.221385 ∣ generator_nllloss : 5187.913281 ∣ generator_ganloss : 947.317139 ∣  [  std_z : 0.99  real_sub_fake : 770.15 ]
[  epoch 0019/0040] 0850/4800, lr:5.0e-05 ∣ avg_100 : 31990.864258 ∣ critic_nllloss : 26079.371094 ∣ critic_ganloss : -161.735435 ∣ generator_nllloss : 5237.320312 ∣ generator_ganloss : 944.457813 ∣  [  std_z : 0.99  real_sub_fake : 654.78 ]
[  epoch 0019/0040] 0860/4800, lr:5.0e-05 ∣ avg_100 : 31993.103455 ∣ critic_nllloss : 25992.790234 ∣ critic_ganloss : -214.279877 ∣ generator_nllloss : 5184.016797 ∣ generator_ganloss : 925.079687 ∣  [  std_z : 1.00  real_sub_fake : 662.31 ]
[  epoch 0019/0040] 0870/4800, lr:5.0e-05 ∣ avg_100 : 31988.336158 ∣ critic_nllloss : 25763.832813 ∣ critic_ganloss : -186.252106 ∣ generator_nllloss : 5126.443750 ∣ generator_ganloss : 916.916797 ∣  [  std_z : 0.99  real_sub_fake : 694.07 ]
[  epoch 0019/0040] 0880/4800, lr:5.0e-05 ∣ avg_100 : 31989.474032 ∣ critic_nllloss : 26112.767773 ∣ critic_ganloss : -200.360600 ∣ generator_nllloss : 5285.502734 ∣ generator_ganloss : 931.094727 ∣  [  std_z : 0.99  real_sub_fake : 824.34 ]
[  epoch 0019/0040] 0890/4800, lr:5.0e-05 ∣ avg_100 : 31988.714785 ∣ critic_nllloss : 26141.537500 ∣ critic_ganloss : -199.605775 ∣ generator_nllloss : 5172.104883 ∣ generator_ganloss : 926.672461 ∣  [  std_z : 1.00  real_sub_fake : 716.61 ]
[  epoch 0019/0040] 0900/4800, lr:5.0e-05 ∣ avg_100 : 31985.925911 ∣ critic_nllloss : 25868.206055 ∣ critic_ganloss : -188.304607 ∣ generator_nllloss : 5117.756641 ∣ generator_ganloss : 941.825342 ∣  [  std_z : 0.99  real_sub_fake : 724.41 ]
[  epoch 0019/0040] 0910/4800, lr:5.0e-05 ∣ avg_100 : 31988.850005 ∣ critic_nllloss : 26128.355859 ∣ critic_ganloss : -145.378974 ∣ generator_nllloss : 5181.521484 ∣ generator_ganloss : 958.607666 ∣  [  std_z : 0.99  real_sub_fake : 678.88 ]
[  epoch 0019/0040] 0920/4800, lr:5.0e-05 ∣ avg_100 : 31989.183122 ∣ critic_nllloss : 25909.644141 ∣ critic_ganloss : -157.187495 ∣ generator_nllloss : 5290.652344 ∣ generator_ganloss : 947.786670 ∣  [  std_z : 1.00  real_sub_fake : 581.96 ]
[  epoch 0019/0040] 0930/4800, lr:5.0e-05 ∣ avg_100 : 31990.464784 ∣ critic_nllloss : 26142.127539 ∣ critic_ganloss : -196.387507 ∣ generator_nllloss : 5272.057813 ∣ generator_ganloss : 922.098145 ∣  [  std_z : 0.98  real_sub_fake : 601.02 ]
[  epoch 0019/0040] 0940/4800, lr:5.0e-05 ∣ avg_100 : 31988.221073 ∣ critic_nllloss : 26183.833008 ∣ critic_ganloss : -220.511046 ∣ generator_nllloss : 5210.979492 ∣ generator_ganloss : 899.124023 ∣  [  std_z : 0.98  real_sub_fake : 754.16 ]
[  epoch 0019/0040] 0950/4800, lr:5.0e-05 ∣ avg_100 : 31992.624578 ∣ critic_nllloss : 26154.329102 ∣ critic_ganloss : -167.151411 ∣ generator_nllloss : 5238.616602 ∣ generator_ganloss : 961.441553 ∣  [  std_z : 0.99  real_sub_fake : 769.64 ]
[  epoch 0019/0040] 0960/4800, lr:5.0e-05 ∣ avg_100 : 31989.403092 ∣ critic_nllloss : 25933.408789 ∣ critic_ganloss : -176.126743 ∣ generator_nllloss : 5179.910742 ∣ generator_ganloss : 954.649170 ∣  [  std_z : 1.00  real_sub_fake : 519.97 ]
[  epoch 0019/0040] 0970/4800, lr:5.0e-05 ∣ avg_100 : 31987.189196 ∣ critic_nllloss : 25926.506445 ∣ critic_ganloss : -150.988341 ∣ generator_nllloss : 5154.674609 ∣ generator_ganloss : 922.440576 ∣  [  std_z : 1.00  real_sub_fake : 745.78 ]
[  epoch 0019/0040] 0980/4800, lr:5.0e-05 ∣ avg_100 : 31989.623217 ∣ critic_nllloss : 26224.129883 ∣ critic_ganloss : -177.761987 ∣ generator_nllloss : 5219.167773 ∣ generator_ganloss : 936.214062 ∣  [  std_z : 0.99  real_sub_fake : 588.71 ]
[  epoch 0019/0040] 0990/4800, lr:5.0e-05 ∣ avg_100 : 31988.284999 ∣ critic_nllloss : 26018.899609 ∣ critic_ganloss : -217.131329 ∣ generator_nllloss : 5194.371680 ∣ generator_ganloss : 910.132910 ∣  [  std_z : 0.98  real_sub_fake : 740.47 ]
[  epoch 0019/0040] 1000/4800, lr:5.0e-05 ∣ avg_100 : 31987.796140 ∣ critic_nllloss : 26151.057422 ∣ critic_ganloss : -190.100893 ∣ generator_nllloss : 5289.383203 ∣ generator_ganloss : 938.496387 ∣  [  std_z : 0.99  real_sub_fake : 673.10 ]
[  epoch 0019/0040] 1010/4800, lr:5.0e-05 ∣ avg_100 : 31991.324070 ∣ critic_nllloss : 26096.325977 ∣ critic_ganloss : -193.938438 ∣ generator_nllloss : 5203.457812 ∣ generator_ganloss : 920.045361 ∣  [  std_z : 1.00  real_sub_fake : 809.11 ]
[  epoch 0019/0040] 1020/4800, lr:5.0e-05 ∣ avg_100 : 31990.187854 ∣ critic_nllloss : 25852.653906 ∣ critic_ganloss : -172.968135 ∣ generator_nllloss : 5106.891602 ∣ generator_ganloss : 940.528027 ∣  [  std_z : 1.01  real_sub_fake : 738.22 ]
[  epoch 0019/0040] 1030/4800, lr:5.0e-05 ∣ avg_100 : 31986.979001 ∣ critic_nllloss : 25670.008398 ∣ critic_ganloss : -58.448114 ∣ generator_nllloss : 5140.690039 ∣ generator_ganloss : 977.688330 ∣   [  std_z : 1.00  real_sub_fake : 305.41 ]
[  epoch 0019/0040] 1040/4800, lr:5.0e-05 ∣ avg_100 : 31984.558931 ∣ critic_nllloss : 25772.374219 ∣ critic_ganloss : -90.777568 ∣ generator_nllloss : 5245.898828 ∣ generator_ganloss : 951.071338 ∣   [  std_z : 0.99  real_sub_fake : 309.67 ]
[  epoch 0019/0040] 1050/4800, lr:5.0e-05 ∣ avg_100 : 31986.307989 ∣ critic_nllloss : 26129.776953 ∣ critic_ganloss : -120.512109 ∣ generator_nllloss : 5348.975000 ∣ generator_ganloss : 947.902588 ∣  [  std_z : 0.98  real_sub_fake : 412.62 ]
[  epoch 0019/0040] 1060/4800, lr:5.0e-05 ∣ avg_100 : 31983.535421 ∣ critic_nllloss : 25695.869141 ∣ critic_ganloss : -149.911568 ∣ generator_nllloss : 5090.064453 ∣ generator_ganloss : 941.032764 ∣  [  std_z : 0.98  real_sub_fake : 491.29 ]
[  epoch 0019/0040] 1070/4800, lr:5.0e-05 ∣ avg_100 : 31981.298544 ∣ critic_nllloss : 25928.109375 ∣ critic_ganloss : -158.159853 ∣ generator_nllloss : 5154.426758 ∣ generator_ganloss : 936.745898 ∣  [  std_z : 1.00  real_sub_fake : 633.96 ]
[  epoch 0019/0040] 1080/4800, lr:5.0e-05 ∣ avg_100 : 31978.280114 ∣ critic_nllloss : 26013.990820 ∣ critic_ganloss : -216.605174 ∣ generator_nllloss : 5184.752344 ∣ generator_ganloss : 921.847998 ∣  [  std_z : 1.01  real_sub_fake : 627.80 ]
[  epoch 0019/0040] 1090/4800, lr:5.0e-05 ∣ avg_100 : 31976.512646 ∣ critic_nllloss : 25859.374609 ∣ critic_ganloss : -138.626933 ∣ generator_nllloss : 5203.172266 ∣ generator_ganloss : 967.682520 ∣  [  std_z : 0.99  real_sub_fake : 649.13 ]
[  epoch 0019/0040] 1100/4800, lr:5.0e-05 ∣ avg_100 : 31978.755125 ∣ critic_nllloss : 26088.669922 ∣ critic_ganloss : -177.984499 ∣ generator_nllloss : 5263.315625 ∣ generator_ganloss : 943.259570 ∣  [  std_z : 0.99  real_sub_fake : 611.66 ]
[  epoch 0019/0040] 1110/4800, lr:5.0e-05 ∣ avg_100 : 31979.417515 ∣ critic_nllloss : 26131.554492 ∣ critic_ganloss : -206.022816 ∣ generator_nllloss : 5245.493555 ∣ generator_ganloss : 928.088867 ∣  [  std_z : 0.99  real_sub_fake : 676.70 ]
[  epoch 0019/0040] 1120/4800, lr:5.0e-05 ∣ avg_100 : 31980.567598 ∣ critic_nllloss : 26020.965234 ∣ critic_ganloss : -255.988364 ∣ generator_nllloss : 5187.801758 ∣ generator_ganloss : 909.998047 ∣  [  std_z : 0.99  real_sub_fake : 848.26 ]
[  epoch 0019/0040] 1130/4800, lr:5.0e-05 ∣ avg_100 : 31979.724626 ∣ critic_nllloss : 26105.522461 ∣ critic_ganloss : -140.313274 ∣ generator_nllloss : 5198.271289 ∣ generator_ganloss : 958.713770 ∣  [  std_z : 0.98  real_sub_fake : 721.66 ]
[  epoch 0019/0040] 1140/4800, lr:5.0e-05 ∣ avg_100 : 31982.533674 ∣ critic_nllloss : 26302.005273 ∣ critic_ganloss : -194.643858 ∣ generator_nllloss : 5193.942969 ∣ generator_ganloss : 931.188184 ∣  [  std_z : 1.00  real_sub_fake : 667.76 ]
[  epoch 0019/0040] 1150/4800, lr:5.0e-05 ∣ avg_100 : 31976.788217 ∣ critic_nllloss : 25905.349805 ∣ critic_ganloss : -190.875192 ∣ generator_nllloss : 5238.240234 ∣ generator_ganloss : 968.327051 ∣  [  std_z : 1.00  real_sub_fake : 816.80 ]
[  epoch 0019/0040] 1160/4800, lr:5.0e-05 ∣ avg_100 : 31973.500881 ∣ critic_nllloss : 25740.358203 ∣ critic_ganloss : -139.916768 ∣ generator_nllloss : 5146.444531 ∣ generator_ganloss : 971.029980 ∣  [  std_z : 0.99  real_sub_fake : 572.66 ]
[  epoch 0019/0040] 1170/4800, lr:5.0e-05 ∣ avg_100 : 31975.915288 ∣ critic_nllloss : 25975.666406 ∣ critic_ganloss : -114.601140 ∣ generator_nllloss : 5116.775391 ∣ generator_ganloss : 932.672656 ∣  [  std_z : 0.99  real_sub_fake : 524.35 ]
[  epoch 0019/0040] 1180/4800, lr:5.0e-05 ∣ avg_100 : 31977.575971 ∣ critic_nllloss : 26135.411523 ∣ critic_ganloss : -166.223636 ∣ generator_nllloss : 5239.077344 ∣ generator_ganloss : 939.528467 ∣  [  std_z : 0.99  real_sub_fake : 475.80 ]
[  epoch 0019/0040] 1190/4800, lr:5.0e-05 ∣ avg_100 : 31978.494737 ∣ critic_nllloss : 26166.794727 ∣ critic_ganloss : -167.151579 ∣ generator_nllloss : 5202.254297 ∣ generator_ganloss : 918.241748 ∣  [  std_z : 1.00  real_sub_fake : 641.82 ]
[  epoch 0019/0040] 1200/4800, lr:5.0e-05 ∣ avg_100 : 31978.658801 ∣ critic_nllloss : 26076.045117 ∣ critic_ganloss : -194.242761 ∣ generator_nllloss : 5276.164844 ∣ generator_ganloss : 935.935547 ∣  [  std_z : 1.00  real_sub_fake : 626.07 ]
[  epoch 0019/0040] 1210/4800, lr:5.0e-05 ∣ avg_100 : 31977.492920 ∣ critic_nllloss : 25949.131250 ∣ critic_ganloss : -224.037047 ∣ generator_nllloss : 5185.511328 ∣ generator_ganloss : 957.414453 ∣  [  std_z : 0.99  real_sub_fake : 847.09 ]
[  epoch 0019/0040] 1220/4800, lr:5.0e-05 ∣ avg_100 : 31976.431153 ∣ critic_nllloss : 25959.022461 ∣ critic_ganloss : -133.532185 ∣ generator_nllloss : 5166.678906 ∣ generator_ganloss : 962.027148 ∣  [  std_z : 0.98  real_sub_fake : 614.17 ]
[  epoch 0019/0040] 1230/4800, lr:5.0e-05 ∣ avg_100 : 31980.572611 ∣ critic_nllloss : 26081.709375 ∣ critic_ganloss : -139.516592 ∣ generator_nllloss : 5204.233984 ∣ generator_ganloss : 942.444385 ∣  [  std_z : 0.99  real_sub_fake : 556.83 ]
[  epoch 0019/0040] 1240/4800, lr:5.0e-05 ∣ avg_100 : 31983.930124 ∣ critic_nllloss : 26131.524414 ∣ critic_ganloss : -152.888275 ∣ generator_nllloss : 5306.167578 ∣ generator_ganloss : 956.833691 ∣  [  std_z : 1.00  real_sub_fake : 505.72 ]
[  epoch 0019/0040] 1250/4800, lr:5.0e-05 ∣ avg_100 : 31984.556205 ∣ critic_nllloss : 25925.840039 ∣ critic_ganloss : -131.426205 ∣ generator_nllloss : 5200.036133 ∣ generator_ganloss : 944.550684 ∣  [  std_z : 0.99  real_sub_fake : 527.71 ]
[  epoch 0019/0040] 1260/4800, lr:5.0e-05 ∣ avg_100 : 31987.685923 ∣ critic_nllloss : 26077.237109 ∣ critic_ganloss : -102.280562 ∣ generator_nllloss : 5323.370313 ∣ generator_ganloss : 941.010547 ∣  [  std_z : 1.00  real_sub_fake : 497.64 ]
[  epoch 0019/0040] 1270/4800, lr:5.0e-05 ∣ avg_100 : 31984.596162 ∣ critic_nllloss : 25885.431641 ∣ critic_ganloss : -186.274013 ∣ generator_nllloss : 5097.947070 ∣ generator_ganloss : 929.901221 ∣  [  std_z : 0.99  real_sub_fake : 544.37 ]
[  epoch 0019/0040] 1280/4800, lr:5.0e-05 ∣ avg_100 : 31982.913520 ∣ critic_nllloss : 25958.132617 ∣ critic_ganloss : -194.703957 ∣ generator_nllloss : 5169.819531 ∣ generator_ganloss : 924.461963 ∣  [  std_z : 0.98  real_sub_fake : 659.93 ]
[  epoch 0019/0040] 1290/4800, lr:5.0e-05 ∣ avg_100 : 31982.867340 ∣ critic_nllloss : 25961.198437 ∣ critic_ganloss : -163.460710 ∣ generator_nllloss : 5194.157617 ∣ generator_ganloss : 934.426123 ∣  [  std_z : 0.98  real_sub_fake : 606.27 ]
[  epoch 0019/0040] 1300/4800, lr:5.0e-05 ∣ avg_100 : 31985.298820 ∣ critic_nllloss : 26195.998633 ∣ critic_ganloss : -168.207010 ∣ generator_nllloss : 5246.779883 ∣ generator_ganloss : 927.889648 ∣  [  std_z : 0.99  real_sub_fake : 624.54 ]
[  epoch 0019/0040] 1310/4800, lr:5.0e-05 ∣ avg_100 : 31985.527316 ∣ critic_nllloss : 25802.892188 ∣ critic_ganloss : -145.435046 ∣ generator_nllloss : 5172.696875 ∣ generator_ganloss : 937.021826 ∣  [  std_z : 1.00  real_sub_fake : 581.05 ]
[  epoch 0019/0040] 1320/4800, lr:5.0e-05 ∣ avg_100 : 31985.124523 ∣ critic_nllloss : 25950.230469 ∣ critic_ganloss : -208.176720 ∣ generator_nllloss : 5231.808594 ∣ generator_ganloss : 922.858008 ∣  [  std_z : 0.99  real_sub_fake : 710.68 ]
[  epoch 0019/0040] 1330/4800, lr:5.0e-05 ∣ avg_100 : 31983.666374 ∣ critic_nllloss : 25902.564648 ∣ critic_ganloss : -212.770421 ∣ generator_nllloss : 5236.735547 ∣ generator_ganloss : 930.028223 ∣  [  std_z : 0.98  real_sub_fake : 807.07 ]
[  epoch 0019/0040] 1340/4800, lr:5.0e-05 ∣ avg_100 : 31987.211819 ∣ critic_nllloss : 25981.807812 ∣ critic_ganloss : -125.010153 ∣ generator_nllloss : 5207.148047 ∣ generator_ganloss : 963.135059 ∣  [  std_z : 0.99  real_sub_fake : 644.62 ]
[  epoch 0019/0040] 1350/4800, lr:5.0e-05 ∣ avg_100 : 31989.833315 ∣ critic_nllloss : 25942.742773 ∣ critic_ganloss : -160.667047 ∣ generator_nllloss : 5239.018555 ∣ generator_ganloss : 938.038037 ∣  [  std_z : 1.00  real_sub_fake : 543.74 ]
[  epoch 0019/0040] 1360/4800, lr:5.0e-05 ∣ avg_100 : 31987.698513 ∣ critic_nllloss : 25988.771875 ∣ critic_ganloss : -152.017580 ∣ generator_nllloss : 5162.546680 ∣ generator_ganloss : 928.269141 ∣  [  std_z : 1.00  real_sub_fake : 567.95 ]
[  epoch 0019/0040] 1370/4800, lr:5.0e-05 ∣ avg_100 : 31984.207755 ∣ critic_nllloss : 26096.358789 ∣ critic_ganloss : -229.133014 ∣ generator_nllloss : 5138.083203 ∣ generator_ganloss : 916.289062 ∣  [  std_z : 0.99  real_sub_fake : 680.59 ]
[  epoch 0019/0040] 1380/4800, lr:5.0e-05 ∣ avg_100 : 31985.475277 ∣ critic_nllloss : 26011.432617 ∣ critic_ganloss : -163.005534 ∣ generator_nllloss : 5212.187109 ∣ generator_ganloss : 920.885498 ∣  [  std_z : 0.98  real_sub_fake : 837.66 ]
[  epoch 0019/0040] 1390/4800, lr:5.0e-05 ∣ avg_100 : 31986.086679 ∣ critic_nllloss : 25785.396875 ∣ critic_ganloss : -127.888321 ∣ generator_nllloss : 5169.657227 ∣ generator_ganloss : 937.404443 ∣  [  std_z : 0.98  real_sub_fake : 469.31 ]
[  epoch 0019/0040] 1400/4800, lr:5.0e-05 ∣ avg_100 : 31981.921632 ∣ critic_nllloss : 25870.950195 ∣ critic_ganloss : -191.897137 ∣ generator_nllloss : 5139.546289 ∣ generator_ganloss : 899.755469 ∣  [  std_z : 1.00  real_sub_fake : 639.11 ]
[  epoch 0019/0040] 1410/4800, lr:5.0e-05 ∣ avg_100 : 31979.925800 ∣ critic_nllloss : 26007.697461 ∣ critic_ganloss : -178.352068 ∣ generator_nllloss : 5230.020898 ∣ generator_ganloss : 939.354883 ∣  [  std_z : 1.00  real_sub_fake : 670.36 ]
[  epoch 0019/0040] 1420/4800, lr:5.0e-05 ∣ avg_100 : 31982.729040 ∣ critic_nllloss : 26025.716211 ∣ critic_ganloss : -164.597279 ∣ generator_nllloss : 5196.925391 ∣ generator_ganloss : 936.424707 ∣  [  std_z : 0.98  real_sub_fake : 625.10 ]
[  epoch 0019/0040] 1430/4800, lr:5.0e-05 ∣ avg_100 : 31982.125699 ∣ critic_nllloss : 25978.548633 ∣ critic_ganloss : -90.555917 ∣ generator_nllloss : 5190.100391 ∣ generator_ganloss : 938.996289 ∣   [  std_z : 0.98  real_sub_fake : 523.89 ]
[  epoch 0019/0040] 1440/4800, lr:5.0e-05 ∣ avg_100 : 31980.533685 ∣ critic_nllloss : 26110.953516 ∣ critic_ganloss : -192.063510 ∣ generator_nllloss : 5164.196875 ∣ generator_ganloss : 920.616797 ∣  [  std_z : 0.99  real_sub_fake : 523.11 ]
[  epoch 0019/0040] 1450/4800, lr:5.0e-05 ∣ avg_100 : 31982.322474 ∣ critic_nllloss : 25996.646484 ∣ critic_ganloss : -190.832007 ∣ generator_nllloss : 5229.079687 ∣ generator_ganloss : 911.170947 ∣  [  std_z : 1.01  real_sub_fake : 683.11 ]
[  epoch 0019/0040] 1460/4800, lr:5.0e-05 ∣ avg_100 : 31982.455087 ∣ critic_nllloss : 26139.024219 ∣ critic_ganloss : -170.465839 ∣ generator_nllloss : 5136.022656 ∣ generator_ganloss : 916.376758 ∣  [  std_z : 1.01  real_sub_fake : 697.17 ]
[  epoch 0019/0040] 1470/4800, lr:5.0e-05 ∣ avg_100 : 31980.907618 ∣ critic_nllloss : 25998.167578 ∣ critic_ganloss : -165.816194 ∣ generator_nllloss : 5171.343164 ∣ generator_ganloss : 938.727344 ∣  [  std_z : 0.99  real_sub_fake : 585.46 ]
[  epoch 0019/0040] 1480/4800, lr:5.0e-05 ∣ avg_100 : 31980.155836 ∣ critic_nllloss : 25860.104297 ∣ critic_ganloss : -148.667827 ∣ generator_nllloss : 5127.308398 ∣ generator_ganloss : 957.700342 ∣  [  std_z : 0.99  real_sub_fake : 597.40 ]
[  epoch 0019/0040] 1490/4800, lr:5.0e-05 ∣ avg_100 : 31978.958338 ∣ critic_nllloss : 26028.390234 ∣ critic_ganloss : -157.992415 ∣ generator_nllloss : 5210.729297 ∣ generator_ganloss : 935.051514 ∣  [  std_z : 0.99  real_sub_fake : 587.58 ]
[  epoch 0019/0040] 1500/4800, lr:5.0e-05 ∣ avg_100 : 31978.240637 ∣ critic_nllloss : 25999.348438 ∣ critic_ganloss : -230.897470 ∣ generator_nllloss : 5248.427930 ∣ generator_ganloss : 940.007715 ∣  [  std_z : 1.00  real_sub_fake : 767.64 ]
[  epoch 0019/0040] 1510/4800, lr:5.0e-05 ∣ avg_100 : 31981.594951 ∣ critic_nllloss : 26209.943164 ∣ critic_ganloss : -158.455932 ∣ generator_nllloss : 5317.457031 ∣ generator_ganloss : 976.338672 ∣  [  std_z : 0.99  real_sub_fake : 645.83 ]
[  epoch 0019/0040] 1520/4800, lr:5.0e-05 ∣ avg_100 : 31983.340107 ∣ critic_nllloss : 25986.556445 ∣ critic_ganloss : -176.452887 ∣ generator_nllloss : 5215.117383 ∣ generator_ganloss : 923.907031 ∣  [  std_z : 0.98  real_sub_fake : 756.07 ]
[  epoch 0019/0040] 1530/4800, lr:5.0e-05 ∣ avg_100 : 31983.888207 ∣ critic_nllloss : 26114.422266 ∣ critic_ganloss : -168.850052 ∣ generator_nllloss : 5307.547266 ∣ generator_ganloss : 956.353906 ∣  [  std_z : 0.99  real_sub_fake : 600.81 ]
[  epoch 0019/0040] 1540/4800, lr:5.0e-05 ∣ avg_100 : 31978.082081 ∣ critic_nllloss : 25927.088867 ∣ critic_ganloss : -145.828481 ∣ generator_nllloss : 5111.736719 ∣ generator_ganloss : 918.497998 ∣  [  std_z : 0.99  real_sub_fake : 684.26 ]
[  epoch 0019/0040] 1550/4800, lr:5.0e-05 ∣ avg_100 : 31979.288402 ∣ critic_nllloss : 26097.193945 ∣ critic_ganloss : -83.305562 ∣ generator_nllloss : 5186.795117 ∣ generator_ganloss : 973.764453 ∣   [  std_z : 1.01  real_sub_fake : 330.13 ]
[  epoch 0019/0040] 1560/4800, lr:5.0e-05 ∣ avg_100 : 31979.905572 ∣ critic_nllloss : 26041.148633 ∣ critic_ganloss : -146.212714 ∣ generator_nllloss : 5207.986133 ∣ generator_ganloss : 913.054834 ∣  [  std_z : 1.00  real_sub_fake : 402.13 ]
[  epoch 0019/0040] 1570/4800, lr:5.0e-05 ∣ avg_100 : 31981.213396 ∣ critic_nllloss : 26121.666797 ∣ critic_ganloss : -163.369246 ∣ generator_nllloss : 5257.786523 ∣ generator_ganloss : 880.250537 ∣  [  std_z : 0.98  real_sub_fake : 646.21 ]
[  epoch 0019/0040] 1580/4800, lr:5.0e-05 ∣ avg_100 : 31981.789601 ∣ critic_nllloss : 26011.111914 ∣ critic_ganloss : -177.418471 ∣ generator_nllloss : 5132.850195 ∣ generator_ganloss : 946.688135 ∣  [  std_z : 0.99  real_sub_fake : 568.69 ]
[  epoch 0019/0040] 1590/4800, lr:5.0e-05 ∣ avg_100 : 31980.595403 ∣ critic_nllloss : 25920.625391 ∣ critic_ganloss : -118.683534 ∣ generator_nllloss : 5175.841797 ∣ generator_ganloss : 933.723682 ∣  [  std_z : 1.00  real_sub_fake : 623.29 ]
[  epoch 0019/0040] 1600/4800, lr:5.0e-05 ∣ avg_100 : 31983.424336 ∣ critic_nllloss : 25865.752344 ∣ critic_ganloss : -195.978596 ∣ generator_nllloss : 5117.916211 ∣ generator_ganloss : 941.107129 ∣  [  std_z : 1.00  real_sub_fake : 555.99 ]
[  epoch 0019/0040] 1610/4800, lr:5.0e-05 ∣ avg_100 : 31986.251294 ∣ critic_nllloss : 26060.881250 ∣ critic_ganloss : -158.616650 ∣ generator_nllloss : 5337.979883 ∣ generator_ganloss : 920.440283 ∣  [  std_z : 0.99  real_sub_fake : 689.53 ]
[  epoch 0019/0040] 1620/4800, lr:5.0e-05 ∣ avg_100 : 31987.329992 ∣ critic_nllloss : 26158.782227 ∣ critic_ganloss : -231.819481 ∣ generator_nllloss : 5295.000195 ∣ generator_ganloss : 920.299268 ∣  [  std_z : 0.98  real_sub_fake : 729.20 ]
[  epoch 0019/0040] 1630/4800, lr:5.0e-05 ∣ avg_100 : 31984.673618 ∣ critic_nllloss : 25912.221484 ∣ critic_ganloss : -138.799753 ∣ generator_nllloss : 5158.675586 ∣ generator_ganloss : 945.721240 ∣  [  std_z : 0.99  real_sub_fake : 640.84 ]
[  epoch 0019/0040] 1640/4800, lr:5.0e-05 ∣ avg_100 : 31982.672067 ∣ critic_nllloss : 26054.411523 ∣ critic_ganloss : -183.441850 ∣ generator_nllloss : 5190.915039 ∣ generator_ganloss : 931.518994 ∣  [  std_z : 0.99  real_sub_fake : 682.06 ]
[  epoch 0019/0040] 1650/4800, lr:5.0e-05 ∣ avg_100 : 31981.291964 ∣ critic_nllloss : 25919.903320 ∣ critic_ganloss : -213.289827 ∣ generator_nllloss : 5216.361328 ∣ generator_ganloss : 945.825830 ∣  [  std_z : 1.00  real_sub_fake : 648.73 ]
[  epoch 0019/0040] 1660/4800, lr:5.0e-05 ∣ avg_100 : 31978.223127 ∣ critic_nllloss : 25872.374023 ∣ critic_ganloss : -172.952344 ∣ generator_nllloss : 5196.028320 ∣ generator_ganloss : 942.825195 ∣  [  std_z : 0.99  real_sub_fake : 655.49 ]
[  epoch 0019/0040] 1670/4800, lr:5.0e-05 ∣ avg_100 : 31980.878115 ∣ critic_nllloss : 26316.247070 ∣ critic_ganloss : -147.112471 ∣ generator_nllloss : 5228.450195 ∣ generator_ganloss : 937.570898 ∣  [  std_z : 0.99  real_sub_fake : 646.31 ]
[  epoch 0019/0040] 1680/4800, lr:5.0e-05 ∣ avg_100 : 31985.481196 ∣ critic_nllloss : 26259.125000 ∣ critic_ganloss : -166.805504 ∣ generator_nllloss : 5248.428125 ∣ generator_ganloss : 922.583691 ∣  [  std_z : 1.00  real_sub_fake : 613.45 ]
[  epoch 0019/0040] 1690/4800, lr:5.0e-05 ∣ avg_100 : 31985.130692 ∣ critic_nllloss : 25958.269922 ∣ critic_ganloss : -139.664206 ∣ generator_nllloss : 5187.283398 ∣ generator_ganloss : 904.803516 ∣  [  std_z : 1.00  real_sub_fake : 591.16 ]
[  epoch 0019/0040] 1700/4800, lr:5.0e-05 ∣ avg_100 : 31985.106942 ∣ critic_nllloss : 25858.569531 ∣ critic_ganloss : -163.736002 ∣ generator_nllloss : 5304.816797 ∣ generator_ganloss : 930.193848 ∣  [  std_z : 1.00  real_sub_fake : 492.95 ]
[  epoch 0019/0040] 1710/4800, lr:5.0e-05 ∣ avg_100 : 31984.007535 ∣ critic_nllloss : 25905.861133 ∣ critic_ganloss : -138.516505 ∣ generator_nllloss : 5163.384570 ∣ generator_ganloss : 920.828467 ∣  [  std_z : 0.99  real_sub_fake : 628.55 ]
[  epoch 0019/0040] 1720/4800, lr:5.0e-05 ∣ avg_100 : 31983.826309 ∣ critic_nllloss : 25887.711719 ∣ critic_ganloss : -162.672543 ∣ generator_nllloss : 5210.432617 ∣ generator_ganloss : 924.255273 ∣  [  std_z : 0.98  real_sub_fake : 671.12 ]
[  epoch 0019/0040] 1730/4800, lr:5.0e-05 ∣ avg_100 : 31982.319310 ∣ critic_nllloss : 25816.734961 ∣ critic_ganloss : -199.045328 ∣ generator_nllloss : 5139.282617 ∣ generator_ganloss : 904.466602 ∣  [  std_z : 0.98  real_sub_fake : 680.42 ]
[  epoch 0019/0040] 1740/4800, lr:5.0e-05 ∣ avg_100 : 31978.323425 ∣ critic_nllloss : 25925.195312 ∣ critic_ganloss : -218.170493 ∣ generator_nllloss : 5117.332812 ∣ generator_ganloss : 900.069238 ∣  [  std_z : 1.00  real_sub_fake : 730.01 ]
[  epoch 0019/0040] 1750/4800, lr:5.0e-05 ∣ avg_100 : 31974.706069 ∣ critic_nllloss : 25858.489844 ∣ critic_ganloss : -148.948494 ∣ generator_nllloss : 5221.995117 ∣ generator_ganloss : 929.050000 ∣  [  std_z : 1.01  real_sub_fake : 655.68 ]
[  epoch 0019/0040] 1760/4800, lr:5.0e-05 ∣ avg_100 : 31978.960928 ∣ critic_nllloss : 26308.565625 ∣ critic_ganloss : -174.702757 ∣ generator_nllloss : 5256.409766 ∣ generator_ganloss : 924.573584 ∣  [  std_z : 1.01  real_sub_fake : 640.66 ]
[  epoch 0019/0040] 1770/4800, lr:5.0e-05 ∣ avg_100 : 31978.131781 ∣ critic_nllloss : 26041.834180 ∣ critic_ganloss : -241.925471 ∣ generator_nllloss : 5213.398828 ∣ generator_ganloss : 930.702246 ∣  [  std_z : 0.99  real_sub_fake : 719.97 ]
[  epoch 0019/0040] 1780/4800, lr:5.0e-05 ∣ avg_100 : 31974.508600 ∣ critic_nllloss : 26050.166211 ∣ critic_ganloss : -283.053233 ∣ generator_nllloss : 5144.614648 ∣ generator_ganloss : 948.833105 ∣  [  std_z : 0.98  real_sub_fake : 988.66 ]
[  epoch 0019/0040] 1790/4800, lr:5.0e-05 ∣ avg_100 : 31973.699480 ∣ critic_nllloss : 25923.385156 ∣ critic_ganloss : -112.057307 ∣ generator_nllloss : 5228.891016 ∣ generator_ganloss : 953.878662 ∣  [  std_z : 0.98  real_sub_fake : 723.17 ]
[  epoch 0019/0040] 1800/4800, lr:5.0e-05 ∣ avg_100 : 31970.268961 ∣ critic_nllloss : 25965.554102 ∣ critic_ganloss : -159.671270 ∣ generator_nllloss : 5103.141211 ∣ generator_ganloss : 952.322656 ∣  [  std_z : 1.01  real_sub_fake : 527.80 ]
[  epoch 0019/0040] 1810/4800, lr:5.0e-05 ∣ avg_100 : 31968.721515 ∣ critic_nllloss : 25790.262695 ∣ critic_ganloss : -159.141333 ∣ generator_nllloss : 5116.942969 ∣ generator_ganloss : 941.487061 ∣  [  std_z : 1.00  real_sub_fake : 583.86 ]
[  epoch 0019/0040] 1820/4800, lr:5.0e-05 ∣ avg_100 : 31967.783162 ∣ critic_nllloss : 25995.361133 ∣ critic_ganloss : -164.816492 ∣ generator_nllloss : 5183.405273 ∣ generator_ganloss : 916.160254 ∣  [  std_z : 0.99  real_sub_fake : 534.42 ]
[  epoch 0019/0040] 1830/4800, lr:5.0e-05 ∣ avg_100 : 31969.847406 ∣ critic_nllloss : 26041.683789 ∣ critic_ganloss : -142.436972 ∣ generator_nllloss : 5293.101562 ∣ generator_ganloss : 945.255811 ∣  [  std_z : 0.98  real_sub_fake : 512.27 ]
[  epoch 0019/0040] 1840/4800, lr:5.0e-05 ∣ avg_100 : 31973.260203 ∣ critic_nllloss : 26200.808398 ∣ critic_ganloss : -146.294130 ∣ generator_nllloss : 5281.141602 ∣ generator_ganloss : 947.190088 ∣  [  std_z : 1.00  real_sub_fake : 593.13 ]
[  epoch 0019/0040] 1850/4800, lr:5.0e-05 ∣ avg_100 : 31975.517774 ∣ critic_nllloss : 26245.107812 ∣ critic_ganloss : -176.072862 ∣ generator_nllloss : 5283.967773 ∣ generator_ganloss : 972.168164 ∣  [  std_z : 1.01  real_sub_fake : 620.79 ]
[  epoch 0019/0040] 1860/4800, lr:5.0e-05 ∣ avg_100 : 31973.864684 ∣ critic_nllloss : 25849.518555 ∣ critic_ganloss : -186.449551 ∣ generator_nllloss : 5132.198242 ∣ generator_ganloss : 927.030615 ∣  [  std_z : 0.99  real_sub_fake : 675.21 ]
[  epoch 0019/0040] 1870/4800, lr:5.0e-05 ∣ avg_100 : 31978.016236 ∣ critic_nllloss : 26060.654492 ∣ critic_ganloss : -218.761597 ∣ generator_nllloss : 5248.432422 ∣ generator_ganloss : 945.771143 ∣  [  std_z : 0.98  real_sub_fake : 772.64 ]
[  epoch 0019/0040] 1880/4800, lr:5.0e-05 ∣ avg_100 : 31977.615526 ∣ critic_nllloss : 26146.434961 ∣ critic_ganloss : -206.642215 ∣ generator_nllloss : 5197.960156 ∣ generator_ganloss : 951.180762 ∣  [  std_z : 0.98  real_sub_fake : 749.08 ]
[  epoch 0019/0040] 1890/4800, lr:5.0e-05 ∣ avg_100 : 31976.636821 ∣ critic_nllloss : 25905.103320 ∣ critic_ganloss : -163.823155 ∣ generator_nllloss : 5248.359375 ∣ generator_ganloss : 953.199023 ∣  [  std_z : 1.00  real_sub_fake : 742.79 ]
[  epoch 0019/0040] 1900/4800, lr:5.0e-05 ∣ avg_100 : 31978.193697 ∣ critic_nllloss : 25967.821875 ∣ critic_ganloss : -203.512029 ∣ generator_nllloss : 5214.020117 ∣ generator_ganloss : 916.841064 ∣  [  std_z : 1.01  real_sub_fake : 680.59 ]
[  epoch 0019/0040] 1910/4800, lr:5.0e-05 ∣ avg_100 : 31979.644588 ∣ critic_nllloss : 26262.375195 ∣ critic_ganloss : -199.215045 ∣ generator_nllloss : 5275.933789 ∣ generator_ganloss : 929.101172 ∣  [  std_z : 0.99  real_sub_fake : 783.70 ]
[  epoch 0019/0040] 1920/4800, lr:5.0e-05 ∣ avg_100 : 31980.500829 ∣ critic_nllloss : 26164.877344 ∣ critic_ganloss : -219.890453 ∣ generator_nllloss : 5197.028125 ∣ generator_ganloss : 934.504736 ∣  [  std_z : 0.97  real_sub_fake : 693.47 ]
[  epoch 0019/0040] 1930/4800, lr:5.0e-05 ∣ avg_100 : 31980.276207 ∣ critic_nllloss : 26157.843750 ∣ critic_ganloss : -213.603969 ∣ generator_nllloss : 5235.470508 ∣ generator_ganloss : 937.723535 ∣  [  std_z : 0.99  real_sub_fake : 781.13 ]
[  epoch 0019/0040] 1940/4800, lr:5.0e-05 ∣ avg_100 : 31979.652919 ∣ critic_nllloss : 26049.837695 ∣ critic_ganloss : -242.677078 ∣ generator_nllloss : 5253.246680 ∣ generator_ganloss : 950.689355 ∣  [  std_z : 0.99  real_sub_fake : 882.41 ]
[  epoch 0019/0040] 1950/4800, lr:5.0e-05 ∣ avg_100 : 31976.396330 ∣ critic_nllloss : 25925.785352 ∣ critic_ganloss : -178.515268 ∣ generator_nllloss : 5177.771289 ∣ generator_ganloss : 936.535596 ∣  [  std_z : 1.00  real_sub_fake : 896.19 ]
[  epoch 0019/0040] 1960/4800, lr:5.0e-05 ∣ avg_100 : 31978.597263 ∣ critic_nllloss : 26105.724023 ∣ critic_ganloss : -172.776147 ∣ generator_nllloss : 5240.867188 ∣ generator_ganloss : 938.120215 ∣  [  std_z : 0.99  real_sub_fake : 696.97 ]
[  epoch 0019/0040] 1970/4800, lr:5.0e-05 ∣ avg_100 : 31976.983210 ∣ critic_nllloss : 25867.913086 ∣ critic_ganloss : -206.732568 ∣ generator_nllloss : 5139.447461 ∣ generator_ganloss : 890.600000 ∣  [  std_z : 0.99  real_sub_fake : 671.54 ]
[  epoch 0019/0040] 1980/4800, lr:5.0e-05 ∣ avg_100 : 31974.215626 ∣ critic_nllloss : 26001.443164 ∣ critic_ganloss : -122.658478 ∣ generator_nllloss : 5110.591406 ∣ generator_ganloss : 935.615234 ∣  [  std_z : 1.00  real_sub_fake : 586.01 ]
[  epoch 0019/0040] 1990/4800, lr:5.0e-05 ∣ avg_100 : 31973.279980 ∣ critic_nllloss : 25981.538672 ∣ critic_ganloss : -236.040726 ∣ generator_nllloss : 5186.600781 ∣ generator_ganloss : 880.609521 ∣  [  std_z : 1.00  real_sub_fake : 702.23 ]
[  epoch 0019/0040] 2000/4800, lr:5.0e-05 ∣ avg_100 : 31970.654279 ∣ critic_nllloss : 25930.905859 ∣ critic_ganloss : -189.238261 ∣ generator_nllloss : 5263.555078 ∣ generator_ganloss : 921.043359 ∣  [  std_z : 0.99  real_sub_fake : 761.36 ]
[  epoch 0019/0040] 2010/4800, lr:5.0e-05 ∣ avg_100 : 31969.461179 ∣ critic_nllloss : 26062.202344 ∣ critic_ganloss : -249.149579 ∣ generator_nllloss : 5168.882227 ∣ generator_ganloss : 924.645703 ∣  [  std_z : 0.98  real_sub_fake : 874.03 ]
[  epoch 0019/0040] 2020/4800, lr:5.0e-05 ∣ avg_100 : 31972.781395 ∣ critic_nllloss : 26018.164648 ∣ critic_ganloss : -201.303178 ∣ generator_nllloss : 5299.255859 ∣ generator_ganloss : 943.009668 ∣  [  std_z : 0.98  real_sub_fake : 872.66 ]
[  epoch 0019/0040] 2030/4800, lr:5.0e-05 ∣ avg_100 : 31978.067180 ∣ critic_nllloss : 26240.952148 ∣ critic_ganloss : -128.600632 ∣ generator_nllloss : 5195.091992 ∣ generator_ganloss : 951.073633 ∣  [  std_z : 0.99  real_sub_fake : 490.88 ]
[  epoch 0019/0040] 2040/4800, lr:5.0e-05 ∣ avg_100 : 31978.660638 ∣ critic_nllloss : 26109.187305 ∣ critic_ganloss : -196.006889 ∣ generator_nllloss : 5109.320898 ∣ generator_ganloss : 915.411279 ∣  [  std_z : 1.00  real_sub_fake : 672.13 ]
[  epoch 0019/0040] 2050/4800, lr:5.0e-05 ∣ avg_100 : 31975.619765 ∣ critic_nllloss : 26000.878711 ∣ critic_ganloss : -181.426878 ∣ generator_nllloss : 5236.959570 ∣ generator_ganloss : 945.643799 ∣  [  std_z : 1.01  real_sub_fake : 860.26 ]
[  epoch 0019/0040] 2060/4800, lr:5.0e-05 ∣ avg_100 : 31979.550463 ∣ critic_nllloss : 26079.505273 ∣ critic_ganloss : -195.285245 ∣ generator_nllloss : 5133.588477 ∣ generator_ganloss : 952.316064 ∣  [  std_z : 1.00  real_sub_fake : 703.22 ]
[  epoch 0019/0040] 2070/4800, lr:5.0e-05 ∣ avg_100 : 31981.776842 ∣ critic_nllloss : 26076.182031 ∣ critic_ganloss : -163.456709 ∣ generator_nllloss : 5206.974023 ∣ generator_ganloss : 964.060742 ∣  [  std_z : 0.98  real_sub_fake : 585.90 ]
[  epoch 0019/0040] 2080/4800, lr:5.0e-05 ∣ avg_100 : 31981.087786 ∣ critic_nllloss : 25880.453711 ∣ critic_ganloss : -179.393959 ∣ generator_nllloss : 5185.036328 ∣ generator_ganloss : 948.984326 ∣  [  std_z : 0.98  real_sub_fake : 690.61 ]
[  epoch 0019/0040] 2090/4800, lr:5.0e-05 ∣ avg_100 : 31981.104810 ∣ critic_nllloss : 25905.604492 ∣ critic_ganloss : -144.683890 ∣ generator_nllloss : 5182.144531 ∣ generator_ganloss : 950.239746 ∣  [  std_z : 1.00  real_sub_fake : 575.42 ]
[  epoch 0019/0040] 2100/4800, lr:5.0e-05 ∣ avg_100 : 31981.608800 ∣ critic_nllloss : 26180.858008 ∣ critic_ganloss : -180.231010 ∣ generator_nllloss : 5245.469336 ∣ generator_ganloss : 921.563232 ∣  [  std_z : 1.00  real_sub_fake : 660.89 ]
[  epoch 0019/0040] 2110/4800, lr:5.0e-05 ∣ avg_100 : 31980.595193 ∣ critic_nllloss : 26124.707422 ∣ critic_ganloss : -199.119978 ∣ generator_nllloss : 5156.024219 ∣ generator_ganloss : 916.141699 ∣  [  std_z : 0.99  real_sub_fake : 667.63 ]
[  epoch 0019/0040] 2120/4800, lr:5.0e-05 ∣ avg_100 : 31982.393213 ∣ critic_nllloss : 26137.689648 ∣ critic_ganloss : -239.930391 ∣ generator_nllloss : 5247.279688 ∣ generator_ganloss : 897.539795 ∣  [  std_z : 0.98  real_sub_fake : 882.38 ]
[  epoch 0019/0040] 2130/4800, lr:5.0e-05 ∣ avg_100 : 31980.742039 ∣ critic_nllloss : 26010.403320 ∣ critic_ganloss : -240.737772 ∣ generator_nllloss : 5263.760742 ∣ generator_ganloss : 923.650488 ∣  [  std_z : 0.99  real_sub_fake : 817.75 ]
[  epoch 0019/0040] 2140/4800, lr:5.0e-05 ∣ avg_100 : 31979.918754 ∣ critic_nllloss : 26123.058594 ∣ critic_ganloss : -134.679240 ∣ generator_nllloss : 5213.842578 ∣ generator_ganloss : 947.942139 ∣  [  std_z : 1.00  real_sub_fake : 643.62 ]
[  epoch 0019/0040] 2150/4800, lr:5.0e-05 ∣ avg_100 : 31981.071937 ∣ critic_nllloss : 26095.968555 ∣ critic_ganloss : -123.921173 ∣ generator_nllloss : 5144.085938 ∣ generator_ganloss : 920.226953 ∣  [  std_z : 1.00  real_sub_fake : 504.03 ]
[  epoch 0019/0040] 2160/4800, lr:5.0e-05 ∣ avg_100 : 31979.599901 ∣ critic_nllloss : 25689.407227 ∣ critic_ganloss : -164.829745 ∣ generator_nllloss : 5135.363672 ∣ generator_ganloss : 910.771143 ∣  [  std_z : 0.99  real_sub_fake : 512.93 ]
[  epoch 0019/0040] 2170/4800, lr:5.0e-05 ∣ avg_100 : 31981.069387 ∣ critic_nllloss : 26110.223047 ∣ critic_ganloss : -171.915179 ∣ generator_nllloss : 5214.624805 ∣ generator_ganloss : 904.529248 ∣  [  std_z : 0.99  real_sub_fake : 619.14 ]
[  epoch 0019/0040] 2180/4800, lr:5.0e-05 ∣ avg_100 : 31980.633642 ∣ critic_nllloss : 26170.658008 ∣ critic_ganloss : -198.069597 ∣ generator_nllloss : 5244.903125 ∣ generator_ganloss : 886.727637 ∣  [  std_z : 0.99  real_sub_fake : 703.28 ]
[  epoch 0019/0040] 2190/4800, lr:5.0e-05 ∣ avg_100 : 31978.132131 ∣ critic_nllloss : 25960.762305 ∣ critic_ganloss : -226.172935 ∣ generator_nllloss : 5218.892969 ∣ generator_ganloss : 916.505762 ∣  [  std_z : 0.99  real_sub_fake : 779.75 ]
[  epoch 0019/0040] 2200/4800, lr:5.0e-05 ∣ avg_100 : 31976.057275 ∣ critic_nllloss : 26062.346875 ∣ critic_ganloss : -268.414148 ∣ generator_nllloss : 5165.098242 ∣ generator_ganloss : 927.386182 ∣  [  std_z : 0.99  real_sub_fake : 1069.87 ]
[  epoch 0019/0040] 2210/4800, lr:5.0e-05 ∣ avg_100 : 31977.820114 ∣ critic_nllloss : 26083.221680 ∣ critic_ganloss : -225.103325 ∣ generator_nllloss : 5240.838672 ∣ generator_ganloss : 945.346875 ∣  [  std_z : 0.99  real_sub_fake : 854.89 ]
[  epoch 0019/0040] 2220/4800, lr:5.0e-05 ∣ avg_100 : 31979.818140 ∣ critic_nllloss : 26116.940234 ∣ critic_ganloss : -161.188922 ∣ generator_nllloss : 5278.380078 ∣ generator_ganloss : 919.867578 ∣  [  std_z : 0.99  real_sub_fake : 815.03 ]
[  epoch 0019/0040] 2230/4800, lr:5.0e-05 ∣ avg_100 : 31981.142201 ∣ critic_nllloss : 26270.212695 ∣ critic_ganloss : -180.506581 ∣ generator_nllloss : 5182.628906 ∣ generator_ganloss : 948.942188 ∣  [  std_z : 0.99  real_sub_fake : 638.70 ]
[  epoch 0019/0040] 2240/4800, lr:5.0e-05 ∣ avg_100 : 31977.189883 ∣ critic_nllloss : 25864.259375 ∣ critic_ganloss : -156.873546 ∣ generator_nllloss : 5226.889258 ∣ generator_ganloss : 912.130566 ∣  [  std_z : 1.00  real_sub_fake : 528.10 ]
[  epoch 0019/0040] 2250/4800, lr:5.0e-05 ∣ avg_100 : 31978.094024 ∣ critic_nllloss : 26076.957617 ∣ critic_ganloss : -156.207901 ∣ generator_nllloss : 5188.473828 ∣ generator_ganloss : 920.191211 ∣  [  std_z : 1.00  real_sub_fake : 562.05 ]
[  epoch 0019/0040] 2260/4800, lr:5.0e-05 ∣ avg_100 : 31975.328726 ∣ critic_nllloss : 25999.368750 ∣ critic_ganloss : -240.965268 ∣ generator_nllloss : 5297.007227 ∣ generator_ganloss : 907.396826 ∣  [  std_z : 0.98  real_sub_fake : 693.39 ]
[  epoch 0019/0040] 2270/4800, lr:5.0e-05 ∣ avg_100 : 31977.919842 ∣ critic_nllloss : 26060.791797 ∣ critic_ganloss : -228.034082 ∣ generator_nllloss : 5225.832617 ∣ generator_ganloss : 927.527197 ∣  [  std_z : 0.98  real_sub_fake : 938.61 ]
[  epoch 0019/0040] 2280/4800, lr:5.0e-05 ∣ avg_100 : 31980.990505 ∣ critic_nllloss : 26159.452734 ∣ critic_ganloss : -136.605704 ∣ generator_nllloss : 5193.131250 ∣ generator_ganloss : 948.798193 ∣  [  std_z : 0.98  real_sub_fake : 636.20 ]
[  epoch 0019/0040] 2290/4800, lr:5.0e-05 ∣ avg_100 : 31980.847517 ∣ critic_nllloss : 25985.760937 ∣ critic_ganloss : -197.102310 ∣ generator_nllloss : 5199.990625 ∣ generator_ganloss : 923.373389 ∣  [  std_z : 0.99  real_sub_fake : 570.31 ]
[  epoch 0019/0040] 2300/4800, lr:5.0e-05 ∣ avg_100 : 31977.602854 ∣ critic_nllloss : 26006.005078 ∣ critic_ganloss : -207.117560 ∣ generator_nllloss : 5150.955078 ∣ generator_ganloss : 928.152246 ∣  [  std_z : 1.00  real_sub_fake : 737.52 ]
[  epoch 0019/0040] 2310/4800, lr:5.0e-05 ∣ avg_100 : 31982.378828 ∣ critic_nllloss : 26128.715234 ∣ critic_ganloss : -151.504187 ∣ generator_nllloss : 5311.550977 ∣ generator_ganloss : 956.011230 ∣  [  std_z : 0.99  real_sub_fake : 722.55 ]
[  epoch 0019/0040] 2320/4800, lr:5.0e-05 ∣ avg_100 : 31983.003521 ∣ critic_nllloss : 26041.509180 ∣ critic_ganloss : -170.414905 ∣ generator_nllloss : 5141.092578 ∣ generator_ganloss : 947.002832 ∣  [  std_z : 0.99  real_sub_fake : 600.09 ]
[  epoch 0019/0040] 2330/4800, lr:5.0e-05 ∣ avg_100 : 31983.691672 ∣ critic_nllloss : 25981.768750 ∣ critic_ganloss : -194.161565 ∣ generator_nllloss : 5182.141797 ∣ generator_ganloss : 955.624121 ∣  [  std_z : 0.99  real_sub_fake : 629.90 ]
[  epoch 0019/0040] 2340/4800, lr:5.0e-05 ∣ avg_100 : 31982.491987 ∣ critic_nllloss : 25895.546875 ∣ critic_ganloss : -174.889880 ∣ generator_nllloss : 5228.533008 ∣ generator_ganloss : 957.922217 ∣  [  std_z : 0.99  real_sub_fake : 805.04 ]
[  epoch 0019/0040] 2350/4800, lr:5.0e-05 ∣ avg_100 : 31983.466507 ∣ critic_nllloss : 26031.716992 ∣ critic_ganloss : -144.828696 ∣ generator_nllloss : 5211.901953 ∣ generator_ganloss : 957.794141 ∣  [  std_z : 0.99  real_sub_fake : 532.13 ]
[  epoch 0019/0040] 2360/4800, lr:5.0e-05 ∣ avg_100 : 31981.850998 ∣ critic_nllloss : 25820.763672 ∣ critic_ganloss : -160.055663 ∣ generator_nllloss : 5159.442578 ∣ generator_ganloss : 945.868555 ∣  [  std_z : 0.99  real_sub_fake : 632.02 ]
[  epoch 0019/0040] 2370/4800, lr:5.0e-05 ∣ avg_100 : 31981.474576 ∣ critic_nllloss : 25894.785352 ∣ critic_ganloss : -155.978207 ∣ generator_nllloss : 5186.820117 ∣ generator_ganloss : 958.328613 ∣  [  std_z : 0.99  real_sub_fake : 556.77 ]
[  epoch 0019/0040] 2380/4800, lr:5.0e-05 ∣ avg_100 : 31979.081903 ∣ critic_nllloss : 25828.610156 ∣ critic_ganloss : -153.471564 ∣ generator_nllloss : 5101.563477 ∣ generator_ganloss : 965.530273 ∣  [  std_z : 0.99  real_sub_fake : 535.11 ]
[  epoch 0019/0040] 2390/4800, lr:5.0e-05 ∣ avg_100 : 31982.328256 ∣ critic_nllloss : 26102.077539 ∣ critic_ganloss : -160.534895 ∣ generator_nllloss : 5205.416406 ∣ generator_ganloss : 942.246484 ∣  [  std_z : 0.99  real_sub_fake : 631.64 ]
[  epoch 0019/0040] 2400/4800, lr:5.0e-05 ∣ avg_100 : 31984.974777 ∣ critic_nllloss : 26053.666211 ∣ critic_ganloss : -184.323270 ∣ generator_nllloss : 5153.515430 ∣ generator_ganloss : 960.148535 ∣  [  std_z : 0.99  real_sub_fake : 589.74 ]
[  epoch 0019/0040] 2410/4800, lr:5.0e-05 ∣ avg_100 : 31983.986412 ∣ critic_nllloss : 25975.126758 ∣ critic_ganloss : -197.489966 ∣ generator_nllloss : 5188.115820 ∣ generator_ganloss : 934.132129 ∣  [  std_z : 1.00  real_sub_fake : 689.00 ]
[  epoch 0019/0040] 2420/4800, lr:5.0e-05 ∣ avg_100 : 31987.076629 ∣ critic_nllloss : 26194.082227 ∣ critic_ganloss : -176.659386 ∣ generator_nllloss : 5316.409766 ∣ generator_ganloss : 969.658105 ∣  [  std_z : 1.00  real_sub_fake : 726.61 ]
[  epoch 0019/0040] 2430/4800, lr:5.0e-05 ∣ avg_100 : 31988.161849 ∣ critic_nllloss : 26139.234180 ∣ critic_ganloss : -109.579564 ∣ generator_nllloss : 5141.316211 ∣ generator_ganloss : 954.640527 ∣  [  std_z : 0.99  real_sub_fake : 503.77 ]
[  epoch 0019/0040] 2440/4800, lr:5.0e-05 ∣ avg_100 : 31987.671371 ∣ critic_nllloss : 26031.815820 ∣ critic_ganloss : -203.385257 ∣ generator_nllloss : 5202.459961 ∣ generator_ganloss : 923.765430 ∣  [  std_z : 0.97  real_sub_fake : 636.45 ]
[  epoch 0019/0040] 2450/4800, lr:5.0e-05 ∣ avg_100 : 31988.129031 ∣ critic_nllloss : 26045.298828 ∣ critic_ganloss : -206.337671 ∣ generator_nllloss : 5205.640039 ∣ generator_ganloss : 947.229883 ∣  [  std_z : 0.99  real_sub_fake : 735.11 ]
[  epoch 0019/0040] 2460/4800, lr:5.0e-05 ∣ avg_100 : 31986.726634 ∣ critic_nllloss : 25999.902734 ∣ critic_ganloss : -198.354013 ∣ generator_nllloss : 5143.116406 ∣ generator_ganloss : 936.052930 ∣  [  std_z : 1.00  real_sub_fake : 805.08 ]
[  epoch 0019/0040] 2470/4800, lr:5.0e-05 ∣ avg_100 : 31985.221858 ∣ critic_nllloss : 25845.566211 ∣ critic_ganloss : -155.755029 ∣ generator_nllloss : 5182.141016 ∣ generator_ganloss : 919.992139 ∣  [  std_z : 1.02  real_sub_fake : 638.66 ]
[  epoch 0019/0040] 2480/4800, lr:5.0e-05 ∣ avg_100 : 31987.368138 ∣ critic_nllloss : 26050.824023 ∣ critic_ganloss : -179.283932 ∣ generator_nllloss : 5208.013672 ∣ generator_ganloss : 931.519434 ∣  [  std_z : 1.00  real_sub_fake : 588.21 ]
[  epoch 0019/0040] 2490/4800, lr:5.0e-05 ∣ avg_100 : 31985.233403 ∣ critic_nllloss : 25915.462500 ∣ critic_ganloss : -187.675696 ∣ generator_nllloss : 5166.881641 ∣ generator_ganloss : 908.036719 ∣  [  std_z : 0.97  real_sub_fake : 696.24 ]
[  epoch 0019/0040] 2500/4800, lr:5.0e-05 ∣ avg_100 : 31983.639301 ∣ critic_nllloss : 25932.680469 ∣ critic_ganloss : -221.941805 ∣ generator_nllloss : 5179.500391 ∣ generator_ganloss : 907.237305 ∣  [  std_z : 0.97  real_sub_fake : 764.85 ]
[  epoch 0019/0040] 2510/4800, lr:5.0e-05 ∣ avg_100 : 31981.543944 ∣ critic_nllloss : 26128.986523 ∣ critic_ganloss : -172.373286 ∣ generator_nllloss : 5272.253516 ∣ generator_ganloss : 906.880469 ∣  [  std_z : 0.99  real_sub_fake : 670.22 ]
[  epoch 0019/0040] 2520/4800, lr:5.0e-05 ∣ avg_100 : 31981.200045 ∣ critic_nllloss : 25980.996484 ∣ critic_ganloss : -172.180757 ∣ generator_nllloss : 5170.680469 ∣ generator_ganloss : 935.241943 ∣  [  std_z : 1.00  real_sub_fake : 859.64 ]
[  epoch 0019/0040] 2530/4800, lr:5.0e-05 ∣ avg_100 : 31979.620121 ∣ critic_nllloss : 26059.655078 ∣ critic_ganloss : -151.253354 ∣ generator_nllloss : 5184.262891 ∣ generator_ganloss : 958.816357 ∣  [  std_z : 1.00  real_sub_fake : 513.35 ]
[  epoch 0019/0040] 2540/4800, lr:5.0e-05 ∣ avg_100 : 31980.708705 ∣ critic_nllloss : 26049.370508 ∣ critic_ganloss : -166.309030 ∣ generator_nllloss : 5130.962305 ∣ generator_ganloss : 906.329687 ∣  [  std_z : 0.99  real_sub_fake : 578.99 ]
[  epoch 0019/0040] 2550/4800, lr:5.0e-05 ∣ avg_100 : 31978.169099 ∣ critic_nllloss : 25933.931641 ∣ critic_ganloss : -141.530232 ∣ generator_nllloss : 5175.146875 ∣ generator_ganloss : 952.939111 ∣  [  std_z : 0.98  real_sub_fake : 516.72 ]
[  epoch 0019/0040] 2560/4800, lr:5.0e-05 ∣ avg_100 : 31978.921817 ∣ critic_nllloss : 26047.841406 ∣ critic_ganloss : -192.249808 ∣ generator_nllloss : 5306.877344 ∣ generator_ganloss : 928.779688 ∣  [  std_z : 1.00  real_sub_fake : 633.18 ]
[  epoch 0019/0040] 2570/4800, lr:5.0e-05 ∣ avg_100 : 31975.434753 ∣ critic_nllloss : 25839.013281 ∣ critic_ganloss : -134.662672 ∣ generator_nllloss : 5078.330664 ∣ generator_ganloss : 964.946973 ∣  [  std_z : 1.01  real_sub_fake : 552.72 ]
[  epoch 0019/0040] 2580/4800, lr:5.0e-05 ∣ avg_100 : 31977.956279 ∣ critic_nllloss : 26171.241016 ∣ critic_ganloss : -191.413713 ∣ generator_nllloss : 5241.066406 ∣ generator_ganloss : 944.490625 ∣  [  std_z : 0.99  real_sub_fake : 608.70 ]
[  epoch 0019/0040] 2590/4800, lr:5.0e-05 ∣ avg_100 : 31978.353051 ∣ critic_nllloss : 26069.467383 ∣ critic_ganloss : -267.740256 ∣ generator_nllloss : 5215.263281 ∣ generator_ganloss : 934.194189 ∣  [  std_z : 0.98  real_sub_fake : 944.92 ]
[  epoch 0019/0040] 2600/4800, lr:5.0e-05 ∣ avg_100 : 31983.461834 ∣ critic_nllloss : 26211.132617 ∣ critic_ganloss : -164.548843 ∣ generator_nllloss : 5240.049805 ∣ generator_ganloss : 953.041797 ∣  [  std_z : 0.98  real_sub_fake : 809.82 ]
[  epoch 0019/0040] 2610/4800, lr:5.0e-05 ∣ avg_100 : 31980.490871 ∣ critic_nllloss : 25891.511719 ∣ critic_ganloss : -176.240048 ∣ generator_nllloss : 5219.689453 ∣ generator_ganloss : 928.627295 ∣  [  std_z : 0.99  real_sub_fake : 630.86 ]
[  epoch 0019/0040] 2620/4800, lr:5.0e-05 ∣ avg_100 : 31978.728603 ∣ critic_nllloss : 26021.536523 ∣ critic_ganloss : -154.577117 ∣ generator_nllloss : 5177.767969 ∣ generator_ganloss : 921.308105 ∣  [  std_z : 1.00  real_sub_fake : 614.92 ]
[  epoch 0019/0040] 2630/4800, lr:5.0e-05 ∣ avg_100 : 31981.211183 ∣ critic_nllloss : 26111.500195 ∣ critic_ganloss : -145.660809 ∣ generator_nllloss : 5222.134766 ∣ generator_ganloss : 938.102393 ∣  [  std_z : 0.99  real_sub_fake : 495.33 ]
[  epoch 0019/0040] 2640/4800, lr:5.0e-05 ∣ avg_100 : 31980.511789 ∣ critic_nllloss : 25956.669531 ∣ critic_ganloss : -131.070020 ∣ generator_nllloss : 5158.520898 ∣ generator_ganloss : 939.343848 ∣  [  std_z : 0.98  real_sub_fake : 532.57 ]
[  epoch 0019/0040] 2650/4800, lr:5.0e-05 ∣ avg_100 : 31980.285753 ∣ critic_nllloss : 25894.778320 ∣ critic_ganloss : -208.267081 ∣ generator_nllloss : 5227.076367 ∣ generator_ganloss : 932.609424 ∣  [  std_z : 0.98  real_sub_fake : 694.04 ]
[  epoch 0019/0040] 2660/4800, lr:5.0e-05 ∣ avg_100 : 31980.494230 ∣ critic_nllloss : 25862.898633 ∣ critic_ganloss : -190.141757 ∣ generator_nllloss : 5230.233984 ∣ generator_ganloss : 956.132129 ∣  [  std_z : 0.99  real_sub_fake : 754.11 ]
[  epoch 0019/0040] 2670/4800, lr:5.0e-05 ∣ avg_100 : 31976.906732 ∣ critic_nllloss : 25969.878906 ∣ critic_ganloss : -191.252554 ∣ generator_nllloss : 5247.825195 ∣ generator_ganloss : 949.954297 ∣  [  std_z : 1.00  real_sub_fake : 795.37 ]
[  epoch 0019/0040] 2680/4800, lr:5.0e-05 ∣ avg_100 : 31974.478577 ∣ critic_nllloss : 26055.199023 ∣ critic_ganloss : -186.805611 ∣ generator_nllloss : 5191.546094 ∣ generator_ganloss : 960.576270 ∣  [  std_z : 1.00  real_sub_fake : 742.64 ]
[  epoch 0019/0040] 2690/4800, lr:5.0e-05 ∣ avg_100 : 31975.491945 ∣ critic_nllloss : 25970.989258 ∣ critic_ganloss : -158.313083 ∣ generator_nllloss : 5235.491602 ∣ generator_ganloss : 963.861719 ∣  [  std_z : 1.00  real_sub_fake : 559.94 ]
[  epoch 0019/0040] 2700/4800, lr:5.0e-05 ∣ avg_100 : 31979.197233 ∣ critic_nllloss : 26202.260156 ∣ critic_ganloss : -122.764140 ∣ generator_nllloss : 5256.870703 ∣ generator_ganloss : 964.006201 ∣  [  std_z : 0.98  real_sub_fake : 487.03 ]
[  epoch 0019/0040] 2710/4800, lr:5.0e-05 ∣ avg_100 : 31980.500895 ∣ critic_nllloss : 25986.895703 ∣ critic_ganloss : -156.360210 ∣ generator_nllloss : 5218.051367 ∣ generator_ganloss : 933.337061 ∣  [  std_z : 0.99  real_sub_fake : 548.72 ]
[  epoch 0019/0040] 2720/4800, lr:5.0e-05 ∣ avg_100 : 31981.834817 ∣ critic_nllloss : 25985.979492 ∣ critic_ganloss : -161.077551 ∣ generator_nllloss : 5207.483203 ∣ generator_ganloss : 960.734082 ∣  [  std_z : 1.00  real_sub_fake : 595.35 ]
[  epoch 0019/0040] 2730/4800, lr:5.0e-05 ∣ avg_100 : 31985.963642 ∣ critic_nllloss : 26065.132031 ∣ critic_ganloss : -196.045979 ∣ generator_nllloss : 5234.057617 ∣ generator_ganloss : 971.177734 ∣  [  std_z : 0.99  real_sub_fake : 593.38 ]
[  epoch 0019/0040] 2740/4800, lr:5.0e-05 ∣ avg_100 : 31986.949987 ∣ critic_nllloss : 25813.678125 ∣ critic_ganloss : -188.670613 ∣ generator_nllloss : 5224.149414 ∣ generator_ganloss : 973.904395 ∣  [  std_z : 0.98  real_sub_fake : 723.47 ]
[  epoch 0019/0040] 2750/4800, lr:5.0e-05 ∣ avg_100 : 31987.229417 ∣ critic_nllloss : 25898.945508 ∣ critic_ganloss : -164.916850 ∣ generator_nllloss : 5173.740820 ∣ generator_ganloss : 980.760010 ∣  [  std_z : 0.99  real_sub_fake : 748.43 ]
[  epoch 0019/0040] 2760/4800, lr:5.0e-05 ∣ avg_100 : 31986.709784 ∣ critic_nllloss : 26144.024414 ∣ critic_ganloss : -104.525389 ∣ generator_nllloss : 5236.524609 ∣ generator_ganloss : 986.859277 ∣  [  std_z : 1.00  real_sub_fake : 465.78 ]
[  epoch 0019/0040] 2770/4800, lr:5.0e-05 ∣ avg_100 : 31989.036560 ∣ critic_nllloss : 26116.975586 ∣ critic_ganloss : -158.845399 ∣ generator_nllloss : 5289.846484 ∣ generator_ganloss : 928.710693 ∣  [  std_z : 1.01  real_sub_fake : 564.21 ]
[  epoch 0019/0040] 2780/4800, lr:5.0e-05 ∣ avg_100 : 31989.145308 ∣ critic_nllloss : 25873.338672 ∣ critic_ganloss : -158.879371 ∣ generator_nllloss : 5204.512695 ∣ generator_ganloss : 952.463574 ∣  [  std_z : 0.98  real_sub_fake : 560.48 ]
[  epoch 0019/0040] 2790/4800, lr:5.0e-05 ∣ avg_100 : 31987.838066 ∣ critic_nllloss : 26031.141797 ∣ critic_ganloss : -207.361888 ∣ generator_nllloss : 5106.716211 ∣ generator_ganloss : 932.877197 ∣  [  std_z : 0.97  real_sub_fake : 726.82 ]
[  epoch 0019/0040] 2800/4800, lr:5.0e-05 ∣ avg_100 : 31989.718235 ∣ critic_nllloss : 26010.188281 ∣ critic_ganloss : -115.800013 ∣ generator_nllloss : 5225.824609 ∣ generator_ganloss : 929.150684 ∣  [  std_z : 0.99  real_sub_fake : 624.67 ]
[  epoch 0019/0040] 2810/4800, lr:5.0e-05 ∣ avg_100 : 31994.713508 ∣ critic_nllloss : 26067.999414 ∣ critic_ganloss : -72.782813 ∣ generator_nllloss : 5182.705664 ∣ generator_ganloss : 1011.156494 ∣  [  std_z : 1.00  real_sub_fake : 248.63 ]
[  epoch 0019/0040] 2820/4800, lr:5.0e-05 ∣ avg_100 : 31996.483652 ∣ critic_nllloss : 25998.921289 ∣ critic_ganloss : -107.612212 ∣ generator_nllloss : 5247.600586 ∣ generator_ganloss : 968.214844 ∣  [  std_z : 1.00  real_sub_fake : 403.19 ]
[  epoch 0019/0040] 2830/4800, lr:5.0e-05 ∣ avg_100 : 31992.841261 ∣ critic_nllloss : 25830.440039 ∣ critic_ganloss : -175.744225 ∣ generator_nllloss : 5148.753906 ∣ generator_ganloss : 969.915430 ∣  [  std_z : 0.99  real_sub_fake : 529.26 ]
[  epoch 0019/0040] 2840/4800, lr:5.0e-05 ∣ avg_100 : 31989.490905 ∣ critic_nllloss : 26013.765039 ∣ critic_ganloss : -180.410950 ∣ generator_nllloss : 5156.235156 ∣ generator_ganloss : 958.221094 ∣  [  std_z : 0.99  real_sub_fake : 699.85 ]
[  epoch 0019/0040] 2850/4800, lr:5.0e-05 ∣ avg_100 : 31986.853293 ∣ critic_nllloss : 26048.058008 ∣ critic_ganloss : -144.328854 ∣ generator_nllloss : 5217.127734 ∣ generator_ganloss : 940.552783 ∣  [  std_z : 0.99  real_sub_fake : 552.04 ]
[  epoch 0019/0040] 2860/4800, lr:5.0e-05 ∣ avg_100 : 31988.182465 ∣ critic_nllloss : 25880.167383 ∣ critic_ganloss : -110.202364 ∣ generator_nllloss : 5132.223047 ∣ generator_ganloss : 953.027002 ∣  [  std_z : 1.00  real_sub_fake : 432.77 ]
[  epoch 0019/0040] 2870/4800, lr:5.0e-05 ∣ avg_100 : 31989.949596 ∣ critic_nllloss : 26099.104297 ∣ critic_ganloss : -94.856036 ∣ generator_nllloss : 5264.977344 ∣ generator_ganloss : 943.583887 ∣   [  std_z : 1.00  real_sub_fake : 427.90 ]
[  epoch 0019/0040] 2880/4800, lr:5.0e-05 ∣ avg_100 : 31988.610294 ∣ critic_nllloss : 25987.325195 ∣ critic_ganloss : -134.040070 ∣ generator_nllloss : 5174.806836 ∣ generator_ganloss : 926.911572 ∣  [  std_z : 0.99  real_sub_fake : 473.27 ]
[  epoch 0019/0040] 2890/4800, lr:5.0e-05 ∣ avg_100 : 31986.001399 ∣ critic_nllloss : 25789.425000 ∣ critic_ganloss : -205.340898 ∣ generator_nllloss : 5181.603125 ∣ generator_ganloss : 916.261768 ∣  [  std_z : 0.99  real_sub_fake : 675.02 ]
[  epoch 0019/0040] 2900/4800, lr:5.0e-05 ∣ avg_100 : 31984.625314 ∣ critic_nllloss : 25951.299023 ∣ critic_ganloss : -221.462878 ∣ generator_nllloss : 5097.086719 ∣ generator_ganloss : 930.639746 ∣  [  std_z : 0.99  real_sub_fake : 858.25 ]
[  epoch 0019/0040] 2910/4800, lr:5.0e-05 ∣ avg_100 : 31979.804708 ∣ critic_nllloss : 25894.283398 ∣ critic_ganloss : -233.232416 ∣ generator_nllloss : 5193.354883 ∣ generator_ganloss : 931.728613 ∣  [  std_z : 1.00  real_sub_fake : 879.30 ]
[  epoch 0019/0040] 2920/4800, lr:5.0e-05 ∣ avg_100 : 31978.960288 ∣ critic_nllloss : 25950.787695 ∣ critic_ganloss : -205.578253 ∣ generator_nllloss : 5259.449805 ∣ generator_ganloss : 987.418506 ∣  [  std_z : 0.99  real_sub_fake : 733.14 ]
[  epoch 0019/0040] 2930/4800, lr:5.0e-05 ∣ avg_100 : 31978.362987 ∣ critic_nllloss : 26106.456445 ∣ critic_ganloss : -198.249969 ∣ generator_nllloss : 5195.926758 ∣ generator_ganloss : 953.570508 ∣  [  std_z : 0.99  real_sub_fake : 776.95 ]
[  epoch 0019/0040] 2940/4800, lr:5.0e-05 ∣ avg_100 : 31977.016599 ∣ critic_nllloss : 26069.678906 ∣ critic_ganloss : -193.359499 ∣ generator_nllloss : 5049.612500 ∣ generator_ganloss : 950.525928 ∣  [  std_z : 0.99  real_sub_fake : 711.92 ]
[  epoch 0019/0040] 2950/4800, lr:5.0e-05 ∣ avg_100 : 31979.998265 ∣ critic_nllloss : 26146.797266 ∣ critic_ganloss : -171.041214 ∣ generator_nllloss : 5209.054102 ∣ generator_ganloss : 974.933398 ∣  [  std_z : 0.99  real_sub_fake : 621.13 ]
[  epoch 0019/0040] 2960/4800, lr:5.0e-05 ∣ avg_100 : 31977.433371 ∣ critic_nllloss : 26076.625195 ∣ critic_ganloss : -232.517799 ∣ generator_nllloss : 5098.963477 ∣ generator_ganloss : 912.375000 ∣  [  std_z : 1.00  real_sub_fake : 812.14 ]
[  epoch 0019/0040] 2970/4800, lr:5.0e-05 ∣ avg_100 : 31979.174622 ∣ critic_nllloss : 25932.662891 ∣ critic_ganloss : -150.651265 ∣ generator_nllloss : 5129.096094 ∣ generator_ganloss : 954.245410 ∣  [  std_z : 0.99  real_sub_fake : 730.51 ]
[  epoch 0019/0040] 2980/4800, lr:5.0e-05 ∣ avg_100 : 31979.328251 ∣ critic_nllloss : 25989.596875 ∣ critic_ganloss : -171.749086 ∣ generator_nllloss : 5178.135742 ∣ generator_ganloss : 944.370703 ∣  [  std_z : 1.00  real_sub_fake : 573.29 ]
[  epoch 0019/0040] 2990/4800, lr:5.0e-05 ∣ avg_100 : 31982.815074 ∣ critic_nllloss : 26143.789062 ∣ critic_ganloss : -195.281244 ∣ generator_nllloss : 5274.932813 ∣ generator_ganloss : 937.949854 ∣  [  std_z : 0.99  real_sub_fake : 673.97 ]
[  epoch 0019/0040] 3000/4800, lr:5.0e-05 ∣ avg_100 : 31981.669541 ∣ critic_nllloss : 25885.250781 ∣ critic_ganloss : -184.105499 ∣ generator_nllloss : 5142.183203 ∣ generator_ganloss : 968.384229 ∣  [  std_z : 0.99  real_sub_fake : 666.01 ]
[  epoch 0019/0040] 3010/4800, lr:5.0e-05 ∣ avg_100 : 31982.220002 ∣ critic_nllloss : 26049.694141 ∣ critic_ganloss : -265.841180 ∣ generator_nllloss : 5236.958398 ∣ generator_ganloss : 940.815527 ∣  [  std_z : 1.00  real_sub_fake : 985.02 ]
[  epoch 0019/0040] 3020/4800, lr:5.0e-05 ∣ avg_100 : 31984.984065 ∣ critic_nllloss : 26174.470313 ∣ critic_ganloss : -152.031886 ∣ generator_nllloss : 5330.659766 ∣ generator_ganloss : 982.435059 ∣  [  std_z : 1.00  real_sub_fake : 897.97 ]
[  epoch 0019/0040] 3030/4800, lr:5.0e-05 ∣ avg_100 : 31983.032226 ∣ critic_nllloss : 26064.138672 ∣ critic_ganloss : -167.602401 ∣ generator_nllloss : 5196.496875 ∣ generator_ganloss : 970.300146 ∣  [  std_z : 0.99  real_sub_fake : 559.05 ]
[  epoch 0019/0040] 3040/4800, lr:5.0e-05 ∣ avg_100 : 31983.920475 ∣ critic_nllloss : 26035.182812 ∣ critic_ganloss : -137.595062 ∣ generator_nllloss : 5186.486328 ∣ generator_ganloss : 942.663379 ∣  [  std_z : 0.99  real_sub_fake : 459.60 ]
[  epoch 0019/0040] 3050/4800, lr:5.0e-05 ∣ avg_100 : 31982.890020 ∣ critic_nllloss : 25931.231055 ∣ critic_ganloss : -178.903137 ∣ generator_nllloss : 5230.274219 ∣ generator_ganloss : 916.407568 ∣  [  std_z : 0.99  real_sub_fake : 579.36 ]
[  epoch 0019/0040] 3060/4800, lr:5.0e-05 ∣ avg_100 : 31981.911495 ∣ critic_nllloss : 26014.340234 ∣ critic_ganloss : -217.783934 ∣ generator_nllloss : 5162.442383 ∣ generator_ganloss : 913.273389 ∣  [  std_z : 1.00  real_sub_fake : 745.38 ]
[  epoch 0019/0040] 3070/4800, lr:5.0e-05 ∣ avg_100 : 31980.314087 ∣ critic_nllloss : 26029.701367 ∣ critic_ganloss : -203.887242 ∣ generator_nllloss : 5174.005273 ∣ generator_ganloss : 924.199854 ∣  [  std_z : 1.00  real_sub_fake : 822.18 ]
[  epoch 0019/0040] 3080/4800, lr:5.0e-05 ∣ avg_100 : 31980.448876 ∣ critic_nllloss : 25888.439063 ∣ critic_ganloss : -158.727934 ∣ generator_nllloss : 5187.357227 ∣ generator_ganloss : 931.490967 ∣  [  std_z : 0.99  real_sub_fake : 670.96 ]
[  epoch 0019/0040] 3090/4800, lr:5.0e-05 ∣ avg_100 : 31982.391567 ∣ critic_nllloss : 26155.618164 ∣ critic_ganloss : -240.804362 ∣ generator_nllloss : 5233.378320 ∣ generator_ganloss : 939.381836 ∣  [  std_z : 0.99  real_sub_fake : 715.04 ]
[  epoch 0019/0040] 3100/4800, lr:5.0e-05 ∣ avg_100 : 31980.856165 ∣ critic_nllloss : 26124.760937 ∣ critic_ganloss : -252.902429 ∣ generator_nllloss : 5209.119336 ∣ generator_ganloss : 933.141504 ∣  [  std_z : 0.99  real_sub_fake : 895.33 ]
[  epoch 0019/0040] 3110/4800, lr:5.0e-05 ∣ avg_100 : 31979.837037 ∣ critic_nllloss : 25934.612695 ∣ critic_ganloss : -148.456764 ∣ generator_nllloss : 5145.183594 ∣ generator_ganloss : 964.501074 ∣  [  std_z : 0.99  real_sub_fake : 750.24 ]
[  epoch 0019/0040] 3120/4800, lr:5.0e-05 ∣ avg_100 : 31977.903565 ∣ critic_nllloss : 25810.879102 ∣ critic_ganloss : -147.913393 ∣ generator_nllloss : 5218.425391 ∣ generator_ganloss : 967.840430 ∣  [  std_z : 0.99  real_sub_fake : 516.51 ]
[  epoch 0019/0040] 3130/4800, lr:5.0e-05 ∣ avg_100 : 31978.583389 ∣ critic_nllloss : 26052.613281 ∣ critic_ganloss : -151.485307 ∣ generator_nllloss : 5164.328711 ∣ generator_ganloss : 959.602539 ∣  [  std_z : 1.00  real_sub_fake : 567.07 ]
[  epoch 0019/0040] 3140/4800, lr:5.0e-05 ∣ avg_100 : 31973.725152 ∣ critic_nllloss : 25720.215039 ∣ critic_ganloss : -145.051965 ∣ generator_nllloss : 5142.467969 ∣ generator_ganloss : 946.709277 ∣  [  std_z : 1.00  real_sub_fake : 520.13 ]
[  epoch 0019/0040] 3150/4800, lr:5.0e-05 ∣ avg_100 : 31974.869505 ∣ critic_nllloss : 26118.226367 ∣ critic_ganloss : -147.338715 ∣ generator_nllloss : 5230.971289 ∣ generator_ganloss : 948.936670 ∣  [  std_z : 1.00  real_sub_fake : 678.71 ]
[  epoch 0019/0040] 3160/4800, lr:5.0e-05 ∣ avg_100 : 31979.217222 ∣ critic_nllloss : 26042.413477 ∣ critic_ganloss : -160.545953 ∣ generator_nllloss : 5179.127930 ∣ generator_ganloss : 944.488574 ∣  [  std_z : 0.99  real_sub_fake : 560.23 ]
[  epoch 0019/0040] 3170/4800, lr:5.0e-05 ∣ avg_100 : 31977.538763 ∣ critic_nllloss : 25918.685547 ∣ critic_ganloss : -167.233258 ∣ generator_nllloss : 5238.940625 ∣ generator_ganloss : 899.223096 ∣  [  std_z : 0.98  real_sub_fake : 655.40 ]
[  epoch 0019/0040] 3180/4800, lr:5.0e-05 ∣ avg_100 : 31976.858277 ∣ critic_nllloss : 26104.146289 ∣ critic_ganloss : -191.832253 ∣ generator_nllloss : 5214.995508 ∣ generator_ganloss : 908.860986 ∣  [  std_z : 0.98  real_sub_fake : 649.83 ]
[  epoch 0019/0040] 3190/4800, lr:5.0e-05 ∣ avg_100 : 31977.389030 ∣ critic_nllloss : 26060.871484 ∣ critic_ganloss : -214.888551 ∣ generator_nllloss : 5180.478125 ∣ generator_ganloss : 896.602393 ∣  [  std_z : 0.99  real_sub_fake : 767.55 ]
[  epoch 0019/0040] 3200/4800, lr:5.0e-05 ∣ avg_100 : 31977.378750 ∣ critic_nllloss : 26086.222070 ∣ critic_ganloss : -223.764664 ∣ generator_nllloss : 5127.495117 ∣ generator_ganloss : 895.436621 ∣  [  std_z : 0.99  real_sub_fake : 791.80 ]
[  epoch 0019/0040] 3210/4800, lr:5.0e-05 ∣ avg_100 : 31975.572269 ∣ critic_nllloss : 25975.968555 ∣ critic_ganloss : -222.515019 ∣ generator_nllloss : 5211.715625 ∣ generator_ganloss : 898.486621 ∣  [  std_z : 1.00  real_sub_fake : 763.28 ]
[  epoch 0019/0040] 3220/4800, lr:5.0e-05 ∣ avg_100 : 31973.599663 ∣ critic_nllloss : 25962.289453 ∣ critic_ganloss : -178.901219 ∣ generator_nllloss : 5248.073828 ∣ generator_ganloss : 925.276270 ∣  [  std_z : 0.99  real_sub_fake : 715.32 ]
[  epoch 0019/0040] 3230/4800, lr:5.0e-05 ∣ avg_100 : 31969.486466 ∣ critic_nllloss : 25888.946484 ∣ critic_ganloss : -179.051402 ∣ generator_nllloss : 5148.819531 ∣ generator_ganloss : 951.242871 ∣  [  std_z : 0.99  real_sub_fake : 641.91 ]
[  epoch 0019/0040] 3240/4800, lr:5.0e-05 ∣ avg_100 : 31970.614566 ∣ critic_nllloss : 25942.219531 ∣ critic_ganloss : -161.146982 ∣ generator_nllloss : 5239.092773 ∣ generator_ganloss : 939.050342 ∣  [  std_z : 0.99  real_sub_fake : 686.02 ]
[  epoch 0019/0040] 3250/4800, lr:5.0e-05 ∣ avg_100 : 31971.966244 ∣ critic_nllloss : 26146.562500 ∣ critic_ganloss : -201.981953 ∣ generator_nllloss : 5274.390234 ∣ generator_ganloss : 945.611816 ∣  [  std_z : 1.00  real_sub_fake : 700.27 ]
[  epoch 0019/0040] 3260/4800, lr:5.0e-05 ∣ avg_100 : 31971.976096 ∣ critic_nllloss : 25952.019141 ∣ critic_ganloss : -222.474577 ∣ generator_nllloss : 5264.655273 ∣ generator_ganloss : 969.592920 ∣  [  std_z : 0.99  real_sub_fake : 789.95 ]
[  epoch 0019/0040] 3270/4800, lr:5.0e-05 ∣ avg_100 : 31973.259015 ∣ critic_nllloss : 26126.124414 ∣ critic_ganloss : -253.928168 ∣ generator_nllloss : 5282.435547 ∣ generator_ganloss : 959.777588 ∣  [  std_z : 0.98  real_sub_fake : 1028.34 ]
[  epoch 0019/0040] 3280/4800, lr:5.0e-05 ∣ avg_100 : 31972.021038 ∣ critic_nllloss : 25970.570508 ∣ critic_ganloss : -170.805629 ∣ generator_nllloss : 5236.904492 ∣ generator_ganloss : 1004.309375 ∣     [  std_z : 0.99  real_sub_fake : 665.71 ]
[  epoch 0019/0040] 3290/4800, lr:5.0e-05 ∣ avg_100 : 31972.072803 ∣ critic_nllloss : 25962.191406 ∣ critic_ganloss : -147.528494 ∣ generator_nllloss : 5140.683203 ∣ generator_ganloss : 961.853027 ∣  [  std_z : 1.00  real_sub_fake : 561.29 ]
[  epoch 0019/0040] 3300/4800, lr:5.0e-05 ∣ avg_100 : 31975.131870 ∣ critic_nllloss : 26226.149414 ∣ critic_ganloss : -169.562823 ∣ generator_nllloss : 5203.106445 ∣ generator_ganloss : 924.208594 ∣  [  std_z : 0.99  real_sub_fake : 662.73 ]
[  epoch 0019/0040] 3310/4800, lr:5.0e-05 ∣ avg_100 : 31974.585706 ∣ critic_nllloss : 26075.204688 ∣ critic_ganloss : -156.766339 ∣ generator_nllloss : 5310.196094 ∣ generator_ganloss : 961.522363 ∣  [  std_z : 0.99  real_sub_fake : 656.95 ]
[  epoch 0019/0040] 3320/4800, lr:5.0e-05 ∣ avg_100 : 31974.368768 ∣ critic_nllloss : 25985.873047 ∣ critic_ganloss : -198.436652 ∣ generator_nllloss : 5203.893555 ∣ generator_ganloss : 946.165967 ∣  [  std_z : 0.99  real_sub_fake : 706.69 ]
[  epoch 0019/0040] 3330/4800, lr:5.0e-05 ∣ avg_100 : 31974.685367 ∣ critic_nllloss : 25943.874219 ∣ critic_ganloss : -193.610498 ∣ generator_nllloss : 5235.420898 ∣ generator_ganloss : 971.348389 ∣  [  std_z : 0.99  real_sub_fake : 677.05 ]
[  epoch 0019/0040] 3340/4800, lr:5.0e-05 ∣ avg_100 : 31977.636341 ∣ critic_nllloss : 26153.994531 ∣ critic_ganloss : -171.646848 ∣ generator_nllloss : 5242.016602 ∣ generator_ganloss : 977.845312 ∣  [  std_z : 0.99  real_sub_fake : 621.43 ]
[  epoch 0019/0040] 3350/4800, lr:5.0e-05 ∣ avg_100 : 31976.124433 ∣ critic_nllloss : 25929.517969 ∣ critic_ganloss : -195.871382 ∣ generator_nllloss : 5217.443750 ∣ generator_ganloss : 954.303223 ∣  [  std_z : 0.99  real_sub_fake : 713.13 ]
[  epoch 0019/0040] 3360/4800, lr:5.0e-05 ∣ avg_100 : 31975.755132 ∣ critic_nllloss : 25804.653906 ∣ critic_ganloss : -214.182257 ∣ generator_nllloss : 5180.646875 ∣ generator_ganloss : 957.970508 ∣  [  std_z : 0.99  real_sub_fake : 817.19 ]
[  epoch 0019/0040] 3370/4800, lr:5.0e-05 ∣ avg_100 : 31977.006660 ∣ critic_nllloss : 25951.594727 ∣ critic_ganloss : -128.361850 ∣ generator_nllloss : 5213.382227 ∣ generator_ganloss : 972.493604 ∣  [  std_z : 0.99  real_sub_fake : 645.62 ]
[  epoch 0019/0040] 3380/4800, lr:5.0e-05 ∣ avg_100 : 31979.696200 ∣ critic_nllloss : 25935.643359 ∣ critic_ganloss : -152.934761 ∣ generator_nllloss : 5260.457031 ∣ generator_ganloss : 968.020752 ∣  [  std_z : 1.00  real_sub_fake : 439.56 ]
[  epoch 0019/0040] 3390/4800, lr:5.0e-05 ∣ avg_100 : 31976.942675 ∣ critic_nllloss : 25908.424805 ∣ critic_ganloss : -233.028796 ∣ generator_nllloss : 5218.525391 ∣ generator_ganloss : 919.931641 ∣  [  std_z : 0.99  real_sub_fake : 729.41 ]
[  epoch 0019/0040] 3400/4800, lr:5.0e-05 ∣ avg_100 : 31980.175182 ∣ critic_nllloss : 26248.258398 ∣ critic_ganloss : -185.442372 ∣ generator_nllloss : 5267.826953 ∣ generator_ganloss : 975.614600 ∣  [  std_z : 0.99  real_sub_fake : 769.22 ]
[  epoch 0019/0040] 3410/4800, lr:5.0e-05 ∣ avg_100 : 31980.232668 ∣ critic_nllloss : 25835.259961 ∣ critic_ganloss : -76.302618 ∣ generator_nllloss : 5123.106836 ∣ generator_ganloss : 1023.569092 ∣  [  std_z : 0.98  real_sub_fake : 494.08 ]
[  epoch 0019/0040] 3420/4800, lr:5.0e-05 ∣ avg_100 : 31977.714167 ∣ critic_nllloss : 25969.540430 ∣ critic_ganloss : -141.602768 ∣ generator_nllloss : 5218.178320 ∣ generator_ganloss : 1005.524707 ∣     [  std_z : 0.99  real_sub_fake : 401.99 ]
[  epoch 0019/0040] 3430/4800, lr:5.0e-05 ∣ avg_100 : 31975.603659 ∣ critic_nllloss : 25966.765039 ∣ critic_ganloss : -214.613902 ∣ generator_nllloss : 5214.572852 ∣ generator_ganloss : 947.836572 ∣  [  std_z : 1.00  real_sub_fake : 770.64 ]
[  epoch 0019/0040] 3440/4800, lr:5.0e-05 ∣ avg_100 : 31974.944531 ∣ critic_nllloss : 25953.505859 ∣ critic_ganloss : -208.481512 ∣ generator_nllloss : 5182.841016 ∣ generator_ganloss : 960.877783 ∣  [  std_z : 1.00  real_sub_fake : 740.80 ]
[  epoch 0019/0040] 3450/4800, lr:5.0e-05 ∣ avg_100 : 31979.361243 ∣ critic_nllloss : 26364.056641 ∣ critic_ganloss : -160.881402 ∣ generator_nllloss : 5249.524805 ∣ generator_ganloss : 980.802246 ∣  [  std_z : 0.98  real_sub_fake : 662.54 ]
[  epoch 0019/0040] 3460/4800, lr:5.0e-05 ∣ avg_100 : 31979.802805 ∣ critic_nllloss : 25778.130469 ∣ critic_ganloss : -104.282167 ∣ generator_nllloss : 5233.313672 ∣ generator_ganloss : 1017.712256 ∣     [  std_z : 0.99  real_sub_fake : 382.49 ]
[  epoch 0019/0040] 3470/4800, lr:5.0e-05 ∣ avg_100 : 31980.720744 ∣ critic_nllloss : 25907.870312 ∣ critic_ganloss : -138.273039 ∣ generator_nllloss : 5131.585547 ∣ generator_ganloss : 982.555371 ∣  [  std_z : 1.00  real_sub_fake : 475.66 ]
[  epoch 0019/0040] 3480/4800, lr:5.0e-05 ∣ avg_100 : 31982.546155 ∣ critic_nllloss : 26058.618164 ∣ critic_ganloss : -188.435413 ∣ generator_nllloss : 5312.989453 ∣ generator_ganloss : 1010.442090 ∣     [  std_z : 1.00  real_sub_fake : 689.10 ]
[  epoch 0019/0040] 3490/4800, lr:5.0e-05 ∣ avg_100 : 31985.851800 ∣ critic_nllloss : 26128.738281 ∣ critic_ganloss : -193.637965 ∣ generator_nllloss : 5198.019922 ∣ generator_ganloss : 1000.149414 ∣     [  std_z : 0.99  real_sub_fake : 781.09 ]
[  epoch 0019/0040] 3500/4800, lr:5.0e-05 ∣ avg_100 : 31986.526018 ∣ critic_nllloss : 25764.413867 ∣ critic_ganloss : -182.201970 ∣ generator_nllloss : 5254.804492 ∣ generator_ganloss : 1027.881836 ∣     [  std_z : 0.99  real_sub_fake : 609.62 ]
[  epoch 0019/0040] 3510/4800, lr:5.0e-05 ∣ avg_100 : 31984.888679 ∣ critic_nllloss : 25945.256445 ∣ critic_ganloss : -185.200763 ∣ generator_nllloss : 5226.311523 ∣ generator_ganloss : 985.646143 ∣  [  std_z : 0.98  real_sub_fake : 718.49 ]
[  epoch 0019/0040] 3520/4800, lr:5.0e-05 ∣ avg_100 : 31988.139837 ∣ critic_nllloss : 26198.259570 ∣ critic_ganloss : -186.498267 ∣ generator_nllloss : 5224.536719 ∣ generator_ganloss : 1003.555859 ∣     [  std_z : 0.99  real_sub_fake : 633.42 ]
[  epoch 0019/0040] 3530/4800, lr:5.0e-05 ∣ avg_100 : 31989.288465 ∣ critic_nllloss : 26162.701562 ∣ critic_ganloss : -189.358894 ∣ generator_nllloss : 5211.251367 ∣ generator_ganloss : 981.749707 ∣  [  std_z : 1.00  real_sub_fake : 766.42 ]
[  epoch 0019/0040] 3540/4800, lr:5.0e-05 ∣ avg_100 : 31993.090899 ∣ critic_nllloss : 26137.468164 ∣ critic_ganloss : -127.262029 ∣ generator_nllloss : 5260.214453 ∣ generator_ganloss : 1030.176367 ∣     [  std_z : 1.00  real_sub_fake : 514.50 ]
[  epoch 0019/0040] 3550/4800, lr:5.0e-05 ∣ avg_100 : 31992.996068 ∣ critic_nllloss : 25886.257812 ∣ critic_ganloss : -156.929184 ∣ generator_nllloss : 5196.588281 ∣ generator_ganloss : 985.087354 ∣  [  std_z : 1.00  real_sub_fake : 491.59 ]
[  epoch 0019/0040] 3560/4800, lr:5.0e-05 ∣ avg_100 : 31994.678045 ∣ critic_nllloss : 26140.901172 ∣ critic_ganloss : -175.445551 ∣ generator_nllloss : 5306.247656 ∣ generator_ganloss : 987.743018 ∣  [  std_z : 0.98  real_sub_fake : 587.87 ]
[  epoch 0019/0040] 3570/4800, lr:5.0e-05 ∣ avg_100 : 31996.014575 ∣ critic_nllloss : 25991.671680 ∣ critic_ganloss : -205.703813 ∣ generator_nllloss : 5109.845508 ∣ generator_ganloss : 985.467871 ∣  [  std_z : 0.98  real_sub_fake : 754.98 ]
[  epoch 0019/0040] 3580/4800, lr:5.0e-05 ∣ avg_100 : 31995.892424 ∣ critic_nllloss : 26091.962305 ∣ critic_ganloss : -132.039688 ∣ generator_nllloss : 5194.397070 ∣ generator_ganloss : 998.849561 ∣  [  std_z : 0.99  real_sub_fake : 633.07 ]
[  epoch 0019/0040] 3590/4800, lr:5.0e-05 ∣ avg_100 : 31998.416486 ∣ critic_nllloss : 26082.256055 ∣ critic_ganloss : -175.039911 ∣ generator_nllloss : 5317.278320 ∣ generator_ganloss : 979.096387 ∣  [  std_z : 0.99  real_sub_fake : 660.24 ]
[  epoch 0019/0040] 3600/4800, lr:5.0e-05 ∣ avg_100 : 31994.203338 ∣ critic_nllloss : 25939.729297 ∣ critic_ganloss : -260.951555 ∣ generator_nllloss : 5187.523047 ∣ generator_ganloss : 952.059717 ∣  [  std_z : 0.99  real_sub_fake : 837.99 ]
[  epoch 0019/0040] 3610/4800, lr:5.0e-05 ∣ avg_100 : 31994.252802 ∣ critic_nllloss : 25911.251758 ∣ critic_ganloss : -179.976035 ∣ generator_nllloss : 5157.858008 ∣ generator_ganloss : 979.401123 ∣  [  std_z : 0.98  real_sub_fake : 783.52 ]
[  epoch 0019/0040] 3620/4800, lr:5.0e-05 ∣ avg_100 : 31993.602206 ∣ critic_nllloss : 25987.168750 ∣ critic_ganloss : -146.762404 ∣ generator_nllloss : 5085.315430 ∣ generator_ganloss : 975.254102 ∣  [  std_z : 0.99  real_sub_fake : 544.70 ]
[  epoch 0019/0040] 3630/4800, lr:5.0e-05 ∣ avg_100 : 31992.456522 ∣ critic_nllloss : 25981.643750 ∣ critic_ganloss : -157.889543 ∣ generator_nllloss : 5193.325977 ∣ generator_ganloss : 994.427930 ∣  [  std_z : 1.00  real_sub_fake : 520.38 ]
[  epoch 0019/0040] 3640/4800, lr:5.0e-05 ∣ avg_100 : 31993.422145 ∣ critic_nllloss : 26043.844141 ∣ critic_ganloss : -183.715337 ∣ generator_nllloss : 5197.484961 ∣ generator_ganloss : 962.412793 ∣  [  std_z : 1.00  real_sub_fake : 606.02 ]
[  epoch 0019/0040] 3650/4800, lr:5.0e-05 ∣ avg_100 : 31994.399667 ∣ critic_nllloss : 25998.824609 ∣ critic_ganloss : -215.907581 ∣ generator_nllloss : 5198.709961 ∣ generator_ganloss : 962.322314 ∣  [  std_z : 0.99  real_sub_fake : 760.65 ]
[  epoch 0019/0040] 3660/4800, lr:5.0e-05 ∣ avg_100 : 31997.609527 ∣ critic_nllloss : 26136.021484 ∣ critic_ganloss : -156.830710 ∣ generator_nllloss : 5214.211719 ∣ generator_ganloss : 986.706494 ∣  [  std_z : 0.99  real_sub_fake : 764.61 ]
[  epoch 0019/0040] 3670/4800, lr:5.0e-05 ∣ avg_100 : 31999.408580 ∣ critic_nllloss : 26005.358984 ∣ critic_ganloss : -98.817847 ∣ generator_nllloss : 5231.042578 ∣ generator_ganloss : 1018.727344 ∣  [  std_z : 0.99  real_sub_fake : 438.78 ]
[  epoch 0019/0040] 3680/4800, lr:5.0e-05 ∣ avg_100 : 32001.489432 ∣ critic_nllloss : 26223.856250 ∣ critic_ganloss : -162.739851 ∣ generator_nllloss : 5195.267187 ∣ generator_ganloss : 972.217383 ∣  [  std_z : 1.00  real_sub_fake : 543.28 ]
[  epoch 0019/0040] 3690/4800, lr:5.0e-05 ∣ avg_100 : 31999.306547 ∣ critic_nllloss : 25806.746094 ∣ critic_ganloss : -128.428515 ∣ generator_nllloss : 5122.597852 ∣ generator_ganloss : 992.825586 ∣  [  std_z : 0.99  real_sub_fake : 502.11 ]
[  epoch 0019/0040] 3700/4800, lr:5.0e-05 ∣ avg_100 : 31995.089859 ∣ critic_nllloss : 25968.616797 ∣ critic_ganloss : -182.559372 ∣ generator_nllloss : 5135.073047 ∣ generator_ganloss : 957.573633 ∣  [  std_z : 0.99  real_sub_fake : 659.35 ]
[  epoch 0019/0040] 3710/4800, lr:5.0e-05 ∣ avg_100 : 31997.077200 ∣ critic_nllloss : 26130.112891 ∣ critic_ganloss : -190.713147 ∣ generator_nllloss : 5285.039453 ∣ generator_ganloss : 956.218848 ∣  [  std_z : 1.00  real_sub_fake : 664.58 ]
[  epoch 0019/0040] 3720/4800, lr:5.0e-05 ∣ avg_100 : 31996.640131 ∣ critic_nllloss : 25948.252344 ∣ critic_ganloss : -180.120183 ∣ generator_nllloss : 5196.840234 ∣ generator_ganloss : 984.439990 ∣  [  std_z : 0.98  real_sub_fake : 661.93 ]
[  epoch 0019/0040] 3730/4800, lr:5.0e-05 ∣ avg_100 : 31994.993335 ∣ critic_nllloss : 25944.139453 ∣ critic_ganloss : -201.769302 ∣ generator_nllloss : 5222.591797 ∣ generator_ganloss : 944.679785 ∣  [  std_z : 0.99  real_sub_fake : 825.63 ]
[  epoch 0019/0040] 3740/4800, lr:5.0e-05 ∣ avg_100 : 31997.396238 ∣ critic_nllloss : 26087.756445 ∣ critic_ganloss : -208.898477 ∣ generator_nllloss : 5195.027930 ∣ generator_ganloss : 989.465723 ∣  [  std_z : 1.00  real_sub_fake : 704.79 ]
[  epoch 0019/0040] 3750/4800, lr:5.0e-05 ∣ avg_100 : 32000.276065 ∣ critic_nllloss : 26141.676758 ∣ critic_ganloss : -188.690178 ∣ generator_nllloss : 5263.323242 ∣ generator_ganloss : 960.202393 ∣  [  std_z : 0.99  real_sub_fake : 714.19 ]
[  epoch 0019/0040] 3760/4800, lr:5.0e-05 ∣ avg_100 : 31995.509862 ∣ critic_nllloss : 25888.626758 ∣ critic_ganloss : -211.799037 ∣ generator_nllloss : 5146.942578 ∣ generator_ganloss : 962.492285 ∣  [  std_z : 0.98  real_sub_fake : 729.48 ]
[  epoch 0019/0040] 3770/4800, lr:5.0e-05 ∣ avg_100 : 31997.781208 ∣ critic_nllloss : 26264.297852 ∣ critic_ganloss : -149.205180 ∣ generator_nllloss : 5313.761328 ∣ generator_ganloss : 974.967969 ∣  [  std_z : 0.98  real_sub_fake : 646.79 ]
[  epoch 0019/0040] 3780/4800, lr:5.0e-05 ∣ avg_100 : 31999.083842 ∣ critic_nllloss : 25991.024609 ∣ critic_ganloss : -139.195761 ∣ generator_nllloss : 5185.949609 ∣ generator_ganloss : 963.920557 ∣  [  std_z : 1.00  real_sub_fake : 615.87 ]
[  epoch 0019/0040] 3790/4800, lr:5.0e-05 ∣ avg_100 : 32000.217776 ∣ critic_nllloss : 25862.892773 ∣ critic_ganloss : -128.494403 ∣ generator_nllloss : 5246.184375 ∣ generator_ganloss : 996.183936 ∣  [  std_z : 1.00  real_sub_fake : 441.87 ]
[  epoch 0019/0040] 3800/4800, lr:5.0e-05 ∣ avg_100 : 31997.981846 ∣ critic_nllloss : 25818.104687 ∣ critic_ganloss : -175.995680 ∣ generator_nllloss : 5219.740234 ∣ generator_ganloss : 963.921289 ∣  [  std_z : 0.99  real_sub_fake : 584.21 ]
[  epoch 0019/0040] 3810/4800, lr:5.0e-05 ∣ avg_100 : 31995.096692 ∣ critic_nllloss : 25928.113086 ∣ critic_ganloss : -144.720729 ∣ generator_nllloss : 5146.866016 ∣ generator_ganloss : 970.305029 ∣  [  std_z : 0.98  real_sub_fake : 581.13 ]
[  epoch 0019/0040] 3820/4800, lr:5.0e-05 ∣ avg_100 : 31990.973771 ∣ critic_nllloss : 25822.820117 ∣ critic_ganloss : -169.115715 ∣ generator_nllloss : 5079.250000 ∣ generator_ganloss : 961.878027 ∣  [  std_z : 0.99  real_sub_fake : 610.30 ]
[  epoch 0019/0040] 3830/4800, lr:5.0e-05 ∣ avg_100 : 31991.533452 ∣ critic_nllloss : 25764.064063 ∣ critic_ganloss : -140.293501 ∣ generator_nllloss : 5241.544727 ∣ generator_ganloss : 964.017969 ∣  [  std_z : 1.00  real_sub_fake : 571.52 ]
[  epoch 0019/0040] 3840/4800, lr:5.0e-05 ∣ avg_100 : 31992.143996 ∣ critic_nllloss : 26015.342187 ∣ critic_ganloss : -173.621355 ∣ generator_nllloss : 5212.776953 ∣ generator_ganloss : 954.366943 ∣  [  std_z : 0.99  real_sub_fake : 602.88 ]
[  epoch 0019/0040] 3850/4800, lr:5.0e-05 ∣ avg_100 : 31991.605447 ∣ critic_nllloss : 25983.983203 ∣ critic_ganloss : -209.991716 ∣ generator_nllloss : 5314.982813 ∣ generator_ganloss : 918.580469 ∣  [  std_z : 0.99  real_sub_fake : 735.65 ]
[  epoch 0019/0040] 3860/4800, lr:5.0e-05 ∣ avg_100 : 31993.016042 ∣ critic_nllloss : 26013.826172 ∣ critic_ganloss : -185.697081 ∣ generator_nllloss : 5202.366406 ∣ generator_ganloss : 965.779102 ∣  [  std_z : 0.98  real_sub_fake : 798.89 ]
[  epoch 0019/0040] 3870/4800, lr:5.0e-05 ∣ avg_100 : 31990.732212 ∣ critic_nllloss : 26047.877148 ∣ critic_ganloss : -198.689497 ∣ generator_nllloss : 5196.486523 ∣ generator_ganloss : 938.752295 ∣  [  std_z : 0.99  real_sub_fake : 669.38 ]
[  epoch 0019/0040] 3880/4800, lr:5.0e-05 ∣ avg_100 : 31990.228454 ∣ critic_nllloss : 25894.622266 ∣ critic_ganloss : -191.668385 ∣ generator_nllloss : 5241.314062 ∣ generator_ganloss : 960.359814 ∣  [  std_z : 0.99  real_sub_fake : 636.45 ]
[  epoch 0019/0040] 3890/4800, lr:5.0e-05 ∣ avg_100 : 31993.589981 ∣ critic_nllloss : 26101.958984 ∣ critic_ganloss : -180.335605 ∣ generator_nllloss : 5128.871875 ∣ generator_ganloss : 967.606396 ∣  [  std_z : 1.00  real_sub_fake : 759.71 ]
[  epoch 0019/0040] 3900/4800, lr:5.0e-05 ∣ avg_100 : 31995.831939 ∣ critic_nllloss : 26006.692383 ∣ critic_ganloss : -191.363930 ∣ generator_nllloss : 5185.567187 ∣ generator_ganloss : 980.862744 ∣  [  std_z : 0.98  real_sub_fake : 745.26 ]
[  epoch 0019/0040] 3910/4800, lr:5.0e-05 ∣ avg_100 : 31996.710770 ∣ critic_nllloss : 25830.195508 ∣ critic_ganloss : -124.528342 ∣ generator_nllloss : 5179.533594 ∣ generator_ganloss : 988.816797 ∣  [  std_z : 0.98  real_sub_fake : 513.91 ]
[  epoch 0019/0040] 3920/4800, lr:5.0e-05 ∣ avg_100 : 31998.129622 ∣ critic_nllloss : 26054.934766 ∣ critic_ganloss : -128.181273 ∣ generator_nllloss : 5230.754492 ∣ generator_ganloss : 976.455029 ∣  [  std_z : 0.99  real_sub_fake : 506.34 ]
[  epoch 0019/0040] 3930/4800, lr:5.0e-05 ∣ avg_100 : 31998.203428 ∣ critic_nllloss : 26070.731836 ∣ critic_ganloss : -175.361098 ∣ generator_nllloss : 5202.572266 ∣ generator_ganloss : 967.141357 ∣  [  std_z : 0.99  real_sub_fake : 556.91 ]
[  epoch 0019/0040] 3940/4800, lr:5.0e-05 ∣ avg_100 : 31997.074321 ∣ critic_nllloss : 25807.593359 ∣ critic_ganloss : -144.999240 ∣ generator_nllloss : 5105.707031 ∣ generator_ganloss : 995.245947 ∣  [  std_z : 0.98  real_sub_fake : 542.70 ]
[  epoch 0019/0040] 3950/4800, lr:5.0e-05 ∣ avg_100 : 31995.752494 ∣ critic_nllloss : 26016.728516 ∣ critic_ganloss : -187.655321 ∣ generator_nllloss : 5242.580664 ∣ generator_ganloss : 955.907031 ∣  [  std_z : 0.99  real_sub_fake : 725.14 ]
[  epoch 0019/0040] 3960/4800, lr:5.0e-05 ∣ avg_100 : 31992.258304 ∣ critic_nllloss : 25648.024219 ∣ critic_ganloss : -178.060803 ∣ generator_nllloss : 5039.927539 ∣ generator_ganloss : 996.135889 ∣  [  std_z : 1.00  real_sub_fake : 621.75 ]
[  epoch 0019/0040] 3970/4800, lr:5.0e-05 ∣ avg_100 : 31994.957192 ∣ critic_nllloss : 26230.226953 ∣ critic_ganloss : -217.285811 ∣ generator_nllloss : 5162.526563 ∣ generator_ganloss : 959.774268 ∣  [  std_z : 1.01  real_sub_fake : 781.11 ]
[  epoch 0019/0040] 3980/4800, lr:5.0e-05 ∣ avg_100 : 31995.016787 ∣ critic_nllloss : 25877.696289 ∣ critic_ganloss : -198.208574 ∣ generator_nllloss : 5276.013281 ∣ generator_ganloss : 990.812646 ∣  [  std_z : 0.99  real_sub_fake : 755.57 ]
[  epoch 0019/0040] 3990/4800, lr:5.0e-05 ∣ avg_100 : 31992.566052 ∣ critic_nllloss : 25962.628125 ∣ critic_ganloss : -163.365376 ∣ generator_nllloss : 5137.372266 ∣ generator_ganloss : 979.681982 ∣  [  std_z : 0.98  real_sub_fake : 707.05 ]
[  epoch 0019/0040] 4000/4800, lr:5.0e-05 ∣ avg_100 : 31995.463998 ∣ critic_nllloss : 26116.183203 ∣ critic_ganloss : -181.726335 ∣ generator_nllloss : 5188.004492 ∣ generator_ganloss : 979.045947 ∣  [  std_z : 0.99  real_sub_fake : 589.99 ]
[  epoch 0019/0040] 4010/4800, lr:5.0e-05 ∣ avg_100 : 31993.787882 ∣ critic_nllloss : 25837.154297 ∣ critic_ganloss : -187.815506 ∣ generator_nllloss : 5189.965625 ∣ generator_ganloss : 954.710938 ∣  [  std_z : 1.00  real_sub_fake : 680.97 ]
[  epoch 0019/0040] 4020/4800, lr:5.0e-05 ∣ avg_100 : 31989.562963 ∣ critic_nllloss : 25927.979102 ∣ critic_ganloss : -166.819653 ∣ generator_nllloss : 5202.499414 ∣ generator_ganloss : 949.382471 ∣  [  std_z : 0.99  real_sub_fake : 660.23 ]
[  epoch 0019/0040] 4030/4800, lr:5.0e-05 ∣ avg_100 : 31987.545272 ∣ critic_nllloss : 25955.643750 ∣ critic_ganloss : -187.489304 ∣ generator_nllloss : 5174.946484 ∣ generator_ganloss : 918.463232 ∣  [  std_z : 1.00  real_sub_fake : 692.60 ]
[  epoch 0019/0040] 4040/4800, lr:5.0e-05 ∣ avg_100 : 31987.657386 ∣ critic_nllloss : 26039.611914 ∣ critic_ganloss : -179.423239 ∣ generator_nllloss : 5260.284961 ∣ generator_ganloss : 917.475195 ∣  [  std_z : 0.99  real_sub_fake : 697.55 ]
[  epoch 0019/0040] 4050/4800, lr:5.0e-05 ∣ avg_100 : 31987.790695 ∣ critic_nllloss : 25886.045117 ∣ critic_ganloss : -142.696382 ∣ generator_nllloss : 5218.224414 ∣ generator_ganloss : 950.767529 ∣  [  std_z : 0.98  real_sub_fake : 596.68 ]
[  epoch 0019/0040] 4060/4800, lr:5.0e-05 ∣ avg_100 : 31992.120168 ∣ critic_nllloss : 26292.393555 ∣ critic_ganloss : -198.006104 ∣ generator_nllloss : 5279.842773 ∣ generator_ganloss : 930.989160 ∣  [  std_z : 0.99  real_sub_fake : 683.18 ]
[  epoch 0019/0040] 4070/4800, lr:5.0e-05 ∣ avg_100 : 31993.822166 ∣ critic_nllloss : 26239.748437 ∣ critic_ganloss : -255.245314 ∣ generator_nllloss : 5214.240430 ∣ generator_ganloss : 895.475488 ∣  [  std_z : 1.00  real_sub_fake : 873.08 ]
[  epoch 0019/0040] 4080/4800, lr:5.0e-05 ∣ avg_100 : 31995.609192 ∣ critic_nllloss : 26066.750195 ∣ critic_ganloss : -205.229446 ∣ generator_nllloss : 5222.301367 ∣ generator_ganloss : 943.439795 ∣  [  std_z : 1.00  real_sub_fake : 838.99 ]
[  epoch 0019/0040] 4090/4800, lr:5.0e-05 ∣ avg_100 : 31993.835805 ∣ critic_nllloss : 25911.939063 ∣ critic_ganloss : -123.431241 ∣ generator_nllloss : 5174.172461 ∣ generator_ganloss : 947.554932 ∣  [  std_z : 1.00  real_sub_fake : 632.42 ]
[  epoch 0019/0040] 4100/4800, lr:5.0e-05 ∣ avg_100 : 31993.668179 ∣ critic_nllloss : 26053.272852 ∣ critic_ganloss : -162.774275 ∣ generator_nllloss : 5178.272266 ∣ generator_ganloss : 928.585889 ∣  [  std_z : 0.99  real_sub_fake : 568.79 ]
[  epoch 0019/0040] 4110/4800, lr:5.0e-05 ∣ avg_100 : 31992.966910 ∣ critic_nllloss : 26020.823242 ∣ critic_ganloss : -220.651733 ∣ generator_nllloss : 5097.849219 ∣ generator_ganloss : 927.693018 ∣  [  std_z : 0.98  real_sub_fake : 664.46 ]
[  epoch 0019/0040] 4120/4800, lr:5.0e-05 ∣ avg_100 : 31992.659975 ∣ critic_nllloss : 25894.209766 ∣ critic_ganloss : -193.569406 ∣ generator_nllloss : 5178.122070 ∣ generator_ganloss : 939.775586 ∣  [  std_z : 0.99  real_sub_fake : 696.15 ]
[  epoch 0019/0040] 4130/4800, lr:5.0e-05 ∣ avg_100 : 31992.110107 ∣ critic_nllloss : 26060.986914 ∣ critic_ganloss : -189.378259 ∣ generator_nllloss : 5168.423828 ∣ generator_ganloss : 930.039941 ∣  [  std_z : 1.00  real_sub_fake : 748.00 ]
[  epoch 0019/0040] 4140/4800, lr:5.0e-05 ∣ avg_100 : 31992.158756 ∣ critic_nllloss : 25861.060547 ∣ critic_ganloss : -201.545775 ∣ generator_nllloss : 5086.467969 ∣ generator_ganloss : 923.222461 ∣  [  std_z : 1.00  real_sub_fake : 749.65 ]
[  epoch 0019/0040] 4150/4800, lr:5.0e-05 ∣ avg_100 : 31989.595078 ∣ critic_nllloss : 25949.211523 ∣ critic_ganloss : -207.898582 ∣ generator_nllloss : 5228.138477 ∣ generator_ganloss : 924.976465 ∣  [  std_z : 0.98  real_sub_fake : 752.60 ]
[  epoch 0019/0040] 4160/4800, lr:5.0e-05 ∣ avg_100 : 31986.469093 ∣ critic_nllloss : 25765.947070 ∣ critic_ganloss : -151.256491 ∣ generator_nllloss : 5143.945312 ∣ generator_ganloss : 934.249561 ∣  [  std_z : 1.00  real_sub_fake : 631.45 ]
[  epoch 0019/0040] 4170/4800, lr:5.0e-05 ∣ avg_100 : 31986.375420 ∣ critic_nllloss : 25960.938672 ∣ critic_ganloss : -180.404306 ∣ generator_nllloss : 5174.626562 ∣ generator_ganloss : 925.087793 ∣  [  std_z : 0.99  real_sub_fake : 663.38 ]
[  epoch 0019/0040] 4180/4800, lr:5.0e-05 ∣ avg_100 : 31990.377098 ∣ critic_nllloss : 26315.226758 ∣ critic_ganloss : -160.668820 ∣ generator_nllloss : 5352.026758 ∣ generator_ganloss : 929.753613 ∣  [  std_z : 0.99  real_sub_fake : 555.28 ]
[  epoch 0019/0040] 4190/4800, lr:5.0e-05 ∣ avg_100 : 31990.495733 ∣ critic_nllloss : 26026.839453 ∣ critic_ganloss : -178.106920 ∣ generator_nllloss : 5196.003711 ∣ generator_ganloss : 890.190723 ∣  [  std_z : 0.99  real_sub_fake : 689.02 ]
[  epoch 0019/0040] 4200/4800, lr:5.0e-05 ∣ avg_100 : 31989.019304 ∣ critic_nllloss : 25869.839062 ∣ critic_ganloss : -185.216885 ∣ generator_nllloss : 5153.433594 ∣ generator_ganloss : 899.690479 ∣  [  std_z : 0.99  real_sub_fake : 696.83 ]
[  epoch 0019/0040] 4210/4800, lr:5.0e-05 ∣ avg_100 : 31990.553709 ∣ critic_nllloss : 25941.773242 ∣ critic_ganloss : -134.511607 ∣ generator_nllloss : 5278.151172 ∣ generator_ganloss : 931.683496 ∣  [  std_z : 1.00  real_sub_fake : 577.19 ]
[  epoch 0019/0040] 4220/4800, lr:5.0e-05 ∣ avg_100 : 31990.323848 ∣ critic_nllloss : 26023.140625 ∣ critic_ganloss : -174.254177 ∣ generator_nllloss : 5177.391797 ∣ generator_ganloss : 907.473975 ∣  [  std_z : 1.01  real_sub_fake : 561.74 ]
[  epoch 0019/0040] 4230/4800, lr:5.0e-05 ∣ avg_100 : 31990.258988 ∣ critic_nllloss : 25943.228320 ∣ critic_ganloss : -206.961409 ∣ generator_nllloss : 5160.447070 ∣ generator_ganloss : 906.757520 ∣  [  std_z : 0.99  real_sub_fake : 692.54 ]
[  epoch 0019/0040] 4240/4800, lr:5.0e-05 ∣ avg_100 : 31990.143119 ∣ critic_nllloss : 26027.418945 ∣ critic_ganloss : -167.999850 ∣ generator_nllloss : 5173.908203 ∣ generator_ganloss : 914.301416 ∣  [  std_z : 0.96  real_sub_fake : 841.55 ]
[  epoch 0019/0040] 4250/4800, lr:5.0e-05 ∣ avg_100 : 31986.670286 ∣ critic_nllloss : 25882.263477 ∣ critic_ganloss : -191.581815 ∣ generator_nllloss : 5232.868359 ∣ generator_ganloss : 893.749365 ∣  [  std_z : 0.98  real_sub_fake : 723.88 ]
[  epoch 0019/0040] 4260/4800, lr:5.0e-05 ∣ avg_100 : 31985.477567 ∣ critic_nllloss : 25865.356641 ∣ critic_ganloss : -69.882331 ∣ generator_nllloss : 5105.352930 ∣ generator_ganloss : 943.693555 ∣   [  std_z : 1.00  real_sub_fake : 345.29 ]
[  epoch 0019/0040] 4270/4800, lr:5.0e-05 ∣ avg_100 : 31982.256825 ∣ critic_nllloss : 25829.705664 ∣ critic_ganloss : -92.801844 ∣ generator_nllloss : 5116.096484 ∣ generator_ganloss : 939.334912 ∣   [  std_z : 1.01  real_sub_fake : 302.20 ]
[  epoch 0019/0040] 4280/4800, lr:5.0e-05 ∣ avg_100 : 31979.911826 ∣ critic_nllloss : 25947.771289 ∣ critic_ganloss : -138.005074 ∣ generator_nllloss : 5094.762305 ∣ generator_ganloss : 901.950293 ∣  [  std_z : 1.01  real_sub_fake : 463.48 ]
[  epoch 0019/0040] 4290/4800, lr:5.0e-05 ∣ avg_100 : 31979.336841 ∣ critic_nllloss : 25948.749219 ∣ critic_ganloss : -143.280930 ∣ generator_nllloss : 5175.586328 ∣ generator_ganloss : 878.646045 ∣  [  std_z : 0.98  real_sub_fake : 558.58 ]
[  epoch 0019/0040] 4300/4800, lr:5.0e-05 ∣ avg_100 : 31975.934339 ∣ critic_nllloss : 25862.470703 ∣ critic_ganloss : -87.057175 ∣ generator_nllloss : 5129.843945 ∣ generator_ganloss : 938.393945 ∣   [  std_z : 0.97  real_sub_fake : 375.30 ]
[  epoch 0019/0040] 4310/4800, lr:5.0e-05 ∣ avg_100 : 31975.839185 ∣ critic_nllloss : 26138.636523 ∣ critic_ganloss : -157.789561 ∣ generator_nllloss : 5282.548633 ∣ generator_ganloss : 917.245801 ∣  [  std_z : 1.00  real_sub_fake : 467.90 ]
[  epoch 0019/0040] 4320/4800, lr:5.0e-05 ∣ avg_100 : 31979.817617 ∣ critic_nllloss : 26228.644336 ∣ critic_ganloss : -141.930889 ∣ generator_nllloss : 5325.403125 ∣ generator_ganloss : 923.222510 ∣  [  std_z : 1.01  real_sub_fake : 551.74 ]
[  epoch 0019/0040] 4330/4800, lr:5.0e-05 ∣ avg_100 : 31978.548364 ∣ critic_nllloss : 25945.450781 ∣ critic_ganloss : -219.005418 ∣ generator_nllloss : 5196.931641 ∣ generator_ganloss : 906.730713 ∣  [  std_z : 1.00  real_sub_fake : 688.63 ]
[  epoch 0019/0040] 4340/4800, lr:5.0e-05 ∣ avg_100 : 31977.286342 ∣ critic_nllloss : 26146.012305 ∣ critic_ganloss : -214.448439 ∣ generator_nllloss : 5225.423633 ∣ generator_ganloss : 919.019922 ∣  [  std_z : 0.99  real_sub_fake : 815.24 ]
[  epoch 0019/0040] 4350/4800, lr:5.0e-05 ∣ avg_100 : 31978.284645 ∣ critic_nllloss : 26091.683008 ∣ critic_ganloss : -249.093304 ∣ generator_nllloss : 5238.193164 ∣ generator_ganloss : 924.441016 ∣  [  std_z : 0.98  real_sub_fake : 946.84 ]
[  epoch 0019/0040] 4360/4800, lr:5.0e-05 ∣ avg_100 : 31983.805717 ∣ critic_nllloss : 26213.645508 ∣ critic_ganloss : -173.075398 ∣ generator_nllloss : 5281.389453 ∣ generator_ganloss : 959.236670 ∣  [  std_z : 0.99  real_sub_fake : 716.76 ]
[  epoch 0019/0040] 4370/4800, lr:5.0e-05 ∣ avg_100 : 31984.769462 ∣ critic_nllloss : 26005.539258 ∣ critic_ganloss : -164.751998 ∣ generator_nllloss : 5328.166016 ∣ generator_ganloss : 936.529883 ∣  [  std_z : 0.99  real_sub_fake : 553.99 ]
[  epoch 0019/0040] 4380/4800, lr:5.0e-05 ∣ avg_100 : 31982.234177 ∣ critic_nllloss : 25865.720508 ∣ critic_ganloss : -182.682256 ∣ generator_nllloss : 5138.398047 ∣ generator_ganloss : 936.221582 ∣  [  std_z : 0.99  real_sub_fake : 634.94 ]
[  epoch 0019/0040] 4390/4800, lr:5.0e-05 ∣ avg_100 : 31982.116844 ∣ critic_nllloss : 25908.995898 ∣ critic_ganloss : -213.884319 ∣ generator_nllloss : 5194.071875 ∣ generator_ganloss : 912.936328 ∣  [  std_z : 1.00  real_sub_fake : 791.81 ]
[  epoch 0019/0040] 4400/4800, lr:5.0e-05 ∣ avg_100 : 31975.883368 ∣ critic_nllloss : 25715.487305 ∣ critic_ganloss : -134.263745 ∣ generator_nllloss : 5134.427930 ∣ generator_ganloss : 967.258496 ∣  [  std_z : 0.99  real_sub_fake : 568.89 ]
[  epoch 0019/0040] 4410/4800, lr:5.0e-05 ∣ avg_100 : 31977.735257 ∣ critic_nllloss : 26065.196289 ∣ critic_ganloss : -133.505299 ∣ generator_nllloss : 5242.027930 ∣ generator_ganloss : 917.103223 ∣  [  std_z : 0.99  real_sub_fake : 589.48 ]
[  epoch 0019/0040] 4420/4800, lr:5.0e-05 ∣ avg_100 : 31976.711862 ∣ critic_nllloss : 25973.691602 ∣ critic_ganloss : -174.203134 ∣ generator_nllloss : 5204.352344 ∣ generator_ganloss : 945.460352 ∣  [  std_z : 0.99  real_sub_fake : 497.09 ]
[  epoch 0019/0040] 4430/4800, lr:5.0e-05 ∣ avg_100 : 31982.694707 ∣ critic_nllloss : 26415.136914 ∣ critic_ganloss : -176.264604 ∣ generator_nllloss : 5348.055078 ∣ generator_ganloss : 925.917676 ∣  [  std_z : 0.99  real_sub_fake : 656.98 ]
[  epoch 0019/0040] 4440/4800, lr:5.0e-05 ∣ avg_100 : 31980.228756 ∣ critic_nllloss : 25752.552148 ∣ critic_ganloss : -169.232817 ∣ generator_nllloss : 5128.444336 ∣ generator_ganloss : 930.384473 ∣  [  std_z : 0.98  real_sub_fake : 679.48 ]
[  epoch 0019/0040] 4450/4800, lr:5.0e-05 ∣ avg_100 : 31976.618792 ∣ critic_nllloss : 26049.340039 ∣ critic_ganloss : -127.272174 ∣ generator_nllloss : 5199.994141 ∣ generator_ganloss : 950.443799 ∣  [  std_z : 1.00  real_sub_fake : 630.48 ]
[  epoch 0019/0040] 4460/4800, lr:5.0e-05 ∣ avg_100 : 31975.206470 ∣ critic_nllloss : 25880.713086 ∣ critic_ganloss : -166.342943 ∣ generator_nllloss : 5163.554883 ∣ generator_ganloss : 905.716992 ∣  [  std_z : 1.00  real_sub_fake : 512.99 ]
[  epoch 0019/0040] 4470/4800, lr:5.0e-05 ∣ avg_100 : 31975.591696 ∣ critic_nllloss : 26048.361523 ∣ critic_ganloss : -183.582375 ∣ generator_nllloss : 5167.198828 ∣ generator_ganloss : 890.282910 ∣  [  std_z : 1.00  real_sub_fake : 635.43 ]
[  epoch 0019/0040] 4480/4800, lr:5.0e-05 ∣ avg_100 : 31972.950724 ∣ critic_nllloss : 25998.579297 ∣ critic_ganloss : -179.849739 ∣ generator_nllloss : 5195.617969 ∣ generator_ganloss : 915.169482 ∣  [  std_z : 1.00  real_sub_fake : 734.91 ]
[  epoch 0019/0040] 4490/4800, lr:5.0e-05 ∣ avg_100 : 31971.308832 ∣ critic_nllloss : 26142.182031 ∣ critic_ganloss : -244.774734 ∣ generator_nllloss : 5164.422266 ∣ generator_ganloss : 907.250928 ∣  [  std_z : 0.99  real_sub_fake : 852.56 ]
[  epoch 0019/0040] 4500/4800, lr:5.0e-05 ∣ avg_100 : 31971.439937 ∣ critic_nllloss : 25851.252148 ∣ critic_ganloss : -136.046948 ∣ generator_nllloss : 5221.657031 ∣ generator_ganloss : 941.146484 ∣  [  std_z : 0.99  real_sub_fake : 572.71 ]
[  epoch 0019/0040] 4510/4800, lr:5.0e-05 ∣ avg_100 : 31972.780543 ∣ critic_nllloss : 26175.370703 ∣ critic_ganloss : -165.639450 ∣ generator_nllloss : 5175.845703 ∣ generator_ganloss : 920.496973 ∣  [  std_z : 0.99  real_sub_fake : 543.81 ]
[  epoch 0019/0040] 4520/4800, lr:5.0e-05 ∣ avg_100 : 31968.256921 ∣ critic_nllloss : 25907.372461 ∣ critic_ganloss : -180.553090 ∣ generator_nllloss : 5127.754297 ∣ generator_ganloss : 932.918066 ∣  [  std_z : 0.99  real_sub_fake : 665.06 ]
[  epoch 0019/0040] 4530/4800, lr:5.0e-05 ∣ avg_100 : 31963.839307 ∣ critic_nllloss : 25931.023438 ∣ critic_ganloss : -267.723189 ∣ generator_nllloss : 5154.770898 ∣ generator_ganloss : 906.511133 ∣  [  std_z : 0.99  real_sub_fake : 900.42 ]
[  epoch 0019/0040] 4540/4800, lr:5.0e-05 ∣ avg_100 : 31961.819926 ∣ critic_nllloss : 26172.062891 ∣ critic_ganloss : -229.672713 ∣ generator_nllloss : 5209.420703 ∣ generator_ganloss : 946.847998 ∣  [  std_z : 0.99  real_sub_fake : 986.65 ]
[  epoch 0019/0040] 4550/4800, lr:5.0e-05 ∣ avg_100 : 31962.999476 ∣ critic_nllloss : 26033.420312 ∣ critic_ganloss : -159.455392 ∣ generator_nllloss : 5196.803711 ∣ generator_ganloss : 958.190674 ∣  [  std_z : 1.00  real_sub_fake : 621.23 ]
[  epoch 0019/0040] 4560/4800, lr:5.0e-05 ∣ avg_100 : 31959.099959 ∣ critic_nllloss : 25822.911133 ∣ critic_ganloss : -98.283553 ∣ generator_nllloss : 5184.440625 ∣ generator_ganloss : 960.426367 ∣   [  std_z : 0.99  real_sub_fake : 471.47 ]
[  epoch 0019/0040] 4570/4800, lr:5.0e-05 ∣ avg_100 : 31964.880668 ∣ critic_nllloss : 26355.410742 ∣ critic_ganloss : -129.393631 ∣ generator_nllloss : 5258.130859 ∣ generator_ganloss : 975.204199 ∣  [  std_z : 1.00  real_sub_fake : 400.83 ]
[  epoch 0019/0040] 4580/4800, lr:5.0e-05 ∣ avg_100 : 31962.596657 ∣ critic_nllloss : 25954.937500 ∣ critic_ganloss : -162.329031 ∣ generator_nllloss : 5197.848242 ∣ generator_ganloss : 934.311377 ∣  [  std_z : 0.99  real_sub_fake : 627.74 ]
[  epoch 0019/0040] 4590/4800, lr:5.0e-05 ∣ avg_100 : 31959.626173 ∣ critic_nllloss : 25941.849023 ∣ critic_ganloss : -185.447165 ∣ generator_nllloss : 5174.166602 ∣ generator_ganloss : 975.974023 ∣  [  std_z : 0.99  real_sub_fake : 571.10 ]
[  epoch 0019/0040] 4600/4800, lr:5.0e-05 ∣ avg_100 : 31960.320081 ∣ critic_nllloss : 25959.331641 ∣ critic_ganloss : -168.280647 ∣ generator_nllloss : 5148.551953 ∣ generator_ganloss : 948.148389 ∣  [  std_z : 0.99  real_sub_fake : 798.60 ]
[  epoch 0019/0040] 4610/4800, lr:5.0e-05 ∣ avg_100 : 31961.864849 ∣ critic_nllloss : 26017.452539 ∣ critic_ganloss : -149.783517 ∣ generator_nllloss : 5178.777344 ∣ generator_ganloss : 976.565283 ∣  [  std_z : 1.01  real_sub_fake : 550.45 ]
[  epoch 0019/0040] 4620/4800, lr:5.0e-05 ∣ avg_100 : 31963.198613 ∣ critic_nllloss : 25987.585352 ∣ critic_ganloss : -126.819340 ∣ generator_nllloss : 5229.712109 ∣ generator_ganloss : 943.874170 ∣  [  std_z : 0.99  real_sub_fake : 476.37 ]
[  epoch 0019/0040] 4630/4800, lr:5.0e-05 ∣ avg_100 : 31964.459237 ∣ critic_nllloss : 25980.930273 ∣ critic_ganloss : -124.621468 ∣ generator_nllloss : 5328.771680 ∣ generator_ganloss : 952.490039 ∣  [  std_z : 0.98  real_sub_fake : 411.92 ]
[  epoch 0019/0040] 4640/4800, lr:5.0e-05 ∣ avg_100 : 31963.482234 ∣ critic_nllloss : 25983.309766 ∣ critic_ganloss : -128.409154 ∣ generator_nllloss : 5156.742578 ∣ generator_ganloss : 910.683008 ∣  [  std_z : 0.98  real_sub_fake : 667.80 ]
[  epoch 0019/0040] 4650/4800, lr:5.0e-05 ∣ avg_100 : 31961.112961 ∣ critic_nllloss : 25836.410742 ∣ critic_ganloss : -235.260623 ∣ generator_nllloss : 5202.778516 ∣ generator_ganloss : 903.093359 ∣  [  std_z : 0.99  real_sub_fake : 711.15 ]
[  epoch 0019/0040] 4660/4800, lr:5.0e-05 ∣ avg_100 : 31958.305241 ∣ critic_nllloss : 25972.680469 ∣ critic_ganloss : -208.465706 ∣ generator_nllloss : 5229.853516 ∣ generator_ganloss : 905.268750 ∣  [  std_z : 1.00  real_sub_fake : 802.93 ]
[  epoch 0019/0040] 4670/4800, lr:5.0e-05 ∣ avg_100 : 31957.938685 ∣ critic_nllloss : 26109.660938 ∣ critic_ganloss : -197.897029 ∣ generator_nllloss : 5270.397656 ∣ generator_ganloss : 937.493848 ∣  [  std_z : 0.99  real_sub_fake : 796.58 ]
[  epoch 0019/0040] 4680/4800, lr:5.0e-05 ∣ avg_100 : 31958.596829 ∣ critic_nllloss : 26291.868555 ∣ critic_ganloss : -165.823643 ∣ generator_nllloss : 5239.444336 ∣ generator_ganloss : 928.926123 ∣  [  std_z : 0.99  real_sub_fake : 605.93 ]
[  epoch 0019/0040] 4690/4800, lr:5.0e-05 ∣ avg_100 : 31959.098847 ∣ critic_nllloss : 25831.925977 ∣ critic_ganloss : -124.054300 ∣ generator_nllloss : 5190.684375 ∣ generator_ganloss : 945.386816 ∣  [  std_z : 0.98  real_sub_fake : 502.80 ]
[  epoch 0019/0040] 4700/4800, lr:5.0e-05 ∣ avg_100 : 31962.037548 ∣ critic_nllloss : 26082.950781 ∣ critic_ganloss : -159.530766 ∣ generator_nllloss : 5293.446484 ∣ generator_ganloss : 955.707666 ∣  [  std_z : 0.99  real_sub_fake : 505.25 ]
[  epoch 0019/0040] 4710/4800, lr:5.0e-05 ∣ avg_100 : 31960.664626 ∣ critic_nllloss : 26087.717383 ∣ critic_ganloss : -189.536299 ∣ generator_nllloss : 5220.714844 ∣ generator_ganloss : 924.469971 ∣  [  std_z : 0.99  real_sub_fake : 647.79 ]
[  epoch 0019/0040] 4720/4800, lr:5.0e-05 ∣ avg_100 : 31959.709107 ∣ critic_nllloss : 25937.633008 ∣ critic_ganloss : -163.804793 ∣ generator_nllloss : 5177.956055 ∣ generator_ganloss : 902.076172 ∣  [  std_z : 0.99  real_sub_fake : 668.66 ]
[  epoch 0019/0040] 4730/4800, lr:5.0e-05 ∣ avg_100 : 31962.025301 ∣ critic_nllloss : 26099.805859 ∣ critic_ganloss : -139.941238 ∣ generator_nllloss : 5220.174219 ∣ generator_ganloss : 961.222314 ∣  [  std_z : 1.00  real_sub_fake : 564.85 ]
[  epoch 0019/0040] 4740/4800, lr:5.0e-05 ∣ avg_100 : 31962.031204 ∣ critic_nllloss : 26103.029687 ∣ critic_ganloss : -165.308665 ∣ generator_nllloss : 5194.219336 ∣ generator_ganloss : 932.001562 ∣  [  std_z : 1.00  real_sub_fake : 540.50 ]
[  epoch 0019/0040] 4750/4800, lr:5.0e-05 ∣ avg_100 : 31959.066770 ∣ critic_nllloss : 25923.782813 ∣ critic_ganloss : -165.126117 ∣ generator_nllloss : 5175.690039 ∣ generator_ganloss : 945.722021 ∣  [  std_z : 0.99  real_sub_fake : 571.19 ]
[  epoch 0019/0040] 4760/4800, lr:5.0e-05 ∣ avg_100 : 31960.943428 ∣ critic_nllloss : 26061.436914 ∣ critic_ganloss : -236.292089 ∣ generator_nllloss : 5211.430273 ∣ generator_ganloss : 937.353320 ∣  [  std_z : 0.98  real_sub_fake : 831.39 ]
[  epoch 0019/0040] 4770/4800, lr:5.0e-05 ∣ avg_100 : 31957.285468 ∣ critic_nllloss : 26115.540234 ∣ critic_ganloss : -151.484308 ∣ generator_nllloss : 5138.853125 ∣ generator_ganloss : 935.116895 ∣  [  std_z : 0.99  real_sub_fake : 670.19 ]
[  epoch 0019/0040] 4780/4800, lr:5.0e-05 ∣ avg_100 : 31956.384493 ∣ critic_nllloss : 25928.003711 ∣ critic_ganloss : -150.727980 ∣ generator_nllloss : 5212.191992 ∣ generator_ganloss : 922.133789 ∣  [  std_z : 1.00  real_sub_fake : 586.68 ]
[  epoch 0019/0040] 4790/4800, lr:5.0e-05 ∣ avg_100 : 31958.343151 ∣ critic_nllloss : 26190.887695 ∣ critic_ganloss : -105.961111 ∣ generator_nllloss : 5175.565820 ∣ generator_ganloss : 912.140137 ∣  [  std_z : 1.00  real_sub_fake : 442.32 ]
[  epoch 0019/0040] 4800/4800, lr:5.0e-05 ∣ avg_100 : 31961.450731 ∣ critic_nllloss : 26125.368555 ∣ critic_ganloss : -173.784181 ∣ generator_nllloss : 5260.578516 ∣ generator_ganloss : 924.365625 ∣  [  std_z : 0.98  real_sub_fake : 565.89 ]
[    val 019    ] Done! KLD: 0.030970: 0.01444656:32, total: 1 day, 6:21:57                     
[  epoch 0020/0040] 0010/4800, lr:5.0e-05 ∣ avg_100 : 31962.462890 ∣ critic_nllloss : 26034.905078 ∣ critic_ganloss : -172.936548 ∣ generator_nllloss : 5218.369141 ∣ generator_ganloss : 921.441650 ∣  [  std_z : 0.98  real_sub_fake : 606.23 ]
[  epoch 0020/0040] 0020/4800, lr:5.0e-05 ∣ avg_100 : 31962.853202 ∣ critic_nllloss : 25858.802734 ∣ critic_ganloss : -142.986182 ∣ generator_nllloss : 5099.137500 ∣ generator_ganloss : 918.909570 ∣  [  std_z : 1.00  real_sub_fake : 626.41 ]
[  epoch 0020/0040] 0030/4800, lr:5.0e-05 ∣ avg_100 : 31964.033334 ∣ critic_nllloss : 25982.089453 ∣ critic_ganloss : -150.948450 ∣ generator_nllloss : 5183.813477 ∣ generator_ganloss : 932.391992 ∣  [  std_z : 1.01  real_sub_fake : 603.44 ]
[  epoch 0020/0040] 0040/4800, lr:5.0e-05 ∣ avg_100 : 31964.708370 ∣ critic_nllloss : 26102.107812 ∣ critic_ganloss : -154.058724 ∣ generator_nllloss : 5209.647461 ∣ generator_ganloss : 918.671777 ∣  [  std_z : 1.00  real_sub_fake : 554.15 ]
[  epoch 0020/0040] 0050/4800, lr:5.0e-05 ∣ avg_100 : 31964.735567 ∣ critic_nllloss : 26026.869727 ∣ critic_ganloss : -157.680515 ∣ generator_nllloss : 5196.763477 ∣ generator_ganloss : 944.321777 ∣  [  std_z : 0.97  real_sub_fake : 499.85 ]
[  epoch 0020/0040] 0060/4800, lr:5.0e-05 ∣ avg_100 : 31964.077221 ∣ critic_nllloss : 26015.872070 ∣ critic_ganloss : -141.318076 ∣ generator_nllloss : 5123.607813 ∣ generator_ganloss : 932.278174 ∣  [  std_z : 0.98  real_sub_fake : 639.96 ]
[  epoch 0020/0040] 0070/4800, lr:5.0e-05 ∣ avg_100 : 31962.879886 ∣ critic_nllloss : 25902.390820 ∣ critic_ganloss : -153.266168 ∣ generator_nllloss : 5184.147266 ∣ generator_ganloss : 931.420996 ∣  [  std_z : 1.00  real_sub_fake : 561.98 ]
[  epoch 0020/0040] 0080/4800, lr:5.0e-05 ∣ avg_100 : 31964.536503 ∣ critic_nllloss : 26096.057227 ∣ critic_ganloss : -158.869654 ∣ generator_nllloss : 5198.852734 ∣ generator_ganloss : 934.249170 ∣  [  std_z : 1.02  real_sub_fake : 582.13 ]
[  epoch 0020/0040] 0090/4800, lr:5.0e-05 ∣ avg_100 : 31964.784591 ∣ critic_nllloss : 26027.622266 ∣ critic_ganloss : -127.117096 ∣ generator_nllloss : 5188.150586 ∣ generator_ganloss : 954.254736 ∣  [  std_z : 1.00  real_sub_fake : 528.09 ]
[  epoch 0020/0040] 0100/4800, lr:5.0e-05 ∣ avg_100 : 31966.436110 ∣ critic_nllloss : 26033.305078 ∣ critic_ganloss : -134.681696 ∣ generator_nllloss : 5291.463281 ∣ generator_ganloss : 956.823584 ∣  [  std_z : 0.98  real_sub_fake : 433.59 ]
[  epoch 0020/0040] 0110/4800, lr:5.0e-05 ∣ avg_100 : 31968.550369 ∣ critic_nllloss : 26082.331250 ∣ critic_ganloss : -172.505766 ∣ generator_nllloss : 5258.296094 ∣ generator_ganloss : 917.321875 ∣  [  std_z : 0.98  real_sub_fake : 675.10 ]
[  epoch 0020/0040] 0120/4800, lr:5.0e-05 ∣ avg_100 : 31966.293201 ∣ critic_nllloss : 25830.616797 ∣ critic_ganloss : -148.742538 ∣ generator_nllloss : 5269.186719 ∣ generator_ganloss : 957.185254 ∣  [  std_z : 0.99  real_sub_fake : 516.01 ]
[  epoch 0020/0040] 0130/4800, lr:5.0e-05 ∣ avg_100 : 31967.839987 ∣ critic_nllloss : 26205.331445 ∣ critic_ganloss : -143.981015 ∣ generator_nllloss : 5217.751953 ∣ generator_ganloss : 940.660596 ∣  [  std_z : 1.01  real_sub_fake : 570.53 ]
[  epoch 0020/0040] 0140/4800, lr:5.0e-05 ∣ avg_100 : 31968.791757 ∣ critic_nllloss : 25872.063086 ∣ critic_ganloss : -117.732623 ∣ generator_nllloss : 5174.410156 ∣ generator_ganloss : 929.983496 ∣  [  std_z : 1.00  real_sub_fake : 464.67 ]
[  epoch 0020/0040] 0150/4800, lr:5.0e-05 ∣ avg_100 : 31967.211728 ∣ critic_nllloss : 26017.169531 ∣ critic_ganloss : -166.029108 ∣ generator_nllloss : 5112.462891 ∣ generator_ganloss : 905.954639 ∣  [  std_z : 0.98  real_sub_fake : 538.91 ]
[  epoch 0020/0040] 0160/4800, lr:5.0e-05 ∣ avg_100 : 31970.638523 ∣ critic_nllloss : 25913.884961 ∣ critic_ganloss : -176.124545 ∣ generator_nllloss : 5172.944922 ∣ generator_ganloss : 938.001025 ∣  [  std_z : 0.99  real_sub_fake : 592.26 ]
[  epoch 0020/0040] 0170/4800, lr:5.0e-05 ∣ avg_100 : 31969.328794 ∣ critic_nllloss : 25981.650391 ∣ critic_ganloss : -171.305080 ∣ generator_nllloss : 5264.161914 ∣ generator_ganloss : 929.761865 ∣  [  std_z : 1.01  real_sub_fake : 627.17 ]
[  epoch 0020/0040] 0180/4800, lr:5.0e-05 ∣ avg_100 : 31971.766844 ∣ critic_nllloss : 26116.216016 ∣ critic_ganloss : -169.213300 ∣ generator_nllloss : 5267.948047 ∣ generator_ganloss : 975.167871 ∣  [  std_z : 1.00  real_sub_fake : 625.91 ]
[  epoch 0020/0040] 0190/4800, lr:5.0e-05 ∣ avg_100 : 31974.415608 ∣ critic_nllloss : 26145.755859 ∣ critic_ganloss : -185.460991 ∣ generator_nllloss : 5260.478320 ∣ generator_ganloss : 960.420215 ∣  [  std_z : 0.99  real_sub_fake : 748.78 ]
[  epoch 0020/0040] 0200/4800, lr:5.0e-05 ∣ avg_100 : 31974.431003 ∣ critic_nllloss : 26072.000000 ∣ critic_ganloss : -132.788991 ∣ generator_nllloss : 5179.284766 ∣ generator_ganloss : 984.551025 ∣  [  std_z : 0.98  real_sub_fake : 487.57 ]
[  epoch 0020/0040] 0210/4800, lr:5.0e-05 ∣ avg_100 : 31976.456415 ∣ critic_nllloss : 26006.384570 ∣ critic_ganloss : -107.410403 ∣ generator_nllloss : 5114.366797 ∣ generator_ganloss : 983.215527 ∣  [  std_z : 0.99  real_sub_fake : 411.81 ]
[  epoch 0020/0040] 0220/4800, lr:5.0e-05 ∣ avg_100 : 31974.498789 ∣ critic_nllloss : 25815.812891 ∣ critic_ganloss : -181.964297 ∣ generator_nllloss : 5142.670313 ∣ generator_ganloss : 940.759912 ∣  [  std_z : 1.00  real_sub_fake : 637.97 ]
[  epoch 0020/0040] 0230/4800, lr:5.0e-05 ∣ avg_100 : 31974.631916 ∣ critic_nllloss : 25935.855469 ∣ critic_ganloss : -192.276445 ∣ generator_nllloss : 5151.942187 ∣ generator_ganloss : 979.355615 ∣  [  std_z : 1.00  real_sub_fake : 688.27 ]
[  epoch 0020/0040] 0240/4800, lr:5.0e-05 ∣ avg_100 : 31975.847603 ∣ critic_nllloss : 26139.699805 ∣ critic_ganloss : -131.143125 ∣ generator_nllloss : 5181.595703 ∣ generator_ganloss : 969.365137 ∣  [  std_z : 0.99  real_sub_fake : 533.62 ]
[  epoch 0020/0040] 0250/4800, lr:5.0e-05 ∣ avg_100 : 31973.641970 ∣ critic_nllloss : 25773.078711 ∣ critic_ganloss : -181.790393 ∣ generator_nllloss : 5158.584375 ∣ generator_ganloss : 941.904688 ∣  [  std_z : 0.98  real_sub_fake : 612.52 ]
[  epoch 0020/0040] 0260/4800, lr:5.0e-05 ∣ avg_100 : 31971.676831 ∣ critic_nllloss : 25978.964453 ∣ critic_ganloss : -108.449616 ∣ generator_nllloss : 5245.126172 ∣ generator_ganloss : 993.064502 ∣  [  std_z : 0.98  real_sub_fake : 492.88 ]
[  epoch 0020/0040] 0270/4800, lr:5.0e-05 ∣ avg_100 : 31972.664622 ∣ critic_nllloss : 26060.966992 ∣ critic_ganloss : -106.047986 ∣ generator_nllloss : 5267.628516 ∣ generator_ganloss : 970.450586 ∣  [  std_z : 0.99  real_sub_fake : 497.45 ]
[  epoch 0020/0040] 0280/4800, lr:5.0e-05 ∣ avg_100 : 31973.638976 ∣ critic_nllloss : 26062.424805 ∣ critic_ganloss : -77.303201 ∣ generator_nllloss : 5137.201172 ∣ generator_ganloss : 1002.374512 ∣  [  std_z : 1.00  real_sub_fake : 307.91 ]
[  epoch 0020/0040] 0290/4800, lr:5.0e-05 ∣ avg_100 : 31973.935411 ∣ critic_nllloss : 25884.369922 ∣ critic_ganloss : -104.980759 ∣ generator_nllloss : 5184.228516 ∣ generator_ganloss : 976.261035 ∣  [  std_z : 1.00  real_sub_fake : 329.40 ]
[  epoch 0020/0040] 0300/4800, lr:5.0e-05 ∣ avg_100 : 31971.952011 ∣ critic_nllloss : 25838.055273 ∣ critic_ganloss : -168.930236 ∣ generator_nllloss : 5172.237109 ∣ generator_ganloss : 957.654590 ∣  [  std_z : 1.00  real_sub_fake : 500.23 ]
[  epoch 0020/0040] 0310/4800, lr:5.0e-05 ∣ avg_100 : 31977.089582 ∣ critic_nllloss : 26201.457422 ∣ critic_ganloss : -202.383394 ∣ generator_nllloss : 5385.544531 ∣ generator_ganloss : 954.852344 ∣  [  std_z : 0.99  real_sub_fake : 727.34 ]
[  epoch 0020/0040] 0320/4800, lr:5.0e-05 ∣ avg_100 : 31978.991184 ∣ critic_nllloss : 26115.286133 ∣ critic_ganloss : -199.420496 ∣ generator_nllloss : 5125.150781 ∣ generator_ganloss : 967.681738 ∣  [  std_z : 0.99  real_sub_fake : 731.19 ]
[  epoch 0020/0040] 0330/4800, lr:5.0e-05 ∣ avg_100 : 31981.451306 ∣ critic_nllloss : 26205.216602 ∣ critic_ganloss : -143.550073 ∣ generator_nllloss : 5158.326172 ∣ generator_ganloss : 996.091943 ∣  [  std_z : 1.00  real_sub_fake : 600.11 ]
[  epoch 0020/0040] 0340/4800, lr:5.0e-05 ∣ avg_100 : 31986.156550 ∣ critic_nllloss : 26052.682227 ∣ critic_ganloss : -166.311806 ∣ generator_nllloss : 5300.507812 ∣ generator_ganloss : 952.851367 ∣  [  std_z : 1.00  real_sub_fake : 571.09 ]
[  epoch 0020/0040] 0350/4800, lr:5.0e-05 ∣ avg_100 : 31987.225978 ∣ critic_nllloss : 26014.947852 ∣ critic_ganloss : -211.047397 ∣ generator_nllloss : 5221.328125 ∣ generator_ganloss : 976.142090 ∣  [  std_z : 0.99  real_sub_fake : 753.00 ]
[  epoch 0020/0040] 0360/4800, lr:5.0e-05 ∣ avg_100 : 31989.823122 ∣ critic_nllloss : 25921.655273 ∣ critic_ganloss : -159.446556 ∣ generator_nllloss : 5213.893945 ∣ generator_ganloss : 976.497168 ∣  [  std_z : 0.98  real_sub_fake : 679.26 ]
[  epoch 0020/0040] 0370/4800, lr:5.0e-05 ∣ avg_100 : 31989.875150 ∣ critic_nllloss : 25962.794922 ∣ critic_ganloss : -191.417052 ∣ generator_nllloss : 5160.825391 ∣ generator_ganloss : 953.248291 ∣  [  std_z : 0.99  real_sub_fake : 783.84 ]
[  epoch 0020/0040] 0380/4800, lr:5.0e-05 ∣ avg_100 : 31985.732789 ∣ critic_nllloss : 26049.200977 ∣ critic_ganloss : -165.847058 ∣ generator_nllloss : 5189.408008 ∣ generator_ganloss : 949.340283 ∣  [  std_z : 1.00  real_sub_fake : 676.72 ]
[  epoch 0020/0040] 0390/4800, lr:5.0e-05 ∣ avg_100 : 31987.302495 ∣ critic_nllloss : 26129.375781 ∣ critic_ganloss : -174.350536 ∣ generator_nllloss : 5180.806250 ∣ generator_ganloss : 956.066113 ∣  [  std_z : 1.01  real_sub_fake : 552.21 ]
[  epoch 0020/0040] 0400/4800, lr:5.0e-05 ∣ avg_100 : 31988.052045 ∣ critic_nllloss : 25794.487109 ∣ critic_ganloss : -126.515990 ∣ generator_nllloss : 5203.294922 ∣ generator_ganloss : 941.435156 ∣  [  std_z : 0.99  real_sub_fake : 522.63 ]
[  epoch 0020/0040] 0410/4800, lr:5.0e-05 ∣ avg_100 : 31988.020854 ∣ critic_nllloss : 25996.114648 ∣ critic_ganloss : -115.205127 ∣ generator_nllloss : 5172.729297 ∣ generator_ganloss : 960.338428 ∣  [  std_z : 0.97  real_sub_fake : 459.47 ]
[  epoch 0020/0040] 0420/4800, lr:5.0e-05 ∣ avg_100 : 31989.298810 ∣ critic_nllloss : 26070.003125 ∣ critic_ganloss : -184.149914 ∣ generator_nllloss : 5232.822852 ∣ generator_ganloss : 942.871729 ∣  [  std_z : 0.98  real_sub_fake : 588.91 ]
[  epoch 0020/0040] 0430/4800, lr:5.0e-05 ∣ avg_100 : 31988.396348 ∣ critic_nllloss : 25737.880664 ∣ critic_ganloss : -179.908623 ∣ generator_nllloss : 5192.335938 ∣ generator_ganloss : 962.917285 ∣  [  std_z : 1.00  real_sub_fake : 637.32 ]
[  epoch 0020/0040] 0440/4800, lr:5.0e-05 ∣ avg_100 : 31988.819582 ∣ critic_nllloss : 26056.395703 ∣ critic_ganloss : -194.301855 ∣ generator_nllloss : 5186.992578 ∣ generator_ganloss : 940.865723 ∣  [  std_z : 1.00  real_sub_fake : 711.80 ]
[  epoch 0020/0040] 0450/4800, lr:5.0e-05 ∣ avg_100 : 31988.852679 ∣ critic_nllloss : 25887.980469 ∣ critic_ganloss : -181.357182 ∣ generator_nllloss : 5145.214258 ∣ generator_ganloss : 968.771533 ∣  [  std_z : 0.99  real_sub_fake : 669.67 ]
[  epoch 0020/0040] 0460/4800, lr:5.0e-05 ∣ avg_100 : 31988.498392 ∣ critic_nllloss : 25831.992383 ∣ critic_ganloss : -149.155486 ∣ generator_nllloss : 5162.070703 ∣ generator_ganloss : 964.184521 ∣  [  std_z : 0.98  real_sub_fake : 582.41 ]
[  epoch 0020/0040] 0470/4800, lr:5.0e-05 ∣ avg_100 : 31991.731827 ∣ critic_nllloss : 26174.501367 ∣ critic_ganloss : -219.799536 ∣ generator_nllloss : 5191.464063 ∣ generator_ganloss : 969.512842 ∣  [  std_z : 0.99  real_sub_fake : 700.28 ]
[  epoch 0020/0040] 0480/4800, lr:5.0e-05 ∣ avg_100 : 31992.981905 ∣ critic_nllloss : 25935.498828 ∣ critic_ganloss : -103.063403 ∣ generator_nllloss : 5101.208984 ∣ generator_ganloss : 997.842188 ∣  [  std_z : 1.00  real_sub_fake : 564.49 ]
[  epoch 0020/0040] 0490/4800, lr:5.0e-05 ∣ avg_100 : 31996.336417 ∣ critic_nllloss : 26068.454688 ∣ critic_ganloss : -55.095588 ∣ generator_nllloss : 5151.449805 ∣ generator_ganloss : 1030.342920 ∣  [  std_z : 0.99  real_sub_fake : 262.73 ]
[  epoch 0020/0040] 0500/4800, lr:5.0e-05 ∣ avg_100 : 31996.371870 ∣ critic_nllloss : 25805.962305 ∣ critic_ganloss : -127.554740 ∣ generator_nllloss : 5207.351172 ∣ generator_ganloss : 961.437988 ∣  [  std_z : 0.98  real_sub_fake : 402.10 ]
[  epoch 0020/0040] 0510/4800, lr:5.0e-05 ∣ avg_100 : 31995.159732 ∣ critic_nllloss : 25962.904102 ∣ critic_ganloss : -124.602864 ∣ generator_nllloss : 5259.224219 ∣ generator_ganloss : 961.902148 ∣  [  std_z : 0.97  real_sub_fake : 492.73 ]
[  epoch 0020/0040] 0520/4800, lr:5.0e-05 ∣ avg_100 : 31991.732082 ∣ critic_nllloss : 25950.903711 ∣ critic_ganloss : -146.055276 ∣ generator_nllloss : 5228.037891 ∣ generator_ganloss : 959.687793 ∣  [  std_z : 0.99  real_sub_fake : 490.09 ]
[  epoch 0020/0040] 0530/4800, lr:5.0e-05 ∣ avg_100 : 31992.378147 ∣ critic_nllloss : 25920.507227 ∣ critic_ganloss : -148.177228 ∣ generator_nllloss : 5144.721484 ∣ generator_ganloss : 977.662744 ∣  [  std_z : 1.01  real_sub_fake : 593.25 ]
[  epoch 0020/0040] 0540/4800, lr:5.0e-05 ∣ avg_100 : 31993.164497 ∣ critic_nllloss : 26119.372070 ∣ critic_ganloss : -121.116718 ∣ generator_nllloss : 5173.059766 ∣ generator_ganloss : 983.327295 ∣  [  std_z : 1.01  real_sub_fake : 485.36 ]
[  epoch 0020/0040] 0550/4800, lr:5.0e-05 ∣ avg_100 : 31992.729930 ∣ critic_nllloss : 25976.552734 ∣ critic_ganloss : -157.986167 ∣ generator_nllloss : 5163.448633 ∣ generator_ganloss : 979.751953 ∣  [  std_z : 0.98  real_sub_fake : 440.83 ]
[  epoch 0020/0040] 0560/4800, lr:5.0e-05 ∣ avg_100 : 31990.613631 ∣ critic_nllloss : 26011.395703 ∣ critic_ganloss : -195.770256 ∣ generator_nllloss : 5274.952344 ∣ generator_ganloss : 978.988525 ∣  [  std_z : 0.98  real_sub_fake : 672.93 ]
[  epoch 0020/0040] 0570/4800, lr:5.0e-05 ∣ avg_100 : 31992.151126 ∣ critic_nllloss : 26168.374023 ∣ critic_ganloss : -175.453017 ∣ generator_nllloss : 5273.513086 ∣ generator_ganloss : 992.798535 ∣  [  std_z : 0.98  real_sub_fake : 806.08 ]
[  epoch 0020/0040] 0580/4800, lr:5.0e-05 ∣ avg_100 : 31994.887741 ∣ critic_nllloss : 26092.202148 ∣ critic_ganloss : -140.315282 ∣ generator_nllloss : 5096.516602 ∣ generator_ganloss : 982.915967 ∣  [  std_z : 1.01  real_sub_fake : 547.30 ]
[  epoch 0020/0040] 0590/4800, lr:5.0e-05 ∣ avg_100 : 32000.754204 ∣ critic_nllloss : 26238.373828 ∣ critic_ganloss : -139.184092 ∣ generator_nllloss : 5292.898828 ∣ generator_ganloss : 996.677490 ∣  [  std_z : 1.02  real_sub_fake : 527.29 ]
[  epoch 0020/0040] 0600/4800, lr:5.0e-05 ∣ avg_100 : 32004.427864 ∣ critic_nllloss : 26077.374219 ∣ critic_ganloss : -166.096272 ∣ generator_nllloss : 5153.103711 ∣ generator_ganloss : 985.894336 ∣  [  std_z : 0.99  real_sub_fake : 506.18 ]
[  epoch 0020/0040] 0610/4800, lr:5.0e-05 ∣ avg_100 : 32003.945401 ∣ critic_nllloss : 26010.135937 ∣ critic_ganloss : -195.100536 ∣ generator_nllloss : 5246.897656 ∣ generator_ganloss : 980.642822 ∣  [  std_z : 0.98  real_sub_fake : 716.98 ]
[  epoch 0020/0040] 0620/4800, lr:5.0e-05 ∣ avg_100 : 32002.868178 ∣ critic_nllloss : 25983.799219 ∣ critic_ganloss : -212.607607 ∣ generator_nllloss : 5116.960742 ∣ generator_ganloss : 953.426465 ∣  [  std_z : 0.98  real_sub_fake : 857.75 ]
[  epoch 0020/0040] 0630/4800, lr:5.0e-05 ∣ avg_100 : 32000.392625 ∣ critic_nllloss : 26124.753125 ∣ critic_ganloss : -116.626793 ∣ generator_nllloss : 5255.222461 ∣ generator_ganloss : 1001.941016 ∣     [  std_z : 1.00  real_sub_fake : 567.07 ]
[  epoch 0020/0040] 0640/4800, lr:5.0e-05 ∣ avg_100 : 32006.226665 ∣ critic_nllloss : 26238.079492 ∣ critic_ganloss : -208.753692 ∣ generator_nllloss : 5248.531445 ∣ generator_ganloss : 947.694824 ∣  [  std_z : 1.00  real_sub_fake : 647.07 ]
[  epoch 0020/0040] 0650/4800, lr:5.0e-05 ∣ avg_100 : 32003.001586 ∣ critic_nllloss : 25750.277539 ∣ critic_ganloss : -151.572598 ∣ generator_nllloss : 5166.365234 ∣ generator_ganloss : 984.927734 ∣  [  std_z : 0.99  real_sub_fake : 607.09 ]
[  epoch 0020/0040] 0660/4800, lr:5.0e-05 ∣ avg_100 : 32006.066978 ∣ critic_nllloss : 26141.322070 ∣ critic_ganloss : -190.743733 ∣ generator_nllloss : 5169.057227 ∣ generator_ganloss : 970.545703 ∣  [  std_z : 0.99  real_sub_fake : 657.77 ]
[  epoch 0020/0040] 0670/4800, lr:5.0e-05 ∣ avg_100 : 32007.518974 ∣ critic_nllloss : 26069.066211 ∣ critic_ganloss : -183.193332 ∣ generator_nllloss : 5201.902930 ∣ generator_ganloss : 979.684668 ∣  [  std_z : 0.99  real_sub_fake : 751.95 ]
[  epoch 0020/0040] 0680/4800, lr:5.0e-05 ∣ avg_100 : 32007.724249 ∣ critic_nllloss : 25876.734570 ∣ critic_ganloss : -98.308703 ∣ generator_nllloss : 5145.414648 ∣ generator_ganloss : 1026.204004 ∣  [  std_z : 0.99  real_sub_fake : 382.27 ]
[  epoch 0020/0040] 0690/4800, lr:5.0e-05 ∣ avg_100 : 32007.345092 ∣ critic_nllloss : 25944.054492 ∣ critic_ganloss : -191.130716 ∣ generator_nllloss : 5222.712695 ∣ generator_ganloss : 955.528320 ∣  [  std_z : 1.00  real_sub_fake : 645.49 ]
[  epoch 0020/0040] 0700/4800, lr:5.0e-05 ∣ avg_100 : 32008.629415 ∣ critic_nllloss : 25993.140820 ∣ critic_ganloss : -177.660651 ∣ generator_nllloss : 5178.450000 ∣ generator_ganloss : 1012.510840 ∣     [  std_z : 1.00  real_sub_fake : 603.56 ]
[  epoch 0020/0040] 0710/4800, lr:5.0e-05 ∣ avg_100 : 32008.540522 ∣ critic_nllloss : 26079.340430 ∣ critic_ganloss : -173.479346 ∣ generator_nllloss : 5185.366016 ∣ generator_ganloss : 1005.957520 ∣     [  std_z : 1.00  real_sub_fake : 738.64 ]
[  epoch 0020/0040] 0720/4800, lr:5.0e-05 ∣ avg_100 : 32010.330653 ∣ critic_nllloss : 25904.978711 ∣ critic_ganloss : -168.790823 ∣ generator_nllloss : 5212.317187 ∣ generator_ganloss : 1017.999805 ∣     [  std_z : 0.99  real_sub_fake : 631.89 ]
[  epoch 0020/0040] 0730/4800, lr:5.0e-05 ∣ avg_100 : 32017.852681 ∣ critic_nllloss : 26335.816797 ∣ critic_ganloss : -152.931262 ∣ generator_nllloss : 5289.420508 ∣ generator_ganloss : 1004.479004 ∣     [  std_z : 0.97  real_sub_fake : 681.08 ]
[  epoch 0020/0040] 0740/4800, lr:5.0e-05 ∣ avg_100 : 32018.052667 ∣ critic_nllloss : 26033.835547 ∣ critic_ganloss : -123.699609 ∣ generator_nllloss : 5183.767969 ∣ generator_ganloss : 1024.753564 ∣     [  std_z : 0.98  real_sub_fake : 453.27 ]
[  epoch 0020/0040] 0750/4800, lr:5.0e-05 ∣ avg_100 : 32018.653596 ∣ critic_nllloss : 25987.522656 ∣ critic_ganloss : -148.021420 ∣ generator_nllloss : 5277.576758 ∣ generator_ganloss : 971.974219 ∣  [  std_z : 1.01  real_sub_fake : 466.08 ]
[  epoch 0020/0040] 0760/4800, lr:5.0e-05 ∣ avg_100 : 32021.209532 ∣ critic_nllloss : 26132.090430 ∣ critic_ganloss : -255.165393 ∣ generator_nllloss : 5276.233789 ∣ generator_ganloss : 971.929297 ∣  [  std_z : 1.01  real_sub_fake : 774.37 ]
[  epoch 0020/0040] 0770/4800, lr:5.0e-05 ∣ avg_100 : 32015.200977 ∣ critic_nllloss : 25857.605859 ∣ critic_ganloss : -164.619925 ∣ generator_nllloss : 5179.041406 ∣ generator_ganloss : 986.469336 ∣  [  std_z : 0.99  real_sub_fake : 861.03 ]
[  epoch 0020/0040] 0780/4800, lr:5.0e-05 ∣ avg_100 : 32015.621630 ∣ critic_nllloss : 25948.583203 ∣ critic_ganloss : -134.137941 ∣ generator_nllloss : 5171.170508 ∣ generator_ganloss : 981.217676 ∣  [  std_z : 0.98  real_sub_fake : 629.08 ]
[  epoch 0020/0040] 0790/4800, lr:5.0e-05 ∣ avg_100 : 32016.988188 ∣ critic_nllloss : 26076.053906 ∣ critic_ganloss : -164.063150 ∣ generator_nllloss : 5173.770312 ∣ generator_ganloss : 957.437158 ∣  [  std_z : 0.99  real_sub_fake : 536.01 ]
[  epoch 0020/0040] 0800/4800, lr:5.0e-05 ∣ avg_100 : 32019.338257 ∣ critic_nllloss : 26021.106250 ∣ critic_ganloss : -126.767163 ∣ generator_nllloss : 5264.343164 ∣ generator_ganloss : 964.075977 ∣  [  std_z : 1.00  real_sub_fake : 508.81 ]
[  epoch 0020/0040] 0810/4800, lr:5.0e-05 ∣ avg_100 : 32019.894634 ∣ critic_nllloss : 26059.970703 ∣ critic_ganloss : -152.639321 ∣ generator_nllloss : 5201.377148 ∣ generator_ganloss : 969.940820 ∣  [  std_z : 1.00  real_sub_fake : 442.00 ]
[  epoch 0020/0040] 0820/4800, lr:5.0e-05 ∣ avg_100 : 32020.993123 ∣ critic_nllloss : 26161.229102 ∣ critic_ganloss : -149.986290 ∣ generator_nllloss : 5170.556445 ∣ generator_ganloss : 962.401953 ∣  [  std_z : 1.00  real_sub_fake : 597.02 ]
[  epoch 0020/0040] 0830/4800, lr:5.0e-05 ∣ avg_100 : 32017.671526 ∣ critic_nllloss : 25847.480664 ∣ critic_ganloss : -223.451785 ∣ generator_nllloss : 5233.086328 ∣ generator_ganloss : 948.295605 ∣  [  std_z : 0.99  real_sub_fake : 747.22 ]
[  epoch 0020/0040] 0840/4800, lr:5.0e-05 ∣ avg_100 : 32017.310589 ∣ critic_nllloss : 25847.078516 ∣ critic_ganloss : -163.592857 ∣ generator_nllloss : 5225.609375 ∣ generator_ganloss : 977.137500 ∣  [  std_z : 0.99  real_sub_fake : 728.91 ]
[  epoch 0020/0040] 0850/4800, lr:5.0e-05 ∣ avg_100 : 32020.400055 ∣ critic_nllloss : 25964.040820 ∣ critic_ganloss : -117.670144 ∣ generator_nllloss : 5204.085352 ∣ generator_ganloss : 965.512549 ∣  [  std_z : 0.99  real_sub_fake : 537.38 ]
[  epoch 0020/0040] 0860/4800, lr:5.0e-05 ∣ avg_100 : 32021.845993 ∣ critic_nllloss : 26084.137109 ∣ critic_ganloss : -169.547154 ∣ generator_nllloss : 5181.173633 ∣ generator_ganloss : 948.167285 ∣  [  std_z : 0.99  real_sub_fake : 500.92 ]
[  epoch 0020/0040] 0870/4800, lr:5.0e-05 ∣ avg_100 : 32019.188986 ∣ critic_nllloss : 25844.262109 ∣ critic_ganloss : -168.851683 ∣ generator_nllloss : 5241.540625 ∣ generator_ganloss : 937.003662 ∣  [  std_z : 1.00  real_sub_fake : 598.59 ]
[  epoch 0020/0040] 0880/4800, lr:5.0e-05 ∣ avg_100 : 32016.560958 ∣ critic_nllloss : 26021.472656 ∣ critic_ganloss : -156.492188 ∣ generator_nllloss : 5227.737500 ∣ generator_ganloss : 938.894531 ∣  [  std_z : 0.99  real_sub_fake : 640.18 ]
[  epoch 0020/0040] 0890/4800, lr:5.0e-05 ∣ avg_100 : 32016.914848 ∣ critic_nllloss : 25936.223633 ∣ critic_ganloss : -141.425301 ∣ generator_nllloss : 5139.833984 ∣ generator_ganloss : 944.699609 ∣  [  std_z : 0.99  real_sub_fake : 511.41 ]
[  epoch 0020/0040] 0900/4800, lr:5.0e-05 ∣ avg_100 : 32015.405226 ∣ critic_nllloss : 26103.907227 ∣ critic_ganloss : -239.996561 ∣ generator_nllloss : 5231.687891 ∣ generator_ganloss : 926.013428 ∣  [  std_z : 0.99  real_sub_fake : 740.21 ]
[  epoch 0020/0040] 0910/4800, lr:5.0e-05 ∣ avg_100 : 32013.023888 ∣ critic_nllloss : 25973.500391 ∣ critic_ganloss : -273.983203 ∣ generator_nllloss : 5156.499609 ∣ generator_ganloss : 949.215234 ∣  [  std_z : 0.99  real_sub_fake : 979.11 ]
[  epoch 0020/0040] 0920/4800, lr:5.0e-05 ∣ avg_100 : 32014.449907 ∣ critic_nllloss : 25881.297656 ∣ critic_ganloss : -120.861801 ∣ generator_nllloss : 5219.305859 ∣ generator_ganloss : 1016.720605 ∣     [  std_z : 0.99  real_sub_fake : 614.11 ]
[  epoch 0020/0040] 0930/4800, lr:5.0e-05 ∣ avg_100 : 32009.291849 ∣ critic_nllloss : 25672.128906 ∣ critic_ganloss : -119.296385 ∣ generator_nllloss : 5094.012500 ∣ generator_ganloss : 978.610400 ∣  [  std_z : 0.99  real_sub_fake : 496.70 ]
[  epoch 0020/0040] 0940/4800, lr:5.0e-05 ∣ avg_100 : 32008.440404 ∣ critic_nllloss : 25883.493945 ∣ critic_ganloss : -129.113761 ∣ generator_nllloss : 5240.227930 ∣ generator_ganloss : 984.189307 ∣  [  std_z : 0.99  real_sub_fake : 391.88 ]
[  epoch 0020/0040] 0950/4800, lr:5.0e-05 ∣ avg_100 : 32010.477757 ∣ critic_nllloss : 26067.151172 ∣ critic_ganloss : -149.970379 ∣ generator_nllloss : 5188.016602 ∣ generator_ganloss : 978.606641 ∣  [  std_z : 1.00  real_sub_fake : 548.36 ]
[  epoch 0020/0040] 0960/4800, lr:5.0e-05 ∣ avg_100 : 32010.924881 ∣ critic_nllloss : 26014.890430 ∣ critic_ganloss : -149.795882 ∣ generator_nllloss : 5184.016797 ∣ generator_ganloss : 969.529492 ∣  [  std_z : 0.99  real_sub_fake : 601.50 ]
[  epoch 0020/0040] 0970/4800, lr:5.0e-05 ∣ avg_100 : 32012.384242 ∣ critic_nllloss : 26061.626563 ∣ critic_ganloss : -156.224855 ∣ generator_nllloss : 5299.245898 ∣ generator_ganloss : 979.314404 ∣  [  std_z : 0.99  real_sub_fake : 562.63 ]
[  epoch 0020/0040] 0980/4800, lr:5.0e-05 ∣ avg_100 : 32014.912849 ∣ critic_nllloss : 26112.537305 ∣ critic_ganloss : -150.931517 ∣ generator_nllloss : 5220.154883 ∣ generator_ganloss : 982.701563 ∣  [  std_z : 1.00  real_sub_fake : 600.29 ]
[  epoch 0020/0040] 0990/4800, lr:5.0e-05 ∣ avg_100 : 32012.695404 ∣ critic_nllloss : 25904.643164 ∣ critic_ganloss : -178.219246 ∣ generator_nllloss : 5247.952539 ∣ generator_ganloss : 976.511621 ∣  [  std_z : 1.00  real_sub_fake : 605.85 ]
[  epoch 0020/0040] 1000/4800, lr:5.0e-05 ∣ avg_100 : 32011.056490 ∣ critic_nllloss : 25998.090625 ∣ critic_ganloss : -247.257106 ∣ generator_nllloss : 5283.225586 ∣ generator_ganloss : 938.577979 ∣  [  std_z : 0.99  real_sub_fake : 748.74 ]
[  epoch 0020/0040] 1010/4800, lr:5.0e-05 ∣ avg_100 : 32013.204896 ∣ critic_nllloss : 26100.600586 ∣ critic_ganloss : -168.416548 ∣ generator_nllloss : 5276.105664 ∣ generator_ganloss : 1008.330176 ∣     [  std_z : 0.97  real_sub_fake : 826.28 ]
[  epoch 0020/0040] 1020/4800, lr:5.0e-05 ∣ avg_100 : 32017.183881 ∣ critic_nllloss : 26164.989258 ∣ critic_ganloss : -160.968474 ∣ generator_nllloss : 5179.772266 ∣ generator_ganloss : 947.969092 ∣  [  std_z : 0.98  real_sub_fake : 754.10 ]
[  epoch 0020/0040] 1030/4800, lr:5.0e-05 ∣ avg_100 : 32015.230734 ∣ critic_nllloss : 25807.766406 ∣ critic_ganloss : -150.792425 ∣ generator_nllloss : 5150.011523 ∣ generator_ganloss : 945.046240 ∣  [  std_z : 1.00  real_sub_fake : 585.57 ]
[  epoch 0020/0040] 1040/4800, lr:5.0e-05 ∣ avg_100 : 32015.372278 ∣ critic_nllloss : 26138.873242 ∣ critic_ganloss : -173.963033 ∣ generator_nllloss : 5186.170898 ∣ generator_ganloss : 939.441699 ∣  [  std_z : 1.01  real_sub_fake : 579.42 ]
[  epoch 0020/0040] 1050/4800, lr:5.0e-05 ∣ avg_100 : 32019.684388 ∣ critic_nllloss : 26280.665234 ∣ critic_ganloss : -109.321648 ∣ generator_nllloss : 5300.374219 ∣ generator_ganloss : 969.767627 ∣  [  std_z : 1.00  real_sub_fake : 493.02 ]
[  epoch 0020/0040] 1060/4800, lr:5.0e-05 ∣ avg_100 : 32019.264795 ∣ critic_nllloss : 25959.945898 ∣ critic_ganloss : -153.095377 ∣ generator_nllloss : 5144.502930 ∣ generator_ganloss : 937.127197 ∣  [  std_z : 0.99  real_sub_fake : 476.63 ]
[  epoch 0020/0040] 1070/4800, lr:5.0e-05 ∣ avg_100 : 32020.827274 ∣ critic_nllloss : 25977.827148 ∣ critic_ganloss : -163.078789 ∣ generator_nllloss : 5266.312695 ∣ generator_ganloss : 939.879834 ∣  [  std_z : 0.99  real_sub_fake : 629.64 ]
[  epoch 0020/0040] 1080/4800, lr:5.0e-05 ∣ avg_100 : 32019.340942 ∣ critic_nllloss : 25943.196680 ∣ critic_ganloss : -228.376129 ∣ generator_nllloss : 5282.329102 ∣ generator_ganloss : 924.506592 ∣  [  std_z : 1.00  real_sub_fake : 683.72 ]
[  epoch 0020/0040] 1090/4800, lr:5.0e-05 ∣ avg_100 : 32018.066014 ∣ critic_nllloss : 26014.914648 ∣ critic_ganloss : -197.670699 ∣ generator_nllloss : 5134.334180 ∣ generator_ganloss : 963.839502 ∣  [  std_z : 1.00  real_sub_fake : 807.40 ]
[  epoch 0020/0040] 1100/4800, lr:5.0e-05 ∣ avg_100 : 32016.819333 ∣ critic_nllloss : 26034.374219 ∣ critic_ganloss : -195.674556 ∣ generator_nllloss : 5201.227344 ∣ generator_ganloss : 982.315234 ∣  [  std_z : 0.99  real_sub_fake : 695.92 ]
[  epoch 0020/0040] 1110/4800, lr:5.0e-05 ∣ avg_100 : 32014.713915 ∣ critic_nllloss : 25851.314258 ∣ critic_ganloss : -155.378939 ∣ generator_nllloss : 5196.415625 ∣ generator_ganloss : 982.550635 ∣  [  std_z : 0.98  real_sub_fake : 663.73 ]
[  epoch 0020/0040] 1120/4800, lr:5.0e-05 ∣ avg_100 : 32015.755260 ∣ critic_nllloss : 26007.553906 ∣ critic_ganloss : -184.713969 ∣ generator_nllloss : 5227.798242 ∣ generator_ganloss : 961.742627 ∣  [  std_z : 0.98  real_sub_fake : 624.52 ]
[  epoch 0020/0040] 1130/4800, lr:5.0e-05 ∣ avg_100 : 32015.130408 ∣ critic_nllloss : 26100.883008 ∣ critic_ganloss : -234.280844 ∣ generator_nllloss : 5307.427344 ∣ generator_ganloss : 983.248193 ∣  [  std_z : 1.00  real_sub_fake : 835.12 ]
[  epoch 0020/0040] 1140/4800, lr:5.0e-05 ∣ avg_100 : 32018.637914 ∣ critic_nllloss : 26072.713477 ∣ critic_ganloss : -106.292699 ∣ generator_nllloss : 5230.519922 ∣ generator_ganloss : 1012.534033 ∣     [  std_z : 1.00  real_sub_fake : 642.29 ]
[  epoch 0020/0040] 1150/4800, lr:5.0e-05 ∣ avg_100 : 32021.864497 ∣ critic_nllloss : 26160.335938 ∣ critic_ganloss : -159.250635 ∣ generator_nllloss : 5209.199023 ∣ generator_ganloss : 981.931934 ∣  [  std_z : 1.00  real_sub_fake : 540.73 ]
[  epoch 0020/0040] 1160/4800, lr:5.0e-05 ∣ avg_100 : 32021.753138 ∣ critic_nllloss : 25861.437305 ∣ critic_ganloss : -164.013525 ∣ generator_nllloss : 5168.532031 ∣ generator_ganloss : 971.614648 ∣  [  std_z : 0.98  real_sub_fake : 513.78 ]
[  epoch 0020/0040] 1170/4800, lr:5.0e-05 ∣ avg_100 : 32021.076034 ∣ critic_nllloss : 25947.975391 ∣ critic_ganloss : -179.704083 ∣ generator_nllloss : 5172.908008 ∣ generator_ganloss : 995.379346 ∣  [  std_z : 0.98  real_sub_fake : 613.25 ]
[  epoch 0020/0040] 1180/4800, lr:5.0e-05 ∣ avg_100 : 32021.807809 ∣ critic_nllloss : 26097.967187 ∣ critic_ganloss : -185.057849 ∣ generator_nllloss : 5346.944336 ∣ generator_ganloss : 1003.442480 ∣     [  std_z : 0.99  real_sub_fake : 642.08 ]
[  epoch 0020/0040] 1190/4800, lr:5.0e-05 ∣ avg_100 : 32021.405157 ∣ critic_nllloss : 26066.273047 ∣ critic_ganloss : -195.087189 ∣ generator_nllloss : 5270.606445 ∣ generator_ganloss : 999.135937 ∣  [  std_z : 1.00  real_sub_fake : 864.26 ]
[  epoch 0020/0040] 1200/4800, lr:5.0e-05 ∣ avg_100 : 32021.809777 ∣ critic_nllloss : 26077.245703 ∣ critic_ganloss : -164.194983 ∣ generator_nllloss : 5225.302148 ∣ generator_ganloss : 1005.155957 ∣     [  std_z : 1.00  real_sub_fake : 739.95 ]
[  epoch 0020/0040] 1210/4800, lr:5.0e-05 ∣ avg_100 : 32021.160550 ∣ critic_nllloss : 25941.514062 ∣ critic_ganloss : -150.716896 ∣ generator_nllloss : 5145.004102 ∣ generator_ganloss : 995.832471 ∣  [  std_z : 0.99  real_sub_fake : 529.73 ]
[  epoch 0020/0040] 1220/4800, lr:5.0e-05 ∣ avg_100 : 32022.855448 ∣ critic_nllloss : 25883.037695 ∣ critic_ganloss : -163.160246 ∣ generator_nllloss : 5209.070312 ∣ generator_ganloss : 957.820898 ∣  [  std_z : 0.98  real_sub_fake : 576.93 ]
[  epoch 0020/0040] 1230/4800, lr:5.0e-05 ∣ avg_100 : 32025.193521 ∣ critic_nllloss : 26115.944922 ∣ critic_ganloss : -182.992943 ∣ generator_nllloss : 5204.233203 ∣ generator_ganloss : 971.498926 ∣  [  std_z : 0.99  real_sub_fake : 566.52 ]
[  epoch 0020/0040] 1240/4800, lr:5.0e-05 ∣ avg_100 : 32023.343761 ∣ critic_nllloss : 25980.359375 ∣ critic_ganloss : -181.534119 ∣ generator_nllloss : 5215.762891 ∣ generator_ganloss : 959.953369 ∣  [  std_z : 1.00  real_sub_fake : 642.19 ]
[  epoch 0020/0040] 1250/4800, lr:5.0e-05 ∣ avg_100 : 32026.049255 ∣ critic_nllloss : 26050.113477 ∣ critic_ganloss : -240.599919 ∣ generator_nllloss : 5191.572266 ∣ generator_ganloss : 961.240918 ∣  [  std_z : 1.00  real_sub_fake : 818.55 ]
[  epoch 0020/0040] 1260/4800, lr:5.0e-05 ∣ avg_100 : 32025.291317 ∣ critic_nllloss : 25889.373047 ∣ critic_ganloss : -115.349942 ∣ generator_nllloss : 5230.915234 ∣ generator_ganloss : 1027.973438 ∣     [  std_z : 0.99  real_sub_fake : 588.86 ]
[  epoch 0020/0040] 1270/4800, lr:5.0e-05 ∣ avg_100 : 32025.052971 ∣ critic_nllloss : 26130.320312 ∣ critic_ganloss : -126.407181 ∣ generator_nllloss : 5198.886719 ∣ generator_ganloss : 966.363574 ∣  [  std_z : 0.98  real_sub_fake : 617.34 ]
[  epoch 0020/0040] 1280/4800, lr:5.0e-05 ∣ avg_100 : 32022.719467 ∣ critic_nllloss : 25894.947461 ∣ critic_ganloss : -115.738445 ∣ generator_nllloss : 5087.061133 ∣ generator_ganloss : 1025.076758 ∣     [  std_z : 0.98  real_sub_fake : 383.30 ]
[  epoch 0020/0040] 1290/4800, lr:5.0e-05 ∣ avg_100 : 32023.331616 ∣ critic_nllloss : 26043.497852 ∣ critic_ganloss : -135.973225 ∣ generator_nllloss : 5129.379102 ∣ generator_ganloss : 964.189893 ∣  [  std_z : 1.00  real_sub_fake : 448.87 ]
[  epoch 0020/0040] 1300/4800, lr:5.0e-05 ∣ avg_100 : 32025.140465 ∣ critic_nllloss : 26019.506836 ∣ critic_ganloss : -195.231247 ∣ generator_nllloss : 5205.286523 ∣ generator_ganloss : 950.339551 ∣  [  std_z : 1.01  real_sub_fake : 608.84 ]
[  epoch 0020/0040] 1310/4800, lr:5.0e-05 ∣ avg_100 : 32021.116892 ∣ critic_nllloss : 25872.684961 ∣ critic_ganloss : -176.011913 ∣ generator_nllloss : 5271.772070 ∣ generator_ganloss : 968.668457 ∣  [  std_z : 1.00  real_sub_fake : 637.48 ]
[  epoch 0020/0040] 1320/4800, lr:5.0e-05 ∣ avg_100 : 32020.092314 ∣ critic_nllloss : 25890.560937 ∣ critic_ganloss : -175.512274 ∣ generator_nllloss : 5235.396484 ∣ generator_ganloss : 955.795215 ∣  [  std_z : 0.99  real_sub_fake : 660.93 ]
[  epoch 0020/0040] 1330/4800, lr:5.0e-05 ∣ avg_100 : 32018.580467 ∣ critic_nllloss : 26052.967383 ∣ critic_ganloss : -166.083484 ∣ generator_nllloss : 5188.153516 ∣ generator_ganloss : 989.862500 ∣  [  std_z : 0.98  real_sub_fake : 639.53 ]
[  epoch 0020/0040] 1340/4800, lr:5.0e-05 ∣ avg_100 : 32015.355299 ∣ critic_nllloss : 25826.304492 ∣ critic_ganloss : -162.868805 ∣ generator_nllloss : 5174.434766 ∣ generator_ganloss : 979.342383 ∣  [  std_z : 0.98  real_sub_fake : 655.65 ]
[  epoch 0020/0040] 1350/4800, lr:5.0e-05 ∣ avg_100 : 32017.163726 ∣ critic_nllloss : 26144.960547 ∣ critic_ganloss : -145.499367 ∣ generator_nllloss : 5169.160156 ∣ generator_ganloss : 1013.591992 ∣     [  std_z : 1.00  real_sub_fake : 543.99 ]
[  epoch 0020/0040] 1360/4800, lr:5.0e-05 ∣ avg_100 : 32017.882023 ∣ critic_nllloss : 26023.716016 ∣ critic_ganloss : -138.821839 ∣ generator_nllloss : 5162.405469 ∣ generator_ganloss : 977.129932 ∣  [  std_z : 1.00  real_sub_fake : 564.76 ]
[  epoch 0020/0040] 1370/4800, lr:5.0e-05 ∣ avg_100 : 32017.020187 ∣ critic_nllloss : 25741.411523 ∣ critic_ganloss : -157.561909 ∣ generator_nllloss : 5219.244141 ∣ generator_ganloss : 996.174219 ∣  [  std_z : 1.00  real_sub_fake : 513.22 ]
[  epoch 0020/0040] 1380/4800, lr:5.0e-05 ∣ avg_100 : 32016.249004 ∣ critic_nllloss : 25933.346289 ∣ critic_ganloss : -185.390560 ∣ generator_nllloss : 5240.791602 ∣ generator_ganloss : 956.236572 ∣  [  std_z : 0.99  real_sub_fake : 650.19 ]
[  epoch 0020/0040] 1390/4800, lr:5.0e-05 ∣ avg_100 : 32015.827857 ∣ critic_nllloss : 25969.113281 ∣ critic_ganloss : -151.469048 ∣ generator_nllloss : 5241.772852 ∣ generator_ganloss : 990.365820 ∣  [  std_z : 0.99  real_sub_fake : 574.16 ]
[  epoch 0020/0040] 1400/4800, lr:5.0e-05 ∣ avg_100 : 32019.265113 ∣ critic_nllloss : 26101.089258 ∣ critic_ganloss : -189.025954 ∣ generator_nllloss : 5261.946094 ∣ generator_ganloss : 982.417383 ∣  [  std_z : 1.00  real_sub_fake : 700.66 ]
[  epoch 0020/0040] 1410/4800, lr:5.0e-05 ∣ avg_100 : 32020.802887 ∣ critic_nllloss : 26059.087891 ∣ critic_ganloss : -145.439880 ∣ generator_nllloss : 5246.626367 ∣ generator_ganloss : 1007.480273 ∣     [  std_z : 0.99  real_sub_fake : 511.55 ]
[  epoch 0020/0040] 1420/4800, lr:5.0e-05 ∣ avg_100 : 32019.094537 ∣ critic_nllloss : 25794.953320 ∣ critic_ganloss : -178.858937 ∣ generator_nllloss : 5297.812109 ∣ generator_ganloss : 976.806299 ∣  [  std_z : 0.98  real_sub_fake : 653.15 ]
[  epoch 0020/0040] 1430/4800, lr:5.0e-05 ∣ avg_100 : 32024.281438 ∣ critic_nllloss : 26115.263477 ∣ critic_ganloss : -126.108133 ∣ generator_nllloss : 5228.722070 ∣ generator_ganloss : 1014.037939 ∣     [  std_z : 0.98  real_sub_fake : 560.14 ]
[  epoch 0020/0040] 1440/4800, lr:5.0e-05 ∣ avg_100 : 32026.425404 ∣ critic_nllloss : 26084.453711 ∣ critic_ganloss : -135.385864 ∣ generator_nllloss : 5256.842773 ∣ generator_ganloss : 998.438184 ∣  [  std_z : 0.99  real_sub_fake : 519.10 ]
[  epoch 0020/0040] 1450/4800, lr:5.0e-05 ∣ avg_100 : 32028.581668 ∣ critic_nllloss : 26054.742188 ∣ critic_ganloss : -164.344961 ∣ generator_nllloss : 5173.480664 ∣ generator_ganloss : 972.357568 ∣  [  std_z : 1.01  real_sub_fake : 479.27 ]
[  epoch 0020/0040] 1460/4800, lr:5.0e-05 ∣ avg_100 : 32030.000276 ∣ critic_nllloss : 25965.254492 ∣ critic_ganloss : -191.305975 ∣ generator_nllloss : 5211.307422 ∣ generator_ganloss : 965.696973 ∣  [  std_z : 0.99  real_sub_fake : 649.02 ]
[  epoch 0020/0040] 1470/4800, lr:5.0e-05 ∣ avg_100 : 32027.917818 ∣ critic_nllloss : 26035.790430 ∣ critic_ganloss : -208.063873 ∣ generator_nllloss : 5101.203125 ∣ generator_ganloss : 978.503271 ∣  [  std_z : 0.98  real_sub_fake : 822.67 ]
[  epoch 0020/0040] 1480/4800, lr:5.0e-05 ∣ avg_100 : 32025.155545 ∣ critic_nllloss : 25733.914844 ∣ critic_ganloss : -126.626941 ∣ generator_nllloss : 5041.848633 ∣ generator_ganloss : 1006.122705 ∣     [  std_z : 0.99  real_sub_fake : 594.43 ]
[  epoch 0020/0040] 1490/4800, lr:5.0e-05 ∣ avg_100 : 32021.057616 ∣ critic_nllloss : 25851.795312 ∣ critic_ganloss : -183.348642 ∣ generator_nllloss : 5137.961719 ∣ generator_ganloss : 978.950586 ∣  [  std_z : 1.01  real_sub_fake : 627.27 ]
[  epoch 0020/0040] 1500/4800, lr:5.0e-05 ∣ avg_100 : 32024.228229 ∣ critic_nllloss : 26106.062500 ∣ critic_ganloss : -139.928587 ∣ generator_nllloss : 5198.373242 ∣ generator_ganloss : 999.750879 ∣  [  std_z : 1.00  real_sub_fake : 661.54 ]
[  epoch 0020/0040] 1510/4800, lr:5.0e-05 ∣ avg_100 : 32023.976308 ∣ critic_nllloss : 25962.068945 ∣ critic_ganloss : -139.133620 ∣ generator_nllloss : 5218.310547 ∣ generator_ganloss : 992.989551 ∣  [  std_z : 0.98  real_sub_fake : 455.34 ]
[  epoch 0020/0040] 1520/4800, lr:5.0e-05 ∣ avg_100 : 32024.315593 ∣ critic_nllloss : 25978.357031 ∣ critic_ganloss : -178.681503 ∣ generator_nllloss : 5267.382031 ∣ generator_ganloss : 959.445068 ∣  [  std_z : 0.99  real_sub_fake : 592.18 ]
[  epoch 0020/0040] 1530/4800, lr:5.0e-05 ∣ avg_100 : 32025.231432 ∣ critic_nllloss : 25936.119922 ∣ critic_ganloss : -143.412453 ∣ generator_nllloss : 5206.888477 ∣ generator_ganloss : 986.702246 ∣  [  std_z : 1.00  real_sub_fake : 615.28 ]
[  epoch 0020/0040] 1540/4800, lr:5.0e-05 ∣ avg_100 : 32026.141515 ∣ critic_nllloss : 26159.260742 ∣ critic_ganloss : -185.462791 ∣ generator_nllloss : 5278.973047 ∣ generator_ganloss : 992.879688 ∣  [  std_z : 1.00  real_sub_fake : 630.66 ]
[  epoch 0020/0040] 1550/4800, lr:5.0e-05 ∣ avg_100 : 32024.407657 ∣ critic_nllloss : 25866.577344 ∣ critic_ganloss : -174.170377 ∣ generator_nllloss : 5112.313086 ∣ generator_ganloss : 983.661279 ∣  [  std_z : 1.00  real_sub_fake : 636.76 ]
[  epoch 0020/0040] 1560/4800, lr:5.0e-05 ∣ avg_100 : 32024.890321 ∣ critic_nllloss : 26053.898047 ∣ critic_ganloss : -122.725587 ∣ generator_nllloss : 5203.813086 ∣ generator_ganloss : 982.847168 ∣  [  std_z : 0.99  real_sub_fake : 555.23 ]
[  epoch 0020/0040] 1570/4800, lr:5.0e-05 ∣ avg_100 : 32023.255786 ∣ critic_nllloss : 26044.755469 ∣ critic_ganloss : -154.581375 ∣ generator_nllloss : 5222.135547 ∣ generator_ganloss : 983.469482 ∣  [  std_z : 0.98  real_sub_fake : 516.66 ]
[  epoch 0020/0040] 1580/4800, lr:5.0e-05 ∣ avg_100 : 32024.565947 ∣ critic_nllloss : 26094.956836 ∣ critic_ganloss : -132.805213 ∣ generator_nllloss : 5233.175391 ∣ generator_ganloss : 967.008545 ∣  [  std_z : 0.99  real_sub_fake : 582.80 ]
[  epoch 0020/0040] 1590/4800, lr:5.0e-05 ∣ avg_100 : 32021.104231 ∣ critic_nllloss : 26126.547070 ∣ critic_ganloss : -163.177356 ∣ generator_nllloss : 5117.256641 ∣ generator_ganloss : 961.968115 ∣  [  std_z : 1.01  real_sub_fake : 498.44 ]
[  epoch 0020/0040] 1600/4800, lr:5.0e-05 ∣ avg_100 : 32024.598982 ∣ critic_nllloss : 26320.499609 ∣ critic_ganloss : -117.317030 ∣ generator_nllloss : 5221.308203 ∣ generator_ganloss : 975.260254 ∣  [  std_z : 1.01  real_sub_fake : 447.00 ]
[  epoch 0020/0040] 1610/4800, lr:5.0e-05 ∣ avg_100 : 32024.657049 ∣ critic_nllloss : 26028.022070 ∣ critic_ganloss : -172.513123 ∣ generator_nllloss : 5227.281836 ∣ generator_ganloss : 965.591846 ∣  [  std_z : 1.00  real_sub_fake : 572.09 ]
[  epoch 0020/0040] 1620/4800, lr:5.0e-05 ∣ avg_100 : 32028.365060 ∣ critic_nllloss : 26038.115820 ∣ critic_ganloss : -151.946265 ∣ generator_nllloss : 5327.271680 ∣ generator_ganloss : 998.938721 ∣  [  std_z : 0.98  real_sub_fake : 612.83 ]
[  epoch 0020/0040] 1630/4800, lr:5.0e-05 ∣ avg_100 : 32025.512025 ∣ critic_nllloss : 25963.932422 ∣ critic_ganloss : -156.206740 ∣ generator_nllloss : 5204.390234 ∣ generator_ganloss : 967.870312 ∣  [  std_z : 0.98  real_sub_fake : 602.62 ]
[  epoch 0020/0040] 1640/4800, lr:5.0e-05 ∣ avg_100 : 32024.806904 ∣ critic_nllloss : 26071.751367 ∣ critic_ganloss : -79.093800 ∣ generator_nllloss : 5139.603711 ∣ generator_ganloss : 1022.778760 ∣  [  std_z : 0.99  real_sub_fake : 428.25 ]
[  epoch 0020/0040] 1650/4800, lr:5.0e-05 ∣ avg_100 : 32026.876529 ∣ critic_nllloss : 25965.915430 ∣ critic_ganloss : -139.514861 ∣ generator_nllloss : 5132.478516 ∣ generator_ganloss : 998.081250 ∣  [  std_z : 1.01  real_sub_fake : 384.98 ]
[  epoch 0020/0040] 1660/4800, lr:5.0e-05 ∣ avg_100 : 32026.021214 ∣ critic_nllloss : 25915.317969 ∣ critic_ganloss : -96.223458 ∣ generator_nllloss : 5201.903320 ∣ generator_ganloss : 983.652002 ∣   [  std_z : 1.00  real_sub_fake : 462.33 ]
[  epoch 0020/0040] 1670/4800, lr:5.0e-05 ∣ avg_100 : 32025.986295 ∣ critic_nllloss : 26021.601367 ∣ critic_ganloss : -134.519416 ∣ generator_nllloss : 5196.668359 ∣ generator_ganloss : 980.218262 ∣  [  std_z : 0.99  real_sub_fake : 407.86 ]
[  epoch 0020/0040] 1680/4800, lr:5.0e-05 ∣ avg_100 : 32026.977701 ∣ critic_nllloss : 26118.670703 ∣ critic_ganloss : -164.634085 ∣ generator_nllloss : 5136.844336 ∣ generator_ganloss : 958.304199 ∣  [  std_z : 0.97  real_sub_fake : 588.15 ]
[  epoch 0020/0040] 1690/4800, lr:5.0e-05 ∣ avg_100 : 32025.615217 ∣ critic_nllloss : 25794.490234 ∣ critic_ganloss : -156.796793 ∣ generator_nllloss : 5172.507422 ∣ generator_ganloss : 984.715479 ∣  [  std_z : 0.98  real_sub_fake : 595.96 ]
[  epoch 0020/0040] 1700/4800, lr:5.0e-05 ∣ avg_100 : 32027.061482 ∣ critic_nllloss : 26088.368750 ∣ critic_ganloss : -178.322995 ∣ generator_nllloss : 5301.240039 ∣ generator_ganloss : 939.781738 ∣  [  std_z : 0.99  real_sub_fake : 647.59 ]
[  epoch 0020/0040] 1710/4800, lr:5.0e-05 ∣ avg_100 : 32025.536449 ∣ critic_nllloss : 25944.276367 ∣ critic_ganloss : -147.740109 ∣ generator_nllloss : 5141.657812 ∣ generator_ganloss : 1006.487256 ∣     [  std_z : 1.00  real_sub_fake : 607.09 ]
[  epoch 0020/0040] 1720/4800, lr:5.0e-05 ∣ avg_100 : 32028.907216 ∣ critic_nllloss : 26323.404687 ∣ critic_ganloss : -182.631383 ∣ generator_nllloss : 5185.042969 ∣ generator_ganloss : 977.765234 ∣  [  std_z : 1.00  real_sub_fake : 611.26 ]
[  epoch 0020/0040] 1730/4800, lr:5.0e-05 ∣ avg_100 : 32023.206346 ∣ critic_nllloss : 25927.094727 ∣ critic_ganloss : -171.825340 ∣ generator_nllloss : 5208.531250 ∣ generator_ganloss : 942.897412 ∣  [  std_z : 0.99  real_sub_fake : 663.23 ]
[  epoch 0020/0040] 1740/4800, lr:5.0e-05 ∣ avg_100 : 32025.312006 ∣ critic_nllloss : 26207.434375 ∣ critic_ganloss : -133.157657 ∣ generator_nllloss : 5252.773047 ∣ generator_ganloss : 1002.173730 ∣     [  std_z : 0.98  real_sub_fake : 577.85 ]
[  epoch 0020/0040] 1750/4800, lr:5.0e-05 ∣ avg_100 : 32023.232759 ∣ critic_nllloss : 25874.999219 ∣ critic_ganloss : -112.622470 ∣ generator_nllloss : 5124.711914 ∣ generator_ganloss : 994.038818 ∣  [  std_z : 0.99  real_sub_fake : 388.71 ]
[  epoch 0020/0040] 1760/4800, lr:5.0e-05 ∣ avg_100 : 32021.399615 ∣ critic_nllloss : 25894.426563 ∣ critic_ganloss : -121.399577 ∣ generator_nllloss : 5205.378906 ∣ generator_ganloss : 963.367871 ∣  [  std_z : 1.01  real_sub_fake : 423.30 ]
[  epoch 0020/0040] 1770/4800, lr:5.0e-05 ∣ avg_100 : 32021.340960 ∣ critic_nllloss : 25861.501367 ∣ critic_ganloss : -149.175966 ∣ generator_nllloss : 5150.132031 ∣ generator_ganloss : 990.173730 ∣  [  std_z : 1.00  real_sub_fake : 482.75 ]
[  epoch 0020/0040] 1780/4800, lr:5.0e-05 ∣ avg_100 : 32023.393050 ∣ critic_nllloss : 26206.827344 ∣ critic_ganloss : -202.208852 ∣ generator_nllloss : 5189.363086 ∣ generator_ganloss : 978.060938 ∣  [  std_z : 0.99  real_sub_fake : 777.82 ]
[  epoch 0020/0040] 1790/4800, lr:5.0e-05 ∣ avg_100 : 32023.390774 ∣ critic_nllloss : 25920.409961 ∣ critic_ganloss : -149.222597 ∣ generator_nllloss : 5266.893164 ∣ generator_ganloss : 1004.890039 ∣     [  std_z : 0.98  real_sub_fake : 637.91 ]
[  epoch 0020/0040] 1800/4800, lr:5.0e-05 ∣ avg_100 : 32021.143901 ∣ critic_nllloss : 25916.454883 ∣ critic_ganloss : -147.314452 ∣ generator_nllloss : 5170.077539 ∣ generator_ganloss : 958.852930 ∣  [  std_z : 0.99  real_sub_fake : 539.65 ]
[  epoch 0020/0040] 1810/4800, lr:5.0e-05 ∣ avg_100 : 32018.732675 ∣ critic_nllloss : 25806.043164 ∣ critic_ganloss : -185.861880 ∣ generator_nllloss : 5258.270312 ∣ generator_ganloss : 959.075195 ∣  [  std_z : 0.99  real_sub_fake : 583.37 ]
[  epoch 0020/0040] 1820/4800, lr:5.0e-05 ∣ avg_100 : 32018.454262 ∣ critic_nllloss : 26093.628906 ∣ critic_ganloss : -154.516725 ∣ generator_nllloss : 5196.605469 ∣ generator_ganloss : 980.642285 ∣  [  std_z : 0.99  real_sub_fake : 567.85 ]
[  epoch 0020/0040] 1830/4800, lr:5.0e-05 ∣ avg_100 : 32020.460597 ∣ critic_nllloss : 25936.250000 ∣ critic_ganloss : -144.489807 ∣ generator_nllloss : 5241.454297 ∣ generator_ganloss : 972.829785 ∣  [  std_z : 0.99  real_sub_fake : 582.97 ]
[  epoch 0020/0040] 1840/4800, lr:5.0e-05 ∣ avg_100 : 32022.306311 ∣ critic_nllloss : 26076.677930 ∣ critic_ganloss : -184.295709 ∣ generator_nllloss : 5191.835156 ∣ generator_ganloss : 986.586572 ∣  [  std_z : 1.00  real_sub_fake : 575.22 ]
[  epoch 0020/0040] 1850/4800, lr:5.0e-05 ∣ avg_100 : 32021.590022 ∣ critic_nllloss : 25899.489453 ∣ critic_ganloss : -148.906825 ∣ generator_nllloss : 5204.720703 ∣ generator_ganloss : 989.036328 ∣  [  std_z : 1.00  real_sub_fake : 687.11 ]
[  epoch 0020/0040] 1860/4800, lr:5.0e-05 ∣ avg_100 : 32019.936809 ∣ critic_nllloss : 25868.849414 ∣ critic_ganloss : -136.517792 ∣ generator_nllloss : 5149.779102 ∣ generator_ganloss : 996.498877 ∣  [  std_z : 0.99  real_sub_fake : 508.49 ]
[  epoch 0020/0040] 1870/4800, lr:5.0e-05 ∣ avg_100 : 32019.736242 ∣ critic_nllloss : 25867.836914 ∣ critic_ganloss : -166.981906 ∣ generator_nllloss : 5174.539062 ∣ generator_ganloss : 958.503955 ∣  [  std_z : 0.99  real_sub_fake : 539.33 ]
[  epoch 0020/0040] 1880/4800, lr:5.0e-05 ∣ avg_100 : 32022.324510 ∣ critic_nllloss : 26152.718945 ∣ critic_ganloss : -124.098589 ∣ generator_nllloss : 5286.034766 ∣ generator_ganloss : 975.784180 ∣  [  std_z : 0.98  real_sub_fake : 535.30 ]
[  epoch 0020/0040] 1890/4800, lr:5.0e-05 ∣ avg_100 : 32022.844990 ∣ critic_nllloss : 25914.080469 ∣ critic_ganloss : -158.290685 ∣ generator_nllloss : 5188.630273 ∣ generator_ganloss : 986.959814 ∣  [  std_z : 1.00  real_sub_fake : 554.55 ]
[  epoch 0020/0040] 1900/4800, lr:5.0e-05 ∣ avg_100 : 32023.324470 ∣ critic_nllloss : 26076.989258 ∣ critic_ganloss : -143.616181 ∣ generator_nllloss : 5146.784375 ∣ generator_ganloss : 989.402539 ∣  [  std_z : 1.00  real_sub_fake : 517.86 ]
[  epoch 0020/0040] 1910/4800, lr:5.0e-05 ∣ avg_100 : 32024.070909 ∣ critic_nllloss : 25951.963086 ∣ critic_ganloss : -150.999691 ∣ generator_nllloss : 5101.715234 ∣ generator_ganloss : 977.197363 ∣  [  std_z : 1.00  real_sub_fake : 544.39 ]
[  epoch 0020/0040] 1920/4800, lr:5.0e-05 ∣ avg_100 : 32024.018403 ∣ critic_nllloss : 25973.670117 ∣ critic_ganloss : -162.105338 ∣ generator_nllloss : 5228.077344 ∣ generator_ganloss : 951.569531 ∣  [  std_z : 0.99  real_sub_fake : 619.20 ]
[  epoch 0020/0040] 1930/4800, lr:5.0e-05 ∣ avg_100 : 32027.015518 ∣ critic_nllloss : 25912.026172 ∣ critic_ganloss : -176.833951 ∣ generator_nllloss : 5216.953906 ∣ generator_ganloss : 973.020801 ∣  [  std_z : 0.99  real_sub_fake : 663.74 ]
[  epoch 0020/0040] 1940/4800, lr:5.0e-05 ∣ avg_100 : 32029.490106 ∣ critic_nllloss : 26237.157617 ∣ critic_ganloss : -166.361719 ∣ generator_nllloss : 5219.420508 ∣ generator_ganloss : 936.039795 ∣  [  std_z : 0.99  real_sub_fake : 726.50 ]
[  epoch 0020/0040] 1950/4800, lr:5.0e-05 ∣ avg_100 : 32030.001650 ∣ critic_nllloss : 25959.001758 ∣ critic_ganloss : -110.527325 ∣ generator_nllloss : 5301.777539 ∣ generator_ganloss : 984.706494 ∣  [  std_z : 0.98  real_sub_fake : 524.31 ]
[  epoch 0020/0040] 1960/4800, lr:5.0e-05 ∣ avg_100 : 32029.763797 ∣ critic_nllloss : 25980.786719 ∣ critic_ganloss : -124.902917 ∣ generator_nllloss : 5189.806641 ∣ generator_ganloss : 949.165137 ∣  [  std_z : 0.99  real_sub_fake : 367.03 ]
[  epoch 0020/0040] 1970/4800, lr:5.0e-05 ∣ avg_100 : 32028.256411 ∣ critic_nllloss : 26065.537500 ∣ critic_ganloss : -94.791801 ∣ generator_nllloss : 5115.441992 ∣ generator_ganloss : 947.035645 ∣   [  std_z : 1.00  real_sub_fake : 403.58 ]
[  epoch 0020/0040] 1980/4800, lr:5.0e-05 ∣ avg_100 : 32024.263530 ∣ critic_nllloss : 25927.963086 ∣ critic_ganloss : -181.435952 ∣ generator_nllloss : 5094.355273 ∣ generator_ganloss : 924.291748 ∣  [  std_z : 1.00  real_sub_fake : 528.54 ]
[  epoch 0020/0040] 1990/4800, lr:5.0e-05 ∣ avg_100 : 32027.212181 ∣ critic_nllloss : 26269.468164 ∣ critic_ganloss : -199.284468 ∣ generator_nllloss : 5239.293945 ∣ generator_ganloss : 936.275537 ∣  [  std_z : 1.00  real_sub_fake : 760.06 ]
[  epoch 0020/0040] 2000/4800, lr:5.0e-05 ∣ avg_100 : 32026.401192 ∣ critic_nllloss : 25933.505078 ∣ critic_ganloss : -152.688467 ∣ generator_nllloss : 5159.682422 ∣ generator_ganloss : 951.039209 ∣  [  std_z : 0.98  real_sub_fake : 626.87 ]
[  epoch 0020/0040] 2010/4800, lr:5.0e-05 ∣ avg_100 : 32020.731611 ∣ critic_nllloss : 25674.541211 ∣ critic_ganloss : -140.065603 ∣ generator_nllloss : 5151.425781 ∣ generator_ganloss : 963.760303 ∣  [  std_z : 0.98  real_sub_fake : 514.27 ]
[  epoch 0020/0040] 2020/4800, lr:5.0e-05 ∣ avg_100 : 32019.399282 ∣ critic_nllloss : 25998.839258 ∣ critic_ganloss : -130.077155 ∣ generator_nllloss : 5174.635547 ∣ generator_ganloss : 955.131641 ∣  [  std_z : 1.01  real_sub_fake : 504.79 ]
[  epoch 0020/0040] 2030/4800, lr:5.0e-05 ∣ avg_100 : 32022.108111 ∣ critic_nllloss : 26034.967969 ∣ critic_ganloss : -196.497255 ∣ generator_nllloss : 5244.241406 ∣ generator_ganloss : 940.202490 ∣  [  std_z : 1.00  real_sub_fake : 647.02 ]
[  epoch 0020/0040] 2040/4800, lr:5.0e-05 ∣ avg_100 : 32021.493787 ∣ critic_nllloss : 26010.253906 ∣ critic_ganloss : -170.588474 ∣ generator_nllloss : 5244.149609 ∣ generator_ganloss : 945.275391 ∣  [  std_z : 0.99  real_sub_fake : 708.34 ]
[  epoch 0020/0040] 2050/4800, lr:5.0e-05 ∣ avg_100 : 32016.545222 ∣ critic_nllloss : 25924.291602 ∣ critic_ganloss : -155.643852 ∣ generator_nllloss : 5224.855664 ∣ generator_ganloss : 953.125537 ∣  [  std_z : 0.98  real_sub_fake : 689.99 ]
[  epoch 0020/0040] 2060/4800, lr:5.0e-05 ∣ avg_100 : 32016.500011 ∣ critic_nllloss : 26001.864648 ∣ critic_ganloss : -154.184872 ∣ generator_nllloss : 5101.059375 ∣ generator_ganloss : 935.220410 ∣  [  std_z : 0.99  real_sub_fake : 553.92 ]
[  epoch 0020/0040] 2070/4800, lr:5.0e-05 ∣ avg_100 : 32013.458215 ∣ critic_nllloss : 25836.856836 ∣ critic_ganloss : -153.639604 ∣ generator_nllloss : 5103.830859 ∣ generator_ganloss : 929.713184 ∣  [  std_z : 1.00  real_sub_fake : 456.53 ]
[  epoch 0020/0040] 2080/4800, lr:5.0e-05 ∣ avg_100 : 32015.006902 ∣ critic_nllloss : 26053.218555 ∣ critic_ganloss : -153.636966 ∣ generator_nllloss : 5268.196875 ∣ generator_ganloss : 908.746436 ∣  [  std_z : 1.00  real_sub_fake : 588.59 ]
[  epoch 0020/0040] 2090/4800, lr:5.0e-05 ∣ avg_100 : 32016.098126 ∣ critic_nllloss : 26041.441992 ∣ critic_ganloss : -143.531450 ∣ generator_nllloss : 5203.551562 ∣ generator_ganloss : 923.077979 ∣  [  std_z : 0.99  real_sub_fake : 601.06 ]
[  epoch 0020/0040] 2100/4800, lr:5.0e-05 ∣ avg_100 : 32014.873788 ∣ critic_nllloss : 25913.858398 ∣ critic_ganloss : -135.305209 ∣ generator_nllloss : 5192.583398 ∣ generator_ganloss : 928.671875 ∣  [  std_z : 0.98  real_sub_fake : 458.98 ]
[  epoch 0020/0040] 2110/4800, lr:5.0e-05 ∣ avg_100 : 32015.971143 ∣ critic_nllloss : 26031.960547 ∣ critic_ganloss : -149.392850 ∣ generator_nllloss : 5164.120898 ∣ generator_ganloss : 937.948437 ∣  [  std_z : 0.99  real_sub_fake : 570.39 ]
[  epoch 0020/0040] 2120/4800, lr:5.0e-05 ∣ avg_100 : 32014.686597 ∣ critic_nllloss : 25879.178906 ∣ critic_ganloss : -175.170405 ∣ generator_nllloss : 5245.810156 ∣ generator_ganloss : 934.107568 ∣  [  std_z : 1.00  real_sub_fake : 607.68 ]
[  epoch 0020/0040] 2130/4800, lr:5.0e-05 ∣ avg_100 : 32010.580121 ∣ critic_nllloss : 25879.558594 ∣ critic_ganloss : -199.394568 ∣ generator_nllloss : 5146.969531 ∣ generator_ganloss : 919.496484 ∣  [  std_z : 0.99  real_sub_fake : 713.20 ]
[  epoch 0020/0040] 2140/4800, lr:5.0e-05 ∣ avg_100 : 32009.378062 ∣ critic_nllloss : 26098.787109 ∣ critic_ganloss : -204.315408 ∣ generator_nllloss : 5282.428125 ∣ generator_ganloss : 912.369092 ∣  [  std_z : 0.99  real_sub_fake : 834.13 ]
[  epoch 0020/0040] 2150/4800, lr:5.0e-05 ∣ avg_100 : 32008.251838 ∣ critic_nllloss : 26116.351953 ∣ critic_ganloss : -201.542365 ∣ generator_nllloss : 5269.108789 ∣ generator_ganloss : 895.675391 ∣  [  std_z : 0.99  real_sub_fake : 750.53 ]
[  epoch 0020/0040] 2160/4800, lr:5.0e-05 ∣ avg_100 : 32010.248628 ∣ critic_nllloss : 26112.900195 ∣ critic_ganloss : -159.305826 ∣ generator_nllloss : 5164.186523 ∣ generator_ganloss : 919.468604 ∣  [  std_z : 1.00  real_sub_fake : 594.06 ]
[  epoch 0020/0040] 2170/4800, lr:5.0e-05 ∣ avg_100 : 32008.736065 ∣ critic_nllloss : 25915.542187 ∣ critic_ganloss : -144.277924 ∣ generator_nllloss : 5131.808398 ∣ generator_ganloss : 882.229736 ∣  [  std_z : 1.00  real_sub_fake : 620.86 ]
[  epoch 0020/0040] 2180/4800, lr:5.0e-05 ∣ avg_100 : 32008.780695 ∣ critic_nllloss : 26285.523047 ∣ critic_ganloss : -220.483163 ∣ generator_nllloss : 5316.748438 ∣ generator_ganloss : 885.970801 ∣  [  std_z : 0.99  real_sub_fake : 672.84 ]
[  epoch 0020/0040] 2190/4800, lr:5.0e-05 ∣ avg_100 : 32004.522947 ∣ critic_nllloss : 25682.159180 ∣ critic_ganloss : -86.836449 ∣ generator_nllloss : 5192.235742 ∣ generator_ganloss : 927.595020 ∣   [  std_z : 0.98  real_sub_fake : 569.17 ]
[  epoch 0020/0040] 2200/4800, lr:5.0e-05 ∣ avg_100 : 32001.521267 ∣ critic_nllloss : 25867.823242 ∣ critic_ganloss : -163.052864 ∣ generator_nllloss : 5218.027344 ∣ generator_ganloss : 920.543066 ∣  [  std_z : 0.99  real_sub_fake : 462.06 ]
[  epoch 0020/0040] 2210/4800, lr:5.0e-05 ∣ avg_100 : 32000.401556 ∣ critic_nllloss : 25968.348828 ∣ critic_ganloss : -191.856229 ∣ generator_nllloss : 5140.191211 ∣ generator_ganloss : 902.978809 ∣  [  std_z : 0.99  real_sub_fake : 605.57 ]
[  epoch 0020/0040] 2220/4800, lr:5.0e-05 ∣ avg_100 : 31999.886997 ∣ critic_nllloss : 25961.790625 ∣ critic_ganloss : -190.046481 ∣ generator_nllloss : 5172.771680 ∣ generator_ganloss : 890.796924 ∣  [  std_z : 0.99  real_sub_fake : 743.60 ]
[  epoch 0020/0040] 2230/4800, lr:5.0e-05 ∣ avg_100 : 31994.725605 ∣ critic_nllloss : 25702.679297 ∣ critic_ganloss : -187.715836 ∣ generator_nllloss : 5156.106641 ∣ generator_ganloss : 921.474805 ∣  [  std_z : 0.99  real_sub_fake : 690.84 ]
[  epoch 0020/0040] 2240/4800, lr:5.0e-05 ∣ avg_100 : 31993.321656 ∣ critic_nllloss : 25937.848438 ∣ critic_ganloss : -192.640327 ∣ generator_nllloss : 5171.071094 ∣ generator_ganloss : 917.867480 ∣  [  std_z : 1.00  real_sub_fake : 696.32 ]
[  epoch 0020/0040] 2250/4800, lr:5.0e-05 ∣ avg_100 : 31994.590312 ∣ critic_nllloss : 26031.705859 ∣ critic_ganloss : -140.069597 ∣ generator_nllloss : 5273.757617 ∣ generator_ganloss : 923.798437 ∣  [  std_z : 1.00  real_sub_fake : 570.21 ]
[  epoch 0020/0040] 2260/4800, lr:5.0e-05 ∣ avg_100 : 31993.764003 ∣ critic_nllloss : 26018.442578 ∣ critic_ganloss : -150.842500 ∣ generator_nllloss : 5166.350586 ∣ generator_ganloss : 916.330225 ∣  [  std_z : 0.98  real_sub_fake : 615.55 ]
[  epoch 0020/0040] 2270/4800, lr:5.0e-05 ∣ avg_100 : 31992.373112 ∣ critic_nllloss : 26029.859375 ∣ critic_ganloss : -176.383720 ∣ generator_nllloss : 5265.696680 ∣ generator_ganloss : 910.902002 ∣  [  std_z : 0.98  real_sub_fake : 635.06 ]
[  epoch 0020/0040] 2280/4800, lr:5.0e-05 ∣ avg_100 : 31995.104694 ∣ critic_nllloss : 26130.248437 ∣ critic_ganloss : -205.007878 ∣ generator_nllloss : 5335.236914 ∣ generator_ganloss : 904.027588 ∣  [  std_z : 0.99  real_sub_fake : 747.96 ]
[  epoch 0020/0040] 2290/4800, lr:5.0e-05 ∣ avg_100 : 31995.645250 ∣ critic_nllloss : 26176.091797 ∣ critic_ganloss : -252.434309 ∣ generator_nllloss : 5226.552734 ∣ generator_ganloss : 904.938965 ∣  [  std_z : 1.00  real_sub_fake : 870.72 ]
[  epoch 0020/0040] 2300/4800, lr:5.0e-05 ∣ avg_100 : 31993.043956 ∣ critic_nllloss : 25764.730273 ∣ critic_ganloss : -159.127924 ∣ generator_nllloss : 5179.503125 ∣ generator_ganloss : 934.666797 ∣  [  std_z : 1.00  real_sub_fake : 688.23 ]
[  epoch 0020/0040] 2310/4800, lr:5.0e-05 ∣ avg_100 : 31990.880984 ∣ critic_nllloss : 25830.387891 ∣ critic_ganloss : -157.907048 ∣ generator_nllloss : 5117.977734 ∣ generator_ganloss : 930.357813 ∣  [  std_z : 0.99  real_sub_fake : 634.28 ]
[  epoch 0020/0040] 2320/4800, lr:5.0e-05 ∣ avg_100 : 31992.368843 ∣ critic_nllloss : 26009.742773 ∣ critic_ganloss : -180.115654 ∣ generator_nllloss : 5302.068555 ∣ generator_ganloss : 923.330615 ∣  [  std_z : 0.98  real_sub_fake : 664.66 ]
[  epoch 0020/0040] 2330/4800, lr:5.0e-05 ∣ avg_100 : 31989.291894 ∣ critic_nllloss : 25896.553711 ∣ critic_ganloss : -217.775067 ∣ generator_nllloss : 5167.187891 ∣ generator_ganloss : 911.238477 ∣  [  std_z : 0.98  real_sub_fake : 729.11 ]
[  epoch 0020/0040] 2340/4800, lr:5.0e-05 ∣ avg_100 : 31993.197752 ∣ critic_nllloss : 26232.029102 ∣ critic_ganloss : -227.391101 ∣ generator_nllloss : 5264.093359 ∣ generator_ganloss : 939.067236 ∣  [  std_z : 0.99  real_sub_fake : 856.02 ]
[  epoch 0020/0040] 2350/4800, lr:5.0e-05 ∣ avg_100 : 31988.559584 ∣ critic_nllloss : 25820.638477 ∣ critic_ganloss : -213.380008 ∣ generator_nllloss : 5202.484570 ∣ generator_ganloss : 908.653516 ∣  [  std_z : 1.00  real_sub_fake : 741.75 ]
[  epoch 0020/0040] 2360/4800, lr:5.0e-05 ∣ avg_100 : 31986.998693 ∣ critic_nllloss : 25868.190234 ∣ critic_ganloss : -125.164664 ∣ generator_nllloss : 5167.012891 ∣ generator_ganloss : 958.302002 ∣  [  std_z : 0.99  real_sub_fake : 546.61 ]
[  epoch 0020/0040] 2370/4800, lr:5.0e-05 ∣ avg_100 : 31988.129518 ∣ critic_nllloss : 25955.036328 ∣ critic_ganloss : -212.648291 ∣ generator_nllloss : 5253.337891 ∣ generator_ganloss : 916.624609 ∣  [  std_z : 0.98  real_sub_fake : 730.01 ]
[  epoch 0020/0040] 2380/4800, lr:5.0e-05 ∣ avg_100 : 31985.532743 ∣ critic_nllloss : 25820.218750 ∣ critic_ganloss : -230.350794 ∣ generator_nllloss : 5147.245313 ∣ generator_ganloss : 948.193066 ∣  [  std_z : 0.98  real_sub_fake : 765.59 ]
[  epoch 0020/0040] 2390/4800, lr:5.0e-05 ∣ avg_100 : 31983.038306 ∣ critic_nllloss : 25952.383203 ∣ critic_ganloss : -274.810275 ∣ generator_nllloss : 5149.113867 ∣ generator_ganloss : 973.652441 ∣  [  std_z : 1.00  real_sub_fake : 1090.10 ]
[  epoch 0020/0040] 2400/4800, lr:5.0e-05 ∣ avg_100 : 31981.824091 ∣ critic_nllloss : 25914.228516 ∣ critic_ganloss : -141.270800 ∣ generator_nllloss : 5238.617773 ∣ generator_ganloss : 1023.429834 ∣     [  std_z : 1.00  real_sub_fake : 590.66 ]
[  epoch 0020/0040] 2410/4800, lr:5.0e-05 ∣ avg_100 : 31981.315698 ∣ critic_nllloss : 26123.039453 ∣ critic_ganloss : -129.928107 ∣ generator_nllloss : 5148.319922 ∣ generator_ganloss : 975.483984 ∣  [  std_z : 0.99  real_sub_fake : 481.74 ]
[  epoch 0020/0040] 2420/4800, lr:5.0e-05 ∣ avg_100 : 31979.510219 ∣ critic_nllloss : 25712.413867 ∣ critic_ganloss : -154.637415 ∣ generator_nllloss : 5180.667578 ∣ generator_ganloss : 971.720898 ∣  [  std_z : 0.98  real_sub_fake : 521.41 ]
[  epoch 0020/0040] 2430/4800, lr:5.0e-05 ∣ avg_100 : 31977.922315 ∣ critic_nllloss : 25903.578320 ∣ critic_ganloss : -103.760847 ∣ generator_nllloss : 5261.735937 ∣ generator_ganloss : 1011.571582 ∣     [  std_z : 0.99  real_sub_fake : 532.45 ]
[  epoch 0020/0040] 2440/4800, lr:5.0e-05 ∣ avg_100 : 31976.998511 ∣ critic_nllloss : 26041.651953 ∣ critic_ganloss : -149.877277 ∣ generator_nllloss : 5211.970703 ∣ generator_ganloss : 1008.222998 ∣     [  std_z : 0.99  real_sub_fake : 466.27 ]
[  epoch 0020/0040] 2450/4800, lr:5.0e-05 ∣ avg_100 : 31979.089189 ∣ critic_nllloss : 26263.550977 ∣ critic_ganloss : -216.572998 ∣ generator_nllloss : 5218.317187 ∣ generator_ganloss : 980.008057 ∣  [  std_z : 0.99  real_sub_fake : 731.38 ]
[  epoch 0020/0040] 2460/4800, lr:5.0e-05 ∣ avg_100 : 31980.600890 ∣ critic_nllloss : 26129.011523 ∣ critic_ganloss : -229.054724 ∣ generator_nllloss : 5225.591797 ∣ generator_ganloss : 976.574414 ∣  [  std_z : 0.99  real_sub_fake : 805.09 ]
[  epoch 0020/0040] 2470/4800, lr:5.0e-05 ∣ avg_100 : 31981.464336 ∣ critic_nllloss : 26008.689063 ∣ critic_ganloss : -210.373445 ∣ generator_nllloss : 5213.428125 ∣ generator_ganloss : 982.033887 ∣  [  std_z : 0.99  real_sub_fake : 856.23 ]
[  epoch 0020/0040] 2480/4800, lr:5.0e-05 ∣ avg_100 : 31986.147839 ∣ critic_nllloss : 26104.158203 ∣ critic_ganloss : -214.076994 ∣ generator_nllloss : 5260.334180 ∣ generator_ganloss : 973.194092 ∣  [  std_z : 1.00  real_sub_fake : 757.39 ]
[  epoch 0020/0040] 2490/4800, lr:5.0e-05 ∣ avg_100 : 31991.254734 ∣ critic_nllloss : 26060.650195 ∣ critic_ganloss : 4.741340 ∣ generator_nllloss : 5169.382227 ∣ generator_ganloss : 1061.274707 ∣    [  std_z : 0.99  real_sub_fake : 297.09 ]
[  epoch 0020/0040] 2500/4800, lr:5.0e-05 ∣ avg_100 : 31995.961114 ∣ critic_nllloss : 26324.322461 ∣ critic_ganloss : 10.771713 ∣ generator_nllloss : 5240.000586 ∣ generator_ganloss : 1059.801318 ∣   [  std_z : 0.99  real_sub_fake : 26.02 ]
[  epoch 0020/0040] 2510/4800, lr:5.0e-05 ∣ avg_100 : 31997.305248 ∣ critic_nllloss : 25999.563867 ∣ critic_ganloss : -14.037516 ∣ generator_nllloss : 5131.633594 ∣ generator_ganloss : 1051.488818 ∣  [  std_z : 0.99  real_sub_fake : 37.78 ]
[  epoch 0020/0040] 2520/4800, lr:5.0e-05 ∣ avg_100 : 31999.966978 ∣ critic_nllloss : 26092.980273 ∣ critic_ganloss : -29.856161 ∣ generator_nllloss : 5188.926953 ∣ generator_ganloss : 1040.624561 ∣  [  std_z : 0.98  real_sub_fake : 68.91 ]
[  epoch 0020/0040] 2530/4800, lr:5.0e-05 ∣ avg_100 : 32001.160786 ∣ critic_nllloss : 25899.386523 ∣ critic_ganloss : -46.284223 ∣ generator_nllloss : 5231.076172 ∣ generator_ganloss : 1021.500586 ∣  [  std_z : 0.99  real_sub_fake : 105.07 ]
[  epoch 0020/0040] 2540/4800, lr:5.0e-05 ∣ avg_100 : 32001.644353 ∣ critic_nllloss : 26139.167383 ∣ critic_ganloss : -71.897699 ∣ generator_nllloss : 5236.219141 ∣ generator_ganloss : 990.518555 ∣   [  std_z : 1.00  real_sub_fake : 181.96 ]
[  epoch 0020/0040] 2550/4800, lr:5.0e-05 ∣ avg_100 : 32005.881272 ∣ critic_nllloss : 26104.927148 ∣ critic_ganloss : -104.361462 ∣ generator_nllloss : 5265.236914 ∣ generator_ganloss : 946.270605 ∣  [  std_z : 1.00  real_sub_fake : 288.67 ]
[  epoch 0020/0040] 2560/4800, lr:5.0e-05 ∣ avg_100 : 32005.397833 ∣ critic_nllloss : 26055.589844 ∣ critic_ganloss : -118.424483 ∣ generator_nllloss : 5218.473828 ∣ generator_ganloss : 913.849609 ∣  [  std_z : 0.99  real_sub_fake : 413.86 ]
[  epoch 0020/0040] 2570/4800, lr:5.0e-05 ∣ avg_100 : 32004.987918 ∣ critic_nllloss : 26019.041211 ∣ critic_ganloss : -148.209425 ∣ generator_nllloss : 5250.127930 ∣ generator_ganloss : 933.827979 ∣  [  std_z : 0.98  real_sub_fake : 497.79 ]
[  epoch 0020/0040] 2580/4800, lr:5.0e-05 ∣ avg_100 : 32000.857408 ∣ critic_nllloss : 25748.393359 ∣ critic_ganloss : -167.671008 ∣ generator_nllloss : 5211.520312 ∣ generator_ganloss : 957.041895 ∣  [  std_z : 0.98  real_sub_fake : 551.04 ]
[  epoch 0020/0040] 2590/4800, lr:5.0e-05 ∣ avg_100 : 31998.644523 ∣ critic_nllloss : 25856.495508 ∣ critic_ganloss : -147.685577 ∣ generator_nllloss : 5139.224219 ∣ generator_ganloss : 973.271729 ∣  [  std_z : 1.00  real_sub_fake : 607.33 ]
[  epoch 0020/0040] 2600/4800, lr:5.0e-05 ∣ avg_100 : 31990.117623 ∣ critic_nllloss : 25607.218359 ∣ critic_ganloss : -161.139536 ∣ generator_nllloss : 5109.656641 ∣ generator_ganloss : 991.325635 ∣  [  std_z : 1.01  real_sub_fake : 497.35 ]
[  epoch 0020/0040] 2610/4800, lr:5.0e-05 ∣ avg_100 : 31988.310524 ∣ critic_nllloss : 25882.812109 ∣ critic_ganloss : -187.055244 ∣ generator_nllloss : 5178.731445 ∣ generator_ganloss : 993.184375 ∣  [  std_z : 1.00  real_sub_fake : 672.59 ]
[  epoch 0020/0040] 2620/4800, lr:5.0e-05 ∣ avg_100 : 31984.797793 ∣ critic_nllloss : 25874.534180 ∣ critic_ganloss : -191.178760 ∣ generator_nllloss : 5151.281250 ∣ generator_ganloss : 1026.470215 ∣     [  std_z : 0.98  real_sub_fake : 696.67 ]
[  epoch 0020/0040] 2630/4800, lr:5.0e-05 ∣ avg_100 : 31983.837038 ∣ critic_nllloss : 25779.267578 ∣ critic_ganloss : -172.173969 ∣ generator_nllloss : 5250.094922 ∣ generator_ganloss : 1026.722168 ∣     [  std_z : 0.99  real_sub_fake : 786.50 ]
[  epoch 0020/0040] 2640/4800, lr:5.0e-05 ∣ avg_100 : 31983.990523 ∣ critic_nllloss : 26109.118555 ∣ critic_ganloss : -217.144064 ∣ generator_nllloss : 5242.707031 ∣ generator_ganloss : 1035.707031 ∣     [  std_z : 1.00  real_sub_fake : 695.93 ]
[  epoch 0020/0040] 2650/4800, lr:5.0e-05 ∣ avg_100 : 31983.418018 ∣ critic_nllloss : 25905.038477 ∣ critic_ganloss : -222.901218 ∣ generator_nllloss : 5190.866797 ∣ generator_ganloss : 1026.705811 ∣     [  std_z : 0.99  real_sub_fake : 772.45 ]
[  epoch 0020/0040] 2660/4800, lr:5.0e-05 ∣ avg_100 : 31982.668904 ∣ critic_nllloss : 25982.386914 ∣ critic_ganloss : -193.894701 ∣ generator_nllloss : 5136.758398 ∣ generator_ganloss : 1004.487842 ∣     [  std_z : 0.99  real_sub_fake : 888.34 ]
[  epoch 0020/0040] 2670/4800, lr:5.0e-05 ∣ avg_100 : 31980.620153 ∣ critic_nllloss : 25918.866602 ∣ critic_ganloss : -186.141525 ∣ generator_nllloss : 5129.925586 ∣ generator_ganloss : 996.442725 ∣  [  std_z : 1.00  real_sub_fake : 664.47 ]
[  epoch 0020/0040] 2680/4800, lr:5.0e-05 ∣ avg_100 : 31981.941245 ∣ critic_nllloss : 26184.509570 ∣ critic_ganloss : -255.346432 ∣ generator_nllloss : 5264.497656 ∣ generator_ganloss : 987.633643 ∣  [  std_z : 0.99  real_sub_fake : 853.87 ]
[  epoch 0020/0040] 2690/4800, lr:5.0e-05 ∣ avg_100 : 31984.465139 ∣ critic_nllloss : 26018.627734 ∣ critic_ganloss : -214.952301 ∣ generator_nllloss : 5268.096289 ∣ generator_ganloss : 975.533984 ∣  [  std_z : 0.99  real_sub_fake : 865.10 ]
[  epoch 0020/0040] 2700/4800, lr:5.0e-05 ∣ avg_100 : 31981.992760 ∣ critic_nllloss : 26005.980273 ∣ critic_ganloss : -222.225233 ∣ generator_nllloss : 5129.237891 ∣ generator_ganloss : 990.836670 ∣  [  std_z : 0.99  real_sub_fake : 794.54 ]
[  epoch 0020/0040] 2710/4800, lr:5.0e-05 ∣ avg_100 : 31982.323373 ∣ critic_nllloss : 26018.379297 ∣ critic_ganloss : -237.679382 ∣ generator_nllloss : 5219.094336 ∣ generator_ganloss : 977.948389 ∣  [  std_z : 0.99  real_sub_fake : 968.53 ]
[  epoch 0020/0040] 2720/4800, lr:5.0e-05 ∣ avg_100 : 31975.806577 ∣ critic_nllloss : 25776.859570 ∣ critic_ganloss : -227.468973 ∣ generator_nllloss : 5131.096484 ∣ generator_ganloss : 971.414844 ∣  [  std_z : 0.99  real_sub_fake : 1003.88 ]
[  epoch 0020/0040] 2730/4800, lr:5.0e-05 ∣ avg_100 : 31977.153139 ∣ critic_nllloss : 26129.630664 ∣ critic_ganloss : -296.183156 ∣ generator_nllloss : 5231.788867 ∣ generator_ganloss : 976.117871 ∣  [  std_z : 0.99  real_sub_fake : 927.44 ]
[  epoch 0020/0040] 2740/4800, lr:5.0e-05 ∣ avg_100 : 31974.399394 ∣ critic_nllloss : 26080.722461 ∣ critic_ganloss : -180.265288 ∣ generator_nllloss : 5161.099414 ∣ generator_ganloss : 992.292432 ∣  [  std_z : 0.99  real_sub_fake : 864.50 ]
[  epoch 0020/0040] 2750/4800, lr:5.0e-05 ∣ avg_100 : 31974.713729 ∣ critic_nllloss : 25854.818359 ∣ critic_ganloss : -143.113120 ∣ generator_nllloss : 5233.502539 ∣ generator_ganloss : 967.353174 ∣  [  std_z : 1.00  real_sub_fake : 509.11 ]
[  epoch 0020/0040] 2760/4800, lr:5.0e-05 ∣ avg_100 : 31977.716703 ∣ critic_nllloss : 26266.830273 ∣ critic_ganloss : -141.245131 ∣ generator_nllloss : 5170.177344 ∣ generator_ganloss : 946.308691 ∣  [  std_z : 1.00  real_sub_fake : 547.17 ]
[  epoch 0020/0040] 2770/4800, lr:5.0e-05 ∣ avg_100 : 31978.349059 ∣ critic_nllloss : 25873.557812 ∣ critic_ganloss : -116.774458 ∣ generator_nllloss : 5182.548047 ∣ generator_ganloss : 976.535352 ∣  [  std_z : 0.99  real_sub_fake : 452.34 ]
[  epoch 0020/0040] 2780/4800, lr:5.0e-05 ∣ avg_100 : 31971.399417 ∣ critic_nllloss : 25596.332227 ∣ critic_ganloss : -163.687169 ∣ generator_nllloss : 5109.188477 ∣ generator_ganloss : 935.244824 ∣  [  std_z : 0.98  real_sub_fake : 562.52 ]
[  epoch 0020/0040] 2790/4800, lr:5.0e-05 ∣ avg_100 : 31970.826076 ∣ critic_nllloss : 25973.238867 ∣ critic_ganloss : -165.692548 ∣ generator_nllloss : 5216.946680 ∣ generator_ganloss : 961.143408 ∣  [  std_z : 0.99  real_sub_fake : 663.98 ]
[  epoch 0020/0040] 2800/4800, lr:5.0e-05 ∣ avg_100 : 31970.914412 ∣ critic_nllloss : 26111.765234 ∣ critic_ganloss : -235.485315 ∣ generator_nllloss : 5114.579883 ∣ generator_ganloss : 916.044678 ∣  [  std_z : 1.00  real_sub_fake : 811.75 ]
[  epoch 0020/0040] 2810/4800, lr:5.0e-05 ∣ avg_100 : 31972.972780 ∣ critic_nllloss : 26118.218945 ∣ critic_ganloss : -176.845081 ∣ generator_nllloss : 5135.519531 ∣ generator_ganloss : 966.470264 ∣  [  std_z : 1.00  real_sub_fake : 720.47 ]
[  epoch 0020/0040] 2820/4800, lr:5.0e-05 ∣ avg_100 : 31973.028668 ∣ critic_nllloss : 26155.067773 ∣ critic_ganloss : -178.377872 ∣ generator_nllloss : 5186.006641 ∣ generator_ganloss : 959.252197 ∣  [  std_z : 0.99  real_sub_fake : 631.38 ]
[  epoch 0020/0040] 2830/4800, lr:5.0e-05 ∣ avg_100 : 31972.482515 ∣ critic_nllloss : 25905.500195 ∣ critic_ganloss : -174.439957 ∣ generator_nllloss : 5240.730469 ∣ generator_ganloss : 979.638232 ∣  [  std_z : 0.98  real_sub_fake : 642.88 ]
[  epoch 0020/0040] 2840/4800, lr:5.0e-05 ∣ avg_100 : 31971.733013 ∣ critic_nllloss : 25932.527930 ∣ critic_ganloss : -130.652979 ∣ generator_nllloss : 5215.040430 ∣ generator_ganloss : 978.938379 ∣  [  std_z : 0.99  real_sub_fake : 474.79 ]
[  epoch 0020/0040] 2850/4800, lr:5.0e-05 ∣ avg_100 : 31970.927759 ∣ critic_nllloss : 25885.690820 ∣ critic_ganloss : -186.860719 ∣ generator_nllloss : 5228.910937 ∣ generator_ganloss : 936.073242 ∣  [  std_z : 0.99  real_sub_fake : 661.41 ]
[  epoch 0020/0040] 2860/4800, lr:5.0e-05 ∣ avg_100 : 31970.354865 ∣ critic_nllloss : 25871.894531 ∣ critic_ganloss : -210.104193 ∣ generator_nllloss : 5187.683789 ∣ generator_ganloss : 971.846094 ∣  [  std_z : 1.00  real_sub_fake : 719.28 ]
[  epoch 0020/0040] 2870/4800, lr:5.0e-05 ∣ avg_100 : 31971.663939 ∣ critic_nllloss : 25996.589844 ∣ critic_ganloss : -217.649377 ∣ generator_nllloss : 5235.757031 ∣ generator_ganloss : 950.107910 ∣  [  std_z : 1.00  real_sub_fake : 778.69 ]
[  epoch 0020/0040] 2880/4800, lr:5.0e-05 ∣ avg_100 : 31968.523907 ∣ critic_nllloss : 26009.421484 ∣ critic_ganloss : -224.745752 ∣ generator_nllloss : 5209.408984 ∣ generator_ganloss : 982.351318 ∣  [  std_z : 0.99  real_sub_fake : 824.65 ]
[  epoch 0020/0040] 2890/4800, lr:5.0e-05 ∣ avg_100 : 31967.967087 ∣ critic_nllloss : 25830.768555 ∣ critic_ganloss : -116.191644 ∣ generator_nllloss : 5150.309180 ∣ generator_ganloss : 1010.811816 ∣     [  std_z : 0.99  real_sub_fake : 558.63 ]
[  epoch 0020/0040] 2900/4800, lr:5.0e-05 ∣ avg_100 : 31969.810075 ∣ critic_nllloss : 26203.383008 ∣ critic_ganloss : -141.993893 ∣ generator_nllloss : 5222.574219 ∣ generator_ganloss : 969.895459 ∣  [  std_z : 1.00  real_sub_fake : 498.55 ]
[  epoch 0020/0040] 2910/4800, lr:5.0e-05 ∣ avg_100 : 31972.680857 ∣ critic_nllloss : 26170.461523 ∣ critic_ganloss : -185.099506 ∣ generator_nllloss : 5217.163281 ∣ generator_ganloss : 964.428857 ∣  [  std_z : 1.00  real_sub_fake : 551.70 ]
[  epoch 0020/0040] 2920/4800, lr:5.0e-05 ∣ avg_100 : 31969.939830 ∣ critic_nllloss : 25845.300391 ∣ critic_ganloss : -196.493327 ∣ generator_nllloss : 5119.449219 ∣ generator_ganloss : 948.852686 ∣  [  std_z : 0.99  real_sub_fake : 675.04 ]
[  epoch 0020/0040] 2930/4800, lr:5.0e-05 ∣ avg_100 : 31970.927644 ∣ critic_nllloss : 26052.745898 ∣ critic_ganloss : -169.733733 ∣ generator_nllloss : 5186.868945 ∣ generator_ganloss : 954.067236 ∣  [  std_z : 0.99  real_sub_fake : 744.25 ]
[  epoch 0020/0040] 2940/4800, lr:5.0e-05 ∣ avg_100 : 31966.626303 ∣ critic_nllloss : 25871.862500 ∣ critic_ganloss : -170.689897 ∣ generator_nllloss : 5137.008008 ∣ generator_ganloss : 957.941504 ∣  [  std_z : 0.98  real_sub_fake : 658.26 ]
[  epoch 0020/0040] 2950/4800, lr:5.0e-05 ∣ avg_100 : 31963.333042 ∣ critic_nllloss : 25844.999609 ∣ critic_ganloss : -168.576666 ∣ generator_nllloss : 5150.071875 ∣ generator_ganloss : 979.137549 ∣  [  std_z : 1.00  real_sub_fake : 598.84 ]
[  epoch 0020/0040] 2960/4800, lr:5.0e-05 ∣ avg_100 : 31962.747865 ∣ critic_nllloss : 25983.960156 ∣ critic_ganloss : -165.884103 ∣ generator_nllloss : 5163.693164 ∣ generator_ganloss : 954.568604 ∣  [  std_z : 1.00  real_sub_fake : 633.91 ]
[  epoch 0020/0040] 2970/4800, lr:5.0e-05 ∣ avg_100 : 31959.912670 ∣ critic_nllloss : 25808.017383 ∣ critic_ganloss : -158.969980 ∣ generator_nllloss : 5149.321289 ∣ generator_ganloss : 951.335156 ∣  [  std_z : 1.00  real_sub_fake : 602.47 ]
[  epoch 0020/0040] 2980/4800, lr:5.0e-05 ∣ avg_100 : 31962.412753 ∣ critic_nllloss : 26119.401172 ∣ critic_ganloss : -214.434714 ∣ generator_nllloss : 5212.910742 ∣ generator_ganloss : 897.305322 ∣  [  std_z : 1.00  real_sub_fake : 787.42 ]
[  epoch 0020/0040] 2990/4800, lr:5.0e-05 ∣ avg_100 : 31960.385555 ∣ critic_nllloss : 26053.964062 ∣ critic_ganloss : -178.467703 ∣ generator_nllloss : 5232.012695 ∣ generator_ganloss : 935.524316 ∣  [  std_z : 0.99  real_sub_fake : 704.30 ]
[  epoch 0020/0040] 3000/4800, lr:5.0e-05 ∣ avg_100 : 31961.696901 ∣ critic_nllloss : 26032.135156 ∣ critic_ganloss : -181.596741 ∣ generator_nllloss : 5254.925781 ∣ generator_ganloss : 917.208643 ∣  [  std_z : 0.98  real_sub_fake : 705.98 ]
[  epoch 0020/0040] 3010/4800, lr:5.0e-05 ∣ avg_100 : 31963.621816 ∣ critic_nllloss : 25900.008008 ∣ critic_ganloss : -162.419729 ∣ generator_nllloss : 5172.889258 ∣ generator_ganloss : 931.675586 ∣  [  std_z : 0.98  real_sub_fake : 557.78 ]
[  epoch 0020/0040] 3020/4800, lr:5.0e-05 ∣ avg_100 : 31963.756457 ∣ critic_nllloss : 26019.065625 ∣ critic_ganloss : -122.681987 ∣ generator_nllloss : 5196.656055 ∣ generator_ganloss : 918.953760 ∣  [  std_z : 1.00  real_sub_fake : 549.94 ]
[  epoch 0020/0040] 3030/4800, lr:5.0e-05 ∣ avg_100 : 31961.806061 ∣ critic_nllloss : 25850.653125 ∣ critic_ganloss : -164.458826 ∣ generator_nllloss : 5222.833594 ∣ generator_ganloss : 918.847070 ∣  [  std_z : 1.00  real_sub_fake : 537.71 ]
[  epoch 0020/0040] 3040/4800, lr:5.0e-05 ∣ avg_100 : 31959.439760 ∣ critic_nllloss : 25855.075781 ∣ critic_ganloss : -167.486462 ∣ generator_nllloss : 5175.869922 ∣ generator_ganloss : 929.001172 ∣  [  std_z : 0.99  real_sub_fake : 580.63 ]
[  epoch 0020/0040] 3050/4800, lr:5.0e-05 ∣ avg_100 : 31961.900395 ∣ critic_nllloss : 26178.013281 ∣ critic_ganloss : -192.940866 ∣ generator_nllloss : 5282.927344 ∣ generator_ganloss : 924.692627 ∣  [  std_z : 0.99  real_sub_fake : 732.95 ]
[  epoch 0020/0040] 3060/4800, lr:5.0e-05 ∣ avg_100 : 31962.869007 ∣ critic_nllloss : 26060.767383 ∣ critic_ganloss : -220.272392 ∣ generator_nllloss : 5204.094727 ∣ generator_ganloss : 936.231055 ∣  [  std_z : 0.98  real_sub_fake : 777.36 ]
[  epoch 0020/0040] 3070/4800, lr:5.0e-05 ∣ avg_100 : 31964.247102 ∣ critic_nllloss : 25951.997656 ∣ critic_ganloss : -191.462134 ∣ generator_nllloss : 5143.704492 ∣ generator_ganloss : 950.330811 ∣  [  std_z : 1.00  real_sub_fake : 739.45 ]
[  epoch 0020/0040] 3080/4800, lr:5.0e-05 ∣ avg_100 : 31963.220550 ∣ critic_nllloss : 26040.214258 ∣ critic_ganloss : -169.830904 ∣ generator_nllloss : 5158.911328 ∣ generator_ganloss : 944.574951 ∣  [  std_z : 1.01  real_sub_fake : 729.89 ]
[  epoch 0020/0040] 3090/4800, lr:5.0e-05 ∣ avg_100 : 31960.752567 ∣ critic_nllloss : 25855.486133 ∣ critic_ganloss : -188.713918 ∣ generator_nllloss : 5153.677344 ∣ generator_ganloss : 957.292236 ∣  [  std_z : 1.00  real_sub_fake : 617.38 ]
[  epoch 0020/0040] 3100/4800, lr:5.0e-05 ∣ avg_100 : 31962.472100 ∣ critic_nllloss : 25986.950586 ∣ critic_ganloss : -136.579138 ∣ generator_nllloss : 5258.614844 ∣ generator_ganloss : 962.775488 ∣  [  std_z : 0.99  real_sub_fake : 570.98 ]
[  epoch 0020/0040] 3110/4800, lr:5.0e-05 ∣ avg_100 : 31959.288902 ∣ critic_nllloss : 25797.551172 ∣ critic_ganloss : -147.491536 ∣ generator_nllloss : 5090.202148 ∣ generator_ganloss : 926.055420 ∣  [  std_z : 0.98  real_sub_fake : 577.88 ]
[  epoch 0020/0040] 3120/4800, lr:5.0e-05 ∣ avg_100 : 31960.877560 ∣ critic_nllloss : 26098.657031 ∣ critic_ganloss : -155.328725 ∣ generator_nllloss : 5172.917188 ∣ generator_ganloss : 926.546582 ∣  [  std_z : 0.99  real_sub_fake : 579.58 ]
[  epoch 0020/0040] 3130/4800, lr:5.0e-05 ∣ avg_100 : 31963.733857 ∣ critic_nllloss : 26067.103711 ∣ critic_ganloss : -158.305386 ∣ generator_nllloss : 5199.825195 ∣ generator_ganloss : 923.636230 ∣  [  std_z : 1.00  real_sub_fake : 549.62 ]
[  epoch 0020/0040] 3140/4800, lr:5.0e-05 ∣ avg_100 : 31960.172970 ∣ critic_nllloss : 25904.152539 ∣ critic_ganloss : -168.508762 ∣ generator_nllloss : 5067.776953 ∣ generator_ganloss : 929.759473 ∣  [  std_z : 1.00  real_sub_fake : 567.35 ]
[  epoch 0020/0040] 3150/4800, lr:5.0e-05 ∣ avg_100 : 31956.897219 ∣ critic_nllloss : 25854.940039 ∣ critic_ganloss : -178.536078 ∣ generator_nllloss : 5155.989453 ∣ generator_ganloss : 919.625244 ∣  [  std_z : 0.99  real_sub_fake : 715.89 ]
[  epoch 0020/0040] 3160/4800, lr:5.0e-05 ∣ avg_100 : 31956.700327 ∣ critic_nllloss : 26024.881055 ∣ critic_ganloss : -156.915941 ∣ generator_nllloss : 5211.837695 ∣ generator_ganloss : 937.757471 ∣  [  std_z : 0.99  real_sub_fake : 599.61 ]
[  epoch 0020/0040] 3170/4800, lr:5.0e-05 ∣ avg_100 : 31960.376537 ∣ critic_nllloss : 26152.694141 ∣ critic_ganloss : -224.242461 ∣ generator_nllloss : 5290.064648 ∣ generator_ganloss : 934.407031 ∣  [  std_z : 0.99  real_sub_fake : 741.58 ]
[  epoch 0020/0040] 3180/4800, lr:5.0e-05 ∣ avg_100 : 31957.560006 ∣ critic_nllloss : 26061.443555 ∣ critic_ganloss : -152.315785 ∣ generator_nllloss : 5134.612305 ∣ generator_ganloss : 942.366016 ∣  [  std_z : 0.99  real_sub_fake : 682.38 ]
[  epoch 0020/0040] 3190/4800, lr:5.0e-05 ∣ avg_100 : 31958.942956 ∣ critic_nllloss : 25909.818359 ∣ critic_ganloss : -136.031422 ∣ generator_nllloss : 5140.356250 ∣ generator_ganloss : 939.305322 ∣  [  std_z : 0.99  real_sub_fake : 581.90 ]
[  epoch 0020/0040] 3200/4800, lr:5.0e-05 ∣ avg_100 : 31961.324060 ∣ critic_nllloss : 26072.898047 ∣ critic_ganloss : -142.294525 ∣ generator_nllloss : 5214.631250 ∣ generator_ganloss : 936.216406 ∣  [  std_z : 0.99  real_sub_fake : 501.81 ]
[  epoch 0020/0040] 3210/4800, lr:5.0e-05 ∣ avg_100 : 31962.800319 ∣ critic_nllloss : 26014.713867 ∣ critic_ganloss : -171.220935 ∣ generator_nllloss : 5214.287500 ∣ generator_ganloss : 909.508008 ∣  [  std_z : 0.99  real_sub_fake : 568.14 ]
[  epoch 0020/0040] 3220/4800, lr:5.0e-05 ∣ avg_100 : 31965.428552 ∣ critic_nllloss : 26084.647461 ∣ critic_ganloss : -194.078484 ∣ generator_nllloss : 5290.868750 ∣ generator_ganloss : 916.698340 ∣  [  std_z : 0.98  real_sub_fake : 669.15 ]
[  epoch 0020/0040] 3230/4800, lr:5.0e-05 ∣ avg_100 : 31968.901648 ∣ critic_nllloss : 25941.511719 ∣ critic_ganloss : -120.498352 ∣ generator_nllloss : 5162.641992 ∣ generator_ganloss : 956.199170 ∣  [  std_z : 0.99  real_sub_fake : 575.92 ]
[  epoch 0020/0040] 3240/4800, lr:5.0e-05 ∣ avg_100 : 31967.735110 ∣ critic_nllloss : 25849.171875 ∣ critic_ganloss : -166.941338 ∣ generator_nllloss : 5100.798828 ∣ generator_ganloss : 934.463574 ∣  [  std_z : 1.00  real_sub_fake : 567.87 ]
[  epoch 0020/0040] 3250/4800, lr:5.0e-05 ∣ avg_100 : 31967.654504 ∣ critic_nllloss : 26119.288477 ∣ critic_ganloss : -197.870662 ∣ generator_nllloss : 5222.404688 ∣ generator_ganloss : 937.309131 ∣  [  std_z : 1.00  real_sub_fake : 691.95 ]
[  epoch 0020/0040] 3260/4800, lr:5.0e-05 ∣ avg_100 : 31966.217079 ∣ critic_nllloss : 25861.246289 ∣ critic_ganloss : -132.519293 ∣ generator_nllloss : 5109.666211 ∣ generator_ganloss : 968.145215 ∣  [  std_z : 0.98  real_sub_fake : 551.04 ]
[  epoch 0020/0040] 3270/4800, lr:5.0e-05 ∣ avg_100 : 31968.412632 ∣ critic_nllloss : 26244.874805 ∣ critic_ganloss : -121.113940 ∣ generator_nllloss : 5172.531641 ∣ generator_ganloss : 953.337158 ∣  [  std_z : 0.99  real_sub_fake : 552.71 ]
[  epoch 0020/0040] 3280/4800, lr:5.0e-05 ∣ avg_100 : 31966.506496 ∣ critic_nllloss : 25954.857422 ∣ critic_ganloss : -135.800499 ∣ generator_nllloss : 5185.581055 ∣ generator_ganloss : 969.253467 ∣  [  std_z : 1.00  real_sub_fake : 414.07 ]
[  epoch 0020/0040] 3290/4800, lr:5.0e-05 ∣ avg_100 : 31966.132289 ∣ critic_nllloss : 26048.916602 ∣ critic_ganloss : -142.453835 ∣ generator_nllloss : 5181.647461 ∣ generator_ganloss : 929.618262 ∣  [  std_z : 1.02  real_sub_fake : 537.44 ]
[  epoch 0020/0040] 3300/4800, lr:5.0e-05 ∣ avg_100 : 31967.925293 ∣ critic_nllloss : 25881.858008 ∣ critic_ganloss : -139.313484 ∣ generator_nllloss : 5213.435938 ∣ generator_ganloss : 943.092188 ∣  [  std_z : 1.01  real_sub_fake : 499.84 ]
[  epoch 0020/0040] 3310/4800, lr:5.0e-05 ∣ avg_100 : 31968.359149 ∣ critic_nllloss : 25856.722070 ∣ critic_ganloss : -160.237823 ∣ generator_nllloss : 5126.807031 ∣ generator_ganloss : 940.910742 ∣  [  std_z : 0.99  real_sub_fake : 567.21 ]
[  epoch 0020/0040] 3320/4800, lr:5.0e-05 ∣ avg_100 : 31969.965026 ∣ critic_nllloss : 26187.056445 ∣ critic_ganloss : -167.639795 ∣ generator_nllloss : 5251.248047 ∣ generator_ganloss : 944.949316 ∣  [  std_z : 0.97  real_sub_fake : 599.29 ]
[  epoch 0020/0040] 3330/4800, lr:5.0e-05 ∣ avg_100 : 31969.862962 ∣ critic_nllloss : 25891.303516 ∣ critic_ganloss : -193.995494 ∣ generator_nllloss : 5093.313477 ∣ generator_ganloss : 956.377051 ∣  [  std_z : 0.98  real_sub_fake : 642.72 ]
[  epoch 0020/0040] 3340/4800, lr:5.0e-05 ∣ avg_100 : 31967.979403 ∣ critic_nllloss : 26026.271680 ∣ critic_ganloss : -149.911932 ∣ generator_nllloss : 5199.806250 ∣ generator_ganloss : 943.276758 ∣  [  std_z : 1.00  real_sub_fake : 584.11 ]
[  epoch 0020/0040] 3350/4800, lr:5.0e-05 ∣ avg_100 : 31971.938139 ∣ critic_nllloss : 26046.799023 ∣ critic_ganloss : -136.903664 ∣ generator_nllloss : 5262.490625 ∣ generator_ganloss : 941.884082 ∣  [  std_z : 1.01  real_sub_fake : 589.23 ]
[  epoch 0020/0040] 3360/4800, lr:5.0e-05 ∣ avg_100 : 31972.333242 ∣ critic_nllloss : 25913.235156 ∣ critic_ganloss : -177.246991 ∣ generator_nllloss : 5222.694531 ∣ generator_ganloss : 949.168066 ∣  [  std_z : 0.99  real_sub_fake : 688.67 ]
[  epoch 0020/0040] 3370/4800, lr:5.0e-05 ∣ avg_100 : 31972.608734 ∣ critic_nllloss : 25911.830469 ∣ critic_ganloss : -105.029028 ∣ generator_nllloss : 5133.527930 ∣ generator_ganloss : 999.570459 ∣  [  std_z : 0.97  real_sub_fake : 411.72 ]
[  epoch 0020/0040] 3380/4800, lr:5.0e-05 ∣ avg_100 : 31975.754867 ∣ critic_nllloss : 26044.430273 ∣ critic_ganloss : -148.276173 ∣ generator_nllloss : 5180.534180 ∣ generator_ganloss : 923.231299 ∣  [  std_z : 0.99  real_sub_fake : 551.30 ]
[  epoch 0020/0040] 3390/4800, lr:5.0e-05 ∣ avg_100 : 31978.379083 ∣ critic_nllloss : 25979.125000 ∣ critic_ganloss : -124.578960 ∣ generator_nllloss : 5254.912305 ∣ generator_ganloss : 953.302539 ∣  [  std_z : 1.00  real_sub_fake : 492.23 ]
[  epoch 0020/0040] 3400/4800, lr:5.0e-05 ∣ avg_100 : 31980.245605 ∣ critic_nllloss : 26105.421875 ∣ critic_ganloss : -109.214593 ∣ generator_nllloss : 5245.386914 ∣ generator_ganloss : 980.063281 ∣  [  std_z : 1.00  real_sub_fake : 375.67 ]
[  epoch 0020/0040] 3410/4800, lr:5.0e-05 ∣ avg_100 : 31980.331200 ∣ critic_nllloss : 25984.718359 ∣ critic_ganloss : -125.125461 ∣ generator_nllloss : 5315.446680 ∣ generator_ganloss : 950.435205 ∣  [  std_z : 1.00  real_sub_fake : 513.23 ]
[  epoch 0020/0040] 3420/4800, lr:5.0e-05 ∣ avg_100 : 31982.266524 ∣ critic_nllloss : 25843.386523 ∣ critic_ganloss : -128.804489 ∣ generator_nllloss : 5234.344922 ∣ generator_ganloss : 954.770361 ∣  [  std_z : 0.99  real_sub_fake : 478.35 ]
[  epoch 0020/0040] 3430/4800, lr:5.0e-05 ∣ avg_100 : 31980.531798 ∣ critic_nllloss : 25922.179688 ∣ critic_ganloss : -147.875870 ∣ generator_nllloss : 5166.844531 ∣ generator_ganloss : 958.504004 ∣  [  std_z : 1.00  real_sub_fake : 493.72 ]
[  epoch 0020/0040] 3440/4800, lr:5.0e-05 ∣ avg_100 : 31978.884286 ∣ critic_nllloss : 25953.843555 ∣ critic_ganloss : -211.012253 ∣ generator_nllloss : 5260.695898 ∣ generator_ganloss : 943.689990 ∣  [  std_z : 0.99  real_sub_fake : 655.74 ]
[  epoch 0020/0040] 3450/4800, lr:5.0e-05 ∣ avg_100 : 31977.464411 ∣ critic_nllloss : 26036.188867 ∣ critic_ganloss : -156.279507 ∣ generator_nllloss : 5230.892187 ∣ generator_ganloss : 992.514160 ∣  [  std_z : 0.99  real_sub_fake : 687.56 ]
[  epoch 0020/0040] 3460/4800, lr:5.0e-05 ∣ avg_100 : 31974.645399 ∣ critic_nllloss : 25850.695508 ∣ critic_ganloss : -178.682608 ∣ generator_nllloss : 5204.330664 ∣ generator_ganloss : 943.878320 ∣  [  std_z : 0.98  real_sub_fake : 645.30 ]
[  epoch 0020/0040] 3470/4800, lr:5.0e-05 ∣ avg_100 : 31976.955977 ∣ critic_nllloss : 26082.854687 ∣ critic_ganloss : -13.859882 ∣ generator_nllloss : 5119.594531 ∣ generator_ganloss : 1036.246094 ∣  [  std_z : 1.00  real_sub_fake : 382.58 ]
[  epoch 0020/0040] 3480/4800, lr:5.0e-05 ∣ avg_100 : 31978.417552 ∣ critic_nllloss : 26102.547656 ∣ critic_ganloss : -77.026814 ∣ generator_nllloss : 5215.485937 ∣ generator_ganloss : 1028.760156 ∣  [  std_z : 1.00  real_sub_fake : 232.53 ]
[  epoch 0020/0040] 3490/4800, lr:5.0e-05 ∣ avg_100 : 31978.162519 ∣ critic_nllloss : 26119.925781 ∣ critic_ganloss : -87.690540 ∣ generator_nllloss : 5256.949414 ∣ generator_ganloss : 981.360547 ∣   [  std_z : 0.99  real_sub_fake : 275.75 ]
[  epoch 0020/0040] 3500/4800, lr:5.0e-05 ∣ avg_100 : 31972.227366 ∣ critic_nllloss : 25964.408008 ∣ critic_ganloss : -107.829046 ∣ generator_nllloss : 5231.831641 ∣ generator_ganloss : 952.970117 ∣  [  std_z : 0.99  real_sub_fake : 380.27 ]
[  epoch 0020/0040] 3510/4800, lr:5.0e-05 ∣ avg_100 : 31974.438833 ∣ critic_nllloss : 26229.814258 ∣ critic_ganloss : -97.909855 ∣ generator_nllloss : 5310.224414 ∣ generator_ganloss : 947.666699 ∣   [  std_z : 0.99  real_sub_fake : 376.85 ]
[  epoch 0020/0040] 3520/4800, lr:5.0e-05 ∣ avg_100 : 31971.915088 ∣ critic_nllloss : 26044.407227 ∣ critic_ganloss : -151.836933 ∣ generator_nllloss : 5214.798047 ∣ generator_ganloss : 932.932764 ∣  [  std_z : 0.99  real_sub_fake : 435.62 ]
[  epoch 0020/0040] 3530/4800, lr:5.0e-05 ∣ avg_100 : 31969.088118 ∣ critic_nllloss : 25852.609766 ∣ critic_ganloss : -145.458173 ∣ generator_nllloss : 5162.436719 ∣ generator_ganloss : 953.393750 ∣  [  std_z : 0.99  real_sub_fake : 501.46 ]
[  epoch 0020/0040] 3540/4800, lr:5.0e-05 ∣ avg_100 : 31964.491733 ∣ critic_nllloss : 25908.392773 ∣ critic_ganloss : -202.827954 ∣ generator_nllloss : 5159.403125 ∣ generator_ganloss : 969.400879 ∣  [  std_z : 0.99  real_sub_fake : 640.75 ]
[  epoch 0020/0040] 3550/4800, lr:5.0e-05 ∣ avg_100 : 31963.004248 ∣ critic_nllloss : 25934.824023 ∣ critic_ganloss : -97.871268 ∣ generator_nllloss : 5248.213281 ∣ generator_ganloss : 978.158740 ∣   [  std_z : 1.00  real_sub_fake : 637.05 ]
[  epoch 0020/0040] 3560/4800, lr:5.0e-05 ∣ avg_100 : 31961.860741 ∣ critic_nllloss : 25910.875781 ∣ critic_ganloss : -98.875275 ∣ generator_nllloss : 5128.215625 ∣ generator_ganloss : 1014.921973 ∣  [  std_z : 1.00  real_sub_fake : 321.50 ]
[  epoch 0020/0040] 3570/4800, lr:5.0e-05 ∣ avg_100 : 31958.415634 ∣ critic_nllloss : 25780.378125 ∣ critic_ganloss : -122.999367 ∣ generator_nllloss : 5094.485352 ∣ generator_ganloss : 958.412891 ∣  [  std_z : 1.00  real_sub_fake : 403.18 ]
[  epoch 0020/0040] 3580/4800, lr:5.0e-05 ∣ avg_100 : 31961.090268 ∣ critic_nllloss : 25983.948437 ∣ critic_ganloss : -156.515097 ∣ generator_nllloss : 5207.733008 ∣ generator_ganloss : 981.581543 ∣  [  std_z : 0.99  real_sub_fake : 515.85 ]
[  epoch 0020/0040] 3590/4800, lr:5.0e-05 ∣ avg_100 : 31960.678144 ∣ critic_nllloss : 25832.039648 ∣ critic_ganloss : -196.200226 ∣ generator_nllloss : 5184.394336 ∣ generator_ganloss : 959.859766 ∣  [  std_z : 0.99  real_sub_fake : 642.94 ]
[  epoch 0020/0040] 3600/4800, lr:5.0e-05 ∣ avg_100 : 31967.290924 ∣ critic_nllloss : 26150.368164 ∣ critic_ganloss : -112.440675 ∣ generator_nllloss : 5171.275781 ∣ generator_ganloss : 999.135840 ∣  [  std_z : 0.99  real_sub_fake : 526.47 ]
[  epoch 0020/0040] 3610/4800, lr:5.0e-05 ∣ avg_100 : 31966.962710 ∣ critic_nllloss : 25985.676953 ∣ critic_ganloss : -210.342908 ∣ generator_nllloss : 5115.862695 ∣ generator_ganloss : 943.654492 ∣  [  std_z : 0.99  real_sub_fake : 707.59 ]
[  epoch 0020/0040] 3620/4800, lr:5.0e-05 ∣ avg_100 : 31966.445560 ∣ critic_nllloss : 25854.291406 ∣ critic_ganloss : -247.958141 ∣ generator_nllloss : 5245.043164 ∣ generator_ganloss : 958.015430 ∣  [  std_z : 0.99  real_sub_fake : 836.77 ]
[  epoch 0020/0040] 3630/4800, lr:5.0e-05 ∣ avg_100 : 31966.823656 ∣ critic_nllloss : 25882.297070 ∣ critic_ganloss : -124.472623 ∣ generator_nllloss : 5176.276172 ∣ generator_ganloss : 987.619727 ∣  [  std_z : 0.98  real_sub_fake : 629.73 ]
[  epoch 0020/0040] 3640/4800, lr:5.0e-05 ∣ avg_100 : 31963.870396 ∣ critic_nllloss : 25897.724609 ∣ critic_ganloss : -132.998196 ∣ generator_nllloss : 5135.927734 ∣ generator_ganloss : 974.408447 ∣  [  std_z : 0.99  real_sub_fake : 462.12 ]
[  epoch 0020/0040] 3650/4800, lr:5.0e-05 ∣ avg_100 : 31965.089677 ∣ critic_nllloss : 26084.020898 ∣ critic_ganloss : -165.414639 ∣ generator_nllloss : 5126.109375 ∣ generator_ganloss : 976.922266 ∣  [  std_z : 0.99  real_sub_fake : 512.84 ]
[  epoch 0020/0040] 3660/4800, lr:5.0e-05 ∣ avg_100 : 31962.721214 ∣ critic_nllloss : 25844.946484 ∣ critic_ganloss : -241.219531 ∣ generator_nllloss : 5109.367383 ∣ generator_ganloss : 979.797803 ∣  [  std_z : 0.99  real_sub_fake : 890.55 ]
[  epoch 0020/0040] 3670/4800, lr:5.0e-05 ∣ avg_100 : 31963.340131 ∣ critic_nllloss : 25893.358984 ∣ critic_ganloss : -172.204994 ∣ generator_nllloss : 5170.794141 ∣ generator_ganloss : 1029.037012 ∣     [  std_z : 0.99  real_sub_fake : 790.31 ]
[  epoch 0020/0040] 3680/4800, lr:5.0e-05 ∣ avg_100 : 31958.375543 ∣ critic_nllloss : 25677.323633 ∣ critic_ganloss : -164.529662 ∣ generator_nllloss : 5171.468164 ∣ generator_ganloss : 1000.573535 ∣     [  std_z : 0.99  real_sub_fake : 637.75 ]
[  epoch 0020/0040] 3690/4800, lr:5.0e-05 ∣ avg_100 : 31958.844971 ∣ critic_nllloss : 26039.148438 ∣ critic_ganloss : -130.682919 ∣ generator_nllloss : 5180.313477 ∣ generator_ganloss : 1005.469482 ∣     [  std_z : 1.00  real_sub_fake : 465.02 ]
[  epoch 0020/0040] 3700/4800, lr:5.0e-05 ∣ avg_100 : 31961.201535 ∣ critic_nllloss : 26068.379883 ∣ critic_ganloss : -148.335155 ∣ generator_nllloss : 5237.954492 ∣ generator_ganloss : 981.486719 ∣  [  std_z : 1.00  real_sub_fake : 524.21 ]
[  epoch 0020/0040] 3710/4800, lr:5.0e-05 ∣ avg_100 : 31962.213681 ∣ critic_nllloss : 26039.606836 ∣ critic_ganloss : -184.679332 ∣ generator_nllloss : 5239.049023 ∣ generator_ganloss : 984.980713 ∣  [  std_z : 0.99  real_sub_fake : 617.04 ]
[  epoch 0020/0040] 3720/4800, lr:5.0e-05 ∣ avg_100 : 31967.044576 ∣ critic_nllloss : 26012.290234 ∣ critic_ganloss : -148.002049 ∣ generator_nllloss : 5247.402148 ∣ generator_ganloss : 1023.301172 ∣     [  std_z : 0.99  real_sub_fake : 583.27 ]
[  epoch 0020/0040] 3730/4800, lr:5.0e-05 ∣ avg_100 : 31965.550896 ∣ critic_nllloss : 25914.041211 ∣ critic_ganloss : -182.062915 ∣ generator_nllloss : 5173.492773 ∣ generator_ganloss : 986.515137 ∣  [  std_z : 0.99  real_sub_fake : 694.57 ]
[  epoch 0020/0040] 3740/4800, lr:5.0e-05 ∣ avg_100 : 31964.909969 ∣ critic_nllloss : 26046.086328 ∣ critic_ganloss : -231.618791 ∣ generator_nllloss : 5174.809180 ∣ generator_ganloss : 1000.479590 ∣     [  std_z : 1.00  real_sub_fake : 732.73 ]
[  epoch 0020/0040] 3750/4800, lr:5.0e-05 ∣ avg_100 : 31966.062741 ∣ critic_nllloss : 25960.630273 ∣ critic_ganloss : -148.166704 ∣ generator_nllloss : 5215.622070 ∣ generator_ganloss : 999.752490 ∣  [  std_z : 1.00  real_sub_fake : 678.81 ]
[  epoch 0020/0040] 3760/4800, lr:5.0e-05 ∣ avg_100 : 31964.267722 ∣ critic_nllloss : 25925.301953 ∣ critic_ganloss : -136.141225 ∣ generator_nllloss : 5221.473828 ∣ generator_ganloss : 1051.934766 ∣     [  std_z : 0.99  real_sub_fake : 460.08 ]
[  epoch 0020/0040] 3770/4800, lr:5.0e-05 ∣ avg_100 : 31966.809809 ∣ critic_nllloss : 26070.517188 ∣ critic_ganloss : -134.042195 ∣ generator_nllloss : 5209.433789 ∣ generator_ganloss : 1024.166699 ∣     [  std_z : 0.98  real_sub_fake : 553.15 ]
[  epoch 0020/0040] 3780/4800, lr:5.0e-05 ∣ avg_100 : 31973.120214 ∣ critic_nllloss : 26023.231641 ∣ critic_ganloss : -149.554817 ∣ generator_nllloss : 5216.239648 ∣ generator_ganloss : 1018.202393 ∣     [  std_z : 0.98  real_sub_fake : 544.67 ]
[  epoch 0020/0040] 3790/4800, lr:5.0e-05 ∣ avg_100 : 31976.393138 ∣ critic_nllloss : 26158.052930 ∣ critic_ganloss : -62.085033 ∣ generator_nllloss : 5172.367188 ∣ generator_ganloss : 1044.593701 ∣  [  std_z : 0.99  real_sub_fake : 387.58 ]
[  epoch 0020/0040] 3800/4800, lr:5.0e-05 ∣ avg_100 : 31977.865989 ∣ critic_nllloss : 25971.792969 ∣ critic_ganloss : -105.036483 ∣ generator_nllloss : 5178.862305 ∣ generator_ganloss : 1008.570801 ∣     [  std_z : 0.99  real_sub_fake : 316.55 ]
[  epoch 0020/0040] 3810/4800, lr:5.0e-05 ∣ avg_100 : 31979.093872 ∣ critic_nllloss : 26137.536133 ∣ critic_ganloss : -151.715427 ∣ generator_nllloss : 5209.351953 ∣ generator_ganloss : 970.979248 ∣  [  std_z : 1.00  real_sub_fake : 485.53 ]
[  epoch 0020/0040] 3820/4800, lr:5.0e-05 ∣ avg_100 : 31979.718011 ∣ critic_nllloss : 26144.499023 ∣ critic_ganloss : -173.874962 ∣ generator_nllloss : 5218.950391 ∣ generator_ganloss : 994.788232 ∣  [  std_z : 0.99  real_sub_fake : 598.64 ]
[  epoch 0020/0040] 3830/4800, lr:5.0e-05 ∣ avg_100 : 31978.533293 ∣ critic_nllloss : 25766.584375 ∣ critic_ganloss : -148.696672 ∣ generator_nllloss : 5234.400586 ∣ generator_ganloss : 980.668799 ∣  [  std_z : 0.99  real_sub_fake : 596.47 ]
[  epoch 0020/0040] 3840/4800, lr:5.0e-05 ∣ avg_100 : 31977.329941 ∣ critic_nllloss : 25853.112305 ∣ critic_ganloss : -151.760172 ∣ generator_nllloss : 5198.018750 ∣ generator_ganloss : 976.147705 ∣  [  std_z : 0.98  real_sub_fake : 540.97 ]
[  epoch 0020/0040] 3850/4800, lr:5.0e-05 ∣ avg_100 : 31978.024910 ∣ critic_nllloss : 25824.377344 ∣ critic_ganloss : -120.582252 ∣ generator_nllloss : 5213.477930 ∣ generator_ganloss : 1016.038135 ∣     [  std_z : 0.99  real_sub_fake : 431.58 ]
[  epoch 0020/0040] 3860/4800, lr:5.0e-05 ∣ avg_100 : 31977.930634 ∣ critic_nllloss : 25764.209961 ∣ critic_ganloss : -178.457014 ∣ generator_nllloss : 5246.344727 ∣ generator_ganloss : 979.795020 ∣  [  std_z : 0.99  real_sub_fake : 694.51 ]
[  epoch 0020/0040] 3870/4800, lr:5.0e-05 ∣ avg_100 : 31979.630825 ∣ critic_nllloss : 26092.390430 ∣ critic_ganloss : -193.354163 ∣ generator_nllloss : 5234.805469 ∣ generator_ganloss : 1000.982764 ∣     [  std_z : 1.00  real_sub_fake : 751.37 ]
[  epoch 0020/0040] 3880/4800, lr:5.0e-05 ∣ avg_100 : 31981.725075 ∣ critic_nllloss : 26194.822266 ∣ critic_ganloss : -202.148059 ∣ generator_nllloss : 5218.315234 ∣ generator_ganloss : 974.871582 ∣  [  std_z : 0.98  real_sub_fake : 674.09 ]
[  epoch 0020/0040] 3890/4800, lr:5.0e-05 ∣ avg_100 : 31986.285638 ∣ critic_nllloss : 26193.395508 ∣ critic_ganloss : -101.759032 ∣ generator_nllloss : 5234.120313 ∣ generator_ganloss : 1005.997412 ∣     [  std_z : 0.98  real_sub_fake : 524.65 ]
[  epoch 0020/0040] 3900/4800, lr:5.0e-05 ∣ avg_100 : 31986.902844 ∣ critic_nllloss : 26286.362695 ∣ critic_ganloss : -154.249001 ∣ generator_nllloss : 5222.148633 ∣ generator_ganloss : 961.317090 ∣  [  std_z : 1.00  real_sub_fake : 490.21 ]
[  epoch 0020/0040] 3910/4800, lr:5.0e-05 ∣ avg_100 : 31985.688648 ∣ critic_nllloss : 26105.060547 ∣ critic_ganloss : -181.905968 ∣ generator_nllloss : 5167.044141 ∣ generator_ganloss : 955.335840 ∣  [  std_z : 1.01  real_sub_fake : 617.10 ]
[  epoch 0020/0040] 3920/4800, lr:5.0e-05 ∣ avg_100 : 31990.267651 ∣ critic_nllloss : 26167.342578 ∣ critic_ganloss : -191.221747 ∣ generator_nllloss : 5228.991016 ∣ generator_ganloss : 969.897363 ∣  [  std_z : 1.00  real_sub_fake : 736.20 ]
[  epoch 0020/0040] 3930/4800, lr:5.0e-05 ∣ avg_100 : 31990.817114 ∣ critic_nllloss : 26079.473633 ∣ critic_ganloss : -208.783325 ∣ generator_nllloss : 5241.057227 ∣ generator_ganloss : 967.147119 ∣  [  std_z : 0.99  real_sub_fake : 788.41 ]
[  epoch 0020/0040] 3940/4800, lr:5.0e-05 ∣ avg_100 : 31986.791110 ∣ critic_nllloss : 25526.031055 ∣ critic_ganloss : -182.264085 ∣ generator_nllloss : 5096.150391 ∣ generator_ganloss : 953.604395 ∣  [  std_z : 0.99  real_sub_fake : 711.87 ]
[  epoch 0020/0040] 3950/4800, lr:5.0e-05 ∣ avg_100 : 31988.089820 ∣ critic_nllloss : 25924.518359 ∣ critic_ganloss : -149.476900 ∣ generator_nllloss : 5193.198242 ∣ generator_ganloss : 967.263672 ∣  [  std_z : 0.99  real_sub_fake : 583.62 ]
[  epoch 0020/0040] 3960/4800, lr:5.0e-05 ∣ avg_100 : 31987.907188 ∣ critic_nllloss : 25984.565625 ∣ critic_ganloss : -207.987834 ∣ generator_nllloss : 5187.469727 ∣ generator_ganloss : 954.027051 ∣  [  std_z : 1.00  real_sub_fake : 678.54 ]
[  epoch 0020/0040] 3970/4800, lr:5.0e-05 ∣ avg_100 : 31990.268308 ∣ critic_nllloss : 26027.110547 ∣ critic_ganloss : -177.052629 ∣ generator_nllloss : 5176.692187 ∣ generator_ganloss : 959.065771 ∣  [  std_z : 0.99  real_sub_fake : 814.73 ]
[  epoch 0020/0040] 3980/4800, lr:5.0e-05 ∣ avg_100 : 31987.590566 ∣ critic_nllloss : 25724.466992 ∣ critic_ganloss : -130.984332 ∣ generator_nllloss : 5161.716406 ∣ generator_ganloss : 992.209277 ∣  [  std_z : 0.98  real_sub_fake : 576.00 ]
[  epoch 0020/0040] 3990/4800, lr:5.0e-05 ∣ avg_100 : 31987.244931 ∣ critic_nllloss : 25981.719336 ∣ critic_ganloss : -132.220811 ∣ generator_nllloss : 5189.060938 ∣ generator_ganloss : 969.910352 ∣  [  std_z : 0.97  real_sub_fake : 475.32 ]
[  epoch 0020/0040] 4000/4800, lr:5.0e-05 ∣ avg_100 : 31985.983854 ∣ critic_nllloss : 25889.078320 ∣ critic_ganloss : -173.903909 ∣ generator_nllloss : 5217.009766 ∣ generator_ganloss : 964.381006 ∣  [  std_z : 0.98  real_sub_fake : 545.99 ]
[  epoch 0020/0040] 4010/4800, lr:5.0e-05 ∣ avg_100 : 31986.595582 ∣ critic_nllloss : 25975.314844 ∣ critic_ganloss : -180.332181 ∣ generator_nllloss : 5152.989648 ∣ generator_ganloss : 955.353564 ∣  [  std_z : 1.01  real_sub_fake : 674.20 ]
[  epoch 0020/0040] 4020/4800, lr:5.0e-05 ∣ avg_100 : 31987.505797 ∣ critic_nllloss : 26064.800000 ∣ critic_ganloss : -200.181488 ∣ generator_nllloss : 5256.795703 ∣ generator_ganloss : 981.600781 ∣  [  std_z : 1.01  real_sub_fake : 773.62 ]
[  epoch 0020/0040] 4030/4800, lr:5.0e-05 ∣ avg_100 : 31990.934646 ∣ critic_nllloss : 26152.793359 ∣ critic_ganloss : -183.919881 ∣ generator_nllloss : 5228.135352 ∣ generator_ganloss : 973.750977 ∣  [  std_z : 0.99  real_sub_fake : 692.71 ]
[  epoch 0020/0040] 4040/4800, lr:5.0e-05 ∣ avg_100 : 31992.745646 ∣ critic_nllloss : 26022.255078 ∣ critic_ganloss : -164.002219 ∣ generator_nllloss : 5153.408984 ∣ generator_ganloss : 961.898633 ∣  [  std_z : 0.98  real_sub_fake : 649.57 ]
[  epoch 0020/0040] 4050/4800, lr:5.0e-05 ∣ avg_100 : 31992.941311 ∣ critic_nllloss : 26144.071680 ∣ critic_ganloss : -152.221330 ∣ generator_nllloss : 5259.647266 ∣ generator_ganloss : 960.761279 ∣  [  std_z : 0.99  real_sub_fake : 558.39 ]
[  epoch 0020/0040] 4060/4800, lr:5.0e-05 ∣ avg_100 : 31992.834832 ∣ critic_nllloss : 25874.165039 ∣ critic_ganloss : -127.126118 ∣ generator_nllloss : 5259.283008 ∣ generator_ganloss : 963.850879 ∣  [  std_z : 0.99  real_sub_fake : 529.25 ]
[  epoch 0020/0040] 4070/4800, lr:5.0e-05 ∣ avg_100 : 31990.525251 ∣ critic_nllloss : 25759.344336 ∣ critic_ganloss : -176.111658 ∣ generator_nllloss : 5100.715234 ∣ generator_ganloss : 939.664795 ∣  [  std_z : 1.00  real_sub_fake : 530.59 ]
[  epoch 0020/0040] 4080/4800, lr:5.0e-05 ∣ avg_100 : 31989.307368 ∣ critic_nllloss : 25923.750391 ∣ critic_ganloss : -198.134367 ∣ generator_nllloss : 5174.838867 ∣ generator_ganloss : 951.626465 ∣  [  std_z : 1.00  real_sub_fake : 649.37 ]
[  epoch 0020/0040] 4090/4800, lr:5.0e-05 ∣ avg_100 : 31992.026678 ∣ critic_nllloss : 26035.754297 ∣ critic_ganloss : -167.679274 ∣ generator_nllloss : 5230.691797 ∣ generator_ganloss : 950.905957 ∣  [  std_z : 1.00  real_sub_fake : 670.86 ]
[  epoch 0020/0040] 4100/4800, lr:5.0e-05 ∣ avg_100 : 31988.712271 ∣ critic_nllloss : 25916.157227 ∣ critic_ganloss : -233.191927 ∣ generator_nllloss : 5095.345117 ∣ generator_ganloss : 962.010742 ∣  [  std_z : 0.98  real_sub_fake : 740.64 ]
[  epoch 0020/0040] 4110/4800, lr:5.0e-05 ∣ avg_100 : 31994.752307 ∣ critic_nllloss : 26095.034375 ∣ critic_ganloss : -33.401782 ∣ generator_nllloss : 5185.561523 ∣ generator_ganloss : 1023.126611 ∣  [  std_z : 0.99  real_sub_fake : 454.20 ]
[  epoch 0020/0040] 4120/4800, lr:5.0e-05 ∣ avg_100 : 31996.301376 ∣ critic_nllloss : 26052.388281 ∣ critic_ganloss : -99.723095 ∣ generator_nllloss : 5277.268164 ∣ generator_ganloss : 967.765625 ∣   [  std_z : 1.00  real_sub_fake : 324.77 ]
[  epoch 0020/0040] 4130/4800, lr:5.0e-05 ∣ avg_100 : 31996.497272 ∣ critic_nllloss : 26000.732227 ∣ critic_ganloss : -121.597507 ∣ generator_nllloss : 5232.233398 ∣ generator_ganloss : 940.481299 ∣  [  std_z : 1.00  real_sub_fake : 418.69 ]
[  epoch 0020/0040] 4140/4800, lr:5.0e-05 ∣ avg_100 : 31999.306739 ∣ critic_nllloss : 25936.970117 ∣ critic_ganloss : -111.300275 ∣ generator_nllloss : 5227.272852 ∣ generator_ganloss : 961.184180 ∣  [  std_z : 0.99  real_sub_fake : 393.28 ]
[  epoch 0020/0040] 4150/4800, lr:5.0e-05 ∣ avg_100 : 32002.487931 ∣ critic_nllloss : 26000.286133 ∣ critic_ganloss : -115.301627 ∣ generator_nllloss : 5221.112305 ∣ generator_ganloss : 964.041016 ∣  [  std_z : 0.98  real_sub_fake : 349.99 ]
[  epoch 0020/0040] 4160/4800, lr:5.0e-05 ∣ avg_100 : 32002.287988 ∣ critic_nllloss : 26007.724805 ∣ critic_ganloss : -135.646994 ∣ generator_nllloss : 5179.417578 ∣ generator_ganloss : 946.070605 ∣  [  std_z : 1.00  real_sub_fake : 484.75 ]
[  epoch 0020/0040] 4170/4800, lr:5.0e-05 ∣ avg_100 : 32000.275009 ∣ critic_nllloss : 26021.023438 ∣ critic_ganloss : -215.224670 ∣ generator_nllloss : 5213.917188 ∣ generator_ganloss : 931.909521 ∣  [  std_z : 1.00  real_sub_fake : 662.26 ]
[  epoch 0020/0040] 4180/4800, lr:5.0e-05 ∣ avg_100 : 32001.776057 ∣ critic_nllloss : 26012.529883 ∣ critic_ganloss : -120.515579 ∣ generator_nllloss : 5262.605078 ∣ generator_ganloss : 981.591504 ∣  [  std_z : 1.00  real_sub_fake : 603.38 ]
[  epoch 0020/0040] 4190/4800, lr:5.0e-05 ∣ avg_100 : 32004.576843 ∣ critic_nllloss : 26012.776367 ∣ critic_ganloss : -111.413758 ∣ generator_nllloss : 5283.443164 ∣ generator_ganloss : 948.721387 ∣  [  std_z : 0.99  real_sub_fake : 456.59 ]
[  epoch 0020/0040] 4200/4800, lr:5.0e-05 ∣ avg_100 : 32004.562522 ∣ critic_nllloss : 26090.411523 ∣ critic_ganloss : -169.985364 ∣ generator_nllloss : 5235.025586 ∣ generator_ganloss : 924.567285 ∣  [  std_z : 0.99  real_sub_fake : 539.45 ]
[  epoch 0020/0040] 4210/4800, lr:5.0e-05 ∣ avg_100 : 32006.263187 ∣ critic_nllloss : 26090.442578 ∣ critic_ganloss : -154.574800 ∣ generator_nllloss : 5255.136914 ∣ generator_ganloss : 946.350293 ∣  [  std_z : 1.00  real_sub_fake : 606.07 ]
[  epoch 0020/0040] 4220/4800, lr:5.0e-05 ∣ avg_100 : 32004.315825 ∣ critic_nllloss : 25998.457227 ∣ critic_ganloss : -177.158871 ∣ generator_nllloss : 5125.718750 ∣ generator_ganloss : 956.382715 ∣  [  std_z : 0.99  real_sub_fake : 624.28 ]
[  epoch 0020/0040] 4230/4800, lr:5.0e-05 ∣ avg_100 : 32003.748452 ∣ critic_nllloss : 25849.272852 ∣ critic_ganloss : -134.393723 ∣ generator_nllloss : 5182.928125 ∣ generator_ganloss : 985.309961 ∣  [  std_z : 0.98  real_sub_fake : 558.64 ]
[  epoch 0020/0040] 4240/4800, lr:5.0e-05 ∣ avg_100 : 32008.080816 ∣ critic_nllloss : 26133.776172 ∣ critic_ganloss : -151.702079 ∣ generator_nllloss : 5221.660547 ∣ generator_ganloss : 946.994727 ∣  [  std_z : 0.99  real_sub_fake : 571.36 ]
[  epoch 0020/0040] 4250/4800, lr:5.0e-05 ∣ avg_100 : 32004.322739 ∣ critic_nllloss : 25786.266406 ∣ critic_ganloss : -135.993194 ∣ generator_nllloss : 5103.853906 ∣ generator_ganloss : 951.196777 ∣  [  std_z : 1.00  real_sub_fake : 517.69 ]
[  epoch 0020/0040] 4260/4800, lr:5.0e-05 ∣ avg_100 : 32004.820439 ∣ critic_nllloss : 25893.402734 ∣ critic_ganloss : -188.443504 ∣ generator_nllloss : 5214.353125 ∣ generator_ganloss : 936.996094 ∣  [  std_z : 1.00  real_sub_fake : 687.24 ]
[  epoch 0020/0040] 4270/4800, lr:5.0e-05 ∣ avg_100 : 32001.835080 ∣ critic_nllloss : 25881.176367 ∣ critic_ganloss : -181.520842 ∣ generator_nllloss : 5290.409570 ∣ generator_ganloss : 961.028711 ∣  [  std_z : 0.98  real_sub_fake : 591.78 ]
[  epoch 0020/0040] 4280/4800, lr:5.0e-05 ∣ avg_100 : 32003.333685 ∣ critic_nllloss : 26075.600781 ∣ critic_ganloss : -118.090173 ∣ generator_nllloss : 5183.825781 ∣ generator_ganloss : 982.415527 ∣  [  std_z : 0.98  real_sub_fake : 510.61 ]
[  epoch 0020/0040] 4290/4800, lr:5.0e-05 ∣ avg_100 : 32005.074581 ∣ critic_nllloss : 26094.407031 ∣ critic_ganloss : -109.716576 ∣ generator_nllloss : 5241.882812 ∣ generator_ganloss : 965.244824 ∣  [  std_z : 0.99  real_sub_fake : 445.88 ]
[  epoch 0020/0040] 4300/4800, lr:5.0e-05 ∣ avg_100 : 32005.482378 ∣ critic_nllloss : 25984.561523 ∣ critic_ganloss : -151.065639 ∣ generator_nllloss : 5145.565625 ∣ generator_ganloss : 960.790820 ∣  [  std_z : 1.00  real_sub_fake : 476.60 ]
[  epoch 0020/0040] 4310/4800, lr:5.0e-05 ∣ avg_100 : 32011.511834 ∣ critic_nllloss : 26223.940820 ∣ critic_ganloss : -129.183900 ∣ generator_nllloss : 5297.675391 ∣ generator_ganloss : 974.715332 ∣  [  std_z : 0.99  real_sub_fake : 507.50 ]
[  epoch 0020/0040] 4320/4800, lr:5.0e-05 ∣ avg_100 : 32009.167802 ∣ critic_nllloss : 26077.897656 ∣ critic_ganloss : -215.444849 ∣ generator_nllloss : 5178.003906 ∣ generator_ganloss : 940.754053 ∣  [  std_z : 0.98  real_sub_fake : 639.41 ]
[  epoch 0020/0040] 4330/4800, lr:5.0e-05 ∣ avg_100 : 32008.316524 ∣ critic_nllloss : 25824.049219 ∣ critic_ganloss : -217.452641 ∣ generator_nllloss : 5091.486328 ∣ generator_ganloss : 963.787842 ∣  [  std_z : 0.99  real_sub_fake : 811.98 ]
[  epoch 0020/0040] 4340/4800, lr:5.0e-05 ∣ avg_100 : 32009.658984 ∣ critic_nllloss : 26110.258984 ∣ critic_ganloss : -147.767633 ∣ generator_nllloss : 5210.480859 ∣ generator_ganloss : 980.716553 ∣  [  std_z : 1.00  real_sub_fake : 699.44 ]
[  epoch 0020/0040] 4350/4800, lr:5.0e-05 ∣ avg_100 : 32006.250284 ∣ critic_nllloss : 25865.063672 ∣ critic_ganloss : -217.967989 ∣ generator_nllloss : 5174.345117 ∣ generator_ganloss : 951.959326 ∣  [  std_z : 1.01  real_sub_fake : 638.89 ]
[  epoch 0020/0040] 4360/4800, lr:5.0e-05 ∣ avg_100 : 32006.308162 ∣ critic_nllloss : 25924.423438 ∣ critic_ganloss : -184.940417 ∣ generator_nllloss : 5186.461133 ∣ generator_ganloss : 987.694336 ∣  [  std_z : 1.00  real_sub_fake : 705.17 ]
[  epoch 0020/0040] 4370/4800, lr:5.0e-05 ∣ avg_100 : 32009.037209 ∣ critic_nllloss : 26124.377344 ∣ critic_ganloss : -63.791127 ∣ generator_nllloss : 5154.803906 ∣ generator_ganloss : 997.414453 ∣   [  std_z : 0.98  real_sub_fake : 658.45 ]
[  epoch 0020/0040] 4380/4800, lr:5.0e-05 ∣ avg_100 : 32012.461820 ∣ critic_nllloss : 26017.933398 ∣ critic_ganloss : -35.365174 ∣ generator_nllloss : 5296.590625 ∣ generator_ganloss : 1063.221777 ∣  [  std_z : 1.00  real_sub_fake : 131.18 ]
[  epoch 0020/0040] 4390/4800, lr:5.0e-05 ∣ avg_100 : 32015.456564 ∣ critic_nllloss : 26096.209570 ∣ critic_ganloss : -42.094197 ∣ generator_nllloss : 5273.655664 ∣ generator_ganloss : 1034.464258 ∣  [  std_z : 1.01  real_sub_fake : 118.20 ]
[  epoch 0020/0040] 4400/4800, lr:5.0e-05 ∣ avg_100 : 32013.368378 ∣ critic_nllloss : 25883.176953 ∣ critic_ganloss : -56.390413 ∣ generator_nllloss : 5169.312109 ∣ generator_ganloss : 1016.740234 ∣  [  std_z : 0.99  real_sub_fake : 161.97 ]
[  epoch 0020/0040] 4410/4800, lr:5.0e-05 ∣ avg_100 : 32010.120070 ∣ critic_nllloss : 25750.524219 ∣ critic_ganloss : -81.000617 ∣ generator_nllloss : 5143.694727 ∣ generator_ganloss : 987.425684 ∣   [  std_z : 0.98  real_sub_fake : 228.63 ]
[  epoch 0020/0040] 4420/4800, lr:5.0e-05 ∣ avg_100 : 32012.698602 ∣ critic_nllloss : 26188.511133 ∣ critic_ganloss : -129.334277 ∣ generator_nllloss : 5158.058398 ∣ generator_ganloss : 944.315234 ∣  [  std_z : 0.99  real_sub_fake : 462.31 ]
[  epoch 0020/0040] 4430/4800, lr:5.0e-05 ∣ avg_100 : 32015.219436 ∣ critic_nllloss : 26051.114648 ∣ critic_ganloss : -104.948738 ∣ generator_nllloss : 5239.457031 ∣ generator_ganloss : 966.112842 ∣  [  std_z : 1.01  real_sub_fake : 416.47 ]
[  epoch 0020/0040] 4440/4800, lr:5.0e-05 ∣ avg_100 : 32018.258757 ∣ critic_nllloss : 26276.427930 ∣ critic_ganloss : -128.488071 ∣ generator_nllloss : 5130.096094 ∣ generator_ganloss : 973.113330 ∣  [  std_z : 1.01  real_sub_fake : 440.09 ]
[  epoch 0020/0040] 4450/4800, lr:5.0e-05 ∣ avg_100 : 32016.932676 ∣ critic_nllloss : 25890.928516 ∣ critic_ganloss : -154.004115 ∣ generator_nllloss : 5273.621094 ∣ generator_ganloss : 960.162109 ∣  [  std_z : 0.98  real_sub_fake : 525.48 ]
[  epoch 0020/0040] 4460/4800, lr:5.0e-05 ∣ avg_100 : 32018.300672 ∣ critic_nllloss : 25969.925781 ∣ critic_ganloss : -206.359825 ∣ generator_nllloss : 5210.255859 ∣ generator_ganloss : 983.199707 ∣  [  std_z : 0.98  real_sub_fake : 668.13 ]
[  epoch 0020/0040] 4470/4800, lr:5.0e-05 ∣ avg_100 : 32014.769209 ∣ critic_nllloss : 25835.870508 ∣ critic_ganloss : -100.381298 ∣ generator_nllloss : 5104.766797 ∣ generator_ganloss : 1031.433057 ∣     [  std_z : 1.00  real_sub_fake : 512.94 ]
[  epoch 0020/0040] 4480/4800, lr:5.0e-05 ∣ avg_100 : 32013.751281 ∣ critic_nllloss : 26024.186133 ∣ critic_ganloss : -119.433248 ∣ generator_nllloss : 5213.791797 ∣ generator_ganloss : 1049.429492 ∣     [  std_z : 1.01  real_sub_fake : 440.68 ]
[  epoch 0020/0040] 4490/4800, lr:5.0e-05 ∣ avg_100 : 32009.844727 ∣ critic_nllloss : 25837.657422 ∣ critic_ganloss : -168.357224 ∣ generator_nllloss : 5179.481055 ∣ generator_ganloss : 1031.108496 ∣     [  std_z : 1.00  real_sub_fake : 559.44 ]
[  epoch 0020/0040] 4500/4800, lr:5.0e-05 ∣ avg_100 : 32009.867344 ∣ critic_nllloss : 25966.959570 ∣ critic_ganloss : -187.489224 ∣ generator_nllloss : 5251.562891 ∣ generator_ganloss : 1012.609277 ∣     [  std_z : 0.98  real_sub_fake : 653.12 ]
[  epoch 0020/0040] 4510/4800, lr:5.0e-05 ∣ avg_100 : 32007.341443 ∣ critic_nllloss : 25994.268750 ∣ critic_ganloss : -115.187971 ∣ generator_nllloss : 5235.969727 ∣ generator_ganloss : 1022.154883 ∣     [  std_z : 0.98  real_sub_fake : 576.38 ]
[  epoch 0020/0040] 4520/4800, lr:5.0e-05 ∣ avg_100 : 32010.854979 ∣ critic_nllloss : 26267.262695 ∣ critic_ganloss : -111.020927 ∣ generator_nllloss : 5203.891602 ∣ generator_ganloss : 1031.521338 ∣     [  std_z : 1.00  real_sub_fake : 351.71 ]
[  epoch 0020/0040] 4530/4800, lr:5.0e-05 ∣ avg_100 : 32013.393469 ∣ critic_nllloss : 26189.854492 ∣ critic_ganloss : -227.815814 ∣ generator_nllloss : 5146.442187 ∣ generator_ganloss : 968.350195 ∣  [  std_z : 1.00  real_sub_fake : 786.60 ]
[  epoch 0020/0040] 4540/4800, lr:5.0e-05 ∣ avg_100 : 32011.877628 ∣ critic_nllloss : 25702.627539 ∣ critic_ganloss : -204.586185 ∣ generator_nllloss : 5179.250781 ∣ generator_ganloss : 1005.492578 ∣     [  std_z : 0.99  real_sub_fake : 773.99 ]
[  epoch 0020/0040] 4550/4800, lr:5.0e-05 ∣ avg_100 : 32011.434607 ∣ critic_nllloss : 26011.152148 ∣ critic_ganloss : -174.508696 ∣ generator_nllloss : 5165.533203 ∣ generator_ganloss : 1016.845996 ∣     [  std_z : 0.99  real_sub_fake : 751.24 ]
[  epoch 0020/0040] 4560/4800, lr:5.0e-05 ∣ avg_100 : 32009.382573 ∣ critic_nllloss : 25835.290430 ∣ critic_ganloss : -198.486833 ∣ generator_nllloss : 5153.295117 ∣ generator_ganloss : 959.836035 ∣  [  std_z : 0.98  real_sub_fake : 694.62 ]
[  epoch 0020/0040] 4570/4800, lr:5.0e-05 ∣ avg_100 : 32011.263324 ∣ critic_nllloss : 25969.943359 ∣ critic_ganloss : -162.726060 ∣ generator_nllloss : 5103.920313 ∣ generator_ganloss : 987.214502 ∣  [  std_z : 0.99  real_sub_fake : 582.08 ]
[  epoch 0020/0040] 4580/4800, lr:5.0e-05 ∣ avg_100 : 32012.822479 ∣ critic_nllloss : 26121.830078 ∣ critic_ganloss : -144.917998 ∣ generator_nllloss : 5208.178516 ∣ generator_ganloss : 987.572754 ∣  [  std_z : 1.00  real_sub_fake : 552.38 ]
[  epoch 0020/0040] 4590/4800, lr:5.0e-05 ∣ avg_100 : 32012.978303 ∣ critic_nllloss : 25823.763086 ∣ critic_ganloss : -190.866118 ∣ generator_nllloss : 5186.721875 ∣ generator_ganloss : 976.057031 ∣  [  std_z : 1.00  real_sub_fake : 630.48 ]
[  epoch 0020/0040] 4600/4800, lr:5.0e-05 ∣ avg_100 : 32009.530374 ∣ critic_nllloss : 25894.794141 ∣ critic_ganloss : -162.428662 ∣ generator_nllloss : 5149.639063 ∣ generator_ganloss : 981.541748 ∣  [  std_z : 1.00  real_sub_fake : 657.35 ]
[  epoch 0020/0040] 4610/4800, lr:5.0e-05 ∣ avg_100 : 32010.131165 ∣ critic_nllloss : 25959.428320 ∣ critic_ganloss : -213.422552 ∣ generator_nllloss : 5144.206250 ∣ generator_ganloss : 1004.718262 ∣     [  std_z : 0.99  real_sub_fake : 693.20 ]
[  epoch 0020/0040] 4620/4800, lr:5.0e-05 ∣ avg_100 : 32013.002894 ∣ critic_nllloss : 26113.045508 ∣ critic_ganloss : -198.599586 ∣ generator_nllloss : 5200.752734 ∣ generator_ganloss : 981.366113 ∣  [  std_z : 0.98  real_sub_fake : 746.06 ]
[  epoch 0020/0040] 4630/4800, lr:5.0e-05 ∣ avg_100 : 32014.598590 ∣ critic_nllloss : 26029.159375 ∣ critic_ganloss : -168.693814 ∣ generator_nllloss : 5240.592383 ∣ generator_ganloss : 980.231982 ∣  [  std_z : 0.99  real_sub_fake : 606.06 ]
[  epoch 0020/0040] 4640/4800, lr:5.0e-05 ∣ avg_100 : 32018.223251 ∣ critic_nllloss : 26002.034766 ∣ critic_ganloss : -92.642303 ∣ generator_nllloss : 5325.957422 ∣ generator_ganloss : 1002.178809 ∣  [  std_z : 1.00  real_sub_fake : 472.75 ]
[  epoch 0020/0040] 4650/4800, lr:5.0e-05 ∣ avg_100 : 32017.624278 ∣ critic_nllloss : 25881.741602 ∣ critic_ganloss : -148.723200 ∣ generator_nllloss : 5273.732617 ∣ generator_ganloss : 954.989600 ∣  [  std_z : 0.99  real_sub_fake : 454.38 ]
[  epoch 0020/0040] 4660/4800, lr:5.0e-05 ∣ avg_100 : 32020.349364 ∣ critic_nllloss : 25973.274219 ∣ critic_ganloss : -184.197112 ∣ generator_nllloss : 5211.642969 ∣ generator_ganloss : 964.680713 ∣  [  std_z : 0.99  real_sub_fake : 697.00 ]
[  epoch 0020/0040] 4670/4800, lr:5.0e-05 ∣ avg_100 : 32020.405123 ∣ critic_nllloss : 25965.621875 ∣ critic_ganloss : -236.710190 ∣ generator_nllloss : 5239.549023 ∣ generator_ganloss : 958.100293 ∣  [  std_z : 0.98  real_sub_fake : 774.84 ]
[  epoch 0020/0040] 4680/4800, lr:5.0e-05 ∣ avg_100 : 32027.229702 ∣ critic_nllloss : 26356.914648 ∣ critic_ganloss : -243.261563 ∣ generator_nllloss : 5268.381250 ∣ generator_ganloss : 985.259229 ∣  [  std_z : 0.99  real_sub_fake : 956.89 ]
[  epoch 0020/0040] 4690/4800, lr:5.0e-05 ∣ avg_100 : 32029.189769 ∣ critic_nllloss : 26201.583594 ∣ critic_ganloss : -147.334720 ∣ generator_nllloss : 5249.546094 ∣ generator_ganloss : 986.460254 ∣  [  std_z : 1.00  real_sub_fake : 646.39 ]
[  epoch 0020/0040] 4700/4800, lr:5.0e-05 ∣ avg_100 : 32027.289126 ∣ critic_nllloss : 25883.173828 ∣ critic_ganloss : -104.745782 ∣ generator_nllloss : 5195.431250 ∣ generator_ganloss : 975.562305 ∣  [  std_z : 1.00  real_sub_fake : 515.58 ]
[  epoch 0020/0040] 4710/4800, lr:5.0e-05 ∣ avg_100 : 32026.466785 ∣ critic_nllloss : 25985.355078 ∣ critic_ganloss : -122.173990 ∣ generator_nllloss : 5150.454492 ∣ generator_ganloss : 983.087598 ∣  [  std_z : 0.99  real_sub_fake : 373.11 ]
[  epoch 0020/0040] 4720/4800, lr:5.0e-05 ∣ avg_100 : 32027.514706 ∣ critic_nllloss : 26136.973242 ∣ critic_ganloss : -161.867123 ∣ generator_nllloss : 5303.879297 ∣ generator_ganloss : 960.798193 ∣  [  std_z : 1.00  real_sub_fake : 511.63 ]
[  epoch 0020/0040] 4730/4800, lr:5.0e-05 ∣ avg_100 : 32025.204691 ∣ critic_nllloss : 25726.059375 ∣ critic_ganloss : -149.272974 ∣ generator_nllloss : 5125.113672 ∣ generator_ganloss : 959.084570 ∣  [  std_z : 0.99  real_sub_fake : 598.09 ]
[  epoch 0020/0040] 4740/4800, lr:5.0e-05 ∣ avg_100 : 32024.323573 ∣ critic_nllloss : 25967.945312 ∣ critic_ganloss : -223.918854 ∣ generator_nllloss : 5199.282422 ∣ generator_ganloss : 958.335693 ∣  [  std_z : 0.99  real_sub_fake : 762.47 ]
[  epoch 0020/0040] 4750/4800, lr:5.0e-05 ∣ avg_100 : 32022.853481 ∣ critic_nllloss : 25957.966602 ∣ critic_ganloss : -207.274687 ∣ generator_nllloss : 5167.683594 ∣ generator_ganloss : 962.453418 ∣  [  std_z : 1.00  real_sub_fake : 840.44 ]
[  epoch 0020/0040] 4760/4800, lr:5.0e-05 ∣ avg_100 : 32024.526115 ∣ critic_nllloss : 26105.208398 ∣ critic_ganloss : -149.382162 ∣ generator_nllloss : 5276.646875 ∣ generator_ganloss : 997.359570 ∣  [  std_z : 1.00  real_sub_fake : 537.42 ]
[  epoch 0020/0040] 4770/4800, lr:5.0e-05 ∣ avg_100 : 32026.300311 ∣ critic_nllloss : 26299.598828 ∣ critic_ganloss : -108.571330 ∣ generator_nllloss : 5166.415234 ∣ generator_ganloss : 990.052393 ∣  [  std_z : 0.99  real_sub_fake : 480.83 ]
[  epoch 0020/0040] 4780/4800, lr:5.0e-05 ∣ avg_100 : 32025.847700 ∣ critic_nllloss : 26010.260547 ∣ critic_ganloss : -115.525212 ∣ generator_nllloss : 5171.903711 ∣ generator_ganloss : 996.218701 ∣  [  std_z : 0.98  real_sub_fake : 406.15 ]
[  epoch 0020/0040] 4790/4800, lr:5.0e-05 ∣ avg_100 : 32025.691723 ∣ critic_nllloss : 26195.419727 ∣ critic_ganloss : -135.546822 ∣ generator_nllloss : 5270.321680 ∣ generator_ganloss : 967.136475 ∣  [  std_z : 0.99  real_sub_fake : 493.12 ]
[  epoch 0020/0040] 4800/4800, lr:2.5e-05 ∣ avg_100 : 32027.119959 ∣ critic_nllloss : 26179.060547 ∣ critic_ganloss : -159.211471 ∣ generator_nllloss : 5202.243164 ∣ generator_ganloss : 974.920996 ∣  [  std_z : 1.00  real_sub_fake : 587.77 ]
[    val 020    ] Done! KLD: 0.073193: 0.02762311:05, total: 1 day, 6:22:10                     
[  epoch 0021/0040] 0010/4800, lr:2.5e-05 ∣ avg_100 : 32022.399746 ∣ critic_nllloss : 25879.583203 ∣ critic_ganloss : -191.318871 ∣ generator_nllloss : 5056.911133 ∣ generator_ganloss : 948.955078 ∣  [  std_z : 1.01  real_sub_fake : 689.81 ]
[  epoch 0021/0040] 0020/4800, lr:2.5e-05 ∣ avg_100 : 32023.576079 ∣ critic_nllloss : 26263.364648 ∣ critic_ganloss : -183.377727 ∣ generator_nllloss : 5271.271484 ∣ generator_ganloss : 950.737598 ∣  [  std_z : 1.00  real_sub_fake : 657.67 ]
[  epoch 0021/0040] 0030/4800, lr:2.5e-05 ∣ avg_100 : 32026.354146 ∣ critic_nllloss : 26087.319336 ∣ critic_ganloss : -169.830252 ∣ generator_nllloss : 5248.833594 ∣ generator_ganloss : 944.441162 ∣  [  std_z : 0.99  real_sub_fake : 643.72 ]
[  epoch 0021/0040] 0040/4800, lr:2.5e-05 ∣ avg_100 : 32029.465289 ∣ critic_nllloss : 26236.731641 ∣ critic_ganloss : -186.939555 ∣ generator_nllloss : 5198.420703 ∣ generator_ganloss : 938.420020 ∣  [  std_z : 0.98  real_sub_fake : 679.25 ]
[  epoch 0021/0040] 0050/4800, lr:2.5e-05 ∣ avg_100 : 32030.859903 ∣ critic_nllloss : 26079.868945 ∣ critic_ganloss : -182.175917 ∣ generator_nllloss : 5229.733789 ∣ generator_ganloss : 945.345801 ∣  [  std_z : 0.98  real_sub_fake : 600.18 ]
[  epoch 0021/0040] 0060/4800, lr:2.5e-05 ∣ avg_100 : 32031.074339 ∣ critic_nllloss : 25927.271094 ∣ critic_ganloss : -181.270554 ∣ generator_nllloss : 5152.298047 ∣ generator_ganloss : 935.037695 ∣  [  std_z : 0.99  real_sub_fake : 661.23 ]
[  epoch 0021/0040] 0070/4800, lr:2.5e-05 ∣ avg_100 : 32029.442060 ∣ critic_nllloss : 25975.283008 ∣ critic_ganloss : -176.055713 ∣ generator_nllloss : 5236.895898 ∣ generator_ganloss : 935.473340 ∣  [  std_z : 0.99  real_sub_fake : 714.35 ]
[  epoch 0021/0040] 0080/4800, lr:2.5e-05 ∣ avg_100 : 32025.268896 ∣ critic_nllloss : 25859.365234 ∣ critic_ganloss : -186.709433 ∣ generator_nllloss : 5151.296484 ∣ generator_ganloss : 944.592432 ∣  [  std_z : 1.00  real_sub_fake : 682.27 ]
[  epoch 0021/0040] 0090/4800, lr:2.5e-05 ∣ avg_100 : 32020.646205 ∣ critic_nllloss : 25949.775000 ∣ critic_ganloss : -175.243669 ∣ generator_nllloss : 5155.660937 ∣ generator_ganloss : 939.292773 ∣  [  std_z : 1.00  real_sub_fake : 652.83 ]
[  epoch 0021/0040] 0100/4800, lr:2.5e-05 ∣ avg_100 : 32015.858893 ∣ critic_nllloss : 25852.712109 ∣ critic_ganloss : -138.120998 ∣ generator_nllloss : 5166.585352 ∣ generator_ganloss : 955.671729 ∣  [  std_z : 0.99  real_sub_fake : 544.58 ]
[  epoch 0021/0040] 0110/4800, lr:2.5e-05 ∣ avg_100 : 32015.965005 ∣ critic_nllloss : 26014.226172 ∣ critic_ganloss : -166.639298 ∣ generator_nllloss : 5250.784570 ∣ generator_ganloss : 957.774316 ∣  [  std_z : 0.98  real_sub_fake : 615.82 ]
[  epoch 0021/0040] 0120/4800, lr:2.5e-05 ∣ avg_100 : 32015.451425 ∣ critic_nllloss : 26094.620898 ∣ critic_ganloss : -164.972932 ∣ generator_nllloss : 5225.811133 ∣ generator_ganloss : 968.192139 ∣  [  std_z : 0.98  real_sub_fake : 651.51 ]
[  epoch 0021/0040] 0130/4800, lr:2.5e-05 ∣ avg_100 : 32012.702788 ∣ critic_nllloss : 25826.279297 ∣ critic_ganloss : -191.421445 ∣ generator_nllloss : 5211.300586 ∣ generator_ganloss : 957.872559 ∣  [  std_z : 0.99  real_sub_fake : 628.19 ]
[  epoch 0021/0040] 0140/4800, lr:2.5e-05 ∣ avg_100 : 32022.073681 ∣ critic_nllloss : 26279.393164 ∣ critic_ganloss : -180.084953 ∣ generator_nllloss : 5258.492578 ∣ generator_ganloss : 972.810205 ∣  [  std_z : 0.99  real_sub_fake : 700.44 ]
[  epoch 0021/0040] 0150/4800, lr:2.5e-05 ∣ avg_100 : 32021.333903 ∣ critic_nllloss : 25878.703906 ∣ critic_ganloss : -163.620073 ∣ generator_nllloss : 5169.223437 ∣ generator_ganloss : 977.218359 ∣  [  std_z : 1.00  real_sub_fake : 605.56 ]
[  epoch 0021/0040] 0160/4800, lr:2.5e-05 ∣ avg_100 : 32024.354622 ∣ critic_nllloss : 26093.152539 ∣ critic_ganloss : -152.665410 ∣ generator_nllloss : 5284.249219 ∣ generator_ganloss : 995.410059 ∣  [  std_z : 1.00  real_sub_fake : 539.08 ]
[  epoch 0021/0040] 0170/4800, lr:2.5e-05 ∣ avg_100 : 32026.852719 ∣ critic_nllloss : 26164.698828 ∣ critic_ganloss : -125.476079 ∣ generator_nllloss : 5240.315430 ∣ generator_ganloss : 956.087451 ∣  [  std_z : 1.00  real_sub_fake : 691.68 ]
[  epoch 0021/0040] 0180/4800, lr:2.5e-05 ∣ avg_100 : 32031.912907 ∣ critic_nllloss : 26236.763477 ∣ critic_ganloss : -138.789481 ∣ generator_nllloss : 5149.072266 ∣ generator_ganloss : 1006.380811 ∣     [  std_z : 0.99  real_sub_fake : 442.53 ]
[  epoch 0021/0040] 0190/4800, lr:2.5e-05 ∣ avg_100 : 32030.718272 ∣ critic_nllloss : 25874.967578 ∣ critic_ganloss : -140.256058 ∣ generator_nllloss : 5190.183398 ∣ generator_ganloss : 964.111426 ∣  [  std_z : 0.99  real_sub_fake : 486.88 ]
[  epoch 0021/0040] 0200/4800, lr:2.5e-05 ∣ avg_100 : 32033.285064 ∣ critic_nllloss : 26076.739648 ∣ critic_ganloss : -151.368097 ∣ generator_nllloss : 5256.123828 ∣ generator_ganloss : 971.748975 ∣  [  std_z : 1.00  real_sub_fake : 523.48 ]
[  epoch 0021/0040] 0210/4800, lr:2.5e-05 ∣ avg_100 : 32032.978714 ∣ critic_nllloss : 25883.455078 ∣ critic_ganloss : -159.251802 ∣ generator_nllloss : 5180.430078 ∣ generator_ganloss : 968.057520 ∣  [  std_z : 1.00  real_sub_fake : 577.35 ]
[  epoch 0021/0040] 0220/4800, lr:2.5e-05 ∣ avg_100 : 32034.218686 ∣ critic_nllloss : 26095.739063 ∣ critic_ganloss : -147.959884 ∣ generator_nllloss : 5303.022656 ∣ generator_ganloss : 976.210449 ∣  [  std_z : 1.00  real_sub_fake : 555.80 ]
[  epoch 0021/0040] 0230/4800, lr:2.5e-05 ∣ avg_100 : 32033.513488 ∣ critic_nllloss : 26133.508789 ∣ critic_ganloss : -146.514084 ∣ generator_nllloss : 5138.369727 ∣ generator_ganloss : 974.875537 ∣  [  std_z : 1.00  real_sub_fake : 548.94 ]
[  epoch 0021/0040] 0240/4800, lr:2.5e-05 ∣ avg_100 : 32034.014360 ∣ critic_nllloss : 26043.717578 ∣ critic_ganloss : -163.600307 ∣ generator_nllloss : 5200.560938 ∣ generator_ganloss : 942.969434 ∣  [  std_z : 0.99  real_sub_fake : 580.16 ]
[  epoch 0021/0040] 0250/4800, lr:2.5e-05 ∣ avg_100 : 32030.457227 ∣ critic_nllloss : 25950.212891 ∣ critic_ganloss : -148.121288 ∣ generator_nllloss : 5109.408594 ∣ generator_ganloss : 945.045410 ∣  [  std_z : 0.99  real_sub_fake : 556.64 ]
[  epoch 0021/0040] 0260/4800, lr:2.5e-05 ∣ avg_100 : 32029.805000 ∣ critic_nllloss : 25856.294727 ∣ critic_ganloss : -177.963731 ∣ generator_nllloss : 5270.754883 ∣ generator_ganloss : 955.864258 ∣  [  std_z : 0.99  real_sub_fake : 586.91 ]
[  epoch 0021/0040] 0270/4800, lr:2.5e-05 ∣ avg_100 : 32036.520747 ∣ critic_nllloss : 26221.405469 ∣ critic_ganloss : -144.310152 ∣ generator_nllloss : 5251.474609 ∣ generator_ganloss : 966.617480 ∣  [  std_z : 1.00  real_sub_fake : 651.42 ]
[  epoch 0021/0040] 0280/4800, lr:2.5e-05 ∣ avg_100 : 32038.580187 ∣ critic_nllloss : 26071.072070 ∣ critic_ganloss : -177.064796 ∣ generator_nllloss : 5199.459180 ∣ generator_ganloss : 964.558887 ∣  [  std_z : 1.01  real_sub_fake : 625.75 ]
[  epoch 0021/0040] 0290/4800, lr:2.5e-05 ∣ avg_100 : 32036.978456 ∣ critic_nllloss : 25956.282617 ∣ critic_ganloss : -143.096782 ∣ generator_nllloss : 5109.891797 ∣ generator_ganloss : 966.422070 ∣  [  std_z : 1.00  real_sub_fake : 528.27 ]
[  epoch 0021/0040] 0300/4800, lr:2.5e-05 ∣ avg_100 : 32039.375091 ∣ critic_nllloss : 25960.581836 ∣ critic_ganloss : -136.782877 ∣ generator_nllloss : 5196.853906 ∣ generator_ganloss : 959.331787 ∣  [  std_z : 1.00  real_sub_fake : 518.86 ]
[  epoch 0021/0040] 0310/4800, lr:2.5e-05 ∣ avg_100 : 32032.257481 ∣ critic_nllloss : 25648.304688 ∣ critic_ganloss : -135.281671 ∣ generator_nllloss : 5084.191797 ∣ generator_ganloss : 961.344922 ∣  [  std_z : 0.99  real_sub_fake : 567.39 ]
[  epoch 0021/0040] 0320/4800, lr:2.5e-05 ∣ avg_100 : 32030.008405 ∣ critic_nllloss : 25989.515039 ∣ critic_ganloss : -170.700989 ∣ generator_nllloss : 5194.727734 ∣ generator_ganloss : 959.249561 ∣  [  std_z : 0.99  real_sub_fake : 586.39 ]
[  epoch 0021/0040] 0330/4800, lr:2.5e-05 ∣ avg_100 : 32028.853632 ∣ critic_nllloss : 25984.708984 ∣ critic_ganloss : -149.185989 ∣ generator_nllloss : 5133.914844 ∣ generator_ganloss : 966.934277 ∣  [  std_z : 0.99  real_sub_fake : 591.80 ]
[  epoch 0021/0040] 0340/4800, lr:2.5e-05 ∣ avg_100 : 32027.328531 ∣ critic_nllloss : 25900.970703 ∣ critic_ganloss : -189.534680 ∣ generator_nllloss : 5198.993750 ∣ generator_ganloss : 951.187061 ∣  [  std_z : 0.99  real_sub_fake : 585.67 ]
[  epoch 0021/0040] 0350/4800, lr:2.5e-05 ∣ avg_100 : 32030.068916 ∣ critic_nllloss : 26238.005273 ∣ critic_ganloss : -155.294608 ∣ generator_nllloss : 5294.559766 ∣ generator_ganloss : 966.905859 ∣  [  std_z : 1.00  real_sub_fake : 643.10 ]
[  epoch 0021/0040] 0360/4800, lr:2.5e-05 ∣ avg_100 : 32029.416539 ∣ critic_nllloss : 25967.366602 ∣ critic_ganloss : -159.850760 ∣ generator_nllloss : 5161.154883 ∣ generator_ganloss : 963.657520 ∣  [  std_z : 0.99  real_sub_fake : 562.80 ]
[  epoch 0021/0040] 0370/4800, lr:2.5e-05 ∣ avg_100 : 32029.112536 ∣ critic_nllloss : 25854.079883 ∣ critic_ganloss : -167.944963 ∣ generator_nllloss : 5270.379297 ∣ generator_ganloss : 964.710986 ∣  [  std_z : 0.99  real_sub_fake : 593.11 ]
[  epoch 0021/0040] 0380/4800, lr:2.5e-05 ∣ avg_100 : 32026.338527 ∣ critic_nllloss : 25870.743750 ∣ critic_ganloss : -166.147102 ∣ generator_nllloss : 5200.966406 ∣ generator_ganloss : 953.246973 ∣  [  std_z : 0.99  real_sub_fake : 712.06 ]
[  epoch 0021/0040] 0390/4800, lr:2.5e-05 ∣ avg_100 : 32027.426888 ∣ critic_nllloss : 26190.203516 ∣ critic_ganloss : -122.439186 ∣ generator_nllloss : 5188.991797 ∣ generator_ganloss : 985.607129 ∣  [  std_z : 0.99  real_sub_fake : 557.18 ]
[  epoch 0021/0040] 0400/4800, lr:2.5e-05 ∣ avg_100 : 32029.652935 ∣ critic_nllloss : 26217.625977 ∣ critic_ganloss : -170.448640 ∣ generator_nllloss : 5302.093359 ∣ generator_ganloss : 953.353027 ∣  [  std_z : 0.99  real_sub_fake : 541.71 ]
[  epoch 0021/0040] 0410/4800, lr:2.5e-05 ∣ avg_100 : 32025.334690 ∣ critic_nllloss : 25766.429883 ∣ critic_ganloss : -153.174889 ∣ generator_nllloss : 5121.503516 ∣ generator_ganloss : 970.771973 ∣  [  std_z : 0.99  real_sub_fake : 537.50 ]
[  epoch 0021/0040] 0420/4800, lr:2.5e-05 ∣ avg_100 : 32028.069241 ∣ critic_nllloss : 25997.066797 ∣ critic_ganloss : -142.906325 ∣ generator_nllloss : 5352.327734 ∣ generator_ganloss : 970.366699 ∣  [  std_z : 0.99  real_sub_fake : 592.72 ]
[  epoch 0021/0040] 0430/4800, lr:2.5e-05 ∣ avg_100 : 32026.158590 ∣ critic_nllloss : 25817.642188 ∣ critic_ganloss : -163.863686 ∣ generator_nllloss : 5070.418359 ∣ generator_ganloss : 967.855273 ∣  [  std_z : 0.99  real_sub_fake : 586.32 ]
[  epoch 0021/0040] 0440/4800, lr:2.5e-05 ∣ avg_100 : 32024.454694 ∣ critic_nllloss : 25992.831250 ∣ critic_ganloss : -173.147701 ∣ generator_nllloss : 5198.849805 ∣ generator_ganloss : 961.806396 ∣  [  std_z : 0.99  real_sub_fake : 629.45 ]
[  epoch 0021/0040] 0450/4800, lr:2.5e-05 ∣ avg_100 : 32029.000947 ∣ critic_nllloss : 26046.980664 ∣ critic_ganloss : -144.808568 ∣ generator_nllloss : 5293.939844 ∣ generator_ganloss : 963.837256 ∣  [  std_z : 0.99  real_sub_fake : 593.64 ]
[  epoch 0021/0040] 0460/4800, lr:2.5e-05 ∣ avg_100 : 32028.560896 ∣ critic_nllloss : 25802.786914 ∣ critic_ganloss : -120.681937 ∣ generator_nllloss : 5149.138867 ∣ generator_ganloss : 981.059473 ∣  [  std_z : 0.99  real_sub_fake : 464.87 ]
[  epoch 0021/0040] 0470/4800, lr:2.5e-05 ∣ avg_100 : 32028.227359 ∣ critic_nllloss : 25900.600195 ∣ critic_ganloss : -159.167694 ∣ generator_nllloss : 5221.116992 ∣ generator_ganloss : 955.190674 ∣  [  std_z : 0.99  real_sub_fake : 539.31 ]
[  epoch 0021/0040] 0480/4800, lr:2.5e-05 ∣ avg_100 : 32027.767879 ∣ critic_nllloss : 26057.977344 ∣ critic_ganloss : -150.913719 ∣ generator_nllloss : 5200.646289 ∣ generator_ganloss : 970.093945 ∣  [  std_z : 0.99  real_sub_fake : 526.94 ]
[  epoch 0021/0040] 0490/4800, lr:2.5e-05 ∣ avg_100 : 32026.091139 ∣ critic_nllloss : 25936.396680 ∣ critic_ganloss : -147.714352 ∣ generator_nllloss : 5262.180664 ∣ generator_ganloss : 973.281104 ∣  [  std_z : 0.99  real_sub_fake : 543.67 ]
[  epoch 0021/0040] 0500/4800, lr:2.5e-05 ∣ avg_100 : 32024.559496 ∣ critic_nllloss : 25818.412109 ∣ critic_ganloss : -139.615117 ∣ generator_nllloss : 5120.853906 ∣ generator_ganloss : 987.037109 ∣  [  std_z : 1.00  real_sub_fake : 517.12 ]
[  epoch 0021/0040] 0510/4800, lr:2.5e-05 ∣ avg_100 : 32023.514891 ∣ critic_nllloss : 26234.762109 ∣ critic_ganloss : -118.631478 ∣ generator_nllloss : 5162.761328 ∣ generator_ganloss : 983.795264 ∣  [  std_z : 1.01  real_sub_fake : 518.67 ]
[  epoch 0021/0040] 0520/4800, lr:2.5e-05 ∣ avg_100 : 32024.197033 ∣ critic_nllloss : 25986.603320 ∣ critic_ganloss : -153.355803 ∣ generator_nllloss : 5237.818945 ∣ generator_ganloss : 978.358447 ∣  [  std_z : 1.00  real_sub_fake : 531.21 ]
[  epoch 0021/0040] 0530/4800, lr:2.5e-05 ∣ avg_100 : 32028.546061 ∣ critic_nllloss : 26119.235547 ∣ critic_ganloss : -167.405243 ∣ generator_nllloss : 5177.958594 ∣ generator_ganloss : 966.984717 ∣  [  std_z : 0.99  real_sub_fake : 613.26 ]
[  epoch 0021/0040] 0540/4800, lr:2.5e-05 ∣ avg_100 : 32026.730556 ∣ critic_nllloss : 25873.678320 ∣ critic_ganloss : -137.283562 ∣ generator_nllloss : 5243.999805 ∣ generator_ganloss : 991.743652 ∣  [  std_z : 0.99  real_sub_fake : 559.58 ]
[  epoch 0021/0040] 0550/4800, lr:2.5e-05 ∣ avg_100 : 32028.570818 ∣ critic_nllloss : 25918.046484 ∣ critic_ganloss : -119.095055 ∣ generator_nllloss : 5181.785352 ∣ generator_ganloss : 976.689502 ∣  [  std_z : 0.99  real_sub_fake : 496.50 ]
[  epoch 0021/0040] 0560/4800, lr:2.5e-05 ∣ avg_100 : 32031.560196 ∣ critic_nllloss : 26201.093555 ∣ critic_ganloss : -164.330380 ∣ generator_nllloss : 5215.368555 ∣ generator_ganloss : 960.444629 ∣  [  std_z : 0.99  real_sub_fake : 555.81 ]
[  epoch 0021/0040] 0570/4800, lr:2.5e-05 ∣ avg_100 : 32028.680704 ∣ critic_nllloss : 25968.976758 ∣ critic_ganloss : -216.704298 ∣ generator_nllloss : 5218.275391 ∣ generator_ganloss : 954.307520 ∣  [  std_z : 0.99  real_sub_fake : 661.57 ]
[  epoch 0021/0040] 0580/4800, lr:2.5e-05 ∣ avg_100 : 32024.739894 ∣ critic_nllloss : 25824.397461 ∣ critic_ganloss : -97.517670 ∣ generator_nllloss : 5228.966797 ∣ generator_ganloss : 992.453027 ∣   [  std_z : 0.99  real_sub_fake : 575.84 ]
[  epoch 0021/0040] 0590/4800, lr:2.5e-05 ∣ avg_100 : 32019.418951 ∣ critic_nllloss : 25837.698047 ∣ critic_ganloss : -125.252392 ∣ generator_nllloss : 5142.871289 ∣ generator_ganloss : 974.824023 ∣  [  std_z : 0.99  real_sub_fake : 445.40 ]
[  epoch 0021/0040] 0600/4800, lr:2.5e-05 ∣ avg_100 : 32018.605559 ∣ critic_nllloss : 25936.597266 ∣ critic_ganloss : -131.655206 ∣ generator_nllloss : 5153.423047 ∣ generator_ganloss : 973.134570 ∣  [  std_z : 1.00  real_sub_fake : 469.08 ]
[  epoch 0021/0040] 0610/4800, lr:2.5e-05 ∣ avg_100 : 32018.677042 ∣ critic_nllloss : 25851.176953 ∣ critic_ganloss : -158.844881 ∣ generator_nllloss : 5157.110937 ∣ generator_ganloss : 958.349316 ∣  [  std_z : 1.00  real_sub_fake : 513.73 ]
[  epoch 0021/0040] 0620/4800, lr:2.5e-05 ∣ avg_100 : 32017.338980 ∣ critic_nllloss : 26038.814063 ∣ critic_ganloss : -155.207786 ∣ generator_nllloss : 5170.582422 ∣ generator_ganloss : 973.555615 ∣  [  std_z : 1.00  real_sub_fake : 522.29 ]
[  epoch 0021/0040] 0630/4800, lr:2.5e-05 ∣ avg_100 : 32014.766961 ∣ critic_nllloss : 25929.299219 ∣ critic_ganloss : -158.249203 ∣ generator_nllloss : 5156.259375 ∣ generator_ganloss : 967.224512 ∣  [  std_z : 0.99  real_sub_fake : 647.27 ]
[  epoch 0021/0040] 0640/4800, lr:2.5e-05 ∣ avg_100 : 32014.962533 ∣ critic_nllloss : 26097.840234 ∣ critic_ganloss : -120.146391 ∣ generator_nllloss : 5286.769727 ∣ generator_ganloss : 1006.242871 ∣     [  std_z : 0.98  real_sub_fake : 516.00 ]
[  epoch 0021/0040] 0650/4800, lr:2.5e-05 ∣ avg_100 : 32012.216787 ∣ critic_nllloss : 25730.257617 ∣ critic_ganloss : -159.129602 ∣ generator_nllloss : 5147.276563 ∣ generator_ganloss : 977.728467 ∣  [  std_z : 0.98  real_sub_fake : 580.86 ]
[  epoch 0021/0040] 0660/4800, lr:2.5e-05 ∣ avg_100 : 32009.453330 ∣ critic_nllloss : 25724.395898 ∣ critic_ganloss : -144.587011 ∣ generator_nllloss : 5109.968945 ∣ generator_ganloss : 990.897998 ∣  [  std_z : 0.99  real_sub_fake : 530.34 ]
[  epoch 0021/0040] 0670/4800, lr:2.5e-05 ∣ avg_100 : 32012.543378 ∣ critic_nllloss : 26116.310547 ∣ critic_ganloss : -157.125240 ∣ generator_nllloss : 5236.791602 ∣ generator_ganloss : 984.716895 ∣  [  std_z : 1.00  real_sub_fake : 548.21 ]
[  epoch 0021/0040] 0680/4800, lr:2.5e-05 ∣ avg_100 : 32011.352753 ∣ critic_nllloss : 26010.416992 ∣ critic_ganloss : -131.775517 ∣ generator_nllloss : 5173.015430 ∣ generator_ganloss : 997.254785 ∣  [  std_z : 1.00  real_sub_fake : 536.75 ]
[  epoch 0021/0040] 0690/4800, lr:2.5e-05 ∣ avg_100 : 32013.524638 ∣ critic_nllloss : 25994.959766 ∣ critic_ganloss : -104.440896 ∣ generator_nllloss : 5221.819922 ∣ generator_ganloss : 984.739453 ∣  [  std_z : 0.99  real_sub_fake : 501.83 ]
[  epoch 0021/0040] 0700/4800, lr:2.5e-05 ∣ avg_100 : 32011.795062 ∣ critic_nllloss : 25807.937305 ∣ critic_ganloss : -140.201286 ∣ generator_nllloss : 5208.267969 ∣ generator_ganloss : 994.680957 ∣  [  std_z : 0.98  real_sub_fake : 472.95 ]
[  epoch 0021/0040] 0710/4800, lr:2.5e-05 ∣ avg_100 : 32008.846536 ∣ critic_nllloss : 25843.537891 ∣ critic_ganloss : -148.820954 ∣ generator_nllloss : 5172.595312 ∣ generator_ganloss : 975.040479 ∣  [  std_z : 0.98  real_sub_fake : 525.52 ]
[  epoch 0021/0040] 0720/4800, lr:2.5e-05 ∣ avg_100 : 32005.351357 ∣ critic_nllloss : 26008.134180 ∣ critic_ganloss : -147.985307 ∣ generator_nllloss : 5202.428320 ∣ generator_ganloss : 979.559619 ∣  [  std_z : 0.99  real_sub_fake : 548.44 ]
[  epoch 0021/0040] 0730/4800, lr:2.5e-05 ∣ avg_100 : 32004.494509 ∣ critic_nllloss : 25938.853711 ∣ critic_ganloss : -165.702898 ∣ generator_nllloss : 5252.451758 ∣ generator_ganloss : 965.543750 ∣  [  std_z : 0.99  real_sub_fake : 615.27 ]
[  epoch 0021/0040] 0740/4800, lr:2.5e-05 ∣ avg_100 : 32007.278222 ∣ critic_nllloss : 25862.940430 ∣ critic_ganloss : -139.894176 ∣ generator_nllloss : 5256.211914 ∣ generator_ganloss : 981.897803 ∣  [  std_z : 1.00  real_sub_fake : 554.61 ]
[  epoch 0021/0040] 0750/4800, lr:2.5e-05 ∣ avg_100 : 32005.030776 ∣ critic_nllloss : 25862.815820 ∣ critic_ganloss : -149.806107 ∣ generator_nllloss : 5111.280078 ∣ generator_ganloss : 969.988281 ∣  [  std_z : 1.00  real_sub_fake : 548.09 ]
[  epoch 0021/0040] 0760/4800, lr:2.5e-05 ∣ avg_100 : 32009.140666 ∣ critic_nllloss : 26136.638672 ∣ critic_ganloss : -132.810295 ∣ generator_nllloss : 5194.333789 ∣ generator_ganloss : 962.761572 ∣  [  std_z : 1.00  real_sub_fake : 554.12 ]
[  epoch 0021/0040] 0770/4800, lr:2.5e-05 ∣ avg_100 : 32005.754805 ∣ critic_nllloss : 25700.251758 ∣ critic_ganloss : -127.955692 ∣ generator_nllloss : 5009.640625 ∣ generator_ganloss : 977.829297 ∣  [  std_z : 0.99  real_sub_fake : 440.81 ]
[  epoch 0021/0040] 0780/4800, lr:2.5e-05 ∣ avg_100 : 32002.144242 ∣ critic_nllloss : 25858.067578 ∣ critic_ganloss : -175.638507 ∣ generator_nllloss : 5182.233984 ∣ generator_ganloss : 946.944043 ∣  [  std_z : 0.99  real_sub_fake : 554.68 ]
[  epoch 0021/0040] 0790/4800, lr:2.5e-05 ∣ avg_100 : 32004.393982 ∣ critic_nllloss : 26087.301563 ∣ critic_ganloss : -189.590804 ∣ generator_nllloss : 5174.473437 ∣ generator_ganloss : 948.465674 ∣  [  std_z : 0.99  real_sub_fake : 712.19 ]
[  epoch 0021/0040] 0800/4800, lr:2.5e-05 ∣ avg_100 : 32005.801042 ∣ critic_nllloss : 25964.750391 ∣ critic_ganloss : -133.307825 ∣ generator_nllloss : 5186.852734 ∣ generator_ganloss : 985.956982 ∣  [  std_z : 1.00  real_sub_fake : 562.96 ]
[  epoch 0021/0040] 0810/4800, lr:2.5e-05 ∣ avg_100 : 32004.011510 ∣ critic_nllloss : 25751.918750 ∣ critic_ganloss : -120.627029 ∣ generator_nllloss : 5124.393555 ∣ generator_ganloss : 960.291797 ∣  [  std_z : 1.00  real_sub_fake : 541.56 ]
[  epoch 0021/0040] 0820/4800, lr:2.5e-05 ∣ avg_100 : 32003.959914 ∣ critic_nllloss : 26076.892773 ∣ critic_ganloss : -161.234615 ∣ generator_nllloss : 5186.461914 ∣ generator_ganloss : 989.285059 ∣  [  std_z : 1.00  real_sub_fake : 531.83 ]
[  epoch 0021/0040] 0830/4800, lr:2.5e-05 ∣ avg_100 : 32005.601624 ∣ critic_nllloss : 26182.476953 ∣ critic_ganloss : -127.994762 ∣ generator_nllloss : 5209.812305 ∣ generator_ganloss : 981.166504 ∣  [  std_z : 0.99  real_sub_fake : 494.68 ]
[  epoch 0021/0040] 0840/4800, lr:2.5e-05 ∣ avg_100 : 32003.133768 ∣ critic_nllloss : 25934.811133 ∣ critic_ganloss : -166.536263 ∣ generator_nllloss : 5253.777344 ∣ generator_ganloss : 968.690820 ∣  [  std_z : 0.98  real_sub_fake : 542.15 ]
[  epoch 0021/0040] 0850/4800, lr:2.5e-05 ∣ avg_100 : 32004.933584 ∣ critic_nllloss : 26120.942969 ∣ critic_ganloss : -151.763710 ∣ generator_nllloss : 5211.067578 ∣ generator_ganloss : 961.475439 ∣  [  std_z : 0.99  real_sub_fake : 612.66 ]
[  epoch 0021/0040] 0860/4800, lr:2.5e-05 ∣ avg_100 : 32006.519241 ∣ critic_nllloss : 26078.473828 ∣ critic_ganloss : -147.394209 ∣ generator_nllloss : 5203.204102 ∣ generator_ganloss : 989.682715 ∣  [  std_z : 1.00  real_sub_fake : 533.65 ]
[  epoch 0021/0040] 0870/4800, lr:2.5e-05 ∣ avg_100 : 32006.192414 ∣ critic_nllloss : 25950.062305 ∣ critic_ganloss : -192.384763 ∣ generator_nllloss : 5168.587109 ∣ generator_ganloss : 967.613672 ∣  [  std_z : 1.01  real_sub_fake : 685.42 ]
[  epoch 0021/0040] 0880/4800, lr:2.5e-05 ∣ avg_100 : 32001.815519 ∣ critic_nllloss : 25930.369141 ∣ critic_ganloss : -184.382263 ∣ generator_nllloss : 5194.611328 ∣ generator_ganloss : 989.005811 ∣  [  std_z : 1.00  real_sub_fake : 629.10 ]
[  epoch 0021/0040] 0890/4800, lr:2.5e-05 ∣ avg_100 : 31997.964980 ∣ critic_nllloss : 25931.932812 ∣ critic_ganloss : -126.329967 ∣ generator_nllloss : 5107.609375 ∣ generator_ganloss : 991.989160 ∣  [  std_z : 1.00  real_sub_fake : 572.71 ]
[  epoch 0021/0040] 0900/4800, lr:2.5e-05 ∣ avg_100 : 32002.228617 ∣ critic_nllloss : 26297.264648 ∣ critic_ganloss : -164.632344 ∣ generator_nllloss : 5282.741797 ∣ generator_ganloss : 960.411182 ∣  [  std_z : 0.99  real_sub_fake : 582.69 ]
[  epoch 0021/0040] 0910/4800, lr:2.5e-05 ∣ avg_100 : 32002.435438 ∣ critic_nllloss : 25995.084180 ∣ critic_ganloss : -150.727142 ∣ generator_nllloss : 5208.630469 ∣ generator_ganloss : 964.417773 ∣  [  std_z : 0.98  real_sub_fake : 627.93 ]
[  epoch 0021/0040] 0920/4800, lr:2.5e-05 ∣ avg_100 : 32000.310781 ∣ critic_nllloss : 25919.688477 ∣ critic_ganloss : -145.474092 ∣ generator_nllloss : 5244.967578 ∣ generator_ganloss : 1008.135937 ∣     [  std_z : 0.98  real_sub_fake : 510.80 ]
[  epoch 0021/0040] 0930/4800, lr:2.5e-05 ∣ avg_100 : 32004.189548 ∣ critic_nllloss : 26020.970898 ∣ critic_ganloss : -140.344859 ∣ generator_nllloss : 5196.909766 ∣ generator_ganloss : 971.325586 ∣  [  std_z : 0.99  real_sub_fake : 525.50 ]
[  epoch 0021/0040] 0940/4800, lr:2.5e-05 ∣ avg_100 : 32008.199644 ∣ critic_nllloss : 26299.496094 ∣ critic_ganloss : -186.438203 ∣ generator_nllloss : 5206.913477 ∣ generator_ganloss : 982.682812 ∣  [  std_z : 1.00  real_sub_fake : 533.83 ]
[  epoch 0021/0040] 0950/4800, lr:2.5e-05 ∣ avg_100 : 32008.698329 ∣ critic_nllloss : 25935.188281 ∣ critic_ganloss : -164.492619 ∣ generator_nllloss : 5173.463867 ∣ generator_ganloss : 986.537891 ∣  [  std_z : 1.00  real_sub_fake : 676.40 ]
[  epoch 0021/0040] 0960/4800, lr:2.5e-05 ∣ avg_100 : 32007.150735 ∣ critic_nllloss : 26006.603906 ∣ critic_ganloss : -123.679680 ∣ generator_nllloss : 5212.606250 ∣ generator_ganloss : 979.542725 ∣  [  std_z : 1.01  real_sub_fake : 647.81 ]
[  epoch 0021/0040] 0970/4800, lr:2.5e-05 ∣ avg_100 : 32000.517064 ∣ critic_nllloss : 25673.309961 ∣ critic_ganloss : -121.264902 ∣ generator_nllloss : 5158.144336 ∣ generator_ganloss : 973.938672 ∣  [  std_z : 0.99  real_sub_fake : 576.58 ]
[  epoch 0021/0040] 0980/4800, lr:2.5e-05 ∣ avg_100 : 32003.064084 ∣ critic_nllloss : 26270.851367 ∣ critic_ganloss : -152.332968 ∣ generator_nllloss : 5242.805664 ∣ generator_ganloss : 956.235645 ∣  [  std_z : 0.99  real_sub_fake : 542.17 ]
[  epoch 0021/0040] 0990/4800, lr:2.5e-05 ∣ avg_100 : 31997.515549 ∣ critic_nllloss : 25851.847461 ∣ critic_ganloss : -160.113242 ∣ generator_nllloss : 5089.153320 ∣ generator_ganloss : 961.590088 ∣  [  std_z : 0.98  real_sub_fake : 595.71 ]
[  epoch 0021/0040] 1000/4800, lr:2.5e-05 ∣ avg_100 : 31996.514082 ∣ critic_nllloss : 26022.187891 ∣ critic_ganloss : -150.038027 ∣ generator_nllloss : 5248.880859 ∣ generator_ganloss : 975.835742 ∣  [  std_z : 0.98  real_sub_fake : 505.64 ]
[  epoch 0021/0040] 1010/4800, lr:2.5e-05 ∣ avg_100 : 31998.408008 ∣ critic_nllloss : 25879.293555 ∣ critic_ganloss : -151.886610 ∣ generator_nllloss : 5202.650000 ∣ generator_ganloss : 953.466211 ∣  [  std_z : 1.00  real_sub_fake : 509.41 ]
[  epoch 0021/0040] 1020/4800, lr:2.5e-05 ∣ avg_100 : 31994.744581 ∣ critic_nllloss : 25875.876563 ∣ critic_ganloss : -137.696970 ∣ generator_nllloss : 5237.285742 ∣ generator_ganloss : 960.188037 ∣  [  std_z : 1.01  real_sub_fake : 564.44 ]
[  epoch 0021/0040] 1030/4800, lr:2.5e-05 ∣ avg_100 : 31995.558781 ∣ critic_nllloss : 26031.915820 ∣ critic_ganloss : -157.189520 ∣ generator_nllloss : 5322.095117 ∣ generator_ganloss : 995.362402 ∣  [  std_z : 1.01  real_sub_fake : 548.60 ]
[  epoch 0021/0040] 1040/4800, lr:2.5e-05 ∣ avg_100 : 31993.581471 ∣ critic_nllloss : 26010.834961 ∣ critic_ganloss : -205.059763 ∣ generator_nllloss : 5217.254492 ∣ generator_ganloss : 965.872119 ∣  [  std_z : 1.00  real_sub_fake : 725.87 ]
[  epoch 0021/0040] 1050/4800, lr:2.5e-05 ∣ avg_100 : 31993.695549 ∣ critic_nllloss : 25976.315625 ∣ critic_ganloss : -88.798196 ∣ generator_nllloss : 5210.853320 ∣ generator_ganloss : 985.809668 ∣   [  std_z : 0.98  real_sub_fake : 502.14 ]
[  epoch 0021/0040] 1060/4800, lr:2.5e-05 ∣ avg_100 : 31998.836426 ∣ critic_nllloss : 26131.572266 ∣ critic_ganloss : -124.765788 ∣ generator_nllloss : 5359.377148 ∣ generator_ganloss : 981.240332 ∣  [  std_z : 0.98  real_sub_fake : 507.95 ]
[  epoch 0021/0040] 1070/4800, lr:2.5e-05 ∣ avg_100 : 31999.089384 ∣ critic_nllloss : 25961.695508 ∣ critic_ganloss : -147.130251 ∣ generator_nllloss : 5218.866797 ∣ generator_ganloss : 963.460254 ∣  [  std_z : 0.98  real_sub_fake : 509.68 ]
[  epoch 0021/0040] 1080/4800, lr:2.5e-05 ∣ avg_100 : 32000.334686 ∣ critic_nllloss : 25858.044141 ∣ critic_ganloss : -144.242198 ∣ generator_nllloss : 5212.760547 ∣ generator_ganloss : 966.512500 ∣  [  std_z : 0.98  real_sub_fake : 529.21 ]
[  epoch 0021/0040] 1090/4800, lr:2.5e-05 ∣ avg_100 : 32000.471849 ∣ critic_nllloss : 25871.509766 ∣ critic_ganloss : -158.959376 ∣ generator_nllloss : 5203.589453 ∣ generator_ganloss : 967.061426 ∣  [  std_z : 1.00  real_sub_fake : 513.83 ]
[  epoch 0021/0040] 1100/4800, lr:2.5e-05 ∣ avg_100 : 31999.479868 ∣ critic_nllloss : 25773.651758 ∣ critic_ganloss : -149.097388 ∣ generator_nllloss : 5154.062891 ∣ generator_ganloss : 959.032861 ∣  [  std_z : 1.01  real_sub_fake : 564.56 ]
[  epoch 0021/0040] 1110/4800, lr:2.5e-05 ∣ avg_100 : 32000.453487 ∣ critic_nllloss : 26118.076758 ∣ critic_ganloss : -176.040145 ∣ generator_nllloss : 5238.502930 ∣ generator_ganloss : 972.968164 ∣  [  std_z : 1.00  real_sub_fake : 540.08 ]
[  epoch 0021/0040] 1120/4800, lr:2.5e-05 ∣ avg_100 : 31997.959622 ∣ critic_nllloss : 25843.112500 ∣ critic_ganloss : -158.506252 ∣ generator_nllloss : 5238.539258 ∣ generator_ganloss : 951.119189 ∣  [  std_z : 0.99  real_sub_fake : 605.21 ]
[  epoch 0021/0040] 1130/4800, lr:2.5e-05 ∣ avg_100 : 31997.876720 ∣ critic_nllloss : 25914.528320 ∣ critic_ganloss : -181.497765 ∣ generator_nllloss : 5111.599805 ∣ generator_ganloss : 951.110400 ∣  [  std_z : 0.98  real_sub_fake : 701.13 ]
[  epoch 0021/0040] 1140/4800, lr:2.5e-05 ∣ avg_100 : 31995.949880 ∣ critic_nllloss : 26049.334766 ∣ critic_ganloss : -81.623962 ∣ generator_nllloss : 5173.718750 ∣ generator_ganloss : 996.497510 ∣   [  std_z : 0.98  real_sub_fake : 501.71 ]
[  epoch 0021/0040] 1150/4800, lr:2.5e-05 ∣ avg_100 : 31998.265776 ∣ critic_nllloss : 26084.712500 ∣ critic_ganloss : -164.089809 ∣ generator_nllloss : 5212.853711 ∣ generator_ganloss : 959.638818 ∣  [  std_z : 1.00  real_sub_fake : 481.88 ]
[  epoch 0021/0040] 1160/4800, lr:2.5e-05 ∣ avg_100 : 31995.906681 ∣ critic_nllloss : 25970.975781 ∣ critic_ganloss : -123.673514 ∣ generator_nllloss : 5169.520703 ∣ generator_ganloss : 967.413867 ∣  [  std_z : 1.00  real_sub_fake : 551.13 ]
[  epoch 0021/0040] 1170/4800, lr:2.5e-05 ∣ avg_100 : 31996.281433 ∣ critic_nllloss : 26221.561133 ∣ critic_ganloss : -134.002143 ∣ generator_nllloss : 5192.134766 ∣ generator_ganloss : 993.407129 ∣  [  std_z : 1.00  real_sub_fake : 478.81 ]
[  epoch 0021/0040] 1180/4800, lr:2.5e-05 ∣ avg_100 : 31991.892504 ∣ critic_nllloss : 25894.829492 ∣ critic_ganloss : -144.623607 ∣ generator_nllloss : 5093.600977 ∣ generator_ganloss : 970.727344 ∣  [  std_z : 1.00  real_sub_fake : 532.33 ]
[  epoch 0021/0040] 1190/4800, lr:2.5e-05 ∣ avg_100 : 31991.040837 ∣ critic_nllloss : 25879.205078 ∣ critic_ganloss : -123.007961 ∣ generator_nllloss : 5067.883203 ∣ generator_ganloss : 979.759326 ∣  [  std_z : 0.99  real_sub_fake : 480.01 ]
[  epoch 0021/0040] 1200/4800, lr:2.5e-05 ∣ avg_100 : 31990.130142 ∣ critic_nllloss : 26055.500195 ∣ critic_ganloss : -202.156622 ∣ generator_nllloss : 5247.051367 ∣ generator_ganloss : 961.779883 ∣  [  std_z : 0.99  real_sub_fake : 605.25 ]
[  epoch 0021/0040] 1210/4800, lr:2.5e-05 ∣ avg_100 : 31991.059239 ∣ critic_nllloss : 25958.124023 ∣ critic_ganloss : -183.783461 ∣ generator_nllloss : 5216.594141 ∣ generator_ganloss : 974.665820 ∣  [  std_z : 0.98  real_sub_fake : 662.28 ]
[  epoch 0021/0040] 1220/4800, lr:2.5e-05 ∣ avg_100 : 31989.471099 ∣ critic_nllloss : 25960.100977 ∣ critic_ganloss : -107.182591 ∣ generator_nllloss : 5229.923242 ∣ generator_ganloss : 985.356738 ∣  [  std_z : 0.99  real_sub_fake : 535.11 ]
[  epoch 0021/0040] 1230/4800, lr:2.5e-05 ∣ avg_100 : 31990.493783 ∣ critic_nllloss : 26244.105469 ∣ critic_ganloss : -204.634172 ∣ generator_nllloss : 5197.875000 ∣ generator_ganloss : 965.162061 ∣  [  std_z : 1.00  real_sub_fake : 649.65 ]
[  epoch 0021/0040] 1240/4800, lr:2.5e-05 ∣ avg_100 : 31989.756760 ∣ critic_nllloss : 25847.299414 ∣ critic_ganloss : -84.348000 ∣ generator_nllloss : 5193.690820 ∣ generator_ganloss : 993.303076 ∣   [  std_z : 1.00  real_sub_fake : 580.21 ]
[  epoch 0021/0040] 1250/4800, lr:2.5e-05 ∣ avg_100 : 31991.082530 ∣ critic_nllloss : 25995.409180 ∣ critic_ganloss : -110.166405 ∣ generator_nllloss : 5096.432617 ∣ generator_ganloss : 1007.447168 ∣     [  std_z : 1.00  real_sub_fake : 348.99 ]
[  epoch 0021/0040] 1260/4800, lr:2.5e-05 ∣ avg_100 : 31994.710198 ∣ critic_nllloss : 26212.575391 ∣ critic_ganloss : -133.345504 ∣ generator_nllloss : 5229.848828 ∣ generator_ganloss : 958.638281 ∣  [  std_z : 1.00  real_sub_fake : 510.00 ]
[  epoch 0021/0040] 1270/4800, lr:2.5e-05 ∣ avg_100 : 31992.500957 ∣ critic_nllloss : 25986.094922 ∣ critic_ganloss : -128.263676 ∣ generator_nllloss : 5238.341797 ∣ generator_ganloss : 978.090283 ∣  [  std_z : 0.99  real_sub_fake : 470.20 ]
[  epoch 0021/0040] 1280/4800, lr:2.5e-05 ∣ avg_100 : 31992.481243 ∣ critic_nllloss : 26030.891211 ∣ critic_ganloss : -181.468477 ∣ generator_nllloss : 5243.425781 ∣ generator_ganloss : 963.205371 ∣  [  std_z : 0.98  real_sub_fake : 570.66 ]
[  epoch 0021/0040] 1290/4800, lr:2.5e-05 ∣ avg_100 : 31991.975303 ∣ critic_nllloss : 25880.774219 ∣ critic_ganloss : -195.493990 ∣ generator_nllloss : 5178.467969 ∣ generator_ganloss : 975.157568 ∣  [  std_z : 0.98  real_sub_fake : 624.16 ]
[  epoch 0021/0040] 1300/4800, lr:2.5e-05 ∣ avg_100 : 31994.497952 ∣ critic_nllloss : 26188.796484 ∣ critic_ganloss : -158.599800 ∣ generator_nllloss : 5230.537891 ∣ generator_ganloss : 971.514893 ∣  [  std_z : 1.00  real_sub_fake : 690.50 ]
[  epoch 0021/0040] 1310/4800, lr:2.5e-05 ∣ avg_100 : 31998.465223 ∣ critic_nllloss : 25999.314258 ∣ critic_ganloss : -204.164641 ∣ generator_nllloss : 5179.678320 ∣ generator_ganloss : 980.458984 ∣  [  std_z : 1.00  real_sub_fake : 642.63 ]
[  epoch 0021/0040] 1320/4800, lr:2.5e-05 ∣ avg_100 : 31998.579456 ∣ critic_nllloss : 25967.242969 ∣ critic_ganloss : -146.457805 ∣ generator_nllloss : 5202.318945 ∣ generator_ganloss : 961.110449 ∣  [  std_z : 1.00  real_sub_fake : 653.36 ]
[  epoch 0021/0040] 1330/4800, lr:2.5e-05 ∣ avg_100 : 31998.061693 ∣ critic_nllloss : 25973.655664 ∣ critic_ganloss : -160.767465 ∣ generator_nllloss : 5097.858984 ∣ generator_ganloss : 973.848633 ∣  [  std_z : 0.99  real_sub_fake : 635.19 ]
[  epoch 0021/0040] 1340/4800, lr:2.5e-05 ∣ avg_100 : 32001.804273 ∣ critic_nllloss : 26135.178516 ∣ critic_ganloss : -147.653018 ∣ generator_nllloss : 5263.430078 ∣ generator_ganloss : 984.919336 ∣  [  std_z : 0.99  real_sub_fake : 603.94 ]
[  epoch 0021/0040] 1350/4800, lr:2.5e-05 ∣ avg_100 : 31999.528283 ∣ critic_nllloss : 26130.942578 ∣ critic_ganloss : -180.757399 ∣ generator_nllloss : 5200.157812 ∣ generator_ganloss : 966.234229 ∣  [  std_z : 0.98  real_sub_fake : 661.83 ]
[  epoch 0021/0040] 1360/4800, lr:2.5e-05 ∣ avg_100 : 31999.648961 ∣ critic_nllloss : 25946.560156 ∣ critic_ganloss : -149.155565 ∣ generator_nllloss : 5151.605078 ∣ generator_ganloss : 995.386377 ∣  [  std_z : 0.99  real_sub_fake : 574.99 ]
[  epoch 0021/0040] 1370/4800, lr:2.5e-05 ∣ avg_100 : 32000.538134 ∣ critic_nllloss : 25993.737500 ∣ critic_ganloss : -137.382919 ∣ generator_nllloss : 5187.710938 ∣ generator_ganloss : 966.077002 ∣  [  std_z : 0.99  real_sub_fake : 555.81 ]
[  epoch 0021/0040] 1380/4800, lr:2.5e-05 ∣ avg_100 : 31998.908966 ∣ critic_nllloss : 25753.269141 ∣ critic_ganloss : -149.931018 ∣ generator_nllloss : 5118.337109 ∣ generator_ganloss : 974.217969 ∣  [  std_z : 1.00  real_sub_fake : 521.62 ]
[  epoch 0021/0040] 1390/4800, lr:2.5e-05 ∣ avg_100 : 31998.020534 ∣ critic_nllloss : 26079.308203 ∣ critic_ganloss : -160.142145 ∣ generator_nllloss : 5270.495313 ∣ generator_ganloss : 963.858740 ∣  [  std_z : 1.00  real_sub_fake : 578.61 ]
[  epoch 0021/0040] 1400/4800, lr:2.5e-05 ∣ avg_100 : 31994.850131 ∣ critic_nllloss : 25922.389453 ∣ critic_ganloss : -100.343568 ∣ generator_nllloss : 5165.209375 ∣ generator_ganloss : 998.328174 ∣  [  std_z : 1.00  real_sub_fake : 482.75 ]
[  epoch 0021/0040] 1410/4800, lr:2.5e-05 ∣ avg_100 : 32000.373731 ∣ critic_nllloss : 26127.148438 ∣ critic_ganloss : -120.129541 ∣ generator_nllloss : 5245.432813 ∣ generator_ganloss : 1005.438770 ∣     [  std_z : 1.00  real_sub_fake : 401.69 ]
[  epoch 0021/0040] 1420/4800, lr:2.5e-05 ∣ avg_100 : 31996.456184 ∣ critic_nllloss : 25822.944922 ∣ critic_ganloss : -177.416489 ∣ generator_nllloss : 5184.525781 ∣ generator_ganloss : 955.045996 ∣  [  std_z : 0.98  real_sub_fake : 581.84 ]
[  epoch 0021/0040] 1430/4800, lr:2.5e-05 ∣ avg_100 : 31998.512460 ∣ critic_nllloss : 25949.866602 ∣ critic_ganloss : -153.936674 ∣ generator_nllloss : 5115.343359 ∣ generator_ganloss : 986.406445 ∣  [  std_z : 0.99  real_sub_fake : 604.59 ]
[  epoch 0021/0040] 1440/4800, lr:2.5e-05 ∣ avg_100 : 31999.700361 ∣ critic_nllloss : 26068.575391 ∣ critic_ganloss : -161.551642 ∣ generator_nllloss : 5204.810352 ∣ generator_ganloss : 987.295703 ∣  [  std_z : 0.99  real_sub_fake : 585.23 ]
[  epoch 0021/0040] 1450/4800, lr:2.5e-05 ∣ avg_100 : 31997.721272 ∣ critic_nllloss : 26008.867188 ∣ critic_ganloss : -154.771854 ∣ generator_nllloss : 5124.163281 ∣ generator_ganloss : 983.781689 ∣  [  std_z : 1.00  real_sub_fake : 584.43 ]
[  epoch 0021/0040] 1460/4800, lr:2.5e-05 ∣ avg_100 : 31999.892698 ∣ critic_nllloss : 26081.474023 ∣ critic_ganloss : -195.265741 ∣ generator_nllloss : 5181.903320 ∣ generator_ganloss : 961.334375 ∣  [  std_z : 1.00  real_sub_fake : 691.01 ]
[  epoch 0021/0040] 1470/4800, lr:2.5e-05 ∣ avg_100 : 32001.008915 ∣ critic_nllloss : 25995.861914 ∣ critic_ganloss : -158.854382 ∣ generator_nllloss : 5197.793945 ∣ generator_ganloss : 994.560303 ∣  [  std_z : 0.98  real_sub_fake : 634.18 ]
[  epoch 0021/0040] 1480/4800, lr:2.5e-05 ∣ avg_100 : 32001.902965 ∣ critic_nllloss : 26122.919922 ∣ critic_ganloss : -134.010970 ∣ generator_nllloss : 5183.626562 ∣ generator_ganloss : 994.673437 ∣  [  std_z : 0.99  real_sub_fake : 479.15 ]
[  epoch 0021/0040] 1490/4800, lr:2.5e-05 ∣ avg_100 : 32000.885243 ∣ critic_nllloss : 25956.686523 ∣ critic_ganloss : -169.858423 ∣ generator_nllloss : 5180.941406 ∣ generator_ganloss : 954.602344 ∣  [  std_z : 0.98  real_sub_fake : 620.57 ]
[  epoch 0021/0040] 1500/4800, lr:2.5e-05 ∣ avg_100 : 32004.915513 ∣ critic_nllloss : 26001.504492 ∣ critic_ganloss : -141.909451 ∣ generator_nllloss : 5332.232813 ∣ generator_ganloss : 997.887109 ∣  [  std_z : 0.99  real_sub_fake : 496.95 ]
[  epoch 0021/0040] 1510/4800, lr:2.5e-05 ∣ avg_100 : 32001.538391 ∣ critic_nllloss : 25920.879492 ∣ critic_ganloss : -125.447646 ∣ generator_nllloss : 5163.890820 ∣ generator_ganloss : 965.652441 ∣  [  std_z : 1.00  real_sub_fake : 610.89 ]
[  epoch 0021/0040] 1520/4800, lr:2.5e-05 ∣ avg_100 : 31998.302600 ∣ critic_nllloss : 25795.467578 ∣ critic_ganloss : -154.270576 ∣ generator_nllloss : 5097.980078 ∣ generator_ganloss : 986.668652 ∣  [  std_z : 1.00  real_sub_fake : 511.13 ]
[  epoch 0021/0040] 1530/4800, lr:2.5e-05 ∣ avg_100 : 31998.736999 ∣ critic_nllloss : 26114.572656 ∣ critic_ganloss : -131.470215 ∣ generator_nllloss : 5166.115430 ∣ generator_ganloss : 990.995703 ∣  [  std_z : 0.99  real_sub_fake : 508.08 ]
[  epoch 0021/0040] 1540/4800, lr:2.5e-05 ∣ avg_100 : 31998.639845 ∣ critic_nllloss : 25922.991406 ∣ critic_ganloss : -126.960997 ∣ generator_nllloss : 5184.725391 ∣ generator_ganloss : 981.666943 ∣  [  std_z : 0.99  real_sub_fake : 538.55 ]
[  epoch 0021/0040] 1550/4800, lr:2.5e-05 ∣ avg_100 : 31996.896415 ∣ critic_nllloss : 25850.217773 ∣ critic_ganloss : -188.742984 ∣ generator_nllloss : 5155.707812 ∣ generator_ganloss : 965.900732 ∣  [  std_z : 0.99  real_sub_fake : 639.19 ]
[  epoch 0021/0040] 1560/4800, lr:2.5e-05 ∣ avg_100 : 31991.276680 ∣ critic_nllloss : 25732.530859 ∣ critic_ganloss : -153.573656 ∣ generator_nllloss : 5090.830859 ∣ generator_ganloss : 980.814795 ∣  [  std_z : 0.99  real_sub_fake : 598.89 ]
[  epoch 0021/0040] 1570/4800, lr:2.5e-05 ∣ avg_100 : 31992.265554 ∣ critic_nllloss : 25915.040625 ∣ critic_ganloss : -139.610912 ∣ generator_nllloss : 5278.182422 ∣ generator_ganloss : 970.130615 ∣  [  std_z : 0.98  real_sub_fake : 615.30 ]
[  epoch 0021/0040] 1580/4800, lr:2.5e-05 ∣ avg_100 : 31994.360569 ∣ critic_nllloss : 26146.499609 ∣ critic_ganloss : -167.835025 ∣ generator_nllloss : 5208.123828 ∣ generator_ganloss : 971.012695 ∣  [  std_z : 0.98  real_sub_fake : 613.79 ]
[  epoch 0021/0040] 1590/4800, lr:2.5e-05 ∣ avg_100 : 31998.828594 ∣ critic_nllloss : 26186.466602 ∣ critic_ganloss : -145.932974 ∣ generator_nllloss : 5254.177344 ∣ generator_ganloss : 982.232471 ∣  [  std_z : 0.99  real_sub_fake : 570.98 ]
[  epoch 0021/0040] 1600/4800, lr:2.5e-05 ∣ avg_100 : 31999.602120 ∣ critic_nllloss : 25890.213281 ∣ critic_ganloss : -148.233145 ∣ generator_nllloss : 5297.837500 ∣ generator_ganloss : 969.034717 ∣  [  std_z : 0.99  real_sub_fake : 546.53 ]
[  epoch 0021/0040] 1610/4800, lr:2.5e-05 ∣ avg_100 : 32002.731414 ∣ critic_nllloss : 26103.325195 ∣ critic_ganloss : -166.267873 ∣ generator_nllloss : 5203.051172 ∣ generator_ganloss : 980.613232 ∣  [  std_z : 1.00  real_sub_fake : 546.39 ]
[  epoch 0021/0040] 1620/4800, lr:2.5e-05 ∣ avg_100 : 32001.451082 ∣ critic_nllloss : 25915.042383 ∣ critic_ganloss : -129.778957 ∣ generator_nllloss : 5133.956836 ∣ generator_ganloss : 980.490869 ∣  [  std_z : 1.00  real_sub_fake : 547.82 ]
[  epoch 0021/0040] 1630/4800, lr:2.5e-05 ∣ avg_100 : 32000.722067 ∣ critic_nllloss : 25834.051758 ∣ critic_ganloss : -153.498546 ∣ generator_nllloss : 5160.942383 ∣ generator_ganloss : 980.136768 ∣  [  std_z : 1.00  real_sub_fake : 563.50 ]
[  epoch 0021/0040] 1640/4800, lr:2.5e-05 ∣ avg_100 : 31998.390923 ∣ critic_nllloss : 25976.133789 ∣ critic_ganloss : -139.167088 ∣ generator_nllloss : 5207.807422 ∣ generator_ganloss : 992.817871 ∣  [  std_z : 1.00  real_sub_fake : 555.73 ]
[  epoch 0021/0040] 1650/4800, lr:2.5e-05 ∣ avg_100 : 32003.397068 ∣ critic_nllloss : 26099.028320 ∣ critic_ganloss : -191.995175 ∣ generator_nllloss : 5317.185938 ∣ generator_ganloss : 972.528516 ∣  [  std_z : 0.98  real_sub_fake : 573.97 ]
[  epoch 0021/0040] 1660/4800, lr:2.5e-05 ∣ avg_100 : 32007.091560 ∣ critic_nllloss : 26017.994727 ∣ critic_ganloss : -178.003703 ∣ generator_nllloss : 5237.517383 ∣ generator_ganloss : 972.616602 ∣  [  std_z : 0.98  real_sub_fake : 637.16 ]
[  epoch 0021/0040] 1670/4800, lr:2.5e-05 ∣ avg_100 : 32005.740368 ∣ critic_nllloss : 26059.373242 ∣ critic_ganloss : -187.097832 ∣ generator_nllloss : 5207.655273 ∣ generator_ganloss : 965.643945 ∣  [  std_z : 0.99  real_sub_fake : 675.10 ]
[  epoch 0021/0040] 1680/4800, lr:2.5e-05 ∣ avg_100 : 32002.054456 ∣ critic_nllloss : 25768.513672 ∣ critic_ganloss : -148.645155 ∣ generator_nllloss : 5115.849805 ∣ generator_ganloss : 944.602197 ∣  [  std_z : 1.00  real_sub_fake : 681.06 ]
[  epoch 0021/0040] 1690/4800, lr:2.5e-05 ∣ avg_100 : 31999.968005 ∣ critic_nllloss : 25870.252734 ∣ critic_ganloss : -144.097275 ∣ generator_nllloss : 5188.049023 ∣ generator_ganloss : 974.228613 ∣  [  std_z : 1.00  real_sub_fake : 573.36 ]
[  epoch 0021/0040] 1700/4800, lr:2.5e-05 ∣ avg_100 : 32002.265095 ∣ critic_nllloss : 26072.713672 ∣ critic_ganloss : -147.666499 ∣ generator_nllloss : 5218.366406 ∣ generator_ganloss : 956.980322 ∣  [  std_z : 0.99  real_sub_fake : 548.20 ]
[  epoch 0021/0040] 1710/4800, lr:2.5e-05 ∣ avg_100 : 32003.230466 ∣ critic_nllloss : 25954.588281 ∣ critic_ganloss : -140.374408 ∣ generator_nllloss : 5169.418359 ∣ generator_ganloss : 955.257617 ∣  [  std_z : 0.99  real_sub_fake : 578.77 ]
[  epoch 0021/0040] 1720/4800, lr:2.5e-05 ∣ avg_100 : 32003.735615 ∣ critic_nllloss : 26053.629297 ∣ critic_ganloss : -149.264561 ∣ generator_nllloss : 5237.956641 ∣ generator_ganloss : 950.330322 ∣  [  std_z : 0.99  real_sub_fake : 564.14 ]
[  epoch 0021/0040] 1730/4800, lr:2.5e-05 ∣ avg_100 : 32004.753069 ∣ critic_nllloss : 26021.024609 ∣ critic_ganloss : -145.849724 ∣ generator_nllloss : 5273.075586 ∣ generator_ganloss : 944.641309 ∣  [  std_z : 0.99  real_sub_fake : 542.12 ]
[  epoch 0021/0040] 1740/4800, lr:2.5e-05 ∣ avg_100 : 32003.578885 ∣ critic_nllloss : 25973.243945 ∣ critic_ganloss : -149.711525 ∣ generator_nllloss : 5070.981055 ∣ generator_ganloss : 949.224121 ∣  [  std_z : 0.99  real_sub_fake : 619.03 ]
[  epoch 0021/0040] 1750/4800, lr:2.5e-05 ∣ avg_100 : 32005.659417 ∣ critic_nllloss : 26001.926953 ∣ critic_ganloss : -176.434575 ∣ generator_nllloss : 5236.062500 ∣ generator_ganloss : 940.776318 ∣  [  std_z : 1.00  real_sub_fake : 687.39 ]
[  epoch 0021/0040] 1760/4800, lr:2.5e-05 ∣ avg_100 : 32002.245912 ∣ critic_nllloss : 25822.060742 ∣ critic_ganloss : -177.246207 ∣ generator_nllloss : 5203.214648 ∣ generator_ganloss : 971.544092 ∣  [  std_z : 1.00  real_sub_fake : 553.28 ]
[  epoch 0021/0040] 1770/4800, lr:2.5e-05 ∣ avg_100 : 32003.491895 ∣ critic_nllloss : 25797.410352 ∣ critic_ganloss : -160.660439 ∣ generator_nllloss : 5098.845508 ∣ generator_ganloss : 948.768848 ∣  [  std_z : 0.99  real_sub_fake : 618.45 ]
[  epoch 0021/0040] 1780/4800, lr:2.5e-05 ∣ avg_100 : 32003.165854 ∣ critic_nllloss : 25759.400391 ∣ critic_ganloss : -119.488255 ∣ generator_nllloss : 5156.831250 ∣ generator_ganloss : 982.259619 ∣  [  std_z : 0.98  real_sub_fake : 482.00 ]
[  epoch 0021/0040] 1790/4800, lr:2.5e-05 ∣ avg_100 : 32001.559739 ∣ critic_nllloss : 25923.147852 ∣ critic_ganloss : -154.547437 ∣ generator_nllloss : 5128.074609 ∣ generator_ganloss : 963.363379 ∣  [  std_z : 0.99  real_sub_fake : 545.48 ]
[  epoch 0021/0040] 1800/4800, lr:2.5e-05 ∣ avg_100 : 32001.251713 ∣ critic_nllloss : 25990.054688 ∣ critic_ganloss : -169.554156 ∣ generator_nllloss : 5198.371289 ∣ generator_ganloss : 954.577881 ∣  [  std_z : 0.99  real_sub_fake : 569.04 ]
[  epoch 0021/0040] 1810/4800, lr:2.5e-05 ∣ avg_100 : 32002.525618 ∣ critic_nllloss : 25850.799609 ∣ critic_ganloss : -155.589076 ∣ generator_nllloss : 5178.157031 ∣ generator_ganloss : 969.999951 ∣  [  std_z : 0.99  real_sub_fake : 543.64 ]
[  epoch 0021/0040] 1820/4800, lr:2.5e-05 ∣ avg_100 : 32000.932191 ∣ critic_nllloss : 25935.227148 ∣ critic_ganloss : -147.425713 ∣ generator_nllloss : 5184.398438 ∣ generator_ganloss : 959.862549 ∣  [  std_z : 1.00  real_sub_fake : 643.82 ]
[  epoch 0021/0040] 1830/4800, lr:2.5e-05 ∣ avg_100 : 32000.517689 ∣ critic_nllloss : 26170.428516 ∣ critic_ganloss : -108.999518 ∣ generator_nllloss : 5163.180664 ∣ generator_ganloss : 979.401123 ∣  [  std_z : 1.00  real_sub_fake : 500.32 ]
[  epoch 0021/0040] 1840/4800, lr:2.5e-05 ∣ avg_100 : 32002.195823 ∣ critic_nllloss : 26176.067188 ∣ critic_ganloss : -177.645979 ∣ generator_nllloss : 5200.359766 ∣ generator_ganloss : 959.775488 ∣  [  std_z : 0.99  real_sub_fake : 522.44 ]
[  epoch 0021/0040] 1850/4800, lr:2.5e-05 ∣ avg_100 : 32001.749085 ∣ critic_nllloss : 26017.933203 ∣ critic_ganloss : -117.697937 ∣ generator_nllloss : 5230.321094 ∣ generator_ganloss : 966.492139 ∣  [  std_z : 0.99  real_sub_fake : 513.50 ]
[  epoch 0021/0040] 1860/4800, lr:2.5e-05 ∣ avg_100 : 31998.552595 ∣ critic_nllloss : 25798.341016 ∣ critic_ganloss : -151.335887 ∣ generator_nllloss : 5189.485352 ∣ generator_ganloss : 967.826904 ∣  [  std_z : 0.99  real_sub_fake : 501.80 ]
[  epoch 0021/0040] 1870/4800, lr:2.5e-05 ∣ avg_100 : 32003.382438 ∣ critic_nllloss : 26263.287109 ∣ critic_ganloss : -150.041446 ∣ generator_nllloss : 5309.337891 ∣ generator_ganloss : 954.279053 ∣  [  std_z : 1.00  real_sub_fake : 548.01 ]
[  epoch 0021/0040] 1880/4800, lr:2.5e-05 ∣ avg_100 : 32003.320705 ∣ critic_nllloss : 25918.485742 ∣ critic_ganloss : -141.426776 ∣ generator_nllloss : 5183.084180 ∣ generator_ganloss : 963.287646 ∣  [  std_z : 1.00  real_sub_fake : 523.22 ]
[  epoch 0021/0040] 1890/4800, lr:2.5e-05 ∣ avg_100 : 32002.586998 ∣ critic_nllloss : 25917.393945 ∣ critic_ganloss : -169.386982 ∣ generator_nllloss : 5126.343945 ∣ generator_ganloss : 957.479785 ∣  [  std_z : 0.99  real_sub_fake : 529.66 ]
[  epoch 0021/0040] 1900/4800, lr:2.5e-05 ∣ avg_100 : 31997.976290 ∣ critic_nllloss : 25918.325391 ∣ critic_ganloss : -181.015634 ∣ generator_nllloss : 5227.952344 ∣ generator_ganloss : 949.452295 ∣  [  std_z : 0.99  real_sub_fake : 662.63 ]
[  epoch 0021/0040] 1910/4800, lr:2.5e-05 ∣ avg_100 : 31996.741797 ∣ critic_nllloss : 25890.672461 ∣ critic_ganloss : -167.173540 ∣ generator_nllloss : 5198.244922 ∣ generator_ganloss : 972.212207 ∣  [  std_z : 0.99  real_sub_fake : 612.30 ]
[  epoch 0021/0040] 1920/4800, lr:2.5e-05 ∣ avg_100 : 31994.866042 ∣ critic_nllloss : 25834.560937 ∣ critic_ganloss : -156.097161 ∣ generator_nllloss : 5185.930078 ∣ generator_ganloss : 975.348535 ∣  [  std_z : 0.99  real_sub_fake : 598.52 ]
[  epoch 0021/0040] 1930/4800, lr:2.5e-05 ∣ avg_100 : 31993.731545 ∣ critic_nllloss : 25866.237500 ∣ critic_ganloss : -158.006990 ∣ generator_nllloss : 5267.850781 ∣ generator_ganloss : 959.330371 ∣  [  std_z : 0.99  real_sub_fake : 623.34 ]
[  epoch 0021/0040] 1940/4800, lr:2.5e-05 ∣ avg_100 : 31990.367380 ∣ critic_nllloss : 26016.746094 ∣ critic_ganloss : -187.637018 ∣ generator_nllloss : 5159.277539 ∣ generator_ganloss : 977.851123 ∣  [  std_z : 1.00  real_sub_fake : 728.35 ]
[  epoch 0021/0040] 1950/4800, lr:2.5e-05 ∣ avg_100 : 31989.437595 ∣ critic_nllloss : 25895.555664 ∣ critic_ganloss : -169.874113 ∣ generator_nllloss : 5125.412695 ∣ generator_ganloss : 986.624609 ∣  [  std_z : 1.00  real_sub_fake : 619.07 ]
[  epoch 0021/0040] 1960/4800, lr:2.5e-05 ∣ avg_100 : 31991.368269 ∣ critic_nllloss : 26148.704883 ∣ critic_ganloss : -152.278416 ∣ generator_nllloss : 5285.575391 ∣ generator_ganloss : 986.138770 ∣  [  std_z : 0.99  real_sub_fake : 624.58 ]
[  epoch 0021/0040] 1970/4800, lr:2.5e-05 ∣ avg_100 : 31997.218168 ∣ critic_nllloss : 26228.181250 ∣ critic_ganloss : -151.425572 ∣ generator_nllloss : 5203.004883 ∣ generator_ganloss : 989.357422 ∣  [  std_z : 0.99  real_sub_fake : 656.81 ]
[  epoch 0021/0040] 1980/4800, lr:2.5e-05 ∣ avg_100 : 31995.393898 ∣ critic_nllloss : 26072.826953 ∣ critic_ganloss : -141.968861 ∣ generator_nllloss : 5203.784570 ∣ generator_ganloss : 1000.490039 ∣     [  std_z : 0.98  real_sub_fake : 532.36 ]
[  epoch 0021/0040] 1990/4800, lr:2.5e-05 ∣ avg_100 : 31997.597211 ∣ critic_nllloss : 25935.924023 ∣ critic_ganloss : -138.125250 ∣ generator_nllloss : 5169.465625 ∣ generator_ganloss : 995.544531 ∣  [  std_z : 0.99  real_sub_fake : 532.90 ]
[  epoch 0021/0040] 2000/4800, lr:2.5e-05 ∣ avg_100 : 31997.235498 ∣ critic_nllloss : 25975.607227 ∣ critic_ganloss : -150.035893 ∣ generator_nllloss : 5251.755469 ∣ generator_ganloss : 983.368311 ∣  [  std_z : 0.99  real_sub_fake : 479.91 ]
[  epoch 0021/0040] 2010/4800, lr:2.5e-05 ∣ avg_100 : 31999.275646 ∣ critic_nllloss : 26032.228711 ∣ critic_ganloss : -173.259035 ∣ generator_nllloss : 5247.838672 ∣ generator_ganloss : 980.729687 ∣  [  std_z : 0.99  real_sub_fake : 606.28 ]
[  epoch 0021/0040] 2020/4800, lr:2.5e-05 ∣ avg_100 : 31997.709162 ∣ critic_nllloss : 25804.856836 ∣ critic_ganloss : -132.734616 ∣ generator_nllloss : 5110.630078 ∣ generator_ganloss : 996.252588 ∣  [  std_z : 1.00  real_sub_fake : 578.57 ]
[  epoch 0021/0040] 2030/4800, lr:2.5e-05 ∣ avg_100 : 31994.189799 ∣ critic_nllloss : 25781.572656 ∣ critic_ganloss : -114.442576 ∣ generator_nllloss : 5163.885742 ∣ generator_ganloss : 1009.231738 ∣     [  std_z : 1.00  real_sub_fake : 467.44 ]
[  epoch 0021/0040] 2040/4800, lr:2.5e-05 ∣ avg_100 : 31995.839050 ∣ critic_nllloss : 26171.940820 ∣ critic_ganloss : -181.050157 ∣ generator_nllloss : 5178.694141 ∣ generator_ganloss : 984.242090 ∣  [  std_z : 1.01  real_sub_fake : 582.01 ]
[  epoch 0021/0040] 2050/4800, lr:2.5e-05 ∣ avg_100 : 31994.955099 ∣ critic_nllloss : 26008.093555 ∣ critic_ganloss : -183.947522 ∣ generator_nllloss : 5195.937891 ∣ generator_ganloss : 975.701367 ∣  [  std_z : 1.00  real_sub_fake : 643.11 ]
[  epoch 0021/0040] 2060/4800, lr:2.5e-05 ∣ avg_100 : 31994.172694 ∣ critic_nllloss : 26137.416797 ∣ critic_ganloss : -109.394942 ∣ generator_nllloss : 5239.532227 ∣ generator_ganloss : 1001.629443 ∣     [  std_z : 1.00  real_sub_fake : 514.04 ]
[  epoch 0021/0040] 2070/4800, lr:2.5e-05 ∣ avg_100 : 31993.801353 ∣ critic_nllloss : 25992.727539 ∣ critic_ganloss : -167.869538 ∣ generator_nllloss : 5173.474219 ∣ generator_ganloss : 961.425928 ∣  [  std_z : 0.99  real_sub_fake : 550.86 ]
[  epoch 0021/0040] 2080/4800, lr:2.5e-05 ∣ avg_100 : 31994.132956 ∣ critic_nllloss : 25905.301563 ∣ critic_ganloss : -163.114561 ∣ generator_nllloss : 5235.438672 ∣ generator_ganloss : 948.609619 ∣  [  std_z : 0.98  real_sub_fake : 594.93 ]
[  epoch 0021/0040] 2090/4800, lr:2.5e-05 ∣ avg_100 : 31994.772394 ∣ critic_nllloss : 25982.144336 ∣ critic_ganloss : -186.586087 ∣ generator_nllloss : 5174.155078 ∣ generator_ganloss : 977.431787 ∣  [  std_z : 0.99  real_sub_fake : 642.38 ]
[  epoch 0021/0040] 2100/4800, lr:2.5e-05 ∣ avg_100 : 31997.446606 ∣ critic_nllloss : 25978.814453 ∣ critic_ganloss : -182.708200 ∣ generator_nllloss : 5245.992188 ∣ generator_ganloss : 962.972900 ∣  [  std_z : 1.00  real_sub_fake : 650.68 ]
[  epoch 0021/0040] 2110/4800, lr:2.5e-05 ∣ avg_100 : 31996.431044 ∣ critic_nllloss : 25973.537891 ∣ critic_ganloss : -167.787004 ∣ generator_nllloss : 5274.487109 ∣ generator_ganloss : 971.713525 ∣  [  std_z : 1.00  real_sub_fake : 664.83 ]
[  epoch 0021/0040] 2120/4800, lr:2.5e-05 ∣ avg_100 : 31997.126311 ∣ critic_nllloss : 25951.697852 ∣ critic_ganloss : -140.635532 ∣ generator_nllloss : 5172.722461 ∣ generator_ganloss : 960.006592 ∣  [  std_z : 1.00  real_sub_fake : 597.57 ]
[  epoch 0021/0040] 2130/4800, lr:2.5e-05 ∣ avg_100 : 31998.839069 ∣ critic_nllloss : 25953.405078 ∣ critic_ganloss : -177.058561 ∣ generator_nllloss : 5230.189844 ∣ generator_ganloss : 960.480225 ∣  [  std_z : 0.98  real_sub_fake : 571.84 ]
[  epoch 0021/0040] 2140/4800, lr:2.5e-05 ∣ avg_100 : 31999.626505 ∣ critic_nllloss : 26116.372461 ∣ critic_ganloss : -160.441589 ∣ generator_nllloss : 5289.153320 ∣ generator_ganloss : 971.586475 ∣  [  std_z : 0.99  real_sub_fake : 672.16 ]
[  epoch 0021/0040] 2150/4800, lr:2.5e-05 ∣ avg_100 : 32001.461584 ∣ critic_nllloss : 26241.826758 ∣ critic_ganloss : -146.580847 ∣ generator_nllloss : 5201.896875 ∣ generator_ganloss : 979.480322 ∣  [  std_z : 0.99  real_sub_fake : 617.35 ]
[  epoch 0021/0040] 2160/4800, lr:2.5e-05 ∣ avg_100 : 32001.324790 ∣ critic_nllloss : 25932.234375 ∣ critic_ganloss : -201.999661 ∣ generator_nllloss : 5282.748047 ∣ generator_ganloss : 957.574609 ∣  [  std_z : 1.00  real_sub_fake : 664.95 ]
[  epoch 0021/0040] 2170/4800, lr:2.5e-05 ∣ avg_100 : 32000.841886 ∣ critic_nllloss : 26218.984375 ∣ critic_ganloss : -164.968260 ∣ generator_nllloss : 5182.250781 ∣ generator_ganloss : 988.543652 ∣  [  std_z : 1.00  real_sub_fake : 679.97 ]
[  epoch 0021/0040] 2180/4800, lr:2.5e-05 ∣ avg_100 : 32004.545667 ∣ critic_nllloss : 26094.484766 ∣ critic_ganloss : -152.163608 ∣ generator_nllloss : 5260.296484 ∣ generator_ganloss : 982.294629 ∣  [  std_z : 1.00  real_sub_fake : 559.91 ]
[  epoch 0021/0040] 2190/4800, lr:2.5e-05 ∣ avg_100 : 32006.477188 ∣ critic_nllloss : 25979.571289 ∣ critic_ganloss : -149.722867 ∣ generator_nllloss : 5199.024023 ∣ generator_ganloss : 968.119287 ∣  [  std_z : 0.99  real_sub_fake : 610.77 ]
[  epoch 0021/0040] 2200/4800, lr:2.5e-05 ∣ avg_100 : 32006.747571 ∣ critic_nllloss : 26058.285156 ∣ critic_ganloss : -165.773434 ∣ generator_nllloss : 5215.291992 ∣ generator_ganloss : 981.409424 ∣  [  std_z : 0.98  real_sub_fake : 582.58 ]
[  epoch 0021/0040] 2210/4800, lr:2.5e-05 ∣ avg_100 : 32006.671489 ∣ critic_nllloss : 25942.537891 ∣ critic_ganloss : -136.965941 ∣ generator_nllloss : 5169.391406 ∣ generator_ganloss : 983.028955 ∣  [  std_z : 0.98  real_sub_fake : 582.79 ]
[  epoch 0021/0040] 2220/4800, lr:2.5e-05 ∣ avg_100 : 32003.235883 ∣ critic_nllloss : 25742.799805 ∣ critic_ganloss : -160.594142 ∣ generator_nllloss : 5168.358984 ∣ generator_ganloss : 974.073096 ∣  [  std_z : 1.00  real_sub_fake : 523.27 ]
[  epoch 0021/0040] 2230/4800, lr:2.5e-05 ∣ avg_100 : 32000.666403 ∣ critic_nllloss : 26001.481641 ∣ critic_ganloss : -192.261116 ∣ generator_nllloss : 5171.806641 ∣ generator_ganloss : 964.533203 ∣  [  std_z : 1.00  real_sub_fake : 595.78 ]
[  epoch 0021/0040] 2240/4800, lr:2.5e-05 ∣ avg_100 : 32003.674356 ∣ critic_nllloss : 26239.865430 ∣ critic_ganloss : -183.306830 ∣ generator_nllloss : 5220.175000 ∣ generator_ganloss : 974.007080 ∣  [  std_z : 1.00  real_sub_fake : 728.53 ]
[  epoch 0021/0040] 2250/4800, lr:2.5e-05 ∣ avg_100 : 31999.927112 ∣ critic_nllloss : 25687.780273 ∣ critic_ganloss : -157.936897 ∣ generator_nllloss : 5125.027344 ∣ generator_ganloss : 959.527441 ∣  [  std_z : 0.99  real_sub_fake : 657.33 ]
[  epoch 0021/0040] 2260/4800, lr:2.5e-05 ∣ avg_100 : 31999.281410 ∣ critic_nllloss : 26158.304297 ∣ critic_ganloss : -156.818416 ∣ generator_nllloss : 5215.791992 ∣ generator_ganloss : 985.868896 ∣  [  std_z : 0.99  real_sub_fake : 567.14 ]
[  epoch 0021/0040] 2270/4800, lr:2.5e-05 ∣ avg_100 : 32001.733115 ∣ critic_nllloss : 26199.759180 ∣ critic_ganloss : -137.259451 ∣ generator_nllloss : 5283.876562 ∣ generator_ganloss : 973.057520 ∣  [  std_z : 0.99  real_sub_fake : 560.84 ]
[  epoch 0021/0040] 2280/4800, lr:2.5e-05 ∣ avg_100 : 32001.432360 ∣ critic_nllloss : 25962.642578 ∣ critic_ganloss : -163.775861 ∣ generator_nllloss : 5226.666016 ∣ generator_ganloss : 1000.445654 ∣     [  std_z : 0.98  real_sub_fake : 554.18 ]
[  epoch 0021/0040] 2290/4800, lr:2.5e-05 ∣ avg_100 : 32001.514694 ∣ critic_nllloss : 25867.155859 ∣ critic_ganloss : -170.773633 ∣ generator_nllloss : 5168.357031 ∣ generator_ganloss : 982.399902 ∣  [  std_z : 0.99  real_sub_fake : 579.08 ]
[  epoch 0021/0040] 2300/4800, lr:2.5e-05 ∣ avg_100 : 32000.094309 ∣ critic_nllloss : 26102.726562 ∣ critic_ganloss : -173.044235 ∣ generator_nllloss : 5180.592969 ∣ generator_ganloss : 979.935645 ∣  [  std_z : 1.00  real_sub_fake : 625.88 ]
[  epoch 0021/0040] 2310/4800, lr:2.5e-05 ∣ avg_100 : 31998.350189 ∣ critic_nllloss : 25801.651172 ∣ critic_ganloss : -200.488127 ∣ generator_nllloss : 5206.940625 ∣ generator_ganloss : 972.771240 ∣  [  std_z : 0.99  real_sub_fake : 658.20 ]
[  epoch 0021/0040] 2320/4800, lr:2.5e-05 ∣ avg_100 : 32001.716311 ∣ critic_nllloss : 26180.660742 ∣ critic_ganloss : -133.290607 ∣ generator_nllloss : 5260.999414 ∣ generator_ganloss : 1012.457275 ∣     [  std_z : 0.99  real_sub_fake : 619.63 ]
[  epoch 0021/0040] 2330/4800, lr:2.5e-05 ∣ avg_100 : 32002.370091 ∣ critic_nllloss : 25883.113477 ∣ critic_ganloss : -115.305848 ∣ generator_nllloss : 5204.408008 ∣ generator_ganloss : 977.758154 ∣  [  std_z : 0.99  real_sub_fake : 617.45 ]
[  epoch 0021/0040] 2340/4800, lr:2.5e-05 ∣ avg_100 : 31997.231747 ∣ critic_nllloss : 25719.903711 ∣ critic_ganloss : -74.705054 ∣ generator_nllloss : 5052.044531 ∣ generator_ganloss : 1024.797363 ∣  [  std_z : 0.99  real_sub_fake : 392.56 ]
[  epoch 0021/0040] 2350/4800, lr:2.5e-05 ∣ avg_100 : 31992.879652 ∣ critic_nllloss : 25610.903516 ∣ critic_ganloss : -131.636391 ∣ generator_nllloss : 5207.534961 ∣ generator_ganloss : 994.565625 ∣  [  std_z : 0.99  real_sub_fake : 421.99 ]
[  epoch 0021/0040] 2360/4800, lr:2.5e-05 ∣ avg_100 : 31996.059773 ∣ critic_nllloss : 26040.859766 ∣ critic_ganloss : -100.154794 ∣ generator_nllloss : 5351.025195 ∣ generator_ganloss : 970.677979 ∣  [  std_z : 1.00  real_sub_fake : 486.91 ]
[  epoch 0021/0040] 2370/4800, lr:2.5e-05 ∣ avg_100 : 31995.254837 ∣ critic_nllloss : 25818.556836 ∣ critic_ganloss : -153.329777 ∣ generator_nllloss : 5268.181250 ∣ generator_ganloss : 996.240625 ∣  [  std_z : 0.99  real_sub_fake : 418.39 ]
[  epoch 0021/0040] 2380/4800, lr:2.5e-05 ∣ avg_100 : 31998.793045 ∣ critic_nllloss : 25980.059570 ∣ critic_ganloss : -129.413077 ∣ generator_nllloss : 5221.375781 ∣ generator_ganloss : 977.691699 ∣  [  std_z : 0.98  real_sub_fake : 470.26 ]
[  epoch 0021/0040] 2390/4800, lr:2.5e-05 ∣ avg_100 : 31997.825055 ∣ critic_nllloss : 25983.342187 ∣ critic_ganloss : -141.632489 ∣ generator_nllloss : 5236.592188 ∣ generator_ganloss : 978.419238 ∣  [  std_z : 0.98  real_sub_fake : 505.58 ]
[  epoch 0021/0040] 2400/4800, lr:2.5e-05 ∣ avg_100 : 32000.116527 ∣ critic_nllloss : 26099.859570 ∣ critic_ganloss : -132.034283 ∣ generator_nllloss : 5270.827734 ∣ generator_ganloss : 976.077539 ∣  [  std_z : 0.99  real_sub_fake : 540.80 ]
[  epoch 0021/0040] 2410/4800, lr:2.5e-05 ∣ avg_100 : 31996.897913 ∣ critic_nllloss : 25961.041797 ∣ critic_ganloss : -128.704869 ∣ generator_nllloss : 5132.596875 ∣ generator_ganloss : 971.095312 ∣  [  std_z : 1.00  real_sub_fake : 460.00 ]
[  epoch 0021/0040] 2420/4800, lr:2.5e-05 ∣ avg_100 : 31993.910031 ∣ critic_nllloss : 25614.696875 ∣ critic_ganloss : -135.425967 ∣ generator_nllloss : 5044.735547 ∣ generator_ganloss : 962.305566 ∣  [  std_z : 1.01  real_sub_fake : 489.05 ]
[  epoch 0021/0040] 2430/4800, lr:2.5e-05 ∣ avg_100 : 31994.172777 ∣ critic_nllloss : 25897.482031 ∣ critic_ganloss : -153.233176 ∣ generator_nllloss : 5211.976953 ∣ generator_ganloss : 967.728516 ∣  [  std_z : 1.00  real_sub_fake : 528.47 ]
[  epoch 0021/0040] 2440/4800, lr:2.5e-05 ∣ avg_100 : 31996.932656 ∣ critic_nllloss : 26197.692773 ∣ critic_ganloss : -166.920422 ∣ generator_nllloss : 5363.849609 ∣ generator_ganloss : 980.495752 ∣  [  std_z : 0.99  real_sub_fake : 619.31 ]
[  epoch 0021/0040] 2450/4800, lr:2.5e-05 ∣ avg_100 : 31998.012101 ∣ critic_nllloss : 26120.796484 ∣ critic_ganloss : -178.765236 ∣ generator_nllloss : 5167.377344 ∣ generator_ganloss : 960.576172 ∣  [  std_z : 0.98  real_sub_fake : 689.77 ]
[  epoch 0021/0040] 2460/4800, lr:2.5e-05 ∣ avg_100 : 31999.895199 ∣ critic_nllloss : 26107.396875 ∣ critic_ganloss : -156.869435 ∣ generator_nllloss : 5281.478320 ∣ generator_ganloss : 985.750049 ∣  [  std_z : 0.98  real_sub_fake : 598.31 ]
[  epoch 0021/0040] 2470/4800, lr:2.5e-05 ∣ avg_100 : 31999.350587 ∣ critic_nllloss : 25869.049805 ∣ critic_ganloss : -119.993498 ∣ generator_nllloss : 5219.635938 ∣ generator_ganloss : 1006.208301 ∣     [  std_z : 0.99  real_sub_fake : 507.50 ]
[  epoch 0021/0040] 2480/4800, lr:2.5e-05 ∣ avg_100 : 31994.958331 ∣ critic_nllloss : 25794.452539 ∣ critic_ganloss : -146.312218 ∣ generator_nllloss : 5108.650391 ∣ generator_ganloss : 971.192725 ∣  [  std_z : 1.00  real_sub_fake : 519.13 ]
[  epoch 0021/0040] 2490/4800, lr:2.5e-05 ∣ avg_100 : 31993.760458 ∣ critic_nllloss : 25830.120312 ∣ critic_ganloss : -175.498788 ∣ generator_nllloss : 5173.840234 ∣ generator_ganloss : 974.122705 ∣  [  std_z : 1.00  real_sub_fake : 553.35 ]
[  epoch 0021/0040] 2500/4800, lr:2.5e-05 ∣ avg_100 : 31989.869344 ∣ critic_nllloss : 25854.634961 ∣ critic_ganloss : -193.675653 ∣ generator_nllloss : 5184.552930 ∣ generator_ganloss : 955.091357 ∣  [  std_z : 1.00  real_sub_fake : 639.13 ]
[  epoch 0021/0040] 2510/4800, lr:2.5e-05 ∣ avg_100 : 31991.802915 ∣ critic_nllloss : 26159.105664 ∣ critic_ganloss : -183.585887 ∣ generator_nllloss : 5163.907031 ∣ generator_ganloss : 978.905420 ∣  [  std_z : 0.99  real_sub_fake : 678.89 ]
[  epoch 0021/0040] 2520/4800, lr:2.5e-05 ∣ avg_100 : 31995.798414 ∣ critic_nllloss : 26061.632422 ∣ critic_ganloss : -154.107285 ∣ generator_nllloss : 5240.003320 ∣ generator_ganloss : 977.867139 ∣  [  std_z : 0.99  real_sub_fake : 675.65 ]
[  epoch 0021/0040] 2530/4800, lr:2.5e-05 ∣ avg_100 : 31995.371036 ∣ critic_nllloss : 26029.625000 ∣ critic_ganloss : -149.331541 ∣ generator_nllloss : 5226.771094 ∣ generator_ganloss : 990.411279 ∣  [  std_z : 0.99  real_sub_fake : 566.49 ]
[  epoch 0021/0040] 2540/4800, lr:2.5e-05 ∣ avg_100 : 31996.106999 ∣ critic_nllloss : 25993.289844 ∣ critic_ganloss : -53.999570 ∣ generator_nllloss : 5086.527539 ∣ generator_ganloss : 1010.201221 ∣  [  std_z : 0.99  real_sub_fake : 416.27 ]
[  epoch 0021/0040] 2550/4800, lr:2.5e-05 ∣ avg_100 : 31997.906294 ∣ critic_nllloss : 25981.804688 ∣ critic_ganloss : -141.739201 ∣ generator_nllloss : 5135.452148 ∣ generator_ganloss : 987.495215 ∣  [  std_z : 0.99  real_sub_fake : 414.64 ]
[  epoch 0021/0040] 2560/4800, lr:2.5e-05 ∣ avg_100 : 31998.037364 ∣ critic_nllloss : 25634.958203 ∣ critic_ganloss : -140.240814 ∣ generator_nllloss : 5203.817578 ∣ generator_ganloss : 965.174902 ∣  [  std_z : 1.00  real_sub_fake : 588.35 ]
[  epoch 0021/0040] 2570/4800, lr:2.5e-05 ∣ avg_100 : 31994.693596 ∣ critic_nllloss : 25835.342773 ∣ critic_ganloss : -174.977299 ∣ generator_nllloss : 5044.450195 ∣ generator_ganloss : 984.550244 ∣  [  std_z : 0.99  real_sub_fake : 585.78 ]
[  epoch 0021/0040] 2580/4800, lr:2.5e-05 ∣ avg_100 : 31994.205853 ∣ critic_nllloss : 26080.838477 ∣ critic_ganloss : -186.418617 ∣ generator_nllloss : 5240.868555 ∣ generator_ganloss : 973.738428 ∣  [  std_z : 0.99  real_sub_fake : 609.12 ]
[  epoch 0021/0040] 2590/4800, lr:2.5e-05 ∣ avg_100 : 31989.527809 ∣ critic_nllloss : 25843.978516 ∣ critic_ganloss : -128.462927 ∣ generator_nllloss : 5108.225391 ∣ generator_ganloss : 985.397998 ∣  [  std_z : 0.99  real_sub_fake : 559.31 ]
[  epoch 0021/0040] 2600/4800, lr:2.5e-05 ∣ avg_100 : 31989.490437 ∣ critic_nllloss : 26093.840234 ∣ critic_ganloss : -170.118910 ∣ generator_nllloss : 5111.896875 ∣ generator_ganloss : 969.496973 ∣  [  std_z : 0.99  real_sub_fake : 634.05 ]
[  epoch 0021/0040] 2610/4800, lr:2.5e-05 ∣ avg_100 : 31989.503910 ∣ critic_nllloss : 26104.999219 ∣ critic_ganloss : -103.872881 ∣ generator_nllloss : 5139.933008 ∣ generator_ganloss : 981.009717 ∣  [  std_z : 0.98  real_sub_fake : 544.18 ]
[  epoch 0021/0040] 2620/4800, lr:2.5e-05 ∣ avg_100 : 31987.935099 ∣ critic_nllloss : 25758.035156 ∣ critic_ganloss : -149.417400 ∣ generator_nllloss : 5171.018750 ∣ generator_ganloss : 963.193457 ∣  [  std_z : 0.98  real_sub_fake : 488.07 ]
[  epoch 0021/0040] 2630/4800, lr:2.5e-05 ∣ avg_100 : 31992.316085 ∣ critic_nllloss : 26200.406055 ∣ critic_ganloss : -133.998753 ∣ generator_nllloss : 5217.875586 ∣ generator_ganloss : 975.448145 ∣  [  std_z : 1.00  real_sub_fake : 510.06 ]
[  epoch 0021/0040] 2640/4800, lr:2.5e-05 ∣ avg_100 : 31993.605672 ∣ critic_nllloss : 26028.013281 ∣ critic_ganloss : -143.107392 ∣ generator_nllloss : 5317.051758 ∣ generator_ganloss : 964.592969 ∣  [  std_z : 1.00  real_sub_fake : 517.70 ]
[  epoch 0021/0040] 2650/4800, lr:2.5e-05 ∣ avg_100 : 31992.329745 ∣ critic_nllloss : 26025.382812 ∣ critic_ganloss : -149.120653 ∣ generator_nllloss : 5235.241406 ∣ generator_ganloss : 957.651367 ∣  [  std_z : 1.00  real_sub_fake : 522.99 ]
[  epoch 0021/0040] 2660/4800, lr:2.5e-05 ∣ avg_100 : 31989.553096 ∣ critic_nllloss : 25775.002344 ∣ critic_ganloss : -139.236549 ∣ generator_nllloss : 5176.339258 ∣ generator_ganloss : 960.355078 ∣  [  std_z : 0.99  real_sub_fake : 492.21 ]
[  epoch 0021/0040] 2670/4800, lr:2.5e-05 ∣ avg_100 : 31985.866014 ∣ critic_nllloss : 25801.910547 ∣ critic_ganloss : -177.725377 ∣ generator_nllloss : 5096.699219 ∣ generator_ganloss : 955.982031 ∣  [  std_z : 0.98  real_sub_fake : 597.49 ]
[  epoch 0021/0040] 2680/4800, lr:2.5e-05 ∣ avg_100 : 31988.451020 ∣ critic_nllloss : 25978.640234 ∣ critic_ganloss : -176.214084 ∣ generator_nllloss : 5168.055273 ∣ generator_ganloss : 968.339697 ∣  [  std_z : 0.99  real_sub_fake : 657.51 ]
[  epoch 0021/0040] 2690/4800, lr:2.5e-05 ∣ avg_100 : 31990.064888 ∣ critic_nllloss : 26047.043750 ∣ critic_ganloss : -146.662770 ∣ generator_nllloss : 5177.129492 ∣ generator_ganloss : 972.309375 ∣  [  std_z : 0.99  real_sub_fake : 573.43 ]
[  epoch 0021/0040] 2700/4800, lr:2.5e-05 ∣ avg_100 : 31990.357882 ∣ critic_nllloss : 26081.938281 ∣ critic_ganloss : -156.058331 ∣ generator_nllloss : 5233.471875 ∣ generator_ganloss : 970.341504 ∣  [  std_z : 1.00  real_sub_fake : 600.24 ]
[  epoch 0021/0040] 2710/4800, lr:2.5e-05 ∣ avg_100 : 31989.722641 ∣ critic_nllloss : 25852.795898 ∣ critic_ganloss : -132.086386 ∣ generator_nllloss : 5183.272070 ∣ generator_ganloss : 971.384180 ∣  [  std_z : 1.00  real_sub_fake : 553.22 ]
[  epoch 0021/0040] 2720/4800, lr:2.5e-05 ∣ avg_100 : 31988.796250 ∣ critic_nllloss : 26012.721875 ∣ critic_ganloss : -171.743507 ∣ generator_nllloss : 5172.116406 ∣ generator_ganloss : 986.917822 ∣  [  std_z : 1.00  real_sub_fake : 541.39 ]
[  epoch 0021/0040] 2730/4800, lr:2.5e-05 ∣ avg_100 : 31988.810824 ∣ critic_nllloss : 25945.563867 ∣ critic_ganloss : -109.155824 ∣ generator_nllloss : 5265.958594 ∣ generator_ganloss : 991.982520 ∣  [  std_z : 0.99  real_sub_fake : 492.78 ]
[  epoch 0021/0040] 2740/4800, lr:2.5e-05 ∣ avg_100 : 31991.842591 ∣ critic_nllloss : 25998.123633 ∣ critic_ganloss : -136.642204 ∣ generator_nllloss : 5295.573047 ∣ generator_ganloss : 989.859814 ∣  [  std_z : 0.99  real_sub_fake : 443.73 ]
[  epoch 0021/0040] 2750/4800, lr:2.5e-05 ∣ avg_100 : 31993.937444 ∣ critic_nllloss : 26261.228320 ∣ critic_ganloss : -145.574217 ∣ generator_nllloss : 5140.517187 ∣ generator_ganloss : 955.645215 ∣  [  std_z : 0.99  real_sub_fake : 639.04 ]
[  epoch 0021/0040] 2760/4800, lr:2.5e-05 ∣ avg_100 : 31999.886705 ∣ critic_nllloss : 26158.296680 ∣ critic_ganloss : -104.138840 ∣ generator_nllloss : 5366.232227 ∣ generator_ganloss : 994.109375 ∣  [  std_z : 1.00  real_sub_fake : 371.35 ]
[  epoch 0021/0040] 2770/4800, lr:2.5e-05 ∣ avg_100 : 32001.396555 ∣ critic_nllloss : 25824.502930 ∣ critic_ganloss : -148.505310 ∣ generator_nllloss : 5193.671289 ∣ generator_ganloss : 965.680273 ∣  [  std_z : 0.99  real_sub_fake : 556.01 ]
[  epoch 0021/0040] 2780/4800, lr:2.5e-05 ∣ avg_100 : 32006.589428 ∣ critic_nllloss : 26194.153711 ∣ critic_ganloss : -151.409125 ∣ generator_nllloss : 5263.387305 ∣ generator_ganloss : 992.158496 ∣  [  std_z : 0.99  real_sub_fake : 516.84 ]
[  epoch 0021/0040] 2790/4800, lr:2.5e-05 ∣ avg_100 : 32008.700751 ∣ critic_nllloss : 25990.470313 ∣ critic_ganloss : -142.329908 ∣ generator_nllloss : 5247.294922 ∣ generator_ganloss : 975.735352 ∣  [  std_z : 0.99  real_sub_fake : 477.12 ]
[  epoch 0021/0040] 2800/4800, lr:2.5e-05 ∣ avg_100 : 32011.562421 ∣ critic_nllloss : 26220.682617 ∣ critic_ganloss : -165.581085 ∣ generator_nllloss : 5233.463477 ∣ generator_ganloss : 971.051660 ∣  [  std_z : 0.99  real_sub_fake : 633.06 ]
[  epoch 0021/0040] 2810/4800, lr:2.5e-05 ∣ avg_100 : 32013.939135 ∣ critic_nllloss : 26057.294922 ∣ critic_ganloss : -184.390707 ∣ generator_nllloss : 5223.623047 ∣ generator_ganloss : 984.511719 ∣  [  std_z : 0.99  real_sub_fake : 633.78 ]
[  epoch 0021/0040] 2820/4800, lr:2.5e-05 ∣ avg_100 : 32017.787501 ∣ critic_nllloss : 26261.677344 ∣ critic_ganloss : -164.577092 ∣ generator_nllloss : 5225.270312 ∣ generator_ganloss : 994.528418 ∣  [  std_z : 1.00  real_sub_fake : 638.37 ]
[  epoch 0021/0040] 2830/4800, lr:2.5e-05 ∣ avg_100 : 32017.729023 ∣ critic_nllloss : 26167.137891 ∣ critic_ganloss : -161.935753 ∣ generator_nllloss : 5207.652344 ∣ generator_ganloss : 985.308545 ∣  [  std_z : 1.00  real_sub_fake : 592.18 ]
[  epoch 0021/0040] 2840/4800, lr:2.5e-05 ∣ avg_100 : 32013.127998 ∣ critic_nllloss : 25745.653320 ∣ critic_ganloss : -155.212532 ∣ generator_nllloss : 5124.970117 ∣ generator_ganloss : 983.042969 ∣  [  std_z : 0.99  real_sub_fake : 578.12 ]
[  epoch 0021/0040] 2850/4800, lr:2.5e-05 ∣ avg_100 : 32011.484261 ∣ critic_nllloss : 25919.787695 ∣ critic_ganloss : -152.127399 ∣ generator_nllloss : 5162.616016 ∣ generator_ganloss : 1002.398535 ∣     [  std_z : 0.98  real_sub_fake : 589.64 ]
[  epoch 0021/0040] 2860/4800, lr:2.5e-05 ∣ avg_100 : 32011.027003 ∣ critic_nllloss : 25685.132422 ∣ critic_ganloss : -93.092924 ∣ generator_nllloss : 5164.882031 ∣ generator_ganloss : 1001.670068 ∣  [  std_z : 0.99  real_sub_fake : 415.43 ]
[  epoch 0021/0040] 2870/4800, lr:2.5e-05 ∣ avg_100 : 32005.448900 ∣ critic_nllloss : 25880.877148 ∣ critic_ganloss : -155.696832 ∣ generator_nllloss : 5123.249414 ∣ generator_ganloss : 970.622559 ∣  [  std_z : 0.99  real_sub_fake : 522.68 ]
[  epoch 0021/0040] 2880/4800, lr:2.5e-05 ∣ avg_100 : 32006.006274 ∣ critic_nllloss : 25991.528125 ∣ critic_ganloss : -160.958495 ∣ generator_nllloss : 5165.332031 ∣ generator_ganloss : 983.266553 ∣  [  std_z : 0.99  real_sub_fake : 563.91 ]
[  epoch 0021/0040] 2890/4800, lr:2.5e-05 ∣ avg_100 : 32009.806048 ∣ critic_nllloss : 26173.833008 ∣ critic_ganloss : -185.050404 ∣ generator_nllloss : 5237.844336 ∣ generator_ganloss : 985.181104 ∣  [  std_z : 1.00  real_sub_fake : 633.72 ]
[  epoch 0021/0040] 2900/4800, lr:2.5e-05 ∣ avg_100 : 32013.187704 ∣ critic_nllloss : 26175.325781 ∣ critic_ganloss : -162.615495 ∣ generator_nllloss : 5239.703320 ∣ generator_ganloss : 1000.466455 ∣     [  std_z : 1.00  real_sub_fake : 620.31 ]
[  epoch 0021/0040] 2910/4800, lr:2.5e-05 ∣ avg_100 : 32014.949787 ∣ critic_nllloss : 25979.070703 ∣ critic_ganloss : -105.330341 ∣ generator_nllloss : 5198.880273 ∣ generator_ganloss : 997.543701 ∣  [  std_z : 1.00  real_sub_fake : 598.78 ]
[  epoch 0021/0040] 2920/4800, lr:2.5e-05 ∣ avg_100 : 32018.156849 ∣ critic_nllloss : 26041.095508 ∣ critic_ganloss : -165.755373 ∣ generator_nllloss : 5293.886914 ∣ generator_ganloss : 991.221533 ∣  [  std_z : 0.99  real_sub_fake : 479.82 ]
[  epoch 0021/0040] 2930/4800, lr:2.5e-05 ∣ avg_100 : 32021.795732 ∣ critic_nllloss : 26206.044922 ∣ critic_ganloss : -102.274476 ∣ generator_nllloss : 5224.426562 ∣ generator_ganloss : 971.102979 ∣  [  std_z : 0.99  real_sub_fake : 532.05 ]
[  epoch 0021/0040] 2940/4800, lr:2.5e-05 ∣ avg_100 : 32022.349541 ∣ critic_nllloss : 26002.571094 ∣ critic_ganloss : -157.571625 ∣ generator_nllloss : 5180.029883 ∣ generator_ganloss : 996.589258 ∣  [  std_z : 0.98  real_sub_fake : 476.04 ]
[  epoch 0021/0040] 2950/4800, lr:2.5e-05 ∣ avg_100 : 32025.444069 ∣ critic_nllloss : 26017.077344 ∣ critic_ganloss : -162.297540 ∣ generator_nllloss : 5304.225781 ∣ generator_ganloss : 988.166016 ∣  [  std_z : 1.00  real_sub_fake : 570.96 ]
[  epoch 0021/0040] 2960/4800, lr:2.5e-05 ∣ avg_100 : 32023.357938 ∣ critic_nllloss : 26093.175586 ∣ critic_ganloss : -191.652191 ∣ generator_nllloss : 5189.161914 ∣ generator_ganloss : 968.842285 ∣  [  std_z : 1.00  real_sub_fake : 715.23 ]
[  epoch 0021/0040] 2970/4800, lr:2.5e-05 ∣ avg_100 : 32019.507589 ∣ critic_nllloss : 25742.036523 ∣ critic_ganloss : -141.995396 ∣ generator_nllloss : 5292.067578 ∣ generator_ganloss : 991.974365 ∣  [  std_z : 1.00  real_sub_fake : 618.56 ]
[  epoch 0021/0040] 2980/4800, lr:2.5e-05 ∣ avg_100 : 32014.143111 ∣ critic_nllloss : 25589.641992 ∣ critic_ganloss : -137.318309 ∣ generator_nllloss : 5163.049609 ∣ generator_ganloss : 983.311572 ∣  [  std_z : 0.99  real_sub_fake : 530.94 ]
[  epoch 0021/0040] 2990/4800, lr:2.5e-05 ∣ avg_100 : 32014.471185 ∣ critic_nllloss : 25967.464258 ∣ critic_ganloss : -141.182382 ∣ generator_nllloss : 5176.064062 ∣ generator_ganloss : 993.270459 ∣  [  std_z : 0.99  real_sub_fake : 492.88 ]
[  epoch 0021/0040] 3000/4800, lr:2.5e-05 ∣ avg_100 : 32014.740384 ∣ critic_nllloss : 25960.115039 ∣ critic_ganloss : -115.333823 ∣ generator_nllloss : 5267.581641 ∣ generator_ganloss : 975.252100 ∣  [  std_z : 0.98  real_sub_fake : 464.04 ]
[  epoch 0021/0040] 3010/4800, lr:2.5e-05 ∣ avg_100 : 32011.302084 ∣ critic_nllloss : 25782.320508 ∣ critic_ganloss : -156.710314 ∣ generator_nllloss : 5133.120508 ∣ generator_ganloss : 984.977344 ∣  [  std_z : 0.99  real_sub_fake : 523.29 ]
[  epoch 0021/0040] 3020/4800, lr:2.5e-05 ∣ avg_100 : 32010.496269 ∣ critic_nllloss : 25796.781641 ∣ critic_ganloss : -181.360260 ∣ generator_nllloss : 5113.026758 ∣ generator_ganloss : 969.975244 ∣  [  std_z : 0.99  real_sub_fake : 622.42 ]
[  epoch 0021/0040] 3030/4800, lr:2.5e-05 ∣ avg_100 : 32011.740909 ∣ critic_nllloss : 26040.927148 ∣ critic_ganloss : -207.647969 ∣ generator_nllloss : 5148.318945 ∣ generator_ganloss : 983.113428 ∣  [  std_z : 0.99  real_sub_fake : 730.65 ]
[  epoch 0021/0040] 3040/4800, lr:2.5e-05 ∣ avg_100 : 32011.695074 ∣ critic_nllloss : 26090.583203 ∣ critic_ganloss : -127.060954 ∣ generator_nllloss : 5205.174609 ∣ generator_ganloss : 980.546533 ∣  [  std_z : 1.00  real_sub_fake : 710.06 ]
[  epoch 0021/0040] 3050/4800, lr:2.5e-05 ∣ avg_100 : 32012.899276 ∣ critic_nllloss : 25977.377344 ∣ critic_ganloss : -133.985122 ∣ generator_nllloss : 5273.807422 ∣ generator_ganloss : 999.005908 ∣  [  std_z : 1.00  real_sub_fake : 503.16 ]
[  epoch 0021/0040] 3060/4800, lr:2.5e-05 ∣ avg_100 : 32010.287148 ∣ critic_nllloss : 25960.336328 ∣ critic_ganloss : -140.765170 ∣ generator_nllloss : 5194.509180 ∣ generator_ganloss : 993.890332 ∣  [  std_z : 0.99  real_sub_fake : 477.81 ]
[  epoch 0021/0040] 3070/4800, lr:2.5e-05 ∣ avg_100 : 32009.290427 ∣ critic_nllloss : 25809.658203 ∣ critic_ganloss : -131.398402 ∣ generator_nllloss : 5202.194141 ∣ generator_ganloss : 979.632129 ∣  [  std_z : 0.99  real_sub_fake : 499.98 ]
[  epoch 0021/0040] 3080/4800, lr:2.5e-05 ∣ avg_100 : 32012.117643 ∣ critic_nllloss : 26085.219727 ∣ critic_ganloss : -142.478358 ∣ generator_nllloss : 5286.139258 ∣ generator_ganloss : 980.076221 ∣  [  std_z : 0.99  real_sub_fake : 527.30 ]
[  epoch 0021/0040] 3090/4800, lr:2.5e-05 ∣ avg_100 : 32011.865276 ∣ critic_nllloss : 25955.213672 ∣ critic_ganloss : -167.742781 ∣ generator_nllloss : 5160.228125 ∣ generator_ganloss : 974.209473 ∣  [  std_z : 0.99  real_sub_fake : 628.01 ]
[  epoch 0021/0040] 3100/4800, lr:2.5e-05 ∣ avg_100 : 32010.324784 ∣ critic_nllloss : 25984.383203 ∣ critic_ganloss : -265.878023 ∣ generator_nllloss : 5152.743164 ∣ generator_ganloss : 979.773779 ∣  [  std_z : 0.99  real_sub_fake : 759.22 ]
[  epoch 0021/0040] 3110/4800, lr:2.5e-05 ∣ avg_100 : 32009.868716 ∣ critic_nllloss : 25996.454102 ∣ critic_ganloss : -192.906889 ∣ generator_nllloss : 5227.988281 ∣ generator_ganloss : 974.809229 ∣  [  std_z : 1.00  real_sub_fake : 832.00 ]
[  epoch 0021/0040] 3120/4800, lr:2.5e-05 ∣ avg_100 : 32011.265868 ∣ critic_nllloss : 26029.030078 ∣ critic_ganloss : -115.238988 ∣ generator_nllloss : 5166.292773 ∣ generator_ganloss : 1003.422705 ∣     [  std_z : 1.00  real_sub_fake : 719.86 ]
[  epoch 0021/0040] 3130/4800, lr:2.5e-05 ∣ avg_100 : 32010.293965 ∣ critic_nllloss : 25768.261914 ∣ critic_ganloss : -86.076405 ∣ generator_nllloss : 5202.047656 ∣ generator_ganloss : 985.593066 ∣   [  std_z : 1.00  real_sub_fake : 370.85 ]
[  epoch 0021/0040] 3140/4800, lr:2.5e-05 ∣ avg_100 : 32010.044463 ∣ critic_nllloss : 26095.704492 ∣ critic_ganloss : -146.994713 ∣ generator_nllloss : 5303.429492 ∣ generator_ganloss : 939.581201 ∣  [  std_z : 1.00  real_sub_fake : 474.08 ]
[  epoch 0021/0040] 3150/4800, lr:2.5e-05 ∣ avg_100 : 32008.401636 ∣ critic_nllloss : 26141.348047 ∣ critic_ganloss : -167.772228 ∣ generator_nllloss : 5175.956250 ∣ generator_ganloss : 962.808350 ∣  [  std_z : 1.00  real_sub_fake : 556.16 ]
[  epoch 0021/0040] 3160/4800, lr:2.5e-05 ∣ avg_100 : 32010.420735 ∣ critic_nllloss : 26148.818945 ∣ critic_ganloss : -170.960115 ∣ generator_nllloss : 5230.695703 ∣ generator_ganloss : 963.912744 ∣  [  std_z : 0.99  real_sub_fake : 589.36 ]
[  epoch 0021/0040] 3170/4800, lr:2.5e-05 ∣ avg_100 : 32009.034366 ∣ critic_nllloss : 26061.715234 ∣ critic_ganloss : -188.289749 ∣ generator_nllloss : 5255.710156 ∣ generator_ganloss : 957.038037 ∣  [  std_z : 0.98  real_sub_fake : 639.86 ]
[  epoch 0021/0040] 3180/4800, lr:2.5e-05 ∣ avg_100 : 32005.743829 ∣ critic_nllloss : 25895.012891 ∣ critic_ganloss : -140.609705 ∣ generator_nllloss : 5125.448828 ∣ generator_ganloss : 976.006543 ∣  [  std_z : 0.99  real_sub_fake : 629.20 ]
[  epoch 0021/0040] 3190/4800, lr:2.5e-05 ∣ avg_100 : 32009.998719 ∣ critic_nllloss : 26268.882422 ∣ critic_ganloss : -209.944348 ∣ generator_nllloss : 5395.737695 ∣ generator_ganloss : 967.804980 ∣  [  std_z : 1.00  real_sub_fake : 638.38 ]
[  epoch 0021/0040] 3200/4800, lr:2.5e-05 ∣ avg_100 : 32009.278411 ∣ critic_nllloss : 25962.003516 ∣ critic_ganloss : -152.976059 ∣ generator_nllloss : 5227.054688 ∣ generator_ganloss : 981.100195 ∣  [  std_z : 1.00  real_sub_fake : 690.93 ]
[  epoch 0021/0040] 3210/4800, lr:2.5e-05 ∣ avg_100 : 32011.789298 ∣ critic_nllloss : 26088.645508 ∣ critic_ganloss : -118.697145 ∣ generator_nllloss : 5224.321289 ∣ generator_ganloss : 1014.811328 ∣     [  std_z : 0.99  real_sub_fake : 465.26 ]
[  epoch 0021/0040] 3220/4800, lr:2.5e-05 ∣ avg_100 : 32015.496735 ∣ critic_nllloss : 26000.640039 ∣ critic_ganloss : -152.789125 ∣ generator_nllloss : 5265.251953 ∣ generator_ganloss : 982.278613 ∣  [  std_z : 0.99  real_sub_fake : 654.67 ]
[  epoch 0021/0040] 3230/4800, lr:2.5e-05 ∣ avg_100 : 32016.809194 ∣ critic_nllloss : 25987.353906 ∣ critic_ganloss : -134.682198 ∣ generator_nllloss : 5193.323242 ∣ generator_ganloss : 1030.811279 ∣     [  std_z : 0.98  real_sub_fake : 503.84 ]
[  epoch 0021/0040] 3240/4800, lr:2.5e-05 ∣ avg_100 : 32013.340924 ∣ critic_nllloss : 25869.220508 ∣ critic_ganloss : -152.126273 ∣ generator_nllloss : 5199.243359 ∣ generator_ganloss : 987.576123 ∣  [  std_z : 0.98  real_sub_fake : 504.73 ]
[  epoch 0021/0040] 3250/4800, lr:2.5e-05 ∣ avg_100 : 32016.988394 ∣ critic_nllloss : 25962.267383 ∣ critic_ganloss : -164.599188 ∣ generator_nllloss : 5191.399219 ∣ generator_ganloss : 990.077686 ∣  [  std_z : 1.00  real_sub_fake : 593.96 ]
[  epoch 0021/0040] 3260/4800, lr:2.5e-05 ∣ avg_100 : 32016.239583 ∣ critic_nllloss : 26041.387305 ∣ critic_ganloss : -138.677858 ∣ generator_nllloss : 5228.376758 ∣ generator_ganloss : 997.179443 ∣  [  std_z : 1.00  real_sub_fake : 570.19 ]
[  epoch 0021/0040] 3270/4800, lr:2.5e-05 ∣ avg_100 : 32016.578400 ∣ critic_nllloss : 26225.919531 ∣ critic_ganloss : -139.362415 ∣ generator_nllloss : 5253.746680 ∣ generator_ganloss : 1013.011719 ∣     [  std_z : 1.00  real_sub_fake : 487.53 ]
[  epoch 0021/0040] 3280/4800, lr:2.5e-05 ∣ avg_100 : 32015.087390 ∣ critic_nllloss : 25868.227734 ∣ critic_ganloss : -113.175612 ∣ generator_nllloss : 5127.585547 ∣ generator_ganloss : 994.239746 ∣  [  std_z : 1.00  real_sub_fake : 445.67 ]
[  epoch 0021/0040] 3290/4800, lr:2.5e-05 ∣ avg_100 : 32016.660323 ∣ critic_nllloss : 25921.095117 ∣ critic_ganloss : -156.369673 ∣ generator_nllloss : 5244.247266 ∣ generator_ganloss : 995.459814 ∣  [  std_z : 0.99  real_sub_fake : 510.39 ]
[  epoch 0021/0040] 3300/4800, lr:2.5e-05 ∣ avg_100 : 32018.490619 ∣ critic_nllloss : 26154.302344 ∣ critic_ganloss : -147.144855 ∣ generator_nllloss : 5268.570898 ∣ generator_ganloss : 997.512061 ∣  [  std_z : 0.99  real_sub_fake : 597.31 ]
[  epoch 0021/0040] 3310/4800, lr:2.5e-05 ∣ avg_100 : 32021.303296 ∣ critic_nllloss : 25947.537891 ∣ critic_ganloss : -150.323538 ∣ generator_nllloss : 5251.449023 ∣ generator_ganloss : 1013.479297 ∣     [  std_z : 0.99  real_sub_fake : 559.23 ]
[  epoch 0021/0040] 3320/4800, lr:2.5e-05 ∣ avg_100 : 32018.764202 ∣ critic_nllloss : 25929.498437 ∣ critic_ganloss : -106.997590 ∣ generator_nllloss : 5234.632617 ∣ generator_ganloss : 1009.783984 ∣     [  std_z : 1.00  real_sub_fake : 463.22 ]
[  epoch 0021/0040] 3330/4800, lr:2.5e-05 ∣ avg_100 : 32019.509729 ∣ critic_nllloss : 25994.789258 ∣ critic_ganloss : -142.155232 ∣ generator_nllloss : 5191.808398 ∣ generator_ganloss : 980.083984 ∣  [  std_z : 1.00  real_sub_fake : 505.20 ]
[  epoch 0021/0040] 3340/4800, lr:2.5e-05 ∣ avg_100 : 32021.689401 ∣ critic_nllloss : 25869.841211 ∣ critic_ganloss : -115.578296 ∣ generator_nllloss : 5182.123438 ∣ generator_ganloss : 1003.621484 ∣     [  std_z : 1.00  real_sub_fake : 459.92 ]
[  epoch 0021/0040] 3350/4800, lr:2.5e-05 ∣ avg_100 : 32026.692486 ∣ critic_nllloss : 26120.623633 ∣ critic_ganloss : -154.429889 ∣ generator_nllloss : 5222.958594 ∣ generator_ganloss : 992.523779 ∣  [  std_z : 1.00  real_sub_fake : 550.23 ]
[  epoch 0021/0040] 3360/4800, lr:2.5e-05 ∣ avg_100 : 32024.918119 ∣ critic_nllloss : 26051.005859 ∣ critic_ganloss : -197.718405 ∣ generator_nllloss : 5226.680664 ∣ generator_ganloss : 1005.003369 ∣     [  std_z : 0.99  real_sub_fake : 650.02 ]
[  epoch 0021/0040] 3370/4800, lr:2.5e-05 ∣ avg_100 : 32025.670576 ∣ critic_nllloss : 25919.982227 ∣ critic_ganloss : -146.927859 ∣ generator_nllloss : 5214.425781 ∣ generator_ganloss : 1017.414453 ∣     [  std_z : 0.99  real_sub_fake : 629.55 ]
[  epoch 0021/0040] 3380/4800, lr:2.5e-05 ∣ avg_100 : 32024.883735 ∣ critic_nllloss : 25939.647070 ∣ critic_ganloss : -175.508232 ∣ generator_nllloss : 5210.875000 ∣ generator_ganloss : 996.016113 ∣  [  std_z : 0.99  real_sub_fake : 647.69 ]
[  epoch 0021/0040] 3390/4800, lr:2.5e-05 ∣ avg_100 : 32021.818470 ∣ critic_nllloss : 25728.124023 ∣ critic_ganloss : -136.620880 ∣ generator_nllloss : 5151.894141 ∣ generator_ganloss : 1006.797314 ∣     [  std_z : 0.99  real_sub_fake : 545.46 ]
[  epoch 0021/0040] 3400/4800, lr:2.5e-05 ∣ avg_100 : 32020.903834 ∣ critic_nllloss : 26036.936914 ∣ critic_ganloss : -125.941251 ∣ generator_nllloss : 5192.153516 ∣ generator_ganloss : 1020.117773 ∣     [  std_z : 1.00  real_sub_fake : 465.28 ]
[  epoch 0021/0040] 3410/4800, lr:2.5e-05 ∣ avg_100 : 32023.307108 ∣ critic_nllloss : 26089.213281 ∣ critic_ganloss : -144.210315 ∣ generator_nllloss : 5233.990430 ∣ generator_ganloss : 997.363135 ∣  [  std_z : 1.00  real_sub_fake : 506.56 ]
[  epoch 0021/0040] 3420/4800, lr:2.5e-05 ∣ avg_100 : 32028.748463 ∣ critic_nllloss : 25936.608594 ∣ critic_ganloss : -97.743999 ∣ generator_nllloss : 5189.341602 ∣ generator_ganloss : 1002.241309 ∣  [  std_z : 0.99  real_sub_fake : 554.74 ]
[  epoch 0021/0040] 3430/4800, lr:2.5e-05 ∣ avg_100 : 32030.065326 ∣ critic_nllloss : 25972.279883 ∣ critic_ganloss : -139.786111 ∣ generator_nllloss : 5225.825781 ∣ generator_ganloss : 997.321094 ∣  [  std_z : 0.99  real_sub_fake : 420.79 ]
[  epoch 0021/0040] 3440/4800, lr:2.5e-05 ∣ avg_100 : 32027.013531 ∣ critic_nllloss : 25986.731250 ∣ critic_ganloss : -133.348675 ∣ generator_nllloss : 5244.308398 ∣ generator_ganloss : 972.247168 ∣  [  std_z : 0.99  real_sub_fake : 553.29 ]
[  epoch 0021/0040] 3450/4800, lr:2.5e-05 ∣ avg_100 : 32028.403867 ∣ critic_nllloss : 26064.202539 ∣ critic_ganloss : -159.330625 ∣ generator_nllloss : 5315.715234 ∣ generator_ganloss : 988.431250 ∣  [  std_z : 0.99  real_sub_fake : 518.86 ]
[  epoch 0021/0040] 3460/4800, lr:2.5e-05 ∣ avg_100 : 32025.990951 ∣ critic_nllloss : 25995.412891 ∣ critic_ganloss : -185.474252 ∣ generator_nllloss : 5208.160156 ∣ generator_ganloss : 958.365381 ∣  [  std_z : 1.00  real_sub_fake : 609.90 ]
[  epoch 0021/0040] 3470/4800, lr:2.5e-05 ∣ avg_100 : 32026.403426 ∣ critic_nllloss : 25966.014258 ∣ critic_ganloss : -153.630875 ∣ generator_nllloss : 5224.109766 ∣ generator_ganloss : 979.654980 ∣  [  std_z : 0.99  real_sub_fake : 653.71 ]
[  epoch 0021/0040] 3480/4800, lr:2.5e-05 ∣ avg_100 : 32029.010392 ∣ critic_nllloss : 25977.194141 ∣ critic_ganloss : -135.999135 ∣ generator_nllloss : 5151.521875 ∣ generator_ganloss : 995.963135 ∣  [  std_z : 0.98  real_sub_fake : 527.62 ]
[  epoch 0021/0040] 3490/4800, lr:2.5e-05 ∣ avg_100 : 32028.970925 ∣ critic_nllloss : 25845.211914 ∣ critic_ganloss : -153.990346 ∣ generator_nllloss : 5148.186719 ∣ generator_ganloss : 959.229443 ∣  [  std_z : 0.99  real_sub_fake : 601.49 ]
[  epoch 0021/0040] 3500/4800, lr:2.5e-05 ∣ avg_100 : 32027.701847 ∣ critic_nllloss : 25722.344336 ∣ critic_ganloss : -186.554564 ∣ generator_nllloss : 5152.946289 ∣ generator_ganloss : 984.959766 ∣  [  std_z : 1.00  real_sub_fake : 575.68 ]
[  epoch 0021/0040] 3510/4800, lr:2.5e-05 ∣ avg_100 : 32025.023957 ∣ critic_nllloss : 25922.053516 ∣ critic_ganloss : -172.425977 ∣ generator_nllloss : 5120.645312 ∣ generator_ganloss : 980.270361 ∣  [  std_z : 1.00  real_sub_fake : 670.59 ]
[  epoch 0021/0040] 3520/4800, lr:2.5e-05 ∣ avg_100 : 32023.171561 ∣ critic_nllloss : 25952.254492 ∣ critic_ganloss : -125.423857 ∣ generator_nllloss : 5107.600391 ∣ generator_ganloss : 1005.725000 ∣     [  std_z : 1.00  real_sub_fake : 524.43 ]
[  epoch 0021/0040] 3530/4800, lr:2.5e-05 ∣ avg_100 : 32023.265814 ∣ critic_nllloss : 26045.381445 ∣ critic_ganloss : -155.908540 ∣ generator_nllloss : 5226.349219 ∣ generator_ganloss : 991.079004 ∣  [  std_z : 0.99  real_sub_fake : 581.95 ]
[  epoch 0021/0040] 3540/4800, lr:2.5e-05 ∣ avg_100 : 32023.296415 ∣ critic_nllloss : 26009.447461 ∣ critic_ganloss : -169.175050 ∣ generator_nllloss : 5208.630273 ∣ generator_ganloss : 990.176465 ∣  [  std_z : 0.99  real_sub_fake : 563.22 ]
[  epoch 0021/0040] 3550/4800, lr:2.5e-05 ∣ avg_100 : 32023.994282 ∣ critic_nllloss : 26017.655664 ∣ critic_ganloss : -142.454187 ∣ generator_nllloss : 5160.506836 ∣ generator_ganloss : 997.091162 ∣  [  std_z : 0.98  real_sub_fake : 568.04 ]
[  epoch 0021/0040] 3560/4800, lr:2.5e-05 ∣ avg_100 : 32028.995778 ∣ critic_nllloss : 26121.963281 ∣ critic_ganloss : -153.858806 ∣ generator_nllloss : 5188.875977 ∣ generator_ganloss : 1006.879004 ∣     [  std_z : 0.99  real_sub_fake : 602.87 ]
[  epoch 0021/0040] 3570/4800, lr:2.5e-05 ∣ avg_100 : 32031.870205 ∣ critic_nllloss : 25903.452539 ∣ critic_ganloss : -175.358736 ∣ generator_nllloss : 5241.249609 ∣ generator_ganloss : 1007.465234 ∣     [  std_z : 1.00  real_sub_fake : 606.65 ]
[  epoch 0021/0040] 3580/4800, lr:2.5e-05 ∣ avg_100 : 32031.060875 ∣ critic_nllloss : 26010.708008 ∣ critic_ganloss : -155.774469 ∣ generator_nllloss : 5165.685938 ∣ generator_ganloss : 1007.474365 ∣     [  std_z : 1.00  real_sub_fake : 716.31 ]
[  epoch 0021/0040] 3590/4800, lr:2.5e-05 ∣ avg_100 : 32035.706325 ∣ critic_nllloss : 26188.189258 ∣ critic_ganloss : -181.089116 ∣ generator_nllloss : 5237.751562 ∣ generator_ganloss : 1028.832324 ∣     [  std_z : 1.00  real_sub_fake : 565.50 ]
[  epoch 0021/0040] 3600/4800, lr:2.5e-05 ∣ avg_100 : 32034.362750 ∣ critic_nllloss : 25948.980469 ∣ critic_ganloss : -169.904938 ∣ generator_nllloss : 5094.516016 ∣ generator_ganloss : 997.166113 ∣  [  std_z : 0.99  real_sub_fake : 638.55 ]
[  epoch 0021/0040] 3610/4800, lr:2.5e-05 ∣ avg_100 : 32032.800779 ∣ critic_nllloss : 25945.250781 ∣ critic_ganloss : -171.004710 ∣ generator_nllloss : 5212.503906 ∣ generator_ganloss : 979.121924 ∣  [  std_z : 0.99  real_sub_fake : 588.14 ]
[  epoch 0021/0040] 3620/4800, lr:2.5e-05 ∣ avg_100 : 32034.794689 ∣ critic_nllloss : 25951.803711 ∣ critic_ganloss : -198.022540 ∣ generator_nllloss : 5211.335547 ∣ generator_ganloss : 977.104297 ∣  [  std_z : 0.99  real_sub_fake : 748.45 ]
[  epoch 0021/0040] 3630/4800, lr:2.5e-05 ∣ avg_100 : 32031.887301 ∣ critic_nllloss : 25969.518945 ∣ critic_ganloss : -178.664937 ∣ generator_nllloss : 5190.374023 ∣ generator_ganloss : 987.764209 ∣  [  std_z : 0.99  real_sub_fake : 639.71 ]
[  epoch 0021/0040] 3640/4800, lr:2.5e-05 ∣ avg_100 : 32030.774324 ∣ critic_nllloss : 25959.708789 ∣ critic_ganloss : -137.633412 ∣ generator_nllloss : 5257.112891 ∣ generator_ganloss : 976.064648 ∣  [  std_z : 0.99  real_sub_fake : 637.31 ]
[  epoch 0021/0040] 3650/4800, lr:2.5e-05 ∣ avg_100 : 32028.704125 ∣ critic_nllloss : 25795.734570 ∣ critic_ganloss : -121.844733 ∣ generator_nllloss : 5215.705469 ∣ generator_ganloss : 972.539697 ∣  [  std_z : 1.00  real_sub_fake : 506.11 ]
[  epoch 0021/0040] 3660/4800, lr:2.5e-05 ∣ avg_100 : 32033.949827 ∣ critic_nllloss : 26156.944141 ∣ critic_ganloss : -136.164156 ∣ generator_nllloss : 5304.703125 ∣ generator_ganloss : 971.547266 ∣  [  std_z : 1.01  real_sub_fake : 479.02 ]
[  epoch 0021/0040] 3670/4800, lr:2.5e-05 ∣ avg_100 : 32036.119265 ∣ critic_nllloss : 25860.381445 ∣ critic_ganloss : -135.626837 ∣ generator_nllloss : 5175.286328 ∣ generator_ganloss : 993.769238 ∣  [  std_z : 1.00  real_sub_fake : 480.80 ]
[  epoch 0021/0040] 3680/4800, lr:2.5e-05 ∣ avg_100 : 32035.625205 ∣ critic_nllloss : 25974.372656 ∣ critic_ganloss : -163.066531 ∣ generator_nllloss : 5090.937305 ∣ generator_ganloss : 987.171680 ∣  [  std_z : 0.99  real_sub_fake : 567.98 ]
[  epoch 0021/0040] 3690/4800, lr:2.5e-05 ∣ avg_100 : 32035.715410 ∣ critic_nllloss : 26117.544141 ∣ critic_ganloss : -190.053964 ∣ generator_nllloss : 5145.139063 ∣ generator_ganloss : 986.211084 ∣  [  std_z : 0.99  real_sub_fake : 721.07 ]
[  epoch 0021/0040] 3700/4800, lr:2.5e-05 ∣ avg_100 : 32034.785684 ∣ critic_nllloss : 25987.658398 ∣ critic_ganloss : -210.420074 ∣ generator_nllloss : 5274.023242 ∣ generator_ganloss : 985.459180 ∣  [  std_z : 0.99  real_sub_fake : 750.96 ]
[  epoch 0021/0040] 3710/4800, lr:2.5e-05 ∣ avg_100 : 32035.109163 ∣ critic_nllloss : 25799.327344 ∣ critic_ganloss : -136.900473 ∣ generator_nllloss : 5243.061328 ∣ generator_ganloss : 1002.225439 ∣     [  std_z : 1.00  real_sub_fake : 636.14 ]
[  epoch 0021/0040] 3720/4800, lr:2.5e-05 ∣ avg_100 : 32035.869386 ∣ critic_nllloss : 26031.626172 ∣ critic_ganloss : -131.787689 ∣ generator_nllloss : 5187.983984 ∣ generator_ganloss : 988.212451 ∣  [  std_z : 0.99  real_sub_fake : 591.12 ]
[  epoch 0021/0040] 3730/4800, lr:2.5e-05 ∣ avg_100 : 32035.653723 ∣ critic_nllloss : 25995.021094 ∣ critic_ganloss : -148.651207 ∣ generator_nllloss : 5228.109375 ∣ generator_ganloss : 998.303613 ∣  [  std_z : 1.00  real_sub_fake : 546.38 ]
[  epoch 0021/0040] 3740/4800, lr:2.5e-05 ∣ avg_100 : 32032.725611 ∣ critic_nllloss : 25856.919336 ∣ critic_ganloss : -158.205545 ∣ generator_nllloss : 5175.055273 ∣ generator_ganloss : 980.333984 ∣  [  std_z : 0.99  real_sub_fake : 499.66 ]
[  epoch 0021/0040] 3750/4800, lr:2.5e-05 ∣ avg_100 : 32032.184393 ∣ critic_nllloss : 26074.107812 ∣ critic_ganloss : -114.453815 ∣ generator_nllloss : 5207.915820 ∣ generator_ganloss : 990.124902 ∣  [  std_z : 0.99  real_sub_fake : 532.04 ]
[  epoch 0021/0040] 3760/4800, lr:2.5e-05 ∣ avg_100 : 32029.406492 ∣ critic_nllloss : 26038.254883 ∣ critic_ganloss : -143.542964 ∣ generator_nllloss : 5233.061914 ∣ generator_ganloss : 1008.935547 ∣     [  std_z : 0.99  real_sub_fake : 444.16 ]
[  epoch 0021/0040] 3770/4800, lr:2.5e-05 ∣ avg_100 : 32029.737181 ∣ critic_nllloss : 25872.664258 ∣ critic_ganloss : -147.333932 ∣ generator_nllloss : 5165.588672 ∣ generator_ganloss : 977.499121 ∣  [  std_z : 0.99  real_sub_fake : 615.09 ]
[  epoch 0021/0040] 3780/4800, lr:2.5e-05 ∣ avg_100 : 32026.483814 ∣ critic_nllloss : 26016.567383 ∣ critic_ganloss : -167.392595 ∣ generator_nllloss : 5134.132617 ∣ generator_ganloss : 989.646191 ∣  [  std_z : 0.99  real_sub_fake : 550.52 ]
[  epoch 0021/0040] 3790/4800, lr:2.5e-05 ∣ avg_100 : 32024.958257 ∣ critic_nllloss : 25853.223047 ∣ critic_ganloss : -157.424080 ∣ generator_nllloss : 5248.697266 ∣ generator_ganloss : 974.118750 ∣  [  std_z : 0.99  real_sub_fake : 601.94 ]
[  epoch 0021/0040] 3800/4800, lr:2.5e-05 ∣ avg_100 : 32021.416775 ∣ critic_nllloss : 25819.385156 ∣ critic_ganloss : -140.742610 ∣ generator_nllloss : 5240.015430 ∣ generator_ganloss : 986.810547 ∣  [  std_z : 0.99  real_sub_fake : 596.15 ]
[  epoch 0021/0040] 3810/4800, lr:2.5e-05 ∣ avg_100 : 32019.784937 ∣ critic_nllloss : 25862.667969 ∣ critic_ganloss : -162.791081 ∣ generator_nllloss : 5231.616602 ∣ generator_ganloss : 986.361719 ∣  [  std_z : 1.00  real_sub_fake : 580.80 ]
[  epoch 0021/0040] 3820/4800, lr:2.5e-05 ∣ avg_100 : 32014.729413 ∣ critic_nllloss : 25806.668359 ∣ critic_ganloss : -113.445961 ∣ generator_nllloss : 5144.707812 ∣ generator_ganloss : 973.416357 ∣  [  std_z : 1.00  real_sub_fake : 538.12 ]
[  epoch 0021/0040] 3830/4800, lr:2.5e-05 ∣ avg_100 : 32010.677680 ∣ critic_nllloss : 25840.929102 ∣ critic_ganloss : -155.913033 ∣ generator_nllloss : 5121.154688 ∣ generator_ganloss : 986.818896 ∣  [  std_z : 1.00  real_sub_fake : 504.06 ]
[  epoch 0021/0040] 3840/4800, lr:2.5e-05 ∣ avg_100 : 32010.950297 ∣ critic_nllloss : 25716.549805 ∣ critic_ganloss : -168.890854 ∣ generator_nllloss : 5194.267187 ∣ generator_ganloss : 983.789453 ∣  [  std_z : 1.00  real_sub_fake : 538.40 ]
[  epoch 0021/0040] 3850/4800, lr:2.5e-05 ∣ avg_100 : 32007.707076 ∣ critic_nllloss : 25662.709180 ∣ critic_ganloss : -148.923969 ∣ generator_nllloss : 5107.499023 ∣ generator_ganloss : 987.068506 ∣  [  std_z : 0.99  real_sub_fake : 556.42 ]
[  epoch 0021/0040] 3860/4800, lr:2.5e-05 ∣ avg_100 : 32011.094283 ∣ critic_nllloss : 26066.549414 ∣ critic_ganloss : -111.963684 ∣ generator_nllloss : 5142.056055 ∣ generator_ganloss : 1000.670508 ∣     [  std_z : 0.99  real_sub_fake : 497.38 ]
[  epoch 0021/0040] 3870/4800, lr:2.5e-05 ∣ avg_100 : 32011.786968 ∣ critic_nllloss : 25885.645703 ∣ critic_ganloss : -135.096666 ∣ generator_nllloss : 5141.454687 ∣ generator_ganloss : 996.317139 ∣  [  std_z : 1.00  real_sub_fake : 481.94 ]
[  epoch 0021/0040] 3880/4800, lr:2.5e-05 ∣ avg_100 : 32012.754082 ∣ critic_nllloss : 25964.030664 ∣ critic_ganloss : -172.959779 ∣ generator_nllloss : 5304.492578 ∣ generator_ganloss : 980.316162 ∣  [  std_z : 0.99  real_sub_fake : 607.21 ]
[  epoch 0021/0040] 3890/4800, lr:2.5e-05 ∣ avg_100 : 32011.416126 ∣ critic_nllloss : 25982.862695 ∣ critic_ganloss : -170.548099 ∣ generator_nllloss : 5273.606445 ∣ generator_ganloss : 992.091406 ∣  [  std_z : 0.99  real_sub_fake : 586.06 ]
[  epoch 0021/0040] 3900/4800, lr:2.5e-05 ∣ avg_100 : 32007.243171 ∣ critic_nllloss : 25926.141016 ∣ critic_ganloss : -162.751189 ∣ generator_nllloss : 5090.266797 ∣ generator_ganloss : 981.927930 ∣  [  std_z : 1.00  real_sub_fake : 666.51 ]
[  epoch 0021/0040] 3910/4800, lr:2.5e-05 ∣ avg_100 : 32007.536810 ∣ critic_nllloss : 26163.625586 ∣ critic_ganloss : -208.710300 ∣ generator_nllloss : 5159.053906 ∣ generator_ganloss : 985.558984 ∣  [  std_z : 1.00  real_sub_fake : 710.34 ]
[  epoch 0021/0040] 3920/4800, lr:2.5e-05 ∣ avg_100 : 32008.383468 ∣ critic_nllloss : 26105.770313 ∣ critic_ganloss : -136.703038 ∣ generator_nllloss : 5297.951172 ∣ generator_ganloss : 978.095947 ∣  [  std_z : 0.99  real_sub_fake : 737.84 ]
[  epoch 0021/0040] 3930/4800, lr:2.5e-05 ∣ avg_100 : 32006.071929 ∣ critic_nllloss : 26053.569727 ∣ critic_ganloss : -111.904071 ∣ generator_nllloss : 5117.704883 ∣ generator_ganloss : 1008.775537 ∣     [  std_z : 0.99  real_sub_fake : 453.45 ]
[  epoch 0021/0040] 3940/4800, lr:2.5e-05 ∣ avg_100 : 32003.861139 ∣ critic_nllloss : 25769.475586 ∣ critic_ganloss : -177.892548 ∣ generator_nllloss : 5218.883594 ∣ generator_ganloss : 990.072998 ∣  [  std_z : 0.99  real_sub_fake : 516.32 ]
[  epoch 0021/0040] 3950/4800, lr:2.5e-05 ∣ avg_100 : 32002.093611 ∣ critic_nllloss : 25916.586523 ∣ critic_ganloss : -168.589998 ∣ generator_nllloss : 5230.056250 ∣ generator_ganloss : 992.366016 ∣  [  std_z : 0.99  real_sub_fake : 635.69 ]
[  epoch 0021/0040] 3960/4800, lr:2.5e-05 ∣ avg_100 : 32002.579918 ∣ critic_nllloss : 26067.404297 ∣ critic_ganloss : -163.067742 ∣ generator_nllloss : 5206.089648 ∣ generator_ganloss : 997.732080 ∣  [  std_z : 1.00  real_sub_fake : 578.98 ]
[  epoch 0021/0040] 3970/4800, lr:2.5e-05 ∣ avg_100 : 32003.495060 ∣ critic_nllloss : 25944.331055 ∣ critic_ganloss : -143.248775 ∣ generator_nllloss : 5176.376953 ∣ generator_ganloss : 998.138037 ∣  [  std_z : 0.99  real_sub_fake : 558.64 ]
[  epoch 0021/0040] 3980/4800, lr:2.5e-05 ∣ avg_100 : 32007.388533 ∣ critic_nllloss : 25973.707031 ∣ critic_ganloss : -166.652614 ∣ generator_nllloss : 5191.605664 ∣ generator_ganloss : 989.372070 ∣  [  std_z : 0.99  real_sub_fake : 589.81 ]
[  epoch 0021/0040] 3990/4800, lr:2.5e-05 ∣ avg_100 : 32008.134529 ∣ critic_nllloss : 26023.691016 ∣ critic_ganloss : -145.843657 ∣ generator_nllloss : 5201.483008 ∣ generator_ganloss : 990.885693 ∣  [  std_z : 0.98  real_sub_fake : 614.06 ]
[  epoch 0021/0040] 4000/4800, lr:2.5e-05 ∣ avg_100 : 32007.493600 ∣ critic_nllloss : 25930.822852 ∣ critic_ganloss : -163.783859 ∣ generator_nllloss : 5264.235547 ∣ generator_ganloss : 992.247461 ∣  [  std_z : 0.98  real_sub_fake : 651.12 ]
[  epoch 0021/0040] 4010/4800, lr:2.5e-05 ∣ avg_100 : 32013.453865 ∣ critic_nllloss : 26252.303125 ∣ critic_ganloss : -174.610443 ∣ generator_nllloss : 5266.682813 ∣ generator_ganloss : 995.359033 ∣  [  std_z : 0.99  real_sub_fake : 642.14 ]
[  epoch 0021/0040] 4020/4800, lr:2.5e-05 ∣ avg_100 : 32018.471619 ∣ critic_nllloss : 26093.411133 ∣ critic_ganloss : -191.985860 ∣ generator_nllloss : 5313.415234 ∣ generator_ganloss : 985.358301 ∣  [  std_z : 0.98  real_sub_fake : 609.54 ]
[  epoch 0021/0040] 4030/4800, lr:2.5e-05 ∣ avg_100 : 32019.780034 ∣ critic_nllloss : 25976.630273 ∣ critic_ganloss : -132.183456 ∣ generator_nllloss : 5260.925977 ∣ generator_ganloss : 990.180322 ∣  [  std_z : 0.99  real_sub_fake : 576.76 ]
[  epoch 0021/0040] 4040/4800, lr:2.5e-05 ∣ avg_100 : 32017.568898 ∣ critic_nllloss : 25931.853711 ∣ critic_ganloss : -136.839322 ∣ generator_nllloss : 5140.043359 ∣ generator_ganloss : 993.071973 ∣  [  std_z : 0.99  real_sub_fake : 539.97 ]
[  epoch 0021/0040] 4050/4800, lr:2.5e-05 ∣ avg_100 : 32017.588986 ∣ critic_nllloss : 25987.759766 ∣ critic_ganloss : -150.316780 ∣ generator_nllloss : 5282.453125 ∣ generator_ganloss : 998.318262 ∣  [  std_z : 0.99  real_sub_fake : 547.14 ]
[  epoch 0021/0040] 4060/4800, lr:2.5e-05 ∣ avg_100 : 32017.122541 ∣ critic_nllloss : 25850.755273 ∣ critic_ganloss : -128.007649 ∣ generator_nllloss : 5235.073242 ∣ generator_ganloss : 1003.505273 ∣     [  std_z : 0.99  real_sub_fake : 486.16 ]
[  epoch 0021/0040] 4070/4800, lr:2.5e-05 ∣ avg_100 : 32017.351957 ∣ critic_nllloss : 25831.973633 ∣ critic_ganloss : -144.666974 ∣ generator_nllloss : 5199.900391 ∣ generator_ganloss : 995.820703 ∣  [  std_z : 0.99  real_sub_fake : 490.68 ]
[  epoch 0021/0040] 4080/4800, lr:2.5e-05 ∣ avg_100 : 32015.419080 ∣ critic_nllloss : 26003.650391 ∣ critic_ganloss : -179.858516 ∣ generator_nllloss : 5201.450391 ∣ generator_ganloss : 990.426855 ∣  [  std_z : 0.99  real_sub_fake : 637.84 ]
[  epoch 0021/0040] 4090/4800, lr:2.5e-05 ∣ avg_100 : 32014.562553 ∣ critic_nllloss : 25884.145117 ∣ critic_ganloss : -204.512161 ∣ generator_nllloss : 5173.581641 ∣ generator_ganloss : 983.041162 ∣  [  std_z : 1.00  real_sub_fake : 692.68 ]
[  epoch 0021/0040] 4100/4800, lr:2.5e-05 ∣ avg_100 : 32017.253864 ∣ critic_nllloss : 26182.238867 ∣ critic_ganloss : -227.473737 ∣ generator_nllloss : 5179.814648 ∣ generator_ganloss : 985.573486 ∣  [  std_z : 0.99  real_sub_fake : 837.98 ]
[  epoch 0021/0040] 4110/4800, lr:2.5e-05 ∣ avg_100 : 32015.942976 ∣ critic_nllloss : 25977.818164 ∣ critic_ganloss : -207.887988 ∣ generator_nllloss : 5100.599805 ∣ generator_ganloss : 1004.725879 ∣     [  std_z : 0.99  real_sub_fake : 820.58 ]
[  epoch 0021/0040] 4120/4800, lr:2.5e-05 ∣ avg_100 : 32014.261885 ∣ critic_nllloss : 25861.819922 ∣ critic_ganloss : -90.514215 ∣ generator_nllloss : 5112.380664 ∣ generator_ganloss : 1031.711084 ∣  [  std_z : 0.99  real_sub_fake : 500.59 ]
[  epoch 0021/0040] 4130/4800, lr:2.5e-05 ∣ avg_100 : 32012.888828 ∣ critic_nllloss : 25724.961328 ∣ critic_ganloss : -133.404430 ∣ generator_nllloss : 5138.180664 ∣ generator_ganloss : 1002.783057 ∣     [  std_z : 0.99  real_sub_fake : 460.95 ]
[  epoch 0021/0040] 4140/4800, lr:2.5e-05 ∣ avg_100 : 32012.922220 ∣ critic_nllloss : 26151.534961 ∣ critic_ganloss : -127.254691 ∣ generator_nllloss : 5162.090820 ∣ generator_ganloss : 1008.688574 ∣     [  std_z : 0.99  real_sub_fake : 491.27 ]
[  epoch 0021/0040] 4150/4800, lr:2.5e-05 ∣ avg_100 : 32014.059581 ∣ critic_nllloss : 26070.612500 ∣ critic_ganloss : -141.205177 ∣ generator_nllloss : 5278.445508 ∣ generator_ganloss : 1018.223633 ∣     [  std_z : 0.99  real_sub_fake : 424.42 ]
[  epoch 0021/0040] 4160/4800, lr:2.5e-05 ∣ avg_100 : 32012.950620 ∣ critic_nllloss : 26087.385156 ∣ critic_ganloss : -142.351566 ∣ generator_nllloss : 5117.792188 ∣ generator_ganloss : 998.745459 ∣  [  std_z : 1.00  real_sub_fake : 574.61 ]
[  epoch 0021/0040] 4170/4800, lr:2.5e-05 ∣ avg_100 : 32012.074109 ∣ critic_nllloss : 25996.556250 ∣ critic_ganloss : -151.395888 ∣ generator_nllloss : 5135.740430 ∣ generator_ganloss : 1017.621777 ∣     [  std_z : 1.00  real_sub_fake : 527.40 ]
[  epoch 0021/0040] 4180/4800, lr:2.5e-05 ∣ avg_100 : 32014.652284 ∣ critic_nllloss : 26054.304688 ∣ critic_ganloss : -164.601132 ∣ generator_nllloss : 5210.627344 ∣ generator_ganloss : 1013.345117 ∣     [  std_z : 0.99  real_sub_fake : 595.66 ]
[  epoch 0021/0040] 4190/4800, lr:2.5e-05 ∣ avg_100 : 32010.263487 ∣ critic_nllloss : 25873.734961 ∣ critic_ganloss : -134.481120 ∣ generator_nllloss : 5234.229492 ∣ generator_ganloss : 1010.117773 ∣     [  std_z : 0.99  real_sub_fake : 583.94 ]
[  epoch 0021/0040] 4200/4800, lr:2.5e-05 ∣ avg_100 : 32009.314136 ∣ critic_nllloss : 25821.324805 ∣ critic_ganloss : -135.797816 ∣ generator_nllloss : 5242.869922 ∣ generator_ganloss : 993.850293 ∣  [  std_z : 0.99  real_sub_fake : 541.51 ]
[  epoch 0021/0040] 4210/4800, lr:2.5e-05 ∣ avg_100 : 32009.007257 ∣ critic_nllloss : 26118.689453 ∣ critic_ganloss : -141.829051 ∣ generator_nllloss : 5188.675977 ∣ generator_ganloss : 1012.856641 ∣     [  std_z : 0.99  real_sub_fake : 527.25 ]
[  epoch 0021/0040] 4220/4800, lr:2.5e-05 ∣ avg_100 : 32009.824778 ∣ critic_nllloss : 26085.446289 ∣ critic_ganloss : -146.572174 ∣ generator_nllloss : 5251.038477 ∣ generator_ganloss : 987.221045 ∣  [  std_z : 0.99  real_sub_fake : 549.49 ]
[  epoch 0021/0040] 4230/4800, lr:2.5e-05 ∣ avg_100 : 32008.584156 ∣ critic_nllloss : 25957.775195 ∣ critic_ganloss : -174.799789 ∣ generator_nllloss : 5192.006641 ∣ generator_ganloss : 977.761963 ∣  [  std_z : 0.99  real_sub_fake : 588.55 ]
[  epoch 0021/0040] 4240/4800, lr:2.5e-05 ∣ avg_100 : 32009.607553 ∣ critic_nllloss : 25971.523047 ∣ critic_ganloss : -172.587536 ∣ generator_nllloss : 5238.548828 ∣ generator_ganloss : 968.769043 ∣  [  std_z : 0.99  real_sub_fake : 546.80 ]
[  epoch 0021/0040] 4250/4800, lr:2.5e-05 ∣ avg_100 : 32012.361293 ∣ critic_nllloss : 26229.783008 ∣ critic_ganloss : -185.401861 ∣ generator_nllloss : 5250.384766 ∣ generator_ganloss : 959.753271 ∣  [  std_z : 0.99  real_sub_fake : 722.86 ]
[  epoch 0021/0040] 4260/4800, lr:2.5e-05 ∣ avg_100 : 32011.484758 ∣ critic_nllloss : 26036.169531 ∣ critic_ganloss : -150.537637 ∣ generator_nllloss : 5179.879102 ∣ generator_ganloss : 975.101123 ∣  [  std_z : 0.99  real_sub_fake : 607.05 ]
[  epoch 0021/0040] 4270/4800, lr:2.5e-05 ∣ avg_100 : 32010.145210 ∣ critic_nllloss : 26083.258008 ∣ critic_ganloss : -107.170133 ∣ generator_nllloss : 5234.225586 ∣ generator_ganloss : 1009.047217 ∣     [  std_z : 0.99  real_sub_fake : 454.39 ]
[  epoch 0021/0040] 4280/4800, lr:2.5e-05 ∣ avg_100 : 32010.913906 ∣ critic_nllloss : 25896.008398 ∣ critic_ganloss : -122.656861 ∣ generator_nllloss : 5191.882031 ∣ generator_ganloss : 988.513477 ∣  [  std_z : 0.99  real_sub_fake : 469.81 ]
[  epoch 0021/0040] 4290/4800, lr:2.5e-05 ∣ avg_100 : 32012.682327 ∣ critic_nllloss : 26081.599023 ∣ critic_ganloss : -158.925812 ∣ generator_nllloss : 5284.529688 ∣ generator_ganloss : 974.071729 ∣  [  std_z : 0.99  real_sub_fake : 524.45 ]
[  epoch 0021/0040] 4300/4800, lr:2.5e-05 ∣ avg_100 : 32010.616879 ∣ critic_nllloss : 26028.394922 ∣ critic_ganloss : -134.158996 ∣ generator_nllloss : 5186.568945 ∣ generator_ganloss : 985.890820 ∣  [  std_z : 1.00  real_sub_fake : 541.59 ]
[  epoch 0021/0040] 4310/4800, lr:2.5e-05 ∣ avg_100 : 32010.108808 ∣ critic_nllloss : 25940.357422 ∣ critic_ganloss : -142.960201 ∣ generator_nllloss : 5208.322656 ∣ generator_ganloss : 1005.615674 ∣     [  std_z : 0.99  real_sub_fake : 498.24 ]
[  epoch 0021/0040] 4320/4800, lr:2.5e-05 ∣ avg_100 : 32010.299076 ∣ critic_nllloss : 26118.679492 ∣ critic_ganloss : -158.303391 ∣ generator_nllloss : 5140.625195 ∣ generator_ganloss : 984.942969 ∣  [  std_z : 0.99  real_sub_fake : 623.34 ]
[  epoch 0021/0040] 4330/4800, lr:2.5e-05 ∣ avg_100 : 32010.190331 ∣ critic_nllloss : 25912.080859 ∣ critic_ganloss : -180.975490 ∣ generator_nllloss : 5261.593359 ∣ generator_ganloss : 1020.953174 ∣     [  std_z : 0.99  real_sub_fake : 572.25 ]
[  epoch 0021/0040] 4340/4800, lr:2.5e-05 ∣ avg_100 : 32010.849104 ∣ critic_nllloss : 25946.678906 ∣ critic_ganloss : -147.944147 ∣ generator_nllloss : 5204.090820 ∣ generator_ganloss : 1003.059473 ∣     [  std_z : 0.98  real_sub_fake : 606.74 ]
[  epoch 0021/0040] 4350/4800, lr:2.5e-05 ∣ avg_100 : 32006.633878 ∣ critic_nllloss : 25815.916992 ∣ critic_ganloss : -176.487550 ∣ generator_nllloss : 5108.450977 ∣ generator_ganloss : 1012.273145 ∣     [  std_z : 0.99  real_sub_fake : 595.32 ]
[  epoch 0021/0040] 4360/4800, lr:2.5e-05 ∣ avg_100 : 32007.647839 ∣ critic_nllloss : 26107.425195 ∣ critic_ganloss : -184.028883 ∣ generator_nllloss : 5281.436914 ∣ generator_ganloss : 981.534326 ∣  [  std_z : 1.00  real_sub_fake : 673.01 ]
[  epoch 0021/0040] 4370/4800, lr:2.5e-05 ∣ avg_100 : 32008.101132 ∣ critic_nllloss : 25975.718555 ∣ critic_ganloss : -184.791422 ∣ generator_nllloss : 5251.401953 ∣ generator_ganloss : 1007.894873 ∣     [  std_z : 1.00  real_sub_fake : 616.47 ]
[  epoch 0021/0040] 4380/4800, lr:2.5e-05 ∣ avg_100 : 32010.493875 ∣ critic_nllloss : 26119.925977 ∣ critic_ganloss : -165.875375 ∣ generator_nllloss : 5250.660352 ∣ generator_ganloss : 1005.593262 ∣     [  std_z : 1.00  real_sub_fake : 639.57 ]
[  epoch 0021/0040] 4390/4800, lr:2.5e-05 ∣ avg_100 : 32017.625251 ∣ critic_nllloss : 26306.342773 ∣ critic_ganloss : -130.098580 ∣ generator_nllloss : 5273.214063 ∣ generator_ganloss : 1013.873926 ∣     [  std_z : 0.99  real_sub_fake : 601.30 ]
[  epoch 0021/0040] 4400/4800, lr:2.5e-05 ∣ avg_100 : 32016.196716 ∣ critic_nllloss : 25899.742578 ∣ critic_ganloss : -98.551899 ∣ generator_nllloss : 5157.310156 ∣ generator_ganloss : 1021.912695 ∣  [  std_z : 0.99  real_sub_fake : 525.63 ]
[  epoch 0021/0040] 4410/4800, lr:2.5e-05 ∣ avg_100 : 32015.053865 ∣ critic_nllloss : 25954.539062 ∣ critic_ganloss : -124.954057 ∣ generator_nllloss : 5204.441016 ∣ generator_ganloss : 1028.045410 ∣     [  std_z : 0.99  real_sub_fake : 402.65 ]
[  epoch 0021/0040] 4420/4800, lr:2.5e-05 ∣ avg_100 : 32015.270450 ∣ critic_nllloss : 26021.772266 ∣ critic_ganloss : -181.914011 ∣ generator_nllloss : 5236.649023 ∣ generator_ganloss : 975.598682 ∣  [  std_z : 0.99  real_sub_fake : 566.96 ]
[  epoch 0021/0040] 4430/4800, lr:2.5e-05 ∣ avg_100 : 32015.993495 ∣ critic_nllloss : 26010.010547 ∣ critic_ganloss : -108.129184 ∣ generator_nllloss : 5227.484961 ∣ generator_ganloss : 998.578857 ∣  [  std_z : 1.00  real_sub_fake : 534.09 ]
[  epoch 0021/0040] 4440/4800, lr:2.5e-05 ∣ avg_100 : 32016.662660 ∣ critic_nllloss : 26124.696875 ∣ critic_ganloss : -155.539382 ∣ generator_nllloss : 5164.227344 ∣ generator_ganloss : 1003.469775 ∣     [  std_z : 1.00  real_sub_fake : 473.30 ]
[  epoch 0021/0040] 4450/4800, lr:2.5e-05 ∣ avg_100 : 32012.318532 ∣ critic_nllloss : 25827.512305 ∣ critic_ganloss : -154.513022 ∣ generator_nllloss : 5114.995313 ∣ generator_ganloss : 986.610986 ∣  [  std_z : 0.99  real_sub_fake : 519.14 ]
[  epoch 0021/0040] 4460/4800, lr:2.5e-05 ∣ avg_100 : 32013.929002 ∣ critic_nllloss : 26058.723633 ∣ critic_ganloss : -136.539453 ∣ generator_nllloss : 5222.714063 ∣ generator_ganloss : 992.612988 ∣  [  std_z : 0.99  real_sub_fake : 532.95 ]
[  epoch 0021/0040] 4470/4800, lr:2.5e-05 ∣ avg_100 : 32010.685129 ∣ critic_nllloss : 25719.179102 ∣ critic_ganloss : -141.490352 ∣ generator_nllloss : 5123.434961 ∣ generator_ganloss : 990.637109 ∣  [  std_z : 0.99  real_sub_fake : 559.84 ]
[  epoch 0021/0040] 4480/4800, lr:2.5e-05 ∣ avg_100 : 32011.401087 ∣ critic_nllloss : 26049.194727 ∣ critic_ganloss : -150.037741 ∣ generator_nllloss : 5150.557227 ∣ generator_ganloss : 1010.561523 ∣     [  std_z : 1.00  real_sub_fake : 511.85 ]
[  epoch 0021/0040] 4490/4800, lr:2.5e-05 ∣ avg_100 : 32011.436369 ∣ critic_nllloss : 25821.071094 ∣ critic_ganloss : -139.154483 ∣ generator_nllloss : 5114.427930 ∣ generator_ganloss : 1005.821484 ∣     [  std_z : 1.00  real_sub_fake : 542.63 ]
[  epoch 0021/0040] 4500/4800, lr:2.5e-05 ∣ avg_100 : 32017.060204 ∣ critic_nllloss : 26171.898828 ∣ critic_ganloss : -163.579158 ∣ generator_nllloss : 5239.220703 ∣ generator_ganloss : 988.538867 ∣  [  std_z : 1.01  real_sub_fake : 613.02 ]
[  epoch 0021/0040] 4510/4800, lr:2.5e-05 ∣ avg_100 : 32021.756390 ∣ critic_nllloss : 26268.641602 ∣ critic_ganloss : -111.026021 ∣ generator_nllloss : 5155.927539 ∣ generator_ganloss : 1006.618701 ∣     [  std_z : 0.99  real_sub_fake : 525.76 ]
[  epoch 0021/0040] 4520/4800, lr:2.5e-05 ∣ avg_100 : 32020.800747 ∣ critic_nllloss : 25844.715820 ∣ critic_ganloss : -155.913979 ∣ generator_nllloss : 5164.059375 ∣ generator_ganloss : 991.730518 ∣  [  std_z : 0.99  real_sub_fake : 528.33 ]
[  epoch 0021/0040] 4530/4800, lr:2.5e-05 ∣ avg_100 : 32019.563291 ∣ critic_nllloss : 25869.448828 ∣ critic_ganloss : -127.936071 ∣ generator_nllloss : 5263.825977 ∣ generator_ganloss : 977.816846 ∣  [  std_z : 0.99  real_sub_fake : 497.43 ]
[  epoch 0021/0040] 4540/4800, lr:2.5e-05 ∣ avg_100 : 32021.740886 ∣ critic_nllloss : 26154.814648 ∣ critic_ganloss : -167.995503 ∣ generator_nllloss : 5275.287500 ∣ generator_ganloss : 994.731934 ∣  [  std_z : 1.00  real_sub_fake : 555.50 ]
[  epoch 0021/0040] 4550/4800, lr:2.5e-05 ∣ avg_100 : 32021.576707 ∣ critic_nllloss : 25976.591992 ∣ critic_ganloss : -142.606511 ∣ generator_nllloss : 5181.535352 ∣ generator_ganloss : 1000.860742 ∣     [  std_z : 0.99  real_sub_fake : 554.20 ]
[  epoch 0021/0040] 4560/4800, lr:2.5e-05 ∣ avg_100 : 32021.269578 ∣ critic_nllloss : 26060.150977 ∣ critic_ganloss : -144.625307 ∣ generator_nllloss : 5210.483398 ∣ generator_ganloss : 1007.137549 ∣     [  std_z : 0.99  real_sub_fake : 542.34 ]
[  epoch 0021/0040] 4570/4800, lr:2.5e-05 ∣ avg_100 : 32018.933065 ∣ critic_nllloss : 25680.056641 ∣ critic_ganloss : -148.395502 ∣ generator_nllloss : 5212.746094 ∣ generator_ganloss : 998.750049 ∣  [  std_z : 0.99  real_sub_fake : 542.20 ]
[  epoch 0021/0040] 4580/4800, lr:2.5e-05 ∣ avg_100 : 32016.012401 ∣ critic_nllloss : 25772.569922 ∣ critic_ganloss : -132.395769 ∣ generator_nllloss : 5098.962695 ∣ generator_ganloss : 996.890625 ∣  [  std_z : 0.99  real_sub_fake : 536.52 ]
[  epoch 0021/0040] 4590/4800, lr:2.5e-05 ∣ avg_100 : 32014.703471 ∣ critic_nllloss : 26079.808984 ∣ critic_ganloss : -139.516864 ∣ generator_nllloss : 5217.534375 ∣ generator_ganloss : 984.964502 ∣  [  std_z : 0.99  real_sub_fake : 529.09 ]
[  epoch 0021/0040] 4600/4800, lr:2.5e-05 ∣ avg_100 : 32016.828883 ∣ critic_nllloss : 26034.876563 ∣ critic_ganloss : -132.887319 ∣ generator_nllloss : 5181.832812 ∣ generator_ganloss : 999.476807 ∣  [  std_z : 0.99  real_sub_fake : 501.98 ]
[  epoch 0021/0040] 4610/4800, lr:2.5e-05 ∣ avg_100 : 32015.120613 ∣ critic_nllloss : 25775.944531 ∣ critic_ganloss : -121.279988 ∣ generator_nllloss : 5168.938086 ∣ generator_ganloss : 971.442334 ∣  [  std_z : 0.99  real_sub_fake : 509.97 ]
[  epoch 0021/0040] 4620/4800, lr:2.5e-05 ∣ avg_100 : 32015.488922 ∣ critic_nllloss : 25994.292187 ∣ critic_ganloss : -177.466576 ∣ generator_nllloss : 5184.229492 ∣ generator_ganloss : 977.996826 ∣  [  std_z : 1.00  real_sub_fake : 507.78 ]
[  epoch 0021/0040] 4630/4800, lr:2.5e-05 ∣ avg_100 : 32015.010145 ∣ critic_nllloss : 25967.466602 ∣ critic_ganloss : -150.069095 ∣ generator_nllloss : 5113.333008 ∣ generator_ganloss : 990.383984 ∣  [  std_z : 1.00  real_sub_fake : 585.87 ]
[  epoch 0021/0040] 4640/4800, lr:2.5e-05 ∣ avg_100 : 32013.463441 ∣ critic_nllloss : 25994.095313 ∣ critic_ganloss : -180.362445 ∣ generator_nllloss : 5107.994922 ∣ generator_ganloss : 978.854687 ∣  [  std_z : 0.99  real_sub_fake : 672.64 ]
[  epoch 0021/0040] 4650/4800, lr:2.5e-05 ∣ avg_100 : 32017.422938 ∣ critic_nllloss : 26155.674414 ∣ critic_ganloss : -124.752924 ∣ generator_nllloss : 5215.123242 ∣ generator_ganloss : 1012.039990 ∣     [  std_z : 0.99  real_sub_fake : 577.67 ]
[  epoch 0021/0040] 4660/4800, lr:2.5e-05 ∣ avg_100 : 32012.915029 ∣ critic_nllloss : 25796.223242 ∣ critic_ganloss : -146.533779 ∣ generator_nllloss : 5199.330859 ∣ generator_ganloss : 997.219189 ∣  [  std_z : 0.99  real_sub_fake : 439.01 ]
[  epoch 0021/0040] 4670/4800, lr:2.5e-05 ∣ avg_100 : 32013.002899 ∣ critic_nllloss : 25932.736523 ∣ critic_ganloss : -169.820029 ∣ generator_nllloss : 5176.517187 ∣ generator_ganloss : 963.163477 ∣  [  std_z : 0.99  real_sub_fake : 606.88 ]
[  epoch 0021/0040] 4680/4800, lr:2.5e-05 ∣ avg_100 : 32012.333095 ∣ critic_nllloss : 25895.206836 ∣ critic_ganloss : -127.082623 ∣ generator_nllloss : 5057.778516 ∣ generator_ganloss : 996.531982 ∣  [  std_z : 1.00  real_sub_fake : 522.51 ]
[  epoch 0021/0040] 4690/4800, lr:2.5e-05 ∣ avg_100 : 32013.063914 ∣ critic_nllloss : 26072.909766 ∣ critic_ganloss : -132.781004 ∣ generator_nllloss : 5197.739453 ∣ generator_ganloss : 994.054053 ∣  [  std_z : 1.01  real_sub_fake : 506.05 ]
[  epoch 0021/0040] 4700/4800, lr:2.5e-05 ∣ avg_100 : 32013.361636 ∣ critic_nllloss : 25999.845508 ∣ critic_ganloss : -122.950958 ∣ generator_nllloss : 5216.727930 ∣ generator_ganloss : 972.870410 ∣  [  std_z : 1.00  real_sub_fake : 540.08 ]
[  epoch 0021/0040] 4710/4800, lr:2.5e-05 ∣ avg_100 : 32014.817165 ∣ critic_nllloss : 26027.283008 ∣ critic_ganloss : -168.283176 ∣ generator_nllloss : 5190.254883 ∣ generator_ganloss : 1004.011816 ∣     [  std_z : 0.99  real_sub_fake : 588.04 ]
[  epoch 0021/0040] 4720/4800, lr:2.5e-05 ∣ avg_100 : 32013.767910 ∣ critic_nllloss : 25941.673047 ∣ critic_ganloss : -153.926259 ∣ generator_nllloss : 5199.493945 ∣ generator_ganloss : 983.868750 ∣  [  std_z : 0.98  real_sub_fake : 566.53 ]
[  epoch 0021/0040] 4730/4800, lr:2.5e-05 ∣ avg_100 : 32013.237355 ∣ critic_nllloss : 25930.987891 ∣ critic_ganloss : -114.168280 ∣ generator_nllloss : 5218.422461 ∣ generator_ganloss : 984.485303 ∣  [  std_z : 0.98  real_sub_fake : 546.07 ]
[  epoch 0021/0040] 4740/4800, lr:2.5e-05 ∣ avg_100 : 32017.084937 ∣ critic_nllloss : 26174.881445 ∣ critic_ganloss : -137.868681 ∣ generator_nllloss : 5203.771680 ∣ generator_ganloss : 998.076807 ∣  [  std_z : 1.00  real_sub_fake : 497.78 ]
[  epoch 0021/0040] 4750/4800, lr:2.5e-05 ∣ avg_100 : 32015.809635 ∣ critic_nllloss : 26131.576367 ∣ critic_ganloss : -200.550688 ∣ generator_nllloss : 5120.724023 ∣ generator_ganloss : 978.414795 ∣  [  std_z : 1.01  real_sub_fake : 641.30 ]
[  epoch 0021/0040] 4760/4800, lr:2.5e-05 ∣ avg_100 : 32012.258546 ∣ critic_nllloss : 25851.662695 ∣ critic_ganloss : -192.280423 ∣ generator_nllloss : 5134.660156 ∣ generator_ganloss : 987.558057 ∣  [  std_z : 1.01  real_sub_fake : 663.50 ]
[  epoch 0021/0040] 4770/4800, lr:2.5e-05 ∣ avg_100 : 32013.797396 ∣ critic_nllloss : 25933.309180 ∣ critic_ganloss : -39.407289 ∣ generator_nllloss : 5112.251172 ∣ generator_ganloss : 1016.150049 ∣  [  std_z : 0.99  real_sub_fake : 457.91 ]
[  epoch 0021/0040] 4780/4800, lr:2.5e-05 ∣ avg_100 : 32014.631835 ∣ critic_nllloss : 25983.205664 ∣ critic_ganloss : -105.167647 ∣ generator_nllloss : 5160.715234 ∣ generator_ganloss : 1017.644238 ∣     [  std_z : 0.98  real_sub_fake : 324.48 ]
[  epoch 0021/0040] 4790/4800, lr:2.5e-05 ∣ avg_100 : 32013.862760 ∣ critic_nllloss : 25880.281836 ∣ critic_ganloss : -131.666379 ∣ generator_nllloss : 5122.915234 ∣ generator_ganloss : 970.176758 ∣  [  std_z : 0.98  real_sub_fake : 427.21 ]
[  epoch 0021/0040] 4800/4800, lr:2.5e-05 ∣ avg_100 : 32016.478052 ∣ critic_nllloss : 26076.374023 ∣ critic_ganloss : -129.681929 ∣ generator_nllloss : 5248.809180 ∣ generator_ganloss : 971.496484 ∣  [  std_z : 0.99  real_sub_fake : 497.78 ]
[    val 021    ] Done! KLD: 0.027478: 0.00692725:39, total: 1 day, 6:22:25                     
[  epoch 0022/0040] 0010/4800, lr:2.5e-05 ∣ avg_100 : 32018.715812 ∣ critic_nllloss : 25981.127148 ∣ critic_ganloss : -144.084290 ∣ generator_nllloss : 5305.255664 ∣ generator_ganloss : 999.332715 ∣  [  std_z : 0.99  real_sub_fake : 458.08 ]
[  epoch 0022/0040] 0020/4800, lr:2.5e-05 ∣ avg_100 : 32017.431199 ∣ critic_nllloss : 25713.025781 ∣ critic_ganloss : -127.306210 ∣ generator_nllloss : 5101.730859 ∣ generator_ganloss : 995.434766 ∣  [  std_z : 1.00  real_sub_fake : 448.50 ]
[  epoch 0022/0040] 0030/4800, lr:2.5e-05 ∣ avg_100 : 32018.067201 ∣ critic_nllloss : 25922.802930 ∣ critic_ganloss : -128.218642 ∣ generator_nllloss : 5059.830859 ∣ generator_ganloss : 1002.174756 ∣     [  std_z : 1.00  real_sub_fake : 488.23 ]
[  epoch 0022/0040] 0040/4800, lr:2.5e-05 ∣ avg_100 : 32022.369168 ∣ critic_nllloss : 26053.017188 ∣ critic_ganloss : -127.421282 ∣ generator_nllloss : 5224.067187 ∣ generator_ganloss : 1006.249219 ∣     [  std_z : 0.99  real_sub_fake : 524.56 ]
[  epoch 0022/0040] 0050/4800, lr:2.5e-05 ∣ avg_100 : 32026.401721 ∣ critic_nllloss : 26008.174414 ∣ critic_ganloss : -149.058263 ∣ generator_nllloss : 5157.123438 ∣ generator_ganloss : 995.368408 ∣  [  std_z : 0.98  real_sub_fake : 548.93 ]
[  epoch 0022/0040] 0060/4800, lr:2.5e-05 ∣ avg_100 : 32026.235907 ∣ critic_nllloss : 26011.395508 ∣ critic_ganloss : -166.169586 ∣ generator_nllloss : 5236.450195 ∣ generator_ganloss : 999.054785 ∣  [  std_z : 0.99  real_sub_fake : 544.59 ]
[  epoch 0022/0040] 0070/4800, lr:2.5e-05 ∣ avg_100 : 32025.204102 ∣ critic_nllloss : 25808.930273 ∣ critic_ganloss : -132.505193 ∣ generator_nllloss : 5109.974219 ∣ generator_ganloss : 998.741016 ∣  [  std_z : 1.00  real_sub_fake : 542.90 ]
[  epoch 0022/0040] 0080/4800, lr:2.5e-05 ∣ avg_100 : 32026.525813 ∣ critic_nllloss : 26176.533203 ∣ critic_ganloss : -144.702121 ∣ generator_nllloss : 5177.663867 ∣ generator_ganloss : 998.555811 ∣  [  std_z : 1.01  real_sub_fake : 599.93 ]
[  epoch 0022/0040] 0090/4800, lr:2.5e-05 ∣ avg_100 : 32026.161238 ∣ critic_nllloss : 25995.923047 ∣ critic_ganloss : -168.222131 ∣ generator_nllloss : 5224.066016 ∣ generator_ganloss : 989.787988 ∣  [  std_z : 1.00  real_sub_fake : 552.83 ]
[  epoch 0022/0040] 0100/4800, lr:2.5e-05 ∣ avg_100 : 32027.631723 ∣ critic_nllloss : 25893.162109 ∣ critic_ganloss : -139.403593 ∣ generator_nllloss : 5239.348047 ∣ generator_ganloss : 989.526562 ∣  [  std_z : 0.99  real_sub_fake : 608.04 ]
[  epoch 0022/0040] 0110/4800, lr:2.5e-05 ∣ avg_100 : 32027.440138 ∣ critic_nllloss : 26024.257227 ∣ critic_ganloss : -123.308868 ∣ generator_nllloss : 5180.196094 ∣ generator_ganloss : 999.225146 ∣  [  std_z : 0.99  real_sub_fake : 523.16 ]
[  epoch 0022/0040] 0120/4800, lr:2.5e-05 ∣ avg_100 : 32026.961336 ∣ critic_nllloss : 26041.289648 ∣ critic_ganloss : -115.948756 ∣ generator_nllloss : 5269.570898 ∣ generator_ganloss : 1002.322461 ∣     [  std_z : 1.00  real_sub_fake : 495.50 ]
[  epoch 0022/0040] 0130/4800, lr:2.5e-05 ∣ avg_100 : 32024.383954 ∣ critic_nllloss : 25748.431445 ∣ critic_ganloss : -117.321426 ∣ generator_nllloss : 5186.760352 ∣ generator_ganloss : 992.537451 ∣  [  std_z : 0.99  real_sub_fake : 436.17 ]
[  epoch 0022/0040] 0140/4800, lr:2.5e-05 ∣ avg_100 : 32027.647739 ∣ critic_nllloss : 25997.327344 ∣ critic_ganloss : -161.512727 ∣ generator_nllloss : 5303.260742 ∣ generator_ganloss : 987.842773 ∣  [  std_z : 1.00  real_sub_fake : 495.51 ]
[  epoch 0022/0040] 0150/4800, lr:2.5e-05 ∣ avg_100 : 32026.621066 ∣ critic_nllloss : 25942.954883 ∣ critic_ganloss : -175.749356 ∣ generator_nllloss : 5117.539844 ∣ generator_ganloss : 983.006152 ∣  [  std_z : 1.00  real_sub_fake : 611.99 ]
[  epoch 0022/0040] 0160/4800, lr:2.5e-05 ∣ avg_100 : 32027.182712 ∣ critic_nllloss : 26032.552539 ∣ critic_ganloss : -144.839830 ∣ generator_nllloss : 5263.931250 ∣ generator_ganloss : 1012.678906 ∣     [  std_z : 0.99  real_sub_fake : 551.22 ]
[  epoch 0022/0040] 0170/4800, lr:2.5e-05 ∣ avg_100 : 32029.518798 ∣ critic_nllloss : 26098.840234 ∣ critic_ganloss : -118.644678 ∣ generator_nllloss : 5226.238672 ∣ generator_ganloss : 1002.771680 ∣     [  std_z : 0.99  real_sub_fake : 539.59 ]
[  epoch 0022/0040] 0180/4800, lr:2.5e-05 ∣ avg_100 : 32030.572373 ∣ critic_nllloss : 26057.453711 ∣ critic_ganloss : -145.921231 ∣ generator_nllloss : 5183.327148 ∣ generator_ganloss : 998.529980 ∣  [  std_z : 0.98  real_sub_fake : 503.01 ]
[  epoch 0022/0040] 0190/4800, lr:2.5e-05 ∣ avg_100 : 32027.756512 ∣ critic_nllloss : 25769.174414 ∣ critic_ganloss : -174.046181 ∣ generator_nllloss : 5184.863086 ∣ generator_ganloss : 1008.638672 ∣     [  std_z : 0.99  real_sub_fake : 514.23 ]
[  epoch 0022/0040] 0200/4800, lr:2.5e-05 ∣ avg_100 : 32026.215960 ∣ critic_nllloss : 25852.996094 ∣ critic_ganloss : -175.755098 ∣ generator_nllloss : 5182.342188 ∣ generator_ganloss : 1009.883594 ∣     [  std_z : 1.00  real_sub_fake : 651.53 ]
[  epoch 0022/0040] 0210/4800, lr:2.5e-05 ∣ avg_100 : 32024.510127 ∣ critic_nllloss : 26054.069531 ∣ critic_ganloss : -144.807672 ∣ generator_nllloss : 5248.216016 ∣ generator_ganloss : 1011.673340 ∣     [  std_z : 1.00  real_sub_fake : 644.96 ]
[  epoch 0022/0040] 0220/4800, lr:2.5e-05 ∣ avg_100 : 32021.994553 ∣ critic_nllloss : 25948.972852 ∣ critic_ganloss : -110.546291 ∣ generator_nllloss : 5096.650391 ∣ generator_ganloss : 1013.564453 ∣     [  std_z : 0.99  real_sub_fake : 526.95 ]
[  epoch 0022/0040] 0230/4800, lr:2.5e-05 ∣ avg_100 : 32021.072380 ∣ critic_nllloss : 26019.637109 ∣ critic_ganloss : -163.654028 ∣ generator_nllloss : 5159.328711 ∣ generator_ganloss : 988.024023 ∣  [  std_z : 0.99  real_sub_fake : 557.21 ]
[  epoch 0022/0040] 0240/4800, lr:2.5e-05 ∣ avg_100 : 32021.482098 ∣ critic_nllloss : 25924.741211 ∣ critic_ganloss : -153.416080 ∣ generator_nllloss : 5183.848828 ∣ generator_ganloss : 1013.927637 ∣     [  std_z : 0.99  real_sub_fake : 493.72 ]
[  epoch 0022/0040] 0250/4800, lr:2.5e-05 ∣ avg_100 : 32021.207101 ∣ critic_nllloss : 25985.539258 ∣ critic_ganloss : -129.034077 ∣ generator_nllloss : 5248.867578 ∣ generator_ganloss : 985.341895 ∣  [  std_z : 0.99  real_sub_fake : 567.18 ]
[  epoch 0022/0040] 0260/4800, lr:2.5e-05 ∣ avg_100 : 32022.795835 ∣ critic_nllloss : 25959.976758 ∣ critic_ganloss : -91.121984 ∣ generator_nllloss : 5238.718750 ∣ generator_ganloss : 1012.625977 ∣  [  std_z : 0.99  real_sub_fake : 475.51 ]
[  epoch 0022/0040] 0270/4800, lr:2.5e-05 ∣ avg_100 : 32026.630503 ∣ critic_nllloss : 26196.285352 ∣ critic_ganloss : -135.947889 ∣ generator_nllloss : 5210.318164 ∣ generator_ganloss : 995.838916 ∣  [  std_z : 1.00  real_sub_fake : 471.46 ]
[  epoch 0022/0040] 0280/4800, lr:2.5e-05 ∣ avg_100 : 32027.553707 ∣ critic_nllloss : 26097.721094 ∣ critic_ganloss : -144.610443 ∣ generator_nllloss : 5167.623242 ∣ generator_ganloss : 987.255615 ∣  [  std_z : 1.00  real_sub_fake : 466.67 ]
[  epoch 0022/0040] 0290/4800, lr:2.5e-05 ∣ avg_100 : 32030.608201 ∣ critic_nllloss : 26070.783398 ∣ critic_ganloss : -110.984024 ∣ generator_nllloss : 5180.155664 ∣ generator_ganloss : 1001.750195 ∣     [  std_z : 0.99  real_sub_fake : 450.54 ]
[  epoch 0022/0040] 0300/4800, lr:2.5e-05 ∣ avg_100 : 32029.796173 ∣ critic_nllloss : 25991.792578 ∣ critic_ganloss : -136.044202 ∣ generator_nllloss : 5190.325391 ∣ generator_ganloss : 992.876660 ∣  [  std_z : 0.99  real_sub_fake : 490.86 ]
[  epoch 0022/0040] 0310/4800, lr:2.5e-05 ∣ avg_100 : 32030.076522 ∣ critic_nllloss : 25882.813672 ∣ critic_ganloss : -144.389633 ∣ generator_nllloss : 5163.616406 ∣ generator_ganloss : 1001.250293 ∣     [  std_z : 0.99  real_sub_fake : 521.79 ]
[  epoch 0022/0040] 0320/4800, lr:2.5e-05 ∣ avg_100 : 32031.801697 ∣ critic_nllloss : 26077.257617 ∣ critic_ganloss : -152.811774 ∣ generator_nllloss : 5170.348047 ∣ generator_ganloss : 993.121094 ∣  [  std_z : 0.99  real_sub_fake : 541.10 ]
[  epoch 0022/0040] 0330/4800, lr:2.5e-05 ∣ avg_100 : 32036.272552 ∣ critic_nllloss : 26053.437305 ∣ critic_ganloss : -125.874580 ∣ generator_nllloss : 5245.013086 ∣ generator_ganloss : 1007.030322 ∣     [  std_z : 1.00  real_sub_fake : 490.02 ]
[  epoch 0022/0040] 0340/4800, lr:2.5e-05 ∣ avg_100 : 32031.062541 ∣ critic_nllloss : 25616.216797 ∣ critic_ganloss : -106.013983 ∣ generator_nllloss : 5181.467188 ∣ generator_ganloss : 982.388574 ∣  [  std_z : 0.99  real_sub_fake : 505.91 ]
[  epoch 0022/0040] 0350/4800, lr:2.5e-05 ∣ avg_100 : 32029.274126 ∣ critic_nllloss : 26035.618359 ∣ critic_ganloss : -184.059000 ∣ generator_nllloss : 5207.716016 ∣ generator_ganloss : 987.959521 ∣  [  std_z : 0.99  real_sub_fake : 566.52 ]
[  epoch 0022/0040] 0360/4800, lr:2.5e-05 ∣ avg_100 : 32024.511172 ∣ critic_nllloss : 25697.080273 ∣ critic_ganloss : -154.813536 ∣ generator_nllloss : 5047.348633 ∣ generator_ganloss : 995.660547 ∣  [  std_z : 0.98  real_sub_fake : 610.47 ]
[  epoch 0022/0040] 0370/4800, lr:2.5e-05 ∣ avg_100 : 32026.289534 ∣ critic_nllloss : 26157.606250 ∣ critic_ganloss : -210.517123 ∣ generator_nllloss : 5221.025195 ∣ generator_ganloss : 1008.244385 ∣     [  std_z : 0.99  real_sub_fake : 639.85 ]
[  epoch 0022/0040] 0380/4800, lr:2.5e-05 ∣ avg_100 : 32024.913316 ∣ critic_nllloss : 25921.663477 ∣ critic_ganloss : -131.957838 ∣ generator_nllloss : 5174.604102 ∣ generator_ganloss : 1011.744531 ∣     [  std_z : 1.00  real_sub_fake : 612.14 ]
[  epoch 0022/0040] 0390/4800, lr:2.5e-05 ∣ avg_100 : 32025.173772 ∣ critic_nllloss : 25970.610938 ∣ critic_ganloss : -151.115431 ∣ generator_nllloss : 5190.286719 ∣ generator_ganloss : 999.864404 ∣  [  std_z : 1.01  real_sub_fake : 554.86 ]
[  epoch 0022/0040] 0400/4800, lr:2.5e-05 ∣ avg_100 : 32025.021790 ∣ critic_nllloss : 25933.082031 ∣ critic_ganloss : -187.722430 ∣ generator_nllloss : 5164.841992 ∣ generator_ganloss : 996.847412 ∣  [  std_z : 1.01  real_sub_fake : 553.33 ]
[  epoch 0022/0040] 0410/4800, lr:2.5e-05 ∣ avg_100 : 32024.502150 ∣ critic_nllloss : 26018.238477 ∣ critic_ganloss : -102.399959 ∣ generator_nllloss : 5196.721289 ∣ generator_ganloss : 1013.869287 ∣     [  std_z : 1.00  real_sub_fake : 547.72 ]
[  epoch 0022/0040] 0420/4800, lr:2.5e-05 ∣ avg_100 : 32025.265839 ∣ critic_nllloss : 26153.296094 ∣ critic_ganloss : -151.056088 ∣ generator_nllloss : 5254.020703 ∣ generator_ganloss : 997.241797 ∣  [  std_z : 0.98  real_sub_fake : 469.26 ]
[  epoch 0022/0040] 0430/4800, lr:2.5e-05 ∣ avg_100 : 32027.409115 ∣ critic_nllloss : 26041.828711 ∣ critic_ganloss : -174.468645 ∣ generator_nllloss : 5328.580664 ∣ generator_ganloss : 971.130859 ∣  [  std_z : 0.98  real_sub_fake : 623.34 ]
[  epoch 0022/0040] 0440/4800, lr:2.5e-05 ∣ avg_100 : 32028.690299 ∣ critic_nllloss : 26031.656641 ∣ critic_ganloss : -129.537505 ∣ generator_nllloss : 5224.368555 ∣ generator_ganloss : 1007.884131 ∣     [  std_z : 0.99  real_sub_fake : 494.46 ]
[  epoch 0022/0040] 0450/4800, lr:2.5e-05 ∣ avg_100 : 32025.333394 ∣ critic_nllloss : 25859.155273 ∣ critic_ganloss : -149.931631 ∣ generator_nllloss : 5216.251758 ∣ generator_ganloss : 993.353223 ∣  [  std_z : 0.99  real_sub_fake : 599.26 ]
[  epoch 0022/0040] 0460/4800, lr:2.5e-05 ∣ avg_100 : 32023.807702 ∣ critic_nllloss : 25843.862109 ∣ critic_ganloss : -147.140016 ∣ generator_nllloss : 5183.542188 ∣ generator_ganloss : 1007.778711 ∣     [  std_z : 0.99  real_sub_fake : 534.71 ]
[  epoch 0022/0040] 0470/4800, lr:2.5e-05 ∣ avg_100 : 32023.723769 ∣ critic_nllloss : 26013.956055 ∣ critic_ganloss : -124.158281 ∣ generator_nllloss : 5311.390625 ∣ generator_ganloss : 1009.778955 ∣     [  std_z : 1.00  real_sub_fake : 525.91 ]
[  epoch 0022/0040] 0480/4800, lr:2.5e-05 ∣ avg_100 : 32025.662036 ∣ critic_nllloss : 26046.828516 ∣ critic_ganloss : -133.635114 ∣ generator_nllloss : 5237.833594 ∣ generator_ganloss : 996.546777 ∣  [  std_z : 1.00  real_sub_fake : 475.31 ]
[  epoch 0022/0040] 0490/4800, lr:2.5e-05 ∣ avg_100 : 32022.418695 ∣ critic_nllloss : 25853.654492 ∣ critic_ganloss : -120.651938 ∣ generator_nllloss : 5139.577539 ∣ generator_ganloss : 984.360352 ∣  [  std_z : 0.99  real_sub_fake : 524.46 ]
[  epoch 0022/0040] 0500/4800, lr:2.5e-05 ∣ avg_100 : 32021.477759 ∣ critic_nllloss : 25972.690625 ∣ critic_ganloss : -164.613437 ∣ generator_nllloss : 5179.537500 ∣ generator_ganloss : 984.987451 ∣  [  std_z : 0.98  real_sub_fake : 577.91 ]
[  epoch 0022/0040] 0510/4800, lr:2.5e-05 ∣ avg_100 : 32021.901355 ∣ critic_nllloss : 26025.499609 ∣ critic_ganloss : -169.444500 ∣ generator_nllloss : 5200.030469 ∣ generator_ganloss : 997.609521 ∣  [  std_z : 0.98  real_sub_fake : 639.69 ]
[  epoch 0022/0040] 0520/4800, lr:2.5e-05 ∣ avg_100 : 32021.385631 ∣ critic_nllloss : 25972.863086 ∣ critic_ganloss : -143.576740 ∣ generator_nllloss : 5201.282422 ∣ generator_ganloss : 1003.803125 ∣     [  std_z : 0.99  real_sub_fake : 603.89 ]
[  epoch 0022/0040] 0530/4800, lr:2.5e-05 ∣ avg_100 : 32021.174395 ∣ critic_nllloss : 25983.360352 ∣ critic_ganloss : -149.293173 ∣ generator_nllloss : 5159.591602 ∣ generator_ganloss : 998.869580 ∣  [  std_z : 1.00  real_sub_fake : 509.81 ]
[  epoch 0022/0040] 0540/4800, lr:2.5e-05 ∣ avg_100 : 32020.477286 ∣ critic_nllloss : 25958.724023 ∣ critic_ganloss : -160.855858 ∣ generator_nllloss : 5149.081250 ∣ generator_ganloss : 989.224707 ∣  [  std_z : 1.00  real_sub_fake : 553.14 ]
[  epoch 0022/0040] 0550/4800, lr:2.5e-05 ∣ avg_100 : 32023.785404 ∣ critic_nllloss : 26042.092773 ∣ critic_ganloss : -143.864384 ∣ generator_nllloss : 5176.142187 ∣ generator_ganloss : 1016.594775 ∣     [  std_z : 0.99  real_sub_fake : 583.62 ]
[  epoch 0022/0040] 0560/4800, lr:2.5e-05 ∣ avg_100 : 32022.600594 ∣ critic_nllloss : 26003.963867 ∣ critic_ganloss : -141.597740 ∣ generator_nllloss : 5215.166211 ∣ generator_ganloss : 990.354199 ∣  [  std_z : 0.99  real_sub_fake : 589.46 ]
[  epoch 0022/0040] 0570/4800, lr:2.5e-05 ∣ avg_100 : 32024.840168 ∣ critic_nllloss : 26277.530859 ∣ critic_ganloss : -176.238879 ∣ generator_nllloss : 5175.843750 ∣ generator_ganloss : 997.045654 ∣  [  std_z : 0.99  real_sub_fake : 610.99 ]
[  epoch 0022/0040] 0580/4800, lr:2.5e-05 ∣ avg_100 : 32024.896183 ∣ critic_nllloss : 26151.508203 ∣ critic_ganloss : -162.466771 ∣ generator_nllloss : 5252.735352 ∣ generator_ganloss : 974.128906 ∣  [  std_z : 0.99  real_sub_fake : 632.24 ]
[  epoch 0022/0040] 0590/4800, lr:2.5e-05 ∣ avg_100 : 32022.013624 ∣ critic_nllloss : 26082.836328 ∣ critic_ganloss : -142.973980 ∣ generator_nllloss : 5237.096484 ∣ generator_ganloss : 998.117480 ∣  [  std_z : 1.00  real_sub_fake : 497.67 ]
[  epoch 0022/0040] 0600/4800, lr:2.5e-05 ∣ avg_100 : 32023.931995 ∣ critic_nllloss : 26086.301563 ∣ critic_ganloss : -148.580132 ∣ generator_nllloss : 5254.288086 ∣ generator_ganloss : 980.241064 ∣  [  std_z : 0.99  real_sub_fake : 539.38 ]
[  epoch 0022/0040] 0610/4800, lr:2.5e-05 ∣ avg_100 : 32023.933239 ∣ critic_nllloss : 25993.466211 ∣ critic_ganloss : -135.654029 ∣ generator_nllloss : 5189.115234 ∣ generator_ganloss : 1015.268408 ∣     [  std_z : 0.99  real_sub_fake : 538.74 ]
[  epoch 0022/0040] 0620/4800, lr:2.5e-05 ∣ avg_100 : 32024.146125 ∣ critic_nllloss : 26065.319141 ∣ critic_ganloss : -142.619313 ∣ generator_nllloss : 5147.062695 ∣ generator_ganloss : 1003.632129 ∣     [  std_z : 0.99  real_sub_fake : 554.75 ]
[  epoch 0022/0040] 0630/4800, lr:2.5e-05 ∣ avg_100 : 32023.334808 ∣ critic_nllloss : 25988.626953 ∣ critic_ganloss : -108.616571 ∣ generator_nllloss : 5154.691992 ∣ generator_ganloss : 1012.111035 ∣     [  std_z : 0.99  real_sub_fake : 577.68 ]
[  epoch 0022/0040] 0640/4800, lr:2.5e-05 ∣ avg_100 : 32023.466927 ∣ critic_nllloss : 25983.902539 ∣ critic_ganloss : -124.925899 ∣ generator_nllloss : 5271.618750 ∣ generator_ganloss : 1019.471191 ∣     [  std_z : 1.00  real_sub_fake : 447.27 ]
[  epoch 0022/0040] 0650/4800, lr:2.5e-05 ∣ avg_100 : 32027.641767 ∣ critic_nllloss : 26097.234961 ∣ critic_ganloss : -134.399268 ∣ generator_nllloss : 5215.593555 ∣ generator_ganloss : 1013.660254 ∣     [  std_z : 1.00  real_sub_fake : 454.26 ]
[  epoch 0022/0040] 0660/4800, lr:2.5e-05 ∣ avg_100 : 32026.074473 ∣ critic_nllloss : 25886.709570 ∣ critic_ganloss : -112.723917 ∣ generator_nllloss : 5201.905664 ∣ generator_ganloss : 1004.890576 ∣     [  std_z : 0.99  real_sub_fake : 436.28 ]
[  epoch 0022/0040] 0670/4800, lr:2.5e-05 ∣ avg_100 : 32029.556922 ∣ critic_nllloss : 25935.638477 ∣ critic_ganloss : -102.231976 ∣ generator_nllloss : 5198.940625 ∣ generator_ganloss : 1007.658594 ∣     [  std_z : 0.99  real_sub_fake : 457.13 ]
[  epoch 0022/0040] 0680/4800, lr:2.5e-05 ∣ avg_100 : 32027.349428 ∣ critic_nllloss : 25875.224609 ∣ critic_ganloss : -142.216465 ∣ generator_nllloss : 5089.120313 ∣ generator_ganloss : 1017.397900 ∣     [  std_z : 0.99  real_sub_fake : 401.84 ]
[  epoch 0022/0040] 0690/4800, lr:2.5e-05 ∣ avg_100 : 32030.862940 ∣ critic_nllloss : 26107.143750 ∣ critic_ganloss : -147.962831 ∣ generator_nllloss : 5207.144141 ∣ generator_ganloss : 987.192139 ∣  [  std_z : 0.98  real_sub_fake : 540.21 ]
[  epoch 0022/0040] 0700/4800, lr:2.5e-05 ∣ avg_100 : 32030.679885 ∣ critic_nllloss : 26092.233398 ∣ critic_ganloss : -162.991910 ∣ generator_nllloss : 5266.938672 ∣ generator_ganloss : 1021.593555 ∣     [  std_z : 0.99  real_sub_fake : 505.46 ]
[  epoch 0022/0040] 0710/4800, lr:2.5e-05 ∣ avg_100 : 32026.029859 ∣ critic_nllloss : 25779.607031 ∣ critic_ganloss : -155.231952 ∣ generator_nllloss : 5258.152344 ∣ generator_ganloss : 972.631787 ∣  [  std_z : 1.00  real_sub_fake : 713.35 ]
[  epoch 0022/0040] 0720/4800, lr:2.5e-05 ∣ avg_100 : 32030.292843 ∣ critic_nllloss : 26235.341211 ∣ critic_ganloss : -165.757825 ∣ generator_nllloss : 5178.743750 ∣ generator_ganloss : 1022.562988 ∣     [  std_z : 0.99  real_sub_fake : 576.68 ]
[  epoch 0022/0040] 0730/4800, lr:2.5e-05 ∣ avg_100 : 32031.241878 ∣ critic_nllloss : 25968.455859 ∣ critic_ganloss : -123.265720 ∣ generator_nllloss : 5236.655273 ∣ generator_ganloss : 996.213672 ∣  [  std_z : 0.99  real_sub_fake : 499.91 ]
[  epoch 0022/0040] 0740/4800, lr:2.5e-05 ∣ avg_100 : 32030.188678 ∣ critic_nllloss : 25987.676563 ∣ critic_ganloss : -69.353918 ∣ generator_nllloss : 5225.465234 ∣ generator_ganloss : 1007.730713 ∣  [  std_z : 0.99  real_sub_fake : 318.20 ]
[  epoch 0022/0040] 0750/4800, lr:2.5e-05 ∣ avg_100 : 32031.060765 ∣ critic_nllloss : 25971.500391 ∣ critic_ganloss : -113.360572 ∣ generator_nllloss : 5253.227148 ∣ generator_ganloss : 992.223340 ∣  [  std_z : 0.99  real_sub_fake : 356.96 ]
[  epoch 0022/0040] 0760/4800, lr:2.5e-05 ∣ avg_100 : 32029.702535 ∣ critic_nllloss : 25951.700781 ∣ critic_ganloss : -110.430972 ∣ generator_nllloss : 5193.876562 ∣ generator_ganloss : 962.177246 ∣  [  std_z : 0.99  real_sub_fake : 547.96 ]
[  epoch 0022/0040] 0770/4800, lr:2.5e-05 ∣ avg_100 : 32032.928076 ∣ critic_nllloss : 26039.255859 ∣ critic_ganloss : -140.926094 ∣ generator_nllloss : 5189.338281 ∣ generator_ganloss : 978.043311 ∣  [  std_z : 0.99  real_sub_fake : 459.48 ]
[  epoch 0022/0040] 0780/4800, lr:2.5e-05 ∣ avg_100 : 32037.561030 ∣ critic_nllloss : 26127.424219 ∣ critic_ganloss : -145.499529 ∣ generator_nllloss : 5252.405273 ∣ generator_ganloss : 964.992920 ∣  [  std_z : 0.99  real_sub_fake : 598.48 ]
[  epoch 0022/0040] 0790/4800, lr:2.5e-05 ∣ avg_100 : 32034.033019 ∣ critic_nllloss : 25831.591797 ∣ critic_ganloss : -156.686501 ∣ generator_nllloss : 5137.679102 ∣ generator_ganloss : 977.405469 ∣  [  std_z : 0.99  real_sub_fake : 538.64 ]
[  epoch 0022/0040] 0800/4800, lr:2.5e-05 ∣ avg_100 : 32033.279351 ∣ critic_nllloss : 25985.571875 ∣ critic_ganloss : -166.302998 ∣ generator_nllloss : 5202.448828 ∣ generator_ganloss : 986.214355 ∣  [  std_z : 0.98  real_sub_fake : 544.73 ]
[  epoch 0022/0040] 0810/4800, lr:2.5e-05 ∣ avg_100 : 32035.683630 ∣ critic_nllloss : 25982.820117 ∣ critic_ganloss : -133.936356 ∣ generator_nllloss : 5183.977734 ∣ generator_ganloss : 1002.611377 ∣     [  std_z : 0.99  real_sub_fake : 501.97 ]
[  epoch 0022/0040] 0820/4800, lr:2.5e-05 ∣ avg_100 : 32038.217618 ∣ critic_nllloss : 26084.414258 ∣ critic_ganloss : -126.058939 ∣ generator_nllloss : 5276.283008 ∣ generator_ganloss : 997.812402 ∣  [  std_z : 0.99  real_sub_fake : 508.29 ]
[  epoch 0022/0040] 0830/4800, lr:2.5e-05 ∣ avg_100 : 32038.218431 ∣ critic_nllloss : 25900.090430 ∣ critic_ganloss : -164.634756 ∣ generator_nllloss : 5181.507227 ∣ generator_ganloss : 1004.232910 ∣     [  std_z : 0.99  real_sub_fake : 533.06 ]
[  epoch 0022/0040] 0840/4800, lr:2.5e-05 ∣ avg_100 : 32042.479380 ∣ critic_nllloss : 26117.288867 ∣ critic_ganloss : -163.553115 ∣ generator_nllloss : 5375.980469 ∣ generator_ganloss : 996.961133 ∣  [  std_z : 0.98  real_sub_fake : 606.01 ]
[  epoch 0022/0040] 0850/4800, lr:2.5e-05 ∣ avg_100 : 32042.006115 ∣ critic_nllloss : 26056.258984 ∣ critic_ganloss : -146.722057 ∣ generator_nllloss : 5294.101367 ∣ generator_ganloss : 1007.119922 ∣     [  std_z : 0.99  real_sub_fake : 573.85 ]
[  epoch 0022/0040] 0860/4800, lr:2.5e-05 ∣ avg_100 : 32042.021113 ∣ critic_nllloss : 25796.494336 ∣ critic_ganloss : -150.125937 ∣ generator_nllloss : 5197.519922 ∣ generator_ganloss : 1003.850977 ∣     [  std_z : 0.98  real_sub_fake : 537.81 ]
[  epoch 0022/0040] 0870/4800, lr:2.5e-05 ∣ avg_100 : 32043.110926 ∣ critic_nllloss : 26042.537305 ∣ critic_ganloss : -172.333804 ∣ generator_nllloss : 5155.294141 ∣ generator_ganloss : 986.080859 ∣  [  std_z : 0.99  real_sub_fake : 589.32 ]
[  epoch 0022/0040] 0880/4800, lr:2.5e-05 ∣ avg_100 : 32044.578723 ∣ critic_nllloss : 25960.370898 ∣ critic_ganloss : -175.351790 ∣ generator_nllloss : 5180.521094 ∣ generator_ganloss : 1003.674219 ∣     [  std_z : 1.00  real_sub_fake : 646.24 ]
[  epoch 0022/0040] 0890/4800, lr:2.5e-05 ∣ avg_100 : 32046.898018 ∣ critic_nllloss : 26234.948242 ∣ critic_ganloss : -152.267389 ∣ generator_nllloss : 5278.276172 ∣ generator_ganloss : 1002.894727 ∣     [  std_z : 1.00  real_sub_fake : 619.27 ]
[  epoch 0022/0040] 0900/4800, lr:2.5e-05 ∣ avg_100 : 32048.993039 ∣ critic_nllloss : 26036.954492 ∣ critic_ganloss : -66.698066 ∣ generator_nllloss : 5268.700781 ∣ generator_ganloss : 1037.037842 ∣  [  std_z : 1.00  real_sub_fake : 403.32 ]
[  epoch 0022/0040] 0910/4800, lr:2.5e-05 ∣ avg_100 : 32046.594765 ∣ critic_nllloss : 25763.201953 ∣ critic_ganloss : -120.032374 ∣ generator_nllloss : 5183.139844 ∣ generator_ganloss : 987.129688 ∣  [  std_z : 0.99  real_sub_fake : 412.06 ]
[  epoch 0022/0040] 0920/4800, lr:2.5e-05 ∣ avg_100 : 32046.248389 ∣ critic_nllloss : 25885.709180 ∣ critic_ganloss : -142.985548 ∣ generator_nllloss : 5216.712891 ∣ generator_ganloss : 977.035303 ∣  [  std_z : 0.98  real_sub_fake : 518.87 ]
[  epoch 0022/0040] 0930/4800, lr:2.5e-05 ∣ avg_100 : 32046.973431 ∣ critic_nllloss : 26057.052539 ∣ critic_ganloss : -150.583058 ∣ generator_nllloss : 5197.713477 ∣ generator_ganloss : 988.048633 ∣  [  std_z : 0.98  real_sub_fake : 518.84 ]
[  epoch 0022/0040] 0940/4800, lr:2.5e-05 ∣ avg_100 : 32045.640386 ∣ critic_nllloss : 26033.163086 ∣ critic_ganloss : -126.009322 ∣ generator_nllloss : 5194.923437 ∣ generator_ganloss : 1003.479590 ∣     [  std_z : 0.99  real_sub_fake : 471.96 ]
[  epoch 0022/0040] 0950/4800, lr:2.5e-05 ∣ avg_100 : 32044.263356 ∣ critic_nllloss : 25886.272461 ∣ critic_ganloss : -158.480280 ∣ generator_nllloss : 5177.720312 ∣ generator_ganloss : 986.948975 ∣  [  std_z : 1.00  real_sub_fake : 565.86 ]
[  epoch 0022/0040] 0960/4800, lr:2.5e-05 ∣ avg_100 : 32047.791599 ∣ critic_nllloss : 26079.936914 ∣ critic_ganloss : -150.077959 ∣ generator_nllloss : 5191.628516 ∣ generator_ganloss : 1012.937305 ∣     [  std_z : 1.00  real_sub_fake : 564.53 ]
[  epoch 0022/0040] 0970/4800, lr:2.5e-05 ∣ avg_100 : 32048.752363 ∣ critic_nllloss : 26112.157227 ∣ critic_ganloss : -130.182974 ∣ generator_nllloss : 5126.362305 ∣ generator_ganloss : 1010.042969 ∣     [  std_z : 1.00  real_sub_fake : 522.86 ]
[  epoch 0022/0040] 0980/4800, lr:2.5e-05 ∣ avg_100 : 32047.772394 ∣ critic_nllloss : 25890.701953 ∣ critic_ganloss : -144.001383 ∣ generator_nllloss : 5191.933984 ∣ generator_ganloss : 1019.766016 ∣     [  std_z : 1.00  real_sub_fake : 496.90 ]
[  epoch 0022/0040] 0990/4800, lr:2.5e-05 ∣ avg_100 : 32048.317519 ∣ critic_nllloss : 25889.390039 ∣ critic_ganloss : -150.888512 ∣ generator_nllloss : 5156.413086 ∣ generator_ganloss : 1001.305371 ∣     [  std_z : 0.99  real_sub_fake : 554.25 ]
[  epoch 0022/0040] 1000/4800, lr:2.5e-05 ∣ avg_100 : 32047.499782 ∣ critic_nllloss : 26116.036914 ∣ critic_ganloss : -232.826437 ∣ generator_nllloss : 5206.976172 ∣ generator_ganloss : 995.037402 ∣  [  std_z : 0.98  real_sub_fake : 763.49 ]
[  epoch 0022/0040] 1010/4800, lr:2.5e-05 ∣ avg_100 : 32045.439655 ∣ critic_nllloss : 25891.048242 ∣ critic_ganloss : -123.777958 ∣ generator_nllloss : 5158.452930 ∣ generator_ganloss : 1009.895361 ∣     [  std_z : 0.98  real_sub_fake : 620.49 ]
[  epoch 0022/0040] 1020/4800, lr:2.5e-05 ∣ avg_100 : 32047.050751 ∣ critic_nllloss : 25801.714844 ∣ critic_ganloss : -140.859083 ∣ generator_nllloss : 5186.915039 ∣ generator_ganloss : 996.223926 ∣  [  std_z : 0.99  real_sub_fake : 572.85 ]
[  epoch 0022/0040] 1030/4800, lr:2.5e-05 ∣ avg_100 : 32047.368939 ∣ critic_nllloss : 25812.538477 ∣ critic_ganloss : -152.833249 ∣ generator_nllloss : 5211.824805 ∣ generator_ganloss : 1016.878711 ∣     [  std_z : 1.01  real_sub_fake : 502.76 ]
[  epoch 0022/0040] 1040/4800, lr:2.5e-05 ∣ avg_100 : 32044.565185 ∣ critic_nllloss : 25941.366406 ∣ critic_ganloss : -214.431383 ∣ generator_nllloss : 5176.124219 ∣ generator_ganloss : 972.477686 ∣  [  std_z : 1.01  real_sub_fake : 725.32 ]
[  epoch 0022/0040] 1050/4800, lr:2.5e-05 ∣ avg_100 : 32044.570985 ∣ critic_nllloss : 25944.363672 ∣ critic_ganloss : -144.233763 ∣ generator_nllloss : 5208.473828 ∣ generator_ganloss : 1003.584180 ∣     [  std_z : 1.00  real_sub_fake : 560.13 ]
[  epoch 0022/0040] 1060/4800, lr:2.5e-05 ∣ avg_100 : 32045.989380 ∣ critic_nllloss : 26136.692383 ∣ critic_ganloss : -137.968240 ∣ generator_nllloss : 5216.645312 ∣ generator_ganloss : 1007.201025 ∣     [  std_z : 0.98  real_sub_fake : 459.69 ]
[  epoch 0022/0040] 1070/4800, lr:2.5e-05 ∣ avg_100 : 32044.807382 ∣ critic_nllloss : 25714.819336 ∣ critic_ganloss : -131.213686 ∣ generator_nllloss : 5091.723047 ∣ generator_ganloss : 991.611816 ∣  [  std_z : 0.98  real_sub_fake : 475.56 ]
[  epoch 0022/0040] 1080/4800, lr:2.5e-05 ∣ avg_100 : 32041.983505 ∣ critic_nllloss : 25888.607031 ∣ critic_ganloss : -141.568796 ∣ generator_nllloss : 5177.973047 ∣ generator_ganloss : 1000.651709 ∣     [  std_z : 0.99  real_sub_fake : 549.35 ]
[  epoch 0022/0040] 1090/4800, lr:2.5e-05 ∣ avg_100 : 32043.104191 ∣ critic_nllloss : 25970.347266 ∣ critic_ganloss : -128.590038 ∣ generator_nllloss : 5291.290430 ∣ generator_ganloss : 1020.575879 ∣     [  std_z : 1.00  real_sub_fake : 523.57 ]
[  epoch 0022/0040] 1100/4800, lr:2.5e-05 ∣ avg_100 : 32044.646872 ∣ critic_nllloss : 25984.306055 ∣ critic_ganloss : -108.889022 ∣ generator_nllloss : 5222.047266 ∣ generator_ganloss : 1039.436914 ∣     [  std_z : 0.99  real_sub_fake : 394.73 ]
[  epoch 0022/0040] 1110/4800, lr:2.5e-05 ∣ avg_100 : 32045.642794 ∣ critic_nllloss : 26012.769922 ∣ critic_ganloss : -116.775597 ∣ generator_nllloss : 5247.098047 ∣ generator_ganloss : 1036.869434 ∣     [  std_z : 0.98  real_sub_fake : 486.12 ]
[  epoch 0022/0040] 1120/4800, lr:2.5e-05 ∣ avg_100 : 32046.719126 ∣ critic_nllloss : 26149.594727 ∣ critic_ganloss : -127.005883 ∣ generator_nllloss : 5253.318164 ∣ generator_ganloss : 1028.960498 ∣     [  std_z : 0.98  real_sub_fake : 481.03 ]
[  epoch 0022/0040] 1130/4800, lr:2.5e-05 ∣ avg_100 : 32050.678143 ∣ critic_nllloss : 26062.559180 ∣ critic_ganloss : -109.694102 ∣ generator_nllloss : 5258.586328 ∣ generator_ganloss : 994.858057 ∣  [  std_z : 0.98  real_sub_fake : 522.33 ]
[  epoch 0022/0040] 1140/4800, lr:2.5e-05 ∣ avg_100 : 32049.314432 ∣ critic_nllloss : 25910.302148 ∣ critic_ganloss : -107.357153 ∣ generator_nllloss : 5170.464258 ∣ generator_ganloss : 1017.137793 ∣     [  std_z : 0.99  real_sub_fake : 385.53 ]
[  epoch 0022/0040] 1150/4800, lr:2.5e-05 ∣ avg_100 : 32051.465986 ∣ critic_nllloss : 26046.534570 ∣ critic_ganloss : -143.583209 ∣ generator_nllloss : 5188.187305 ∣ generator_ganloss : 991.768311 ∣  [  std_z : 1.00  real_sub_fake : 491.75 ]
[  epoch 0022/0040] 1160/4800, lr:2.5e-05 ∣ avg_100 : 32051.361368 ∣ critic_nllloss : 26023.022461 ∣ critic_ganloss : -127.290683 ∣ generator_nllloss : 5236.292188 ∣ generator_ganloss : 1021.837061 ∣     [  std_z : 1.00  real_sub_fake : 483.40 ]
[  epoch 0022/0040] 1170/4800, lr:2.5e-05 ∣ avg_100 : 32048.818860 ∣ critic_nllloss : 25969.874023 ∣ critic_ganloss : -143.618903 ∣ generator_nllloss : 5120.355078 ∣ generator_ganloss : 1008.344873 ∣     [  std_z : 1.00  real_sub_fake : 467.31 ]
[  epoch 0022/0040] 1180/4800, lr:2.5e-05 ∣ avg_100 : 32047.100351 ∣ critic_nllloss : 25846.788867 ∣ critic_ganloss : -101.734323 ∣ generator_nllloss : 5162.968555 ∣ generator_ganloss : 1013.515674 ∣     [  std_z : 0.99  real_sub_fake : 466.08 ]
[  epoch 0022/0040] 1190/4800, lr:2.5e-05 ∣ avg_100 : 32049.017027 ∣ critic_nllloss : 26011.639648 ∣ critic_ganloss : -139.769765 ∣ generator_nllloss : 5102.491406 ∣ generator_ganloss : 1005.936230 ∣     [  std_z : 0.99  real_sub_fake : 421.69 ]
[  epoch 0022/0040] 1200/4800, lr:2.5e-05 ∣ avg_100 : 32048.500583 ∣ critic_nllloss : 25829.223828 ∣ critic_ganloss : -125.313141 ∣ generator_nllloss : 5115.753516 ∣ generator_ganloss : 998.158252 ∣  [  std_z : 0.99  real_sub_fake : 500.94 ]
[  epoch 0022/0040] 1210/4800, lr:2.5e-05 ∣ avg_100 : 32046.714601 ∣ critic_nllloss : 25988.453516 ∣ critic_ganloss : -150.367340 ∣ generator_nllloss : 5149.144727 ∣ generator_ganloss : 1003.322070 ∣     [  std_z : 0.99  real_sub_fake : 491.49 ]
[  epoch 0022/0040] 1220/4800, lr:2.5e-05 ∣ avg_100 : 32046.173282 ∣ critic_nllloss : 25804.696094 ∣ critic_ganloss : -161.071521 ∣ generator_nllloss : 5246.239648 ∣ generator_ganloss : 1004.645313 ∣     [  std_z : 0.99  real_sub_fake : 586.76 ]
[  epoch 0022/0040] 1230/4800, lr:2.5e-05 ∣ avg_100 : 32045.139606 ∣ critic_nllloss : 25897.732422 ∣ critic_ganloss : -182.577760 ∣ generator_nllloss : 5181.741992 ∣ generator_ganloss : 1003.071533 ∣     [  std_z : 0.99  real_sub_fake : 663.40 ]
[  epoch 0022/0040] 1240/4800, lr:2.5e-05 ∣ avg_100 : 32047.525065 ∣ critic_nllloss : 26136.827344 ∣ critic_ganloss : -134.413744 ∣ generator_nllloss : 5181.655859 ∣ generator_ganloss : 1023.578027 ∣     [  std_z : 0.99  real_sub_fake : 640.16 ]
[  epoch 0022/0040] 1250/4800, lr:2.5e-05 ∣ avg_100 : 32046.058311 ∣ critic_nllloss : 25920.693555 ∣ critic_ganloss : -125.818880 ∣ generator_nllloss : 5119.970508 ∣ generator_ganloss : 1029.194043 ∣     [  std_z : 0.98  real_sub_fake : 477.19 ]
[  epoch 0022/0040] 1260/4800, lr:2.5e-05 ∣ avg_100 : 32045.637056 ∣ critic_nllloss : 26030.715039 ∣ critic_ganloss : -152.666459 ∣ generator_nllloss : 5191.572266 ∣ generator_ganloss : 1008.453174 ∣     [  std_z : 0.99  real_sub_fake : 547.03 ]
[  epoch 0022/0040] 1270/4800, lr:2.5e-05 ∣ avg_100 : 32041.783691 ∣ critic_nllloss : 25829.042383 ∣ critic_ganloss : -154.450420 ∣ generator_nllloss : 5185.704687 ∣ generator_ganloss : 1020.861426 ∣     [  std_z : 1.00  real_sub_fake : 473.27 ]
[  epoch 0022/0040] 1280/4800, lr:2.5e-05 ∣ avg_100 : 32041.672670 ∣ critic_nllloss : 25991.993945 ∣ critic_ganloss : -139.271574 ∣ generator_nllloss : 5222.507812 ∣ generator_ganloss : 1021.657227 ∣     [  std_z : 1.00  real_sub_fake : 550.64 ]
[  epoch 0022/0040] 1290/4800, lr:2.5e-05 ∣ avg_100 : 32038.651475 ∣ critic_nllloss : 25796.016992 ∣ critic_ganloss : -157.716631 ∣ generator_nllloss : 5185.153516 ∣ generator_ganloss : 1016.131836 ∣     [  std_z : 0.99  real_sub_fake : 552.65 ]
[  epoch 0022/0040] 1300/4800, lr:2.5e-05 ∣ avg_100 : 32041.167427 ∣ critic_nllloss : 26155.671680 ∣ critic_ganloss : -185.182445 ∣ generator_nllloss : 5301.342773 ∣ generator_ganloss : 1018.713672 ∣     [  std_z : 0.99  real_sub_fake : 666.08 ]
[  epoch 0022/0040] 1310/4800, lr:2.5e-05 ∣ avg_100 : 32043.920697 ∣ critic_nllloss : 26059.598047 ∣ critic_ganloss : -136.856694 ∣ generator_nllloss : 5234.669531 ∣ generator_ganloss : 1021.206836 ∣     [  std_z : 0.99  real_sub_fake : 591.87 ]
[  epoch 0022/0040] 1320/4800, lr:2.5e-05 ∣ avg_100 : 32040.831382 ∣ critic_nllloss : 25766.448633 ∣ critic_ganloss : -154.958063 ∣ generator_nllloss : 5139.638477 ∣ generator_ganloss : 1027.854443 ∣     [  std_z : 0.99  real_sub_fake : 529.66 ]
[  epoch 0022/0040] 1330/4800, lr:2.5e-05 ∣ avg_100 : 32039.311674 ∣ critic_nllloss : 26008.919727 ∣ critic_ganloss : -121.347087 ∣ generator_nllloss : 5124.176758 ∣ generator_ganloss : 1015.885937 ∣     [  std_z : 1.00  real_sub_fake : 578.23 ]
[  epoch 0022/0040] 1340/4800, lr:2.5e-05 ∣ avg_100 : 32041.634611 ∣ critic_nllloss : 25784.656250 ∣ critic_ganloss : -109.223423 ∣ generator_nllloss : 5204.615820 ∣ generator_ganloss : 1026.303613 ∣     [  std_z : 0.99  real_sub_fake : 393.37 ]
[  epoch 0022/0040] 1350/4800, lr:2.5e-05 ∣ avg_100 : 32044.267846 ∣ critic_nllloss : 26216.146289 ∣ critic_ganloss : -138.970350 ∣ generator_nllloss : 5236.258398 ∣ generator_ganloss : 997.124072 ∣  [  std_z : 0.99  real_sub_fake : 474.24 ]
[  epoch 0022/0040] 1360/4800, lr:2.5e-05 ∣ avg_100 : 32046.876472 ∣ critic_nllloss : 25918.066016 ∣ critic_ganloss : -151.531882 ∣ generator_nllloss : 5069.288281 ∣ generator_ganloss : 1010.316113 ∣     [  std_z : 0.99  real_sub_fake : 495.93 ]
[  epoch 0022/0040] 1370/4800, lr:2.5e-05 ∣ avg_100 : 32043.347544 ∣ critic_nllloss : 25843.939453 ∣ critic_ganloss : -157.334816 ∣ generator_nllloss : 5126.712500 ∣ generator_ganloss : 1010.148730 ∣     [  std_z : 1.00  real_sub_fake : 543.01 ]
[  epoch 0022/0040] 1380/4800, lr:2.5e-05 ∣ avg_100 : 32044.565804 ∣ critic_nllloss : 26009.505078 ∣ critic_ganloss : -143.025883 ∣ generator_nllloss : 5211.082812 ∣ generator_ganloss : 1020.318311 ∣     [  std_z : 1.00  real_sub_fake : 551.14 ]
[  epoch 0022/0040] 1390/4800, lr:2.5e-05 ∣ avg_100 : 32043.966683 ∣ critic_nllloss : 25929.202930 ∣ critic_ganloss : -144.225989 ∣ generator_nllloss : 5142.765820 ∣ generator_ganloss : 1021.991748 ∣     [  std_z : 0.99  real_sub_fake : 606.03 ]
[  epoch 0022/0040] 1400/4800, lr:2.5e-05 ∣ avg_100 : 32042.651124 ∣ critic_nllloss : 25786.447461 ∣ critic_ganloss : -203.767374 ∣ generator_nllloss : 5171.583203 ∣ generator_ganloss : 1021.229785 ∣     [  std_z : 0.98  real_sub_fake : 606.65 ]
[  epoch 0022/0040] 1410/4800, lr:2.5e-05 ∣ avg_100 : 32041.408514 ∣ critic_nllloss : 25964.836133 ∣ critic_ganloss : -174.986942 ∣ generator_nllloss : 5202.801562 ∣ generator_ganloss : 1009.517334 ∣     [  std_z : 0.98  real_sub_fake : 693.01 ]
[  epoch 0022/0040] 1420/4800, lr:2.5e-05 ∣ avg_100 : 32038.877445 ∣ critic_nllloss : 25886.790820 ∣ critic_ganloss : -112.010199 ∣ generator_nllloss : 5190.141211 ∣ generator_ganloss : 1035.473828 ∣     [  std_z : 0.99  real_sub_fake : 646.91 ]
[  epoch 0022/0040] 1430/4800, lr:2.5e-05 ∣ avg_100 : 32038.235933 ∣ critic_nllloss : 25945.950000 ∣ critic_ganloss : -110.596497 ∣ generator_nllloss : 5211.340039 ∣ generator_ganloss : 1056.226758 ∣     [  std_z : 1.00  real_sub_fake : 371.52 ]
[  epoch 0022/0040] 1440/4800, lr:2.5e-05 ∣ avg_100 : 32037.015927 ∣ critic_nllloss : 25818.075586 ∣ critic_ganloss : -100.580513 ∣ generator_nllloss : 5264.368555 ∣ generator_ganloss : 1030.507617 ∣     [  std_z : 1.00  real_sub_fake : 398.28 ]
[  epoch 0022/0040] 1450/4800, lr:2.5e-05 ∣ avg_100 : 32038.983968 ∣ critic_nllloss : 25999.652930 ∣ critic_ganloss : -146.672292 ∣ generator_nllloss : 5236.593164 ∣ generator_ganloss : 1026.058984 ∣     [  std_z : 1.00  real_sub_fake : 448.82 ]
[  epoch 0022/0040] 1460/4800, lr:2.5e-05 ∣ avg_100 : 32037.291684 ∣ critic_nllloss : 25710.492188 ∣ critic_ganloss : -127.896219 ∣ generator_nllloss : 5096.657031 ∣ generator_ganloss : 1039.561572 ∣     [  std_z : 0.99  real_sub_fake : 459.19 ]
[  epoch 0022/0040] 1470/4800, lr:2.5e-05 ∣ avg_100 : 32034.250720 ∣ critic_nllloss : 25873.351172 ∣ critic_ganloss : -163.424124 ∣ generator_nllloss : 5166.669922 ∣ generator_ganloss : 1030.273926 ∣     [  std_z : 0.99  real_sub_fake : 536.91 ]
[  epoch 0022/0040] 1480/4800, lr:2.5e-05 ∣ avg_100 : 32031.563513 ∣ critic_nllloss : 25821.590820 ∣ critic_ganloss : -164.117535 ∣ generator_nllloss : 5191.751953 ∣ generator_ganloss : 1029.627832 ∣     [  std_z : 1.00  real_sub_fake : 605.27 ]
[  epoch 0022/0040] 1490/4800, lr:2.5e-05 ∣ avg_100 : 32033.119733 ∣ critic_nllloss : 25958.645508 ∣ critic_ganloss : -117.635228 ∣ generator_nllloss : 5136.979688 ∣ generator_ganloss : 1034.572510 ∣     [  std_z : 1.00  real_sub_fake : 606.25 ]
[  epoch 0022/0040] 1500/4800, lr:2.5e-05 ∣ avg_100 : 32034.330176 ∣ critic_nllloss : 25925.223438 ∣ critic_ganloss : -143.370557 ∣ generator_nllloss : 5264.022852 ∣ generator_ganloss : 1047.770752 ∣     [  std_z : 1.00  real_sub_fake : 483.89 ]
[  epoch 0022/0040] 1510/4800, lr:2.5e-05 ∣ avg_100 : 32033.163537 ∣ critic_nllloss : 25875.332422 ∣ critic_ganloss : -139.510486 ∣ generator_nllloss : 5162.133008 ∣ generator_ganloss : 1039.076172 ∣     [  std_z : 0.99  real_sub_fake : 506.43 ]
[  epoch 0022/0040] 1520/4800, lr:2.5e-05 ∣ avg_100 : 32033.957148 ∣ critic_nllloss : 26087.176172 ∣ critic_ganloss : -138.797512 ∣ generator_nllloss : 5149.554297 ∣ generator_ganloss : 1015.800049 ∣     [  std_z : 0.99  real_sub_fake : 476.67 ]
[  epoch 0022/0040] 1530/4800, lr:2.5e-05 ∣ avg_100 : 32035.594679 ∣ critic_nllloss : 25992.968164 ∣ critic_ganloss : -121.886418 ∣ generator_nllloss : 5274.812695 ∣ generator_ganloss : 1010.387012 ∣     [  std_z : 0.99  real_sub_fake : 545.26 ]
[  epoch 0022/0040] 1540/4800, lr:2.5e-05 ∣ avg_100 : 32034.515173 ∣ critic_nllloss : 25782.358203 ∣ critic_ganloss : -134.766115 ∣ generator_nllloss : 5152.983789 ∣ generator_ganloss : 1027.647656 ∣     [  std_z : 0.98  real_sub_fake : 489.54 ]
[  epoch 0022/0040] 1550/4800, lr:2.5e-05 ∣ avg_100 : 32032.818152 ∣ critic_nllloss : 25945.342578 ∣ critic_ganloss : -166.922247 ∣ generator_nllloss : 5134.863477 ∣ generator_ganloss : 1007.979492 ∣     [  std_z : 0.99  real_sub_fake : 564.17 ]
[  epoch 0022/0040] 1560/4800, lr:2.5e-05 ∣ avg_100 : 32037.261217 ∣ critic_nllloss : 26317.210156 ∣ critic_ganloss : -116.883054 ∣ generator_nllloss : 5279.508594 ∣ generator_ganloss : 1032.357324 ∣     [  std_z : 1.00  real_sub_fake : 553.19 ]
[  epoch 0022/0040] 1570/4800, lr:2.5e-05 ∣ avg_100 : 32031.575799 ∣ critic_nllloss : 25711.894531 ∣ critic_ganloss : -155.542597 ∣ generator_nllloss : 5131.959180 ∣ generator_ganloss : 1017.328467 ∣     [  std_z : 1.00  real_sub_fake : 523.34 ]
[  epoch 0022/0040] 1580/4800, lr:2.5e-05 ∣ avg_100 : 32030.059680 ∣ critic_nllloss : 25953.487109 ∣ critic_ganloss : -158.306325 ∣ generator_nllloss : 5235.640625 ∣ generator_ganloss : 1033.472363 ∣     [  std_z : 1.00  real_sub_fake : 550.42 ]
[  epoch 0022/0040] 1590/4800, lr:2.5e-05 ∣ avg_100 : 32027.949539 ∣ critic_nllloss : 25870.781445 ∣ critic_ganloss : -157.881444 ∣ generator_nllloss : 5221.300000 ∣ generator_ganloss : 1029.862207 ∣     [  std_z : 0.99  real_sub_fake : 604.69 ]
[  epoch 0022/0040] 1600/4800, lr:2.5e-05 ∣ avg_100 : 32025.294531 ∣ critic_nllloss : 25849.382812 ∣ critic_ganloss : -159.889886 ∣ generator_nllloss : 5187.368945 ∣ generator_ganloss : 1029.887939 ∣     [  std_z : 0.99  real_sub_fake : 548.45 ]
[  epoch 0022/0040] 1610/4800, lr:2.5e-05 ∣ avg_100 : 32026.239650 ∣ critic_nllloss : 26061.311719 ∣ critic_ganloss : -150.075635 ∣ generator_nllloss : 5214.066016 ∣ generator_ganloss : 1031.405664 ∣     [  std_z : 0.99  real_sub_fake : 570.19 ]
[  epoch 0022/0040] 1620/4800, lr:2.5e-05 ∣ avg_100 : 32025.739356 ∣ critic_nllloss : 25905.408398 ∣ critic_ganloss : -127.001984 ∣ generator_nllloss : 5216.451758 ∣ generator_ganloss : 1028.507031 ∣     [  std_z : 1.00  real_sub_fake : 529.04 ]
[  epoch 0022/0040] 1630/4800, lr:2.5e-05 ∣ avg_100 : 32022.898482 ∣ critic_nllloss : 25748.945312 ∣ critic_ganloss : -125.535382 ∣ generator_nllloss : 5107.920117 ∣ generator_ganloss : 1031.395996 ∣     [  std_z : 1.00  real_sub_fake : 532.33 ]
[  epoch 0022/0040] 1640/4800, lr:2.5e-05 ∣ avg_100 : 32023.715849 ∣ critic_nllloss : 26042.539258 ∣ critic_ganloss : -138.396620 ∣ generator_nllloss : 5291.765625 ∣ generator_ganloss : 1035.895020 ∣     [  std_z : 0.99  real_sub_fake : 466.23 ]
[  epoch 0022/0040] 1650/4800, lr:2.5e-05 ∣ avg_100 : 32023.855774 ∣ critic_nllloss : 26159.275586 ∣ critic_ganloss : -183.587746 ∣ generator_nllloss : 5207.329883 ∣ generator_ganloss : 1023.064209 ∣     [  std_z : 1.00  real_sub_fake : 603.31 ]
[  epoch 0022/0040] 1660/4800, lr:2.5e-05 ∣ avg_100 : 32024.946900 ∣ critic_nllloss : 26004.076367 ∣ critic_ganloss : -136.415556 ∣ generator_nllloss : 5175.727148 ∣ generator_ganloss : 1046.506543 ∣     [  std_z : 0.99  real_sub_fake : 532.68 ]
[  epoch 0022/0040] 1670/4800, lr:2.5e-05 ∣ avg_100 : 32026.339655 ∣ critic_nllloss : 26033.634180 ∣ critic_ganloss : -146.714401 ∣ generator_nllloss : 5246.092578 ∣ generator_ganloss : 1046.268896 ∣     [  std_z : 0.98  real_sub_fake : 546.18 ]
[  epoch 0022/0040] 1680/4800, lr:2.5e-05 ∣ avg_100 : 32027.586503 ∣ critic_nllloss : 25886.905469 ∣ critic_ganloss : -156.729895 ∣ generator_nllloss : 5205.848633 ∣ generator_ganloss : 1028.186914 ∣     [  std_z : 0.98  real_sub_fake : 599.80 ]
[  epoch 0022/0040] 1690/4800, lr:2.5e-05 ∣ avg_100 : 32028.843368 ∣ critic_nllloss : 26151.067188 ∣ critic_ganloss : -162.315536 ∣ generator_nllloss : 5244.226172 ∣ generator_ganloss : 1046.225879 ∣     [  std_z : 0.99  real_sub_fake : 549.55 ]
[  epoch 0022/0040] 1700/4800, lr:2.5e-05 ∣ avg_100 : 32026.149211 ∣ critic_nllloss : 25891.047266 ∣ critic_ganloss : -141.911755 ∣ generator_nllloss : 5153.833984 ∣ generator_ganloss : 1045.388574 ∣     [  std_z : 0.99  real_sub_fake : 550.97 ]
[  epoch 0022/0040] 1710/4800, lr:2.5e-05 ∣ avg_100 : 32027.880801 ∣ critic_nllloss : 25957.784375 ∣ critic_ganloss : -162.754379 ∣ generator_nllloss : 5189.874609 ∣ generator_ganloss : 1043.413623 ∣     [  std_z : 1.00  real_sub_fake : 588.05 ]
[  epoch 0022/0040] 1720/4800, lr:2.5e-05 ∣ avg_100 : 32026.216549 ∣ critic_nllloss : 26013.881055 ∣ critic_ganloss : -161.492001 ∣ generator_nllloss : 5214.480273 ∣ generator_ganloss : 1037.595508 ∣     [  std_z : 1.00  real_sub_fake : 615.99 ]
[  epoch 0022/0040] 1730/4800, lr:2.5e-05 ∣ avg_100 : 32025.507287 ∣ critic_nllloss : 25936.858984 ∣ critic_ganloss : -161.343581 ∣ generator_nllloss : 5208.450391 ∣ generator_ganloss : 1023.167090 ∣     [  std_z : 1.00  real_sub_fake : 604.31 ]
[  epoch 0022/0040] 1740/4800, lr:2.5e-05 ∣ avg_100 : 32025.067383 ∣ critic_nllloss : 25975.068945 ∣ critic_ganloss : -128.560587 ∣ generator_nllloss : 5222.947266 ∣ generator_ganloss : 1038.072656 ∣     [  std_z : 0.99  real_sub_fake : 517.49 ]
[  epoch 0022/0040] 1750/4800, lr:2.5e-05 ∣ avg_100 : 32024.879635 ∣ critic_nllloss : 26067.212891 ∣ critic_ganloss : -142.683131 ∣ generator_nllloss : 5133.742188 ∣ generator_ganloss : 1026.543506 ∣     [  std_z : 0.98  real_sub_fake : 548.28 ]
[  epoch 0022/0040] 1760/4800, lr:2.5e-05 ∣ avg_100 : 32026.813673 ∣ critic_nllloss : 26005.244336 ∣ critic_ganloss : -98.736722 ∣ generator_nllloss : 5244.023438 ∣ generator_ganloss : 1040.196338 ∣  [  std_z : 0.98  real_sub_fake : 442.81 ]
[  epoch 0022/0040] 1770/4800, lr:2.5e-05 ∣ avg_100 : 32027.256144 ∣ critic_nllloss : 25955.381641 ∣ critic_ganloss : -115.015549 ∣ generator_nllloss : 5253.760547 ∣ generator_ganloss : 1015.831836 ∣     [  std_z : 0.98  real_sub_fake : 413.25 ]
[  epoch 0022/0040] 1780/4800, lr:2.5e-05 ∣ avg_100 : 32028.976596 ∣ critic_nllloss : 26190.792383 ∣ critic_ganloss : -123.988013 ∣ generator_nllloss : 5289.931055 ∣ generator_ganloss : 1014.632666 ∣     [  std_z : 1.00  real_sub_fake : 475.81 ]
[  epoch 0022/0040] 1790/4800, lr:2.5e-05 ∣ avg_100 : 32030.504586 ∣ critic_nllloss : 25937.392578 ∣ critic_ganloss : -191.787886 ∣ generator_nllloss : 5192.720312 ∣ generator_ganloss : 1004.463867 ∣     [  std_z : 1.00  real_sub_fake : 579.60 ]
[  epoch 0022/0040] 1800/4800, lr:2.5e-05 ∣ avg_100 : 32030.833161 ∣ critic_nllloss : 26044.902930 ∣ critic_ganloss : -157.849327 ∣ generator_nllloss : 5128.322852 ∣ generator_ganloss : 1025.413135 ∣     [  std_z : 1.00  real_sub_fake : 678.27 ]
[  epoch 0022/0040] 1810/4800, lr:2.5e-05 ∣ avg_100 : 32029.310765 ∣ critic_nllloss : 25743.999609 ∣ critic_ganloss : -103.637684 ∣ generator_nllloss : 5185.420703 ∣ generator_ganloss : 1057.450586 ∣     [  std_z : 0.99  real_sub_fake : 467.47 ]
[  epoch 0022/0040] 1820/4800, lr:2.5e-05 ∣ avg_100 : 32026.472152 ∣ critic_nllloss : 25917.488672 ∣ critic_ganloss : -144.769432 ∣ generator_nllloss : 5148.566797 ∣ generator_ganloss : 1027.303418 ∣     [  std_z : 1.00  real_sub_fake : 496.98 ]
[  epoch 0022/0040] 1830/4800, lr:2.5e-05 ∣ avg_100 : 32030.837378 ∣ critic_nllloss : 26204.250781 ∣ critic_ganloss : -168.405302 ∣ generator_nllloss : 5285.813867 ∣ generator_ganloss : 1036.059082 ∣     [  std_z : 1.00  real_sub_fake : 570.69 ]
[  epoch 0022/0040] 1840/4800, lr:2.5e-05 ∣ avg_100 : 32025.612383 ∣ critic_nllloss : 25782.521484 ∣ critic_ganloss : -154.461481 ∣ generator_nllloss : 5167.433984 ∣ generator_ganloss : 1008.683838 ∣     [  std_z : 0.99  real_sub_fake : 671.45 ]
[  epoch 0022/0040] 1850/4800, lr:2.5e-05 ∣ avg_100 : 32025.248256 ∣ critic_nllloss : 26007.742969 ∣ critic_ganloss : -133.201572 ∣ generator_nllloss : 5268.614844 ∣ generator_ganloss : 1031.189307 ∣     [  std_z : 0.99  real_sub_fake : 576.77 ]
[  epoch 0022/0040] 1860/4800, lr:2.5e-05 ∣ avg_100 : 32025.079429 ∣ critic_nllloss : 25760.794922 ∣ critic_ganloss : -139.656453 ∣ generator_nllloss : 5176.696094 ∣ generator_ganloss : 1033.022021 ∣     [  std_z : 0.98  real_sub_fake : 491.68 ]
[  epoch 0022/0040] 1870/4800, lr:2.5e-05 ∣ avg_100 : 32027.213155 ∣ critic_nllloss : 25996.624219 ∣ critic_ganloss : -127.197162 ∣ generator_nllloss : 5336.278516 ∣ generator_ganloss : 1019.245508 ∣     [  std_z : 0.98  real_sub_fake : 500.64 ]
[  epoch 0022/0040] 1880/4800, lr:2.5e-05 ∣ avg_100 : 32028.697981 ∣ critic_nllloss : 25972.603906 ∣ critic_ganloss : -83.506705 ∣ generator_nllloss : 5169.890039 ∣ generator_ganloss : 1058.709814 ∣  [  std_z : 0.99  real_sub_fake : 354.82 ]
[  epoch 0022/0040] 1890/4800, lr:2.5e-05 ∣ avg_100 : 32026.086133 ∣ critic_nllloss : 26009.367188 ∣ critic_ganloss : -131.654662 ∣ generator_nllloss : 5189.887891 ∣ generator_ganloss : 1035.066504 ∣     [  std_z : 0.99  real_sub_fake : 418.40 ]
[  epoch 0022/0040] 1900/4800, lr:2.5e-05 ∣ avg_100 : 32023.900371 ∣ critic_nllloss : 25979.676563 ∣ critic_ganloss : -158.761644 ∣ generator_nllloss : 5232.382031 ∣ generator_ganloss : 1004.121875 ∣     [  std_z : 1.01  real_sub_fake : 615.29 ]
[  epoch 0022/0040] 1910/4800, lr:2.5e-05 ∣ avg_100 : 32026.100745 ∣ critic_nllloss : 25955.716797 ∣ critic_ganloss : -138.600668 ∣ generator_nllloss : 5167.645312 ∣ generator_ganloss : 1048.715088 ∣     [  std_z : 1.00  real_sub_fake : 533.95 ]
[  epoch 0022/0040] 1920/4800, lr:2.5e-05 ∣ avg_100 : 32024.874364 ∣ critic_nllloss : 25829.923438 ∣ critic_ganloss : -105.355160 ∣ generator_nllloss : 5060.726172 ∣ generator_ganloss : 1028.539258 ∣     [  std_z : 0.99  real_sub_fake : 441.22 ]
[  epoch 0022/0040] 1930/4800, lr:2.5e-05 ∣ avg_100 : 32024.974467 ∣ critic_nllloss : 26032.824023 ∣ critic_ganloss : -143.326158 ∣ generator_nllloss : 5193.598633 ∣ generator_ganloss : 1019.145410 ∣     [  std_z : 0.99  real_sub_fake : 455.64 ]
[  epoch 0022/0040] 1940/4800, lr:2.5e-05 ∣ avg_100 : 32027.647344 ∣ critic_nllloss : 26176.674219 ∣ critic_ganloss : -167.952990 ∣ generator_nllloss : 5355.954687 ∣ generator_ganloss : 1008.168555 ∣     [  std_z : 0.99  real_sub_fake : 534.11 ]
[  epoch 0022/0040] 1950/4800, lr:2.5e-05 ∣ avg_100 : 32032.286372 ∣ critic_nllloss : 26198.172266 ∣ critic_ganloss : -163.083455 ∣ generator_nllloss : 5306.774219 ∣ generator_ganloss : 1014.501318 ∣     [  std_z : 0.99  real_sub_fake : 598.27 ]
[  epoch 0022/0040] 1960/4800, lr:2.5e-05 ∣ avg_100 : 32033.015065 ∣ critic_nllloss : 26123.380664 ∣ critic_ganloss : -143.965819 ∣ generator_nllloss : 5190.932422 ∣ generator_ganloss : 1036.946826 ∣     [  std_z : 0.99  real_sub_fake : 552.90 ]
[  epoch 0022/0040] 1970/4800, lr:2.5e-05 ∣ avg_100 : 32034.595975 ∣ critic_nllloss : 26138.266797 ∣ critic_ganloss : -143.569449 ∣ generator_nllloss : 5253.637695 ∣ generator_ganloss : 1028.135449 ∣     [  std_z : 1.00  real_sub_fake : 533.12 ]
[  epoch 0022/0040] 1980/4800, lr:2.5e-05 ∣ avg_100 : 32036.044707 ∣ critic_nllloss : 25977.982031 ∣ critic_ganloss : -121.121626 ∣ generator_nllloss : 5213.891016 ∣ generator_ganloss : 1032.522363 ∣     [  std_z : 1.00  real_sub_fake : 549.54 ]
[  epoch 0022/0040] 1990/4800, lr:2.5e-05 ∣ avg_100 : 32037.177423 ∣ critic_nllloss : 25990.255469 ∣ critic_ganloss : -137.489989 ∣ generator_nllloss : 5108.113867 ∣ generator_ganloss : 1048.612256 ∣     [  std_z : 1.00  real_sub_fake : 476.78 ]
[  epoch 0022/0040] 2000/4800, lr:2.5e-05 ∣ avg_100 : 32039.038470 ∣ critic_nllloss : 26120.652344 ∣ critic_ganloss : -166.795665 ∣ generator_nllloss : 5293.453711 ∣ generator_ganloss : 1024.018311 ∣     [  std_z : 0.99  real_sub_fake : 527.76 ]
[  epoch 0022/0040] 2010/4800, lr:2.5e-05 ∣ avg_100 : 32040.291881 ∣ critic_nllloss : 26002.729297 ∣ critic_ganloss : -153.929277 ∣ generator_nllloss : 5186.238867 ∣ generator_ganloss : 1025.920801 ∣     [  std_z : 0.99  real_sub_fake : 548.25 ]
[  epoch 0022/0040] 2020/4800, lr:2.5e-05 ∣ avg_100 : 32043.083696 ∣ critic_nllloss : 26077.280664 ∣ critic_ganloss : -204.558170 ∣ generator_nllloss : 5240.857031 ∣ generator_ganloss : 1009.596680 ∣     [  std_z : 0.99  real_sub_fake : 712.18 ]
[  epoch 0022/0040] 2030/4800, lr:2.5e-05 ∣ avg_100 : 32044.567306 ∣ critic_nllloss : 25974.653320 ∣ critic_ganloss : -176.265370 ∣ generator_nllloss : 5203.704687 ∣ generator_ganloss : 1034.677148 ∣     [  std_z : 0.99  real_sub_fake : 702.21 ]
[  epoch 0022/0040] 2040/4800, lr:2.5e-05 ∣ avg_100 : 32044.775877 ∣ critic_nllloss : 25928.496094 ∣ critic_ganloss : -185.387961 ∣ generator_nllloss : 5131.562891 ∣ generator_ganloss : 1021.722998 ∣     [  std_z : 1.00  real_sub_fake : 768.03 ]
[  epoch 0022/0040] 2050/4800, lr:2.5e-05 ∣ avg_100 : 32047.745939 ∣ critic_nllloss : 26100.433594 ∣ critic_ganloss : -121.877011 ∣ generator_nllloss : 5288.782812 ∣ generator_ganloss : 1041.854687 ∣     [  std_z : 1.00  real_sub_fake : 546.62 ]
[  epoch 0022/0040] 2060/4800, lr:2.5e-05 ∣ avg_100 : 32048.076975 ∣ critic_nllloss : 26067.305859 ∣ critic_ganloss : -70.037274 ∣ generator_nllloss : 5234.093555 ∣ generator_ganloss : 1024.311914 ∣  [  std_z : 0.99  real_sub_fake : 340.57 ]
[  epoch 0022/0040] 2070/4800, lr:2.5e-05 ∣ avg_100 : 32051.171438 ∣ critic_nllloss : 25895.317383 ∣ critic_ganloss : -120.770557 ∣ generator_nllloss : 5195.996680 ∣ generator_ganloss : 1005.843311 ∣     [  std_z : 0.98  real_sub_fake : 367.38 ]
[  epoch 0022/0040] 2080/4800, lr:2.5e-05 ∣ avg_100 : 32051.425180 ∣ critic_nllloss : 25839.950586 ∣ critic_ganloss : -116.809859 ∣ generator_nllloss : 5224.121680 ∣ generator_ganloss : 1003.774805 ∣     [  std_z : 0.98  real_sub_fake : 432.51 ]
[  epoch 0022/0040] 2090/4800, lr:2.5e-05 ∣ avg_100 : 32050.314238 ∣ critic_nllloss : 25937.948047 ∣ critic_ganloss : -116.050909 ∣ generator_nllloss : 5190.170703 ∣ generator_ganloss : 1030.461475 ∣     [  std_z : 0.99  real_sub_fake : 386.69 ]
[  epoch 0022/0040] 2100/4800, lr:2.5e-05 ∣ avg_100 : 32051.818760 ∣ critic_nllloss : 26146.848633 ∣ critic_ganloss : -137.027227 ∣ generator_nllloss : 5257.895117 ∣ generator_ganloss : 1019.636914 ∣     [  std_z : 1.00  real_sub_fake : 486.22 ]
[  epoch 0022/0040] 2110/4800, lr:2.5e-05 ∣ avg_100 : 32048.418291 ∣ critic_nllloss : 25813.373828 ∣ critic_ganloss : -164.840556 ∣ generator_nllloss : 5170.206055 ∣ generator_ganloss : 1021.175586 ∣     [  std_z : 1.00  real_sub_fake : 561.25 ]
[  epoch 0022/0040] 2120/4800, lr:2.5e-05 ∣ avg_100 : 32044.306902 ∣ critic_nllloss : 25864.579883 ∣ critic_ganloss : -147.409599 ∣ generator_nllloss : 5140.995898 ∣ generator_ganloss : 1035.562451 ∣     [  std_z : 0.99  real_sub_fake : 566.21 ]
[  epoch 0022/0040] 2130/4800, lr:2.5e-05 ∣ avg_100 : 32042.750542 ∣ critic_nllloss : 25967.845898 ∣ critic_ganloss : -199.823058 ∣ generator_nllloss : 5273.180078 ∣ generator_ganloss : 1009.470508 ∣     [  std_z : 0.98  real_sub_fake : 653.21 ]
[  epoch 0022/0040] 2140/4800, lr:2.5e-05 ∣ avg_100 : 32043.253110 ∣ critic_nllloss : 26060.244531 ∣ critic_ganloss : -177.706200 ∣ generator_nllloss : 5130.829687 ∣ generator_ganloss : 1027.435791 ∣     [  std_z : 0.99  real_sub_fake : 716.74 ]
[  epoch 0022/0040] 2150/4800, lr:2.5e-05 ∣ avg_100 : 32042.370580 ∣ critic_nllloss : 25941.984961 ∣ critic_ganloss : -187.245839 ∣ generator_nllloss : 5216.849414 ∣ generator_ganloss : 1023.065527 ∣     [  std_z : 0.99  real_sub_fake : 618.45 ]
[  epoch 0022/0040] 2160/4800, lr:2.5e-05 ∣ avg_100 : 32041.436768 ∣ critic_nllloss : 25989.191211 ∣ critic_ganloss : -124.339246 ∣ generator_nllloss : 5173.490625 ∣ generator_ganloss : 1022.137158 ∣     [  std_z : 1.00  real_sub_fake : 537.72 ]
[  epoch 0022/0040] 2170/4800, lr:2.5e-05 ∣ avg_100 : 32042.888440 ∣ critic_nllloss : 25988.481445 ∣ critic_ganloss : -78.410229 ∣ generator_nllloss : 5151.084180 ∣ generator_ganloss : 1038.966895 ∣  [  std_z : 1.00  real_sub_fake : 406.96 ]
[  epoch 0022/0040] 2180/4800, lr:2.5e-05 ∣ avg_100 : 32044.327857 ∣ critic_nllloss : 25940.301758 ∣ critic_ganloss : -149.676538 ∣ generator_nllloss : 5257.258789 ∣ generator_ganloss : 1017.596484 ∣     [  std_z : 0.99  real_sub_fake : 471.15 ]
[  epoch 0022/0040] 2190/4800, lr:2.5e-05 ∣ avg_100 : 32044.342849 ∣ critic_nllloss : 25872.800781 ∣ critic_ganloss : -145.418845 ∣ generator_nllloss : 5251.011133 ∣ generator_ganloss : 1003.403613 ∣     [  std_z : 0.98  real_sub_fake : 526.21 ]
[  epoch 0022/0040] 2200/4800, lr:2.5e-05 ∣ avg_100 : 32044.386389 ∣ critic_nllloss : 25743.163672 ∣ critic_ganloss : -142.653949 ∣ generator_nllloss : 5220.911719 ∣ generator_ganloss : 1000.755078 ∣     [  std_z : 0.98  real_sub_fake : 590.97 ]
[  epoch 0022/0040] 2210/4800, lr:2.5e-05 ∣ avg_100 : 32042.328541 ∣ critic_nllloss : 25808.267188 ∣ critic_ganloss : -119.829674 ∣ generator_nllloss : 5065.987891 ∣ generator_ganloss : 1030.342773 ∣     [  std_z : 1.00  real_sub_fake : 503.15 ]
[  epoch 0022/0040] 2220/4800, lr:2.5e-05 ∣ avg_100 : 32045.441955 ∣ critic_nllloss : 26120.874609 ∣ critic_ganloss : -134.369312 ∣ generator_nllloss : 5195.105273 ∣ generator_ganloss : 1024.240332 ∣     [  std_z : 1.01  real_sub_fake : 502.48 ]
[  epoch 0022/0040] 2230/4800, lr:2.5e-05 ∣ avg_100 : 32046.136783 ∣ critic_nllloss : 25916.517773 ∣ critic_ganloss : -178.074100 ∣ generator_nllloss : 5222.397852 ∣ generator_ganloss : 1008.609424 ∣     [  std_z : 1.00  real_sub_fake : 551.25 ]
[  epoch 0022/0040] 2240/4800, lr:2.5e-05 ∣ avg_100 : 32043.827145 ∣ critic_nllloss : 25886.154492 ∣ critic_ganloss : -171.276591 ∣ generator_nllloss : 5246.826953 ∣ generator_ganloss : 1014.978857 ∣     [  std_z : 0.99  real_sub_fake : 569.00 ]
[  epoch 0022/0040] 2250/4800, lr:2.5e-05 ∣ avg_100 : 32044.609617 ∣ critic_nllloss : 26030.670898 ∣ critic_ganloss : -157.320633 ∣ generator_nllloss : 5151.023242 ∣ generator_ganloss : 997.912891 ∣  [  std_z : 0.99  real_sub_fake : 674.82 ]
[  epoch 0022/0040] 2260/4800, lr:2.5e-05 ∣ avg_100 : 32045.945117 ∣ critic_nllloss : 26159.325195 ∣ critic_ganloss : -149.760834 ∣ generator_nllloss : 5166.969141 ∣ generator_ganloss : 1035.090527 ∣     [  std_z : 0.98  real_sub_fake : 592.49 ]
[  epoch 0022/0040] 2270/4800, lr:2.5e-05 ∣ avg_100 : 32045.435895 ∣ critic_nllloss : 25777.393750 ∣ critic_ganloss : -156.095600 ∣ generator_nllloss : 5163.474609 ∣ generator_ganloss : 1045.463184 ∣     [  std_z : 0.99  real_sub_fake : 530.47 ]
[  epoch 0022/0040] 2280/4800, lr:2.5e-05 ∣ avg_100 : 32046.491777 ∣ critic_nllloss : 26045.877344 ∣ critic_ganloss : -174.367633 ∣ generator_nllloss : 5297.860742 ∣ generator_ganloss : 1033.105127 ∣     [  std_z : 0.99  real_sub_fake : 612.14 ]
[  epoch 0022/0040] 2290/4800, lr:2.5e-05 ∣ avg_100 : 32048.538598 ∣ critic_nllloss : 25920.207031 ∣ critic_ganloss : -127.909521 ∣ generator_nllloss : 5207.122656 ∣ generator_ganloss : 1044.847656 ∣     [  std_z : 1.00  real_sub_fake : 559.79 ]
[  epoch 0022/0040] 2300/4800, lr:2.5e-05 ∣ avg_100 : 32043.752805 ∣ critic_nllloss : 25808.486133 ∣ critic_ganloss : -136.096895 ∣ generator_nllloss : 5116.091797 ∣ generator_ganloss : 1023.485352 ∣     [  std_z : 0.99  real_sub_fake : 586.23 ]
[  epoch 0022/0040] 2310/4800, lr:2.5e-05 ∣ avg_100 : 32042.200389 ∣ critic_nllloss : 25914.798828 ∣ critic_ganloss : -117.315937 ∣ generator_nllloss : 5187.585742 ∣ generator_ganloss : 1038.307471 ∣     [  std_z : 0.99  real_sub_fake : 434.75 ]
[  epoch 0022/0040] 2320/4800, lr:2.5e-05 ∣ avg_100 : 32046.225773 ∣ critic_nllloss : 26090.731055 ∣ critic_ganloss : -156.595627 ∣ generator_nllloss : 5229.424023 ∣ generator_ganloss : 1017.962451 ∣     [  std_z : 0.99  real_sub_fake : 603.25 ]
[  epoch 0022/0040] 2330/4800, lr:2.5e-05 ∣ avg_100 : 32046.868671 ∣ critic_nllloss : 25927.826562 ∣ critic_ganloss : -119.842638 ∣ generator_nllloss : 5239.687891 ∣ generator_ganloss : 1044.253320 ∣     [  std_z : 0.98  real_sub_fake : 427.37 ]
[  epoch 0022/0040] 2340/4800, lr:2.5e-05 ∣ avg_100 : 32048.308930 ∣ critic_nllloss : 25994.859570 ∣ critic_ganloss : -146.749121 ∣ generator_nllloss : 5176.106055 ∣ generator_ganloss : 1026.161621 ∣     [  std_z : 0.99  real_sub_fake : 493.49 ]
[  epoch 0022/0040] 2350/4800, lr:2.5e-05 ∣ avg_100 : 32049.083478 ∣ critic_nllloss : 26171.705469 ∣ critic_ganloss : -115.761427 ∣ generator_nllloss : 5300.843359 ∣ generator_ganloss : 1031.225830 ∣     [  std_z : 1.00  real_sub_fake : 461.38 ]
[  epoch 0022/0040] 2360/4800, lr:2.5e-05 ∣ avg_100 : 32046.389577 ∣ critic_nllloss : 25630.928906 ∣ critic_ganloss : -138.412224 ∣ generator_nllloss : 5082.196094 ∣ generator_ganloss : 1002.035645 ∣     [  std_z : 1.00  real_sub_fake : 529.28 ]
[  epoch 0022/0040] 2370/4800, lr:2.5e-05 ∣ avg_100 : 32048.116889 ∣ critic_nllloss : 25974.758398 ∣ critic_ganloss : -134.263552 ∣ generator_nllloss : 5124.849805 ∣ generator_ganloss : 1030.852441 ∣     [  std_z : 0.99  real_sub_fake : 477.93 ]
[  epoch 0022/0040] 2380/4800, lr:2.5e-05 ∣ avg_100 : 32048.346216 ∣ critic_nllloss : 25966.490234 ∣ critic_ganloss : -129.019048 ∣ generator_nllloss : 5258.899023 ∣ generator_ganloss : 1024.442822 ∣     [  std_z : 1.00  real_sub_fake : 492.21 ]
[  epoch 0022/0040] 2390/4800, lr:2.5e-05 ∣ avg_100 : 32053.622940 ∣ critic_nllloss : 26337.892188 ∣ critic_ganloss : -148.272133 ∣ generator_nllloss : 5265.134961 ∣ generator_ganloss : 1022.651855 ∣     [  std_z : 1.01  real_sub_fake : 495.90 ]
[  epoch 0022/0040] 2400/4800, lr:2.5e-05 ∣ avg_100 : 32059.383550 ∣ critic_nllloss : 26195.121484 ∣ critic_ganloss : -139.777702 ∣ generator_nllloss : 5274.596680 ∣ generator_ganloss : 1021.613574 ∣     [  std_z : 1.00  real_sub_fake : 538.44 ]
[  epoch 0022/0040] 2410/4800, lr:2.5e-05 ∣ avg_100 : 32062.272257 ∣ critic_nllloss : 26157.073633 ∣ critic_ganloss : -165.201610 ∣ generator_nllloss : 5275.996484 ∣ generator_ganloss : 1023.170313 ∣     [  std_z : 1.00  real_sub_fake : 550.69 ]
[  epoch 0022/0040] 2420/4800, lr:2.5e-05 ∣ avg_100 : 32064.798237 ∣ critic_nllloss : 26049.906836 ∣ critic_ganloss : -101.472127 ∣ generator_nllloss : 5259.950391 ∣ generator_ganloss : 1044.608545 ∣     [  std_z : 0.99  real_sub_fake : 563.67 ]
[  epoch 0022/0040] 2430/4800, lr:2.5e-05 ∣ avg_100 : 32063.970980 ∣ critic_nllloss : 25960.821094 ∣ critic_ganloss : -151.700565 ∣ generator_nllloss : 5203.556250 ∣ generator_ganloss : 1007.517871 ∣     [  std_z : 0.98  real_sub_fake : 533.95 ]
[  epoch 0022/0040] 2440/4800, lr:2.5e-05 ∣ avg_100 : 32065.753495 ∣ critic_nllloss : 26089.991797 ∣ critic_ganloss : -157.760553 ∣ generator_nllloss : 5234.419727 ∣ generator_ganloss : 1023.971777 ∣     [  std_z : 0.99  real_sub_fake : 561.06 ]
[  epoch 0022/0040] 2450/4800, lr:2.5e-05 ∣ avg_100 : 32064.044807 ∣ critic_nllloss : 25950.866992 ∣ critic_ganloss : -173.203601 ∣ generator_nllloss : 5163.626953 ∣ generator_ganloss : 1003.473633 ∣     [  std_z : 0.99  real_sub_fake : 549.66 ]
[  epoch 0022/0040] 2460/4800, lr:2.5e-05 ∣ avg_100 : 32066.425427 ∣ critic_nllloss : 25843.134180 ∣ critic_ganloss : -120.501047 ∣ generator_nllloss : 5210.531641 ∣ generator_ganloss : 1023.711768 ∣     [  std_z : 0.99  real_sub_fake : 522.50 ]
[  epoch 0022/0040] 2470/4800, lr:2.5e-05 ∣ avg_100 : 32070.225618 ∣ critic_nllloss : 26143.554688 ∣ critic_ganloss : -122.432314 ∣ generator_nllloss : 5266.280469 ∣ generator_ganloss : 999.487109 ∣  [  std_z : 0.99  real_sub_fake : 547.75 ]
[  epoch 0022/0040] 2480/4800, lr:2.5e-05 ∣ avg_100 : 32070.679060 ∣ critic_nllloss : 25889.439258 ∣ critic_ganloss : -138.954498 ∣ generator_nllloss : 5142.661523 ∣ generator_ganloss : 1031.051074 ∣     [  std_z : 0.99  real_sub_fake : 473.72 ]
[  epoch 0022/0040] 2490/4800, lr:2.5e-05 ∣ avg_100 : 32069.547324 ∣ critic_nllloss : 25875.586133 ∣ critic_ganloss : -143.958589 ∣ generator_nllloss : 5152.059766 ∣ generator_ganloss : 1015.701563 ∣     [  std_z : 1.00  real_sub_fake : 503.41 ]
[  epoch 0022/0040] 2500/4800, lr:2.5e-05 ∣ avg_100 : 32071.864326 ∣ critic_nllloss : 26155.118555 ∣ critic_ganloss : -123.716286 ∣ generator_nllloss : 5267.043164 ∣ generator_ganloss : 1026.901221 ∣     [  std_z : 1.00  real_sub_fake : 527.02 ]
[  epoch 0022/0040] 2510/4800, lr:2.5e-05 ∣ avg_100 : 32072.712372 ∣ critic_nllloss : 25977.283789 ∣ critic_ganloss : -152.520007 ∣ generator_nllloss : 5176.495508 ∣ generator_ganloss : 1020.576416 ∣     [  std_z : 1.00  real_sub_fake : 521.90 ]
[  epoch 0022/0040] 2520/4800, lr:2.5e-05 ∣ avg_100 : 32070.862354 ∣ critic_nllloss : 25830.991016 ∣ critic_ganloss : -131.964040 ∣ generator_nllloss : 5185.405469 ∣ generator_ganloss : 1044.298730 ∣     [  std_z : 0.99  real_sub_fake : 502.63 ]
[  epoch 0022/0040] 2530/4800, lr:2.5e-05 ∣ avg_100 : 32067.619722 ∣ critic_nllloss : 25834.254102 ∣ critic_ganloss : -131.932006 ∣ generator_nllloss : 5129.040820 ∣ generator_ganloss : 1000.655371 ∣     [  std_z : 0.99  real_sub_fake : 554.33 ]
[  epoch 0022/0040] 2540/4800, lr:2.5e-05 ∣ avg_100 : 32069.311300 ∣ critic_nllloss : 25996.230469 ∣ critic_ganloss : -173.764066 ∣ generator_nllloss : 5156.183398 ∣ generator_ganloss : 1018.731543 ∣     [  std_z : 0.99  real_sub_fake : 529.54 ]
[  epoch 0022/0040] 2550/4800, lr:2.5e-05 ∣ avg_100 : 32072.231508 ∣ critic_nllloss : 26070.630469 ∣ critic_ganloss : -108.714527 ∣ generator_nllloss : 5232.396484 ∣ generator_ganloss : 1018.971631 ∣     [  std_z : 1.00  real_sub_fake : 538.56 ]
[  epoch 0022/0040] 2560/4800, lr:2.5e-05 ∣ avg_100 : 32065.400624 ∣ critic_nllloss : 25801.675000 ∣ critic_ganloss : -115.200616 ∣ generator_nllloss : 5101.118164 ∣ generator_ganloss : 1041.512158 ∣     [  std_z : 1.00  real_sub_fake : 408.15 ]
[  epoch 0022/0040] 2570/4800, lr:2.5e-05 ∣ avg_100 : 32069.242266 ∣ critic_nllloss : 26023.287891 ∣ critic_ganloss : -155.428036 ∣ generator_nllloss : 5216.719336 ∣ generator_ganloss : 1005.224561 ∣     [  std_z : 0.99  real_sub_fake : 513.41 ]
[  epoch 0022/0040] 2580/4800, lr:2.5e-05 ∣ avg_100 : 32069.081917 ∣ critic_nllloss : 25905.125195 ∣ critic_ganloss : -134.617715 ∣ generator_nllloss : 5256.300977 ∣ generator_ganloss : 1021.450391 ∣     [  std_z : 0.99  real_sub_fake : 481.23 ]
[  epoch 0022/0040] 2590/4800, lr:2.5e-05 ∣ avg_100 : 32068.168761 ∣ critic_nllloss : 25814.087109 ∣ critic_ganloss : -128.133862 ∣ generator_nllloss : 5172.635352 ∣ generator_ganloss : 1014.158057 ∣     [  std_z : 0.99  real_sub_fake : 531.41 ]
[  epoch 0022/0040] 2600/4800, lr:2.5e-05 ∣ avg_100 : 32068.622427 ∣ critic_nllloss : 25907.302734 ∣ critic_ganloss : -142.661756 ∣ generator_nllloss : 5174.036719 ∣ generator_ganloss : 1013.438721 ∣     [  std_z : 1.00  real_sub_fake : 488.30 ]
[  epoch 0022/0040] 2610/4800, lr:2.5e-05 ∣ avg_100 : 32068.686863 ∣ critic_nllloss : 26154.001563 ∣ critic_ganloss : -142.325537 ∣ generator_nllloss : 5133.832617 ∣ generator_ganloss : 1017.642627 ∣     [  std_z : 0.99  real_sub_fake : 556.00 ]
[  epoch 0022/0040] 2620/4800, lr:2.5e-05 ∣ avg_100 : 32067.875046 ∣ critic_nllloss : 25873.295703 ∣ critic_ganloss : -155.776456 ∣ generator_nllloss : 5205.779492 ∣ generator_ganloss : 1018.884814 ∣     [  std_z : 1.00  real_sub_fake : 561.44 ]
[  epoch 0022/0040] 2630/4800, lr:2.5e-05 ∣ avg_100 : 32070.190234 ∣ critic_nllloss : 25969.023047 ∣ critic_ganloss : -168.337595 ∣ generator_nllloss : 5170.854492 ∣ generator_ganloss : 1022.704932 ∣     [  std_z : 0.99  real_sub_fake : 588.67 ]
[  epoch 0022/0040] 2640/4800, lr:2.5e-05 ∣ avg_100 : 32068.311714 ∣ critic_nllloss : 25883.722656 ∣ critic_ganloss : -122.808980 ∣ generator_nllloss : 5239.171289 ∣ generator_ganloss : 1043.866309 ∣     [  std_z : 0.99  real_sub_fake : 472.09 ]
[  epoch 0022/0040] 2650/4800, lr:2.5e-05 ∣ avg_100 : 32066.894332 ∣ critic_nllloss : 25962.018945 ∣ critic_ganloss : -139.025172 ∣ generator_nllloss : 5241.650586 ∣ generator_ganloss : 999.699316 ∣  [  std_z : 0.99  real_sub_fake : 578.30 ]
[  epoch 0022/0040] 2660/4800, lr:2.5e-05 ∣ avg_100 : 32066.872785 ∣ critic_nllloss : 26063.664453 ∣ critic_ganloss : -158.149379 ∣ generator_nllloss : 5160.480664 ∣ generator_ganloss : 1021.744092 ∣     [  std_z : 0.99  real_sub_fake : 594.35 ]
[  epoch 0022/0040] 2670/4800, lr:2.5e-05 ∣ avg_100 : 32065.385126 ∣ critic_nllloss : 25947.886328 ∣ critic_ganloss : -155.213210 ∣ generator_nllloss : 5200.964844 ∣ generator_ganloss : 1036.877393 ∣     [  std_z : 0.99  real_sub_fake : 534.85 ]
[  epoch 0022/0040] 2680/4800, lr:2.5e-05 ∣ avg_100 : 32066.116594 ∣ critic_nllloss : 25953.349023 ∣ critic_ganloss : -147.522298 ∣ generator_nllloss : 5212.696875 ∣ generator_ganloss : 1018.834277 ∣     [  std_z : 1.00  real_sub_fake : 538.40 ]
[  epoch 0022/0040] 2690/4800, lr:2.5e-05 ∣ avg_100 : 32064.643330 ∣ critic_nllloss : 26020.971289 ∣ critic_ganloss : -106.080589 ∣ generator_nllloss : 5170.450391 ∣ generator_ganloss : 1046.536279 ∣     [  std_z : 0.99  real_sub_fake : 490.70 ]
[  epoch 0022/0040] 2700/4800, lr:2.5e-05 ∣ avg_100 : 32068.410687 ∣ critic_nllloss : 26125.734375 ∣ critic_ganloss : -139.425820 ∣ generator_nllloss : 5319.254492 ∣ generator_ganloss : 1019.530664 ∣     [  std_z : 0.99  real_sub_fake : 498.90 ]
[  epoch 0022/0040] 2710/4800, lr:2.5e-05 ∣ avg_100 : 32068.618468 ∣ critic_nllloss : 26001.469141 ∣ critic_ganloss : -153.010225 ∣ generator_nllloss : 5189.330469 ∣ generator_ganloss : 1011.306982 ∣     [  std_z : 0.99  real_sub_fake : 554.16 ]
[  epoch 0022/0040] 2720/4800, lr:2.5e-05 ∣ avg_100 : 32067.665686 ∣ critic_nllloss : 25977.537109 ∣ critic_ganloss : -158.566595 ∣ generator_nllloss : 5169.802344 ∣ generator_ganloss : 1020.413770 ∣     [  std_z : 0.99  real_sub_fake : 566.71 ]
[  epoch 0022/0040] 2730/4800, lr:2.5e-05 ∣ avg_100 : 32067.064299 ∣ critic_nllloss : 25843.284570 ∣ critic_ganloss : -127.311687 ∣ generator_nllloss : 5190.522461 ∣ generator_ganloss : 1040.498877 ∣     [  std_z : 0.99  real_sub_fake : 502.87 ]
[  epoch 0022/0040] 2740/4800, lr:2.5e-05 ∣ avg_100 : 32065.486536 ∣ critic_nllloss : 25916.952930 ∣ critic_ganloss : -174.331659 ∣ generator_nllloss : 5193.961328 ∣ generator_ganloss : 1013.169336 ∣     [  std_z : 0.99  real_sub_fake : 578.95 ]
[  epoch 0022/0040] 2750/4800, lr:2.5e-05 ∣ avg_100 : 32063.724808 ∣ critic_nllloss : 25929.035352 ∣ critic_ganloss : -154.297505 ∣ generator_nllloss : 5102.431055 ∣ generator_ganloss : 1031.473730 ∣     [  std_z : 1.00  real_sub_fake : 538.62 ]
[  epoch 0022/0040] 2760/4800, lr:2.5e-05 ∣ avg_100 : 32061.301398 ∣ critic_nllloss : 25778.184375 ∣ critic_ganloss : -101.859161 ∣ generator_nllloss : 5244.599609 ∣ generator_ganloss : 1027.461572 ∣     [  std_z : 1.00  real_sub_fake : 534.62 ]
[  epoch 0022/0040] 2770/4800, lr:2.5e-05 ∣ avg_100 : 32058.945391 ∣ critic_nllloss : 25759.905859 ∣ critic_ganloss : -122.611205 ∣ generator_nllloss : 5196.986328 ∣ generator_ganloss : 1040.076855 ∣     [  std_z : 1.00  real_sub_fake : 388.41 ]
[  epoch 0022/0040] 2780/4800, lr:2.5e-05 ∣ avg_100 : 32054.914736 ∣ critic_nllloss : 25886.816602 ∣ critic_ganloss : -138.178255 ∣ generator_nllloss : 5214.793164 ∣ generator_ganloss : 1004.871045 ∣     [  std_z : 0.99  real_sub_fake : 519.20 ]
[  epoch 0022/0040] 2790/4800, lr:2.5e-05 ∣ avg_100 : 32053.951027 ∣ critic_nllloss : 25846.957617 ∣ critic_ganloss : -151.502016 ∣ generator_nllloss : 5130.001562 ∣ generator_ganloss : 1020.960791 ∣     [  std_z : 0.99  real_sub_fake : 513.48 ]
[  epoch 0022/0040] 2800/4800, lr:2.5e-05 ∣ avg_100 : 32054.552923 ∣ critic_nllloss : 26093.347461 ∣ critic_ganloss : -146.878853 ∣ generator_nllloss : 5138.941406 ∣ generator_ganloss : 1015.569238 ∣     [  std_z : 0.98  real_sub_fake : 651.33 ]
[  epoch 0022/0040] 2810/4800, lr:2.5e-05 ∣ avg_100 : 32056.336924 ∣ critic_nllloss : 25963.347656 ∣ critic_ganloss : -106.484459 ∣ generator_nllloss : 5165.664062 ∣ generator_ganloss : 1039.106006 ∣     [  std_z : 0.98  real_sub_fake : 483.18 ]
[  epoch 0022/0040] 2820/4800, lr:2.5e-05 ∣ avg_100 : 32059.287623 ∣ critic_nllloss : 26213.071484 ∣ critic_ganloss : -176.034981 ∣ generator_nllloss : 5199.615625 ∣ generator_ganloss : 1007.007178 ∣     [  std_z : 0.99  real_sub_fake : 578.93 ]
[  epoch 0022/0040] 2830/4800, lr:2.5e-05 ∣ avg_100 : 32055.996796 ∣ critic_nllloss : 25942.027734 ∣ critic_ganloss : -123.402338 ∣ generator_nllloss : 5158.107031 ∣ generator_ganloss : 1051.903320 ∣     [  std_z : 1.00  real_sub_fake : 445.38 ]
[  epoch 0022/0040] 2840/4800, lr:2.5e-05 ∣ avg_100 : 32059.685686 ∣ critic_nllloss : 26084.373828 ∣ critic_ganloss : -137.886635 ∣ generator_nllloss : 5213.397656 ∣ generator_ganloss : 1013.182031 ∣     [  std_z : 1.01  real_sub_fake : 556.03 ]
[  epoch 0022/0040] 2850/4800, lr:2.5e-05 ∣ avg_100 : 32057.520906 ∣ critic_nllloss : 25853.990234 ∣ critic_ganloss : -132.570752 ∣ generator_nllloss : 5205.300391 ∣ generator_ganloss : 1031.147607 ∣     [  std_z : 0.99  real_sub_fake : 447.97 ]
[  epoch 0022/0040] 2860/4800, lr:2.5e-05 ∣ avg_100 : 32059.976019 ∣ critic_nllloss : 25893.028125 ∣ critic_ganloss : -114.680479 ∣ generator_nllloss : 5264.544336 ∣ generator_ganloss : 1033.475977 ∣     [  std_z : 0.98  real_sub_fake : 494.10 ]
[  epoch 0022/0040] 2870/4800, lr:2.5e-05 ∣ avg_100 : 32059.946123 ∣ critic_nllloss : 26149.510352 ∣ critic_ganloss : -151.597895 ∣ generator_nllloss : 5183.623242 ∣ generator_ganloss : 1040.425732 ∣     [  std_z : 0.98  real_sub_fake : 472.91 ]
[  epoch 0022/0040] 2880/4800, lr:2.5e-05 ∣ avg_100 : 32057.892324 ∣ critic_nllloss : 25827.877344 ∣ critic_ganloss : -139.301619 ∣ generator_nllloss : 5192.061523 ∣ generator_ganloss : 1031.679883 ∣     [  std_z : 0.98  real_sub_fake : 557.33 ]
[  epoch 0022/0040] 2890/4800, lr:2.5e-05 ∣ avg_100 : 32056.723756 ∣ critic_nllloss : 25902.366992 ∣ critic_ganloss : -167.219846 ∣ generator_nllloss : 5216.896680 ∣ generator_ganloss : 1033.766309 ∣     [  std_z : 1.00  real_sub_fake : 560.75 ]
[  epoch 0022/0040] 2900/4800, lr:2.5e-05 ∣ avg_100 : 32057.567073 ∣ critic_nllloss : 26007.825977 ∣ critic_ganloss : -71.894543 ∣ generator_nllloss : 5161.334180 ∣ generator_ganloss : 1044.484912 ∣  [  std_z : 1.01  real_sub_fake : 481.09 ]
[  epoch 0022/0040] 2910/4800, lr:2.5e-05 ∣ avg_100 : 32056.101649 ∣ critic_nllloss : 25846.020898 ∣ critic_ganloss : -130.264723 ∣ generator_nllloss : 5137.362109 ∣ generator_ganloss : 1033.815820 ∣     [  std_z : 1.00  real_sub_fake : 413.76 ]
[  epoch 0022/0040] 2920/4800, lr:2.5e-05 ∣ avg_100 : 32059.998049 ∣ critic_nllloss : 26098.541406 ∣ critic_ganloss : -167.044989 ∣ generator_nllloss : 5259.633789 ∣ generator_ganloss : 1012.343555 ∣     [  std_z : 0.99  real_sub_fake : 544.91 ]
[  epoch 0022/0040] 2930/4800, lr:2.5e-05 ∣ avg_100 : 32062.084522 ∣ critic_nllloss : 26148.819922 ∣ critic_ganloss : -154.993649 ∣ generator_nllloss : 5275.978320 ∣ generator_ganloss : 1041.084570 ∣     [  std_z : 0.99  real_sub_fake : 518.22 ]
[  epoch 0022/0040] 2940/4800, lr:2.5e-05 ∣ avg_100 : 32060.395069 ∣ critic_nllloss : 26163.589453 ∣ critic_ganloss : -152.007925 ∣ generator_nllloss : 5170.010156 ∣ generator_ganloss : 1022.307568 ∣     [  std_z : 0.99  real_sub_fake : 621.00 ]
[  epoch 0022/0040] 2950/4800, lr:2.5e-05 ∣ avg_100 : 32056.264293 ∣ critic_nllloss : 25832.633008 ∣ critic_ganloss : -137.122636 ∣ generator_nllloss : 5190.205469 ∣ generator_ganloss : 1057.570898 ∣     [  std_z : 0.99  real_sub_fake : 479.60 ]
[  epoch 0022/0040] 2960/4800, lr:2.5e-05 ∣ avg_100 : 32052.697299 ∣ critic_nllloss : 25782.690039 ∣ critic_ganloss : -131.611266 ∣ generator_nllloss : 5179.859766 ∣ generator_ganloss : 1019.656104 ∣     [  std_z : 0.99  real_sub_fake : 530.40 ]
[  epoch 0022/0040] 2970/4800, lr:2.5e-05 ∣ avg_100 : 32051.206261 ∣ critic_nllloss : 25933.912109 ∣ critic_ganloss : -128.833926 ∣ generator_nllloss : 5283.427734 ∣ generator_ganloss : 1038.860840 ∣     [  std_z : 0.99  real_sub_fake : 475.28 ]
[  epoch 0022/0040] 2980/4800, lr:2.5e-05 ∣ avg_100 : 32050.720165 ∣ critic_nllloss : 26008.841016 ∣ critic_ganloss : -164.975224 ∣ generator_nllloss : 5181.414062 ∣ generator_ganloss : 1029.384326 ∣     [  std_z : 0.99  real_sub_fake : 534.91 ]
[  epoch 0022/0040] 2990/4800, lr:2.5e-05 ∣ avg_100 : 32049.352352 ∣ critic_nllloss : 25821.733398 ∣ critic_ganloss : -138.470071 ∣ generator_nllloss : 5167.263281 ∣ generator_ganloss : 1022.183691 ∣     [  std_z : 0.99  real_sub_fake : 540.27 ]
[  epoch 0022/0040] 3000/4800, lr:2.5e-05 ∣ avg_100 : 32046.268034 ∣ critic_nllloss : 25873.923242 ∣ critic_ganloss : -112.500113 ∣ generator_nllloss : 5177.891406 ∣ generator_ganloss : 1023.582324 ∣     [  std_z : 1.00  real_sub_fake : 556.76 ]
[  epoch 0022/0040] 3010/4800, lr:2.5e-05 ∣ avg_100 : 32048.204176 ∣ critic_nllloss : 26081.929883 ∣ critic_ganloss : -109.775188 ∣ generator_nllloss : 5215.158984 ∣ generator_ganloss : 1067.260205 ∣     [  std_z : 1.01  real_sub_fake : 368.16 ]
[  epoch 0022/0040] 3020/4800, lr:2.5e-05 ∣ avg_100 : 32047.828841 ∣ critic_nllloss : 26080.774414 ∣ critic_ganloss : -175.090041 ∣ generator_nllloss : 5174.980859 ∣ generator_ganloss : 1004.977441 ∣     [  std_z : 1.00  real_sub_fake : 554.89 ]
[  epoch 0022/0040] 3030/4800, lr:2.5e-05 ∣ avg_100 : 32049.257561 ∣ critic_nllloss : 26039.736523 ∣ critic_ganloss : -134.091530 ∣ generator_nllloss : 5245.893555 ∣ generator_ganloss : 1028.103271 ∣     [  std_z : 1.00  real_sub_fake : 537.04 ]
[  epoch 0022/0040] 3040/4800, lr:2.5e-05 ∣ avg_100 : 32048.159626 ∣ critic_nllloss : 25728.138281 ∣ critic_ganloss : -109.377415 ∣ generator_nllloss : 5143.125586 ∣ generator_ganloss : 1024.714111 ∣     [  std_z : 0.99  real_sub_fake : 459.10 ]
[  epoch 0022/0040] 3050/4800, lr:2.5e-05 ∣ avg_100 : 32043.370354 ∣ critic_nllloss : 25749.975391 ∣ critic_ganloss : -138.831008 ∣ generator_nllloss : 5194.475195 ∣ generator_ganloss : 1024.647314 ∣     [  std_z : 0.99  real_sub_fake : 505.59 ]
[  epoch 0022/0040] 3060/4800, lr:2.5e-05 ∣ avg_100 : 32040.088263 ∣ critic_nllloss : 25936.982031 ∣ critic_ganloss : -170.730748 ∣ generator_nllloss : 5158.800586 ∣ generator_ganloss : 1002.412988 ∣     [  std_z : 0.99  real_sub_fake : 606.63 ]
[  epoch 0022/0040] 3070/4800, lr:2.5e-05 ∣ avg_100 : 32042.857332 ∣ critic_nllloss : 26061.383984 ∣ critic_ganloss : -105.373825 ∣ generator_nllloss : 5275.264453 ∣ generator_ganloss : 1022.019189 ∣     [  std_z : 0.99  real_sub_fake : 452.38 ]
[  epoch 0022/0040] 3080/4800, lr:2.5e-05 ∣ avg_100 : 32044.872008 ∣ critic_nllloss : 26124.414258 ∣ critic_ganloss : -134.992283 ∣ generator_nllloss : 5129.224805 ∣ generator_ganloss : 1033.858008 ∣     [  std_z : 1.01  real_sub_fake : 419.51 ]
[  epoch 0022/0040] 3090/4800, lr:2.5e-05 ∣ avg_100 : 32045.126367 ∣ critic_nllloss : 26019.166211 ∣ critic_ganloss : -141.651147 ∣ generator_nllloss : 5172.349414 ∣ generator_ganloss : 1018.100732 ∣     [  std_z : 1.00  real_sub_fake : 542.32 ]
[  epoch 0022/0040] 3100/4800, lr:2.5e-05 ∣ avg_100 : 32042.492008 ∣ critic_nllloss : 26005.910742 ∣ critic_ganloss : -177.975903 ∣ generator_nllloss : 5165.149609 ∣ generator_ganloss : 1030.833057 ∣     [  std_z : 0.99  real_sub_fake : 559.39 ]
[  epoch 0022/0040] 3110/4800, lr:2.5e-05 ∣ avg_100 : 32042.589579 ∣ critic_nllloss : 25847.773438 ∣ critic_ganloss : -172.223748 ∣ generator_nllloss : 5128.320312 ∣ generator_ganloss : 1045.802051 ∣     [  std_z : 0.98  real_sub_fake : 582.72 ]
[  epoch 0022/0040] 3120/4800, lr:2.5e-05 ∣ avg_100 : 32043.310646 ∣ critic_nllloss : 25989.424219 ∣ critic_ganloss : -194.493387 ∣ generator_nllloss : 5121.416016 ∣ generator_ganloss : 1049.488428 ∣     [  std_z : 0.99  real_sub_fake : 765.50 ]
[  epoch 0022/0040] 3130/4800, lr:2.5e-05 ∣ avg_100 : 32041.449062 ∣ critic_nllloss : 25802.434180 ∣ critic_ganloss : -144.337195 ∣ generator_nllloss : 5166.577930 ∣ generator_ganloss : 1039.840137 ∣     [  std_z : 0.99  real_sub_fake : 714.44 ]
[  epoch 0022/0040] 3140/4800, lr:2.5e-05 ∣ avg_100 : 32043.761488 ∣ critic_nllloss : 26181.421680 ∣ critic_ganloss : -147.986639 ∣ generator_nllloss : 5195.073047 ∣ generator_ganloss : 1043.538379 ∣     [  std_z : 0.99  real_sub_fake : 543.04 ]
[  epoch 0022/0040] 3150/4800, lr:2.5e-05 ∣ avg_100 : 32044.782886 ∣ critic_nllloss : 26024.667773 ∣ critic_ganloss : -148.494804 ∣ generator_nllloss : 5213.633789 ∣ generator_ganloss : 1006.987109 ∣     [  std_z : 1.00  real_sub_fake : 580.27 ]
[  epoch 0022/0040] 3160/4800, lr:2.5e-05 ∣ avg_100 : 32042.646031 ∣ critic_nllloss : 25812.196289 ∣ critic_ganloss : -103.728008 ∣ generator_nllloss : 5107.437500 ∣ generator_ganloss : 1030.888379 ∣     [  std_z : 0.99  real_sub_fake : 468.19 ]
[  epoch 0022/0040] 3170/4800, lr:2.5e-05 ∣ avg_100 : 32041.770069 ∣ critic_nllloss : 25985.068555 ∣ critic_ganloss : -140.207500 ∣ generator_nllloss : 5168.304883 ∣ generator_ganloss : 999.360156 ∣  [  std_z : 1.00  real_sub_fake : 456.52 ]
[  epoch 0022/0040] 3180/4800, lr:2.5e-05 ∣ avg_100 : 32044.272459 ∣ critic_nllloss : 26097.248437 ∣ critic_ganloss : -122.205266 ∣ generator_nllloss : 5327.491211 ∣ generator_ganloss : 1013.185107 ∣     [  std_z : 1.00  real_sub_fake : 450.22 ]
[  epoch 0022/0040] 3190/4800, lr:2.5e-05 ∣ avg_100 : 32045.606112 ∣ critic_nllloss : 26158.261328 ∣ critic_ganloss : -174.750882 ∣ generator_nllloss : 5140.201953 ∣ generator_ganloss : 991.449658 ∣  [  std_z : 1.00  real_sub_fake : 563.51 ]
[  epoch 0022/0040] 3200/4800, lr:2.5e-05 ∣ avg_100 : 32048.946946 ∣ critic_nllloss : 26149.899023 ∣ critic_ganloss : -159.236418 ∣ generator_nllloss : 5172.397266 ∣ generator_ganloss : 993.200049 ∣  [  std_z : 1.00  real_sub_fake : 618.92 ]
[  epoch 0022/0040] 3210/4800, lr:2.5e-05 ∣ avg_100 : 32050.957377 ∣ critic_nllloss : 25992.520117 ∣ critic_ganloss : -159.248996 ∣ generator_nllloss : 5137.393555 ∣ generator_ganloss : 1015.146582 ∣     [  std_z : 0.99  real_sub_fake : 628.41 ]
[  epoch 0022/0040] 3220/4800, lr:2.5e-05 ∣ avg_100 : 32047.561197 ∣ critic_nllloss : 25913.530859 ∣ critic_ganloss : -173.171443 ∣ generator_nllloss : 5118.468164 ∣ generator_ganloss : 1007.405273 ∣     [  std_z : 0.99  real_sub_fake : 694.23 ]
[  epoch 0022/0040] 3230/4800, lr:2.5e-05 ∣ avg_100 : 32046.739877 ∣ critic_nllloss : 25855.005664 ∣ critic_ganloss : -153.273952 ∣ generator_nllloss : 5180.471875 ∣ generator_ganloss : 1005.115381 ∣     [  std_z : 0.99  real_sub_fake : 586.38 ]
[  epoch 0022/0040] 3240/4800, lr:2.5e-05 ∣ avg_100 : 32046.148529 ∣ critic_nllloss : 25860.536914 ∣ critic_ganloss : -121.197194 ∣ generator_nllloss : 5149.565820 ∣ generator_ganloss : 1028.643408 ∣     [  std_z : 0.99  real_sub_fake : 518.17 ]
[  epoch 0022/0040] 3250/4800, lr:2.5e-05 ∣ avg_100 : 32046.912162 ∣ critic_nllloss : 26084.974023 ∣ critic_ganloss : -179.033165 ∣ generator_nllloss : 5187.008984 ∣ generator_ganloss : 1005.699805 ∣     [  std_z : 1.00  real_sub_fake : 578.76 ]
[  epoch 0022/0040] 3260/4800, lr:2.5e-05 ∣ avg_100 : 32044.456861 ∣ critic_nllloss : 25991.345703 ∣ critic_ganloss : -180.253547 ∣ generator_nllloss : 5141.961523 ∣ generator_ganloss : 1013.040234 ∣     [  std_z : 0.99  real_sub_fake : 575.37 ]
[  epoch 0022/0040] 3270/4800, lr:2.5e-05 ∣ avg_100 : 32047.717807 ∣ critic_nllloss : 26185.470508 ∣ critic_ganloss : -189.395674 ∣ generator_nllloss : 5163.415820 ∣ generator_ganloss : 996.839893 ∣  [  std_z : 1.00  real_sub_fake : 708.55 ]
[  epoch 0022/0040] 3280/4800, lr:2.5e-05 ∣ avg_100 : 32046.021191 ∣ critic_nllloss : 25906.781250 ∣ critic_ganloss : -60.414953 ∣ generator_nllloss : 5123.374414 ∣ generator_ganloss : 1063.073291 ∣  [  std_z : 0.99  real_sub_fake : 456.66 ]
[  epoch 0022/0040] 3290/4800, lr:2.5e-05 ∣ avg_100 : 32045.666576 ∣ critic_nllloss : 25918.035938 ∣ critic_ganloss : -119.454511 ∣ generator_nllloss : 5184.980664 ∣ generator_ganloss : 1025.244238 ∣     [  std_z : 1.00  real_sub_fake : 441.76 ]
[  epoch 0022/0040] 3300/4800, lr:2.5e-05 ∣ avg_100 : 32045.859244 ∣ critic_nllloss : 25701.580078 ∣ critic_ganloss : -112.071725 ∣ generator_nllloss : 5212.630664 ∣ generator_ganloss : 1029.094189 ∣     [  std_z : 1.00  real_sub_fake : 486.26 ]
[  epoch 0022/0040] 3310/4800, lr:2.5e-05 ∣ avg_100 : 32049.429514 ∣ critic_nllloss : 26247.309766 ∣ critic_ganloss : -139.512770 ∣ generator_nllloss : 5221.013672 ∣ generator_ganloss : 1051.592480 ∣     [  std_z : 0.99  real_sub_fake : 397.57 ]
[  epoch 0022/0040] 3320/4800, lr:2.5e-05 ∣ avg_100 : 32049.565102 ∣ critic_nllloss : 25996.903320 ∣ critic_ganloss : -128.713361 ∣ generator_nllloss : 5287.319531 ∣ generator_ganloss : 1039.571143 ∣     [  std_z : 0.98  real_sub_fake : 464.65 ]
[  epoch 0022/0040] 3330/4800, lr:2.5e-05 ∣ avg_100 : 32048.104505 ∣ critic_nllloss : 25892.688086 ∣ critic_ganloss : -132.945253 ∣ generator_nllloss : 5169.607422 ∣ generator_ganloss : 1016.515234 ∣     [  std_z : 0.99  real_sub_fake : 515.85 ]
[  epoch 0022/0040] 3340/4800, lr:2.5e-05 ∣ avg_100 : 32048.369991 ∣ critic_nllloss : 25990.745898 ∣ critic_ganloss : -169.586909 ∣ generator_nllloss : 5232.735156 ∣ generator_ganloss : 1023.032520 ∣     [  std_z : 1.00  real_sub_fake : 573.66 ]
[  epoch 0022/0040] 3350/4800, lr:2.5e-05 ∣ avg_100 : 32044.444036 ∣ critic_nllloss : 25915.894922 ∣ critic_ganloss : -136.245480 ∣ generator_nllloss : 5183.775781 ∣ generator_ganloss : 1031.992529 ∣     [  std_z : 1.00  real_sub_fake : 554.86 ]
[  epoch 0022/0040] 3360/4800, lr:2.5e-05 ∣ avg_100 : 32050.055811 ∣ critic_nllloss : 25968.368164 ∣ critic_ganloss : -124.963457 ∣ generator_nllloss : 5249.817969 ∣ generator_ganloss : 1044.703271 ∣     [  std_z : 1.00  real_sub_fake : 452.51 ]
[  epoch 0022/0040] 3370/4800, lr:2.5e-05 ∣ avg_100 : 32048.964151 ∣ critic_nllloss : 25848.298047 ∣ critic_ganloss : -161.482516 ∣ generator_nllloss : 5208.336133 ∣ generator_ganloss : 991.879443 ∣  [  std_z : 0.99  real_sub_fake : 540.12 ]
[  epoch 0022/0040] 3380/4800, lr:2.5e-05 ∣ avg_100 : 32048.620399 ∣ critic_nllloss : 25993.154687 ∣ critic_ganloss : -154.949338 ∣ generator_nllloss : 5224.687891 ∣ generator_ganloss : 1023.544580 ∣     [  std_z : 0.98  real_sub_fake : 568.02 ]
[  epoch 0022/0040] 3390/4800, lr:2.5e-05 ∣ avg_100 : 32041.386080 ∣ critic_nllloss : 25733.295312 ∣ critic_ganloss : -160.038084 ∣ generator_nllloss : 5163.189062 ∣ generator_ganloss : 1017.528662 ∣     [  std_z : 0.99  real_sub_fake : 544.62 ]
[  epoch 0022/0040] 3400/4800, lr:2.5e-05 ∣ avg_100 : 32037.980145 ∣ critic_nllloss : 25988.810352 ∣ critic_ganloss : -130.953313 ∣ generator_nllloss : 5128.502344 ∣ generator_ganloss : 1024.601172 ∣     [  std_z : 1.00  real_sub_fake : 553.17 ]
[  epoch 0022/0040] 3410/4800, lr:2.5e-05 ∣ avg_100 : 32037.111636 ∣ critic_nllloss : 26159.966406 ∣ critic_ganloss : -170.367287 ∣ generator_nllloss : 5201.950391 ∣ generator_ganloss : 1012.638379 ∣     [  std_z : 0.99  real_sub_fake : 578.16 ]
[  epoch 0022/0040] 3420/4800, lr:2.5e-05 ∣ avg_100 : 32034.897584 ∣ critic_nllloss : 25944.059375 ∣ critic_ganloss : -156.777954 ∣ generator_nllloss : 5237.838477 ∣ generator_ganloss : 1006.468555 ∣     [  std_z : 0.99  real_sub_fake : 660.85 ]
[  epoch 0022/0040] 3430/4800, lr:2.5e-05 ∣ avg_100 : 32036.011333 ∣ critic_nllloss : 25936.284375 ∣ critic_ganloss : -121.428110 ∣ generator_nllloss : 5267.203125 ∣ generator_ganloss : 1049.510156 ∣     [  std_z : 0.99  real_sub_fake : 540.36 ]
[  epoch 0022/0040] 3440/4800, lr:2.5e-05 ∣ avg_100 : 32033.576595 ∣ critic_nllloss : 25891.631445 ∣ critic_ganloss : -164.350543 ∣ generator_nllloss : 5199.206836 ∣ generator_ganloss : 1020.661230 ∣     [  std_z : 0.99  real_sub_fake : 636.64 ]
[  epoch 0022/0040] 3450/4800, lr:2.5e-05 ∣ avg_100 : 32033.492909 ∣ critic_nllloss : 25887.276953 ∣ critic_ganloss : -124.083662 ∣ generator_nllloss : 5139.742578 ∣ generator_ganloss : 1033.459473 ∣     [  std_z : 0.98  real_sub_fake : 505.19 ]
[  epoch 0022/0040] 3460/4800, lr:2.5e-05 ∣ avg_100 : 32031.332746 ∣ critic_nllloss : 25757.452148 ∣ critic_ganloss : -162.536935 ∣ generator_nllloss : 5134.013672 ∣ generator_ganloss : 1011.931348 ∣     [  std_z : 1.00  real_sub_fake : 487.35 ]
[  epoch 0022/0040] 3470/4800, lr:2.5e-05 ∣ avg_100 : 32029.820530 ∣ critic_nllloss : 26055.293945 ∣ critic_ganloss : -159.951875 ∣ generator_nllloss : 5259.050391 ∣ generator_ganloss : 981.275928 ∣  [  std_z : 1.00  real_sub_fake : 590.55 ]
[  epoch 0022/0040] 3480/4800, lr:2.5e-05 ∣ avg_100 : 32031.330266 ∣ critic_nllloss : 26032.698047 ∣ critic_ganloss : -103.988181 ∣ generator_nllloss : 5105.471484 ∣ generator_ganloss : 1040.989648 ∣     [  std_z : 1.00  real_sub_fake : 474.31 ]
[  epoch 0022/0040] 3490/4800, lr:2.5e-05 ∣ avg_100 : 32033.902580 ∣ critic_nllloss : 26006.169922 ∣ critic_ganloss : -131.086803 ∣ generator_nllloss : 5251.450000 ∣ generator_ganloss : 1030.087061 ∣     [  std_z : 0.99  real_sub_fake : 447.45 ]
[  epoch 0022/0040] 3500/4800, lr:2.5e-05 ∣ avg_100 : 32031.515954 ∣ critic_nllloss : 26054.076367 ∣ critic_ganloss : -159.604309 ∣ generator_nllloss : 5178.726367 ∣ generator_ganloss : 1013.485693 ∣     [  std_z : 0.99  real_sub_fake : 550.38 ]
[  epoch 0022/0040] 3510/4800, lr:2.5e-05 ∣ avg_100 : 32033.714404 ∣ critic_nllloss : 26054.394336 ∣ critic_ganloss : -114.458299 ∣ generator_nllloss : 5246.447852 ∣ generator_ganloss : 1055.296777 ∣     [  std_z : 0.99  real_sub_fake : 478.88 ]
[  epoch 0022/0040] 3520/4800, lr:2.5e-05 ∣ avg_100 : 32031.926865 ∣ critic_nllloss : 25795.588672 ∣ critic_ganloss : -142.696794 ∣ generator_nllloss : 5064.853711 ∣ generator_ganloss : 1032.231738 ∣     [  std_z : 1.00  real_sub_fake : 510.79 ]
[  epoch 0022/0040] 3530/4800, lr:2.5e-05 ∣ avg_100 : 32034.631645 ∣ critic_nllloss : 26097.563477 ∣ critic_ganloss : -204.009402 ∣ generator_nllloss : 5177.046680 ∣ generator_ganloss : 1031.895459 ∣     [  std_z : 1.00  real_sub_fake : 616.22 ]
[  epoch 0022/0040] 3540/4800, lr:2.5e-05 ∣ avg_100 : 32035.400154 ∣ critic_nllloss : 25992.185742 ∣ critic_ganloss : -179.274446 ∣ generator_nllloss : 5239.083008 ∣ generator_ganloss : 1022.237939 ∣     [  std_z : 0.99  real_sub_fake : 720.46 ]
[  epoch 0022/0040] 3550/4800, lr:2.5e-05 ∣ avg_100 : 32034.115334 ∣ critic_nllloss : 26016.135937 ∣ critic_ganloss : -173.477644 ∣ generator_nllloss : 5207.927344 ∣ generator_ganloss : 1034.216455 ∣     [  std_z : 1.00  real_sub_fake : 653.66 ]
[  epoch 0022/0040] 3560/4800, lr:2.5e-05 ∣ avg_100 : 32038.036005 ∣ critic_nllloss : 26134.325195 ∣ critic_ganloss : -151.593814 ∣ generator_nllloss : 5223.727344 ∣ generator_ganloss : 1014.713135 ∣     [  std_z : 1.00  real_sub_fake : 603.50 ]
[  epoch 0022/0040] 3570/4800, lr:2.5e-05 ∣ avg_100 : 32036.948079 ∣ critic_nllloss : 25943.369336 ∣ critic_ganloss : -143.264021 ∣ generator_nllloss : 5151.980664 ∣ generator_ganloss : 1028.925098 ∣     [  std_z : 0.99  real_sub_fake : 551.95 ]
[  epoch 0022/0040] 3580/4800, lr:2.5e-05 ∣ avg_100 : 32038.524369 ∣ critic_nllloss : 26158.784375 ∣ critic_ganloss : -177.802158 ∣ generator_nllloss : 5206.283984 ∣ generator_ganloss : 1018.621680 ∣     [  std_z : 0.98  real_sub_fake : 595.38 ]
[  epoch 0022/0040] 3590/4800, lr:2.5e-05 ∣ avg_100 : 32043.630882 ∣ critic_nllloss : 26242.930469 ∣ critic_ganloss : -171.254115 ∣ generator_nllloss : 5289.152344 ∣ generator_ganloss : 1022.569238 ∣     [  std_z : 0.99  real_sub_fake : 623.84 ]
[  epoch 0022/0040] 3600/4800, lr:2.5e-05 ∣ avg_100 : 32044.953793 ∣ critic_nllloss : 26063.745898 ∣ critic_ganloss : -159.808087 ∣ generator_nllloss : 5147.559766 ∣ generator_ganloss : 1032.909961 ∣     [  std_z : 1.00  real_sub_fake : 645.45 ]
[  epoch 0022/0040] 3610/4800, lr:2.5e-05 ∣ avg_100 : 32043.760733 ∣ critic_nllloss : 26019.291406 ∣ critic_ganloss : -188.572662 ∣ generator_nllloss : 5193.671094 ∣ generator_ganloss : 1019.455420 ∣     [  std_z : 1.00  real_sub_fake : 578.21 ]
[  epoch 0022/0040] 3620/4800, lr:2.5e-05 ∣ avg_100 : 32047.169902 ∣ critic_nllloss : 26061.236719 ∣ critic_ganloss : -77.417903 ∣ generator_nllloss : 5235.501172 ∣ generator_ganloss : 1063.780469 ∣  [  std_z : 0.99  real_sub_fake : 450.79 ]
[  epoch 0022/0040] 3630/4800, lr:2.5e-05 ∣ avg_100 : 32049.313107 ∣ critic_nllloss : 26070.681836 ∣ critic_ganloss : -127.621725 ∣ generator_nllloss : 5234.082031 ∣ generator_ganloss : 1031.423193 ∣     [  std_z : 0.99  real_sub_fake : 433.27 ]
[  epoch 0022/0040] 3640/4800, lr:2.5e-05 ∣ avg_100 : 32048.083734 ∣ critic_nllloss : 25915.937109 ∣ critic_ganloss : -148.701455 ∣ generator_nllloss : 5134.899414 ∣ generator_ganloss : 1018.878906 ∣     [  std_z : 0.99  real_sub_fake : 541.42 ]
[  epoch 0022/0040] 3650/4800, lr:2.5e-05 ∣ avg_100 : 32046.422917 ∣ critic_nllloss : 25822.483008 ∣ critic_ganloss : -176.378586 ∣ generator_nllloss : 5200.559766 ∣ generator_ganloss : 1051.597852 ∣     [  std_z : 0.98  real_sub_fake : 573.17 ]
[  epoch 0022/0040] 3660/4800, lr:2.5e-05 ∣ avg_100 : 32045.773574 ∣ critic_nllloss : 25944.873047 ∣ critic_ganloss : -143.720767 ∣ generator_nllloss : 5171.816797 ∣ generator_ganloss : 1049.836426 ∣     [  std_z : 0.99  real_sub_fake : 666.67 ]
[  epoch 0022/0040] 3670/4800, lr:2.5e-05 ∣ avg_100 : 32047.945582 ∣ critic_nllloss : 26054.380664 ∣ critic_ganloss : -102.153960 ∣ generator_nllloss : 5210.962109 ∣ generator_ganloss : 1084.527344 ∣     [  std_z : 0.99  real_sub_fake : 425.47 ]
[  epoch 0022/0040] 3680/4800, lr:2.5e-05 ∣ avg_100 : 32045.496523 ∣ critic_nllloss : 25840.819727 ∣ critic_ganloss : -110.739981 ∣ generator_nllloss : 5026.462500 ∣ generator_ganloss : 1035.909766 ∣     [  std_z : 0.99  real_sub_fake : 459.38 ]
[  epoch 0022/0040] 3690/4800, lr:2.5e-05 ∣ avg_100 : 32048.729172 ∣ critic_nllloss : 26285.871094 ∣ critic_ganloss : -176.296545 ∣ generator_nllloss : 5309.118750 ∣ generator_ganloss : 1036.448926 ∣     [  std_z : 1.00  real_sub_fake : 540.16 ]
[  epoch 0022/0040] 3700/4800, lr:2.5e-05 ∣ avg_100 : 32044.238234 ∣ critic_nllloss : 25866.667578 ∣ critic_ganloss : -154.446588 ∣ generator_nllloss : 5131.384180 ∣ generator_ganloss : 1032.394727 ∣     [  std_z : 0.98  real_sub_fake : 546.67 ]
[  epoch 0022/0040] 3710/4800, lr:2.5e-05 ∣ avg_100 : 32044.256349 ∣ critic_nllloss : 26078.855664 ∣ critic_ganloss : -175.583879 ∣ generator_nllloss : 5104.009570 ∣ generator_ganloss : 1043.626514 ∣     [  std_z : 0.99  real_sub_fake : 601.92 ]
[  epoch 0022/0040] 3720/4800, lr:2.5e-05 ∣ avg_100 : 32047.016870 ∣ critic_nllloss : 26113.463477 ∣ critic_ganloss : -78.784991 ∣ generator_nllloss : 5184.749414 ∣ generator_ganloss : 1065.810889 ∣  [  std_z : 1.00  real_sub_fake : 506.27 ]
[  epoch 0022/0040] 3730/4800, lr:2.5e-05 ∣ avg_100 : 32048.547034 ∣ critic_nllloss : 26052.247852 ∣ critic_ganloss : -185.993364 ∣ generator_nllloss : 5196.810156 ∣ generator_ganloss : 1036.945947 ∣     [  std_z : 1.01  real_sub_fake : 689.17 ]
[  epoch 0022/0040] 3740/4800, lr:2.5e-05 ∣ avg_100 : 32051.090932 ∣ critic_nllloss : 26087.399219 ∣ critic_ganloss : -142.430093 ∣ generator_nllloss : 5234.806445 ∣ generator_ganloss : 1024.366113 ∣     [  std_z : 0.99  real_sub_fake : 692.42 ]
[  epoch 0022/0040] 3750/4800, lr:2.5e-05 ∣ avg_100 : 32049.841417 ∣ critic_nllloss : 25818.777344 ∣ critic_ganloss : -153.714998 ∣ generator_nllloss : 5086.096875 ∣ generator_ganloss : 1032.531982 ∣     [  std_z : 0.98  real_sub_fake : 471.14 ]
[  epoch 0022/0040] 3760/4800, lr:2.5e-05 ∣ avg_100 : 32047.715559 ∣ critic_nllloss : 25754.128125 ∣ critic_ganloss : -145.030125 ∣ generator_nllloss : 5116.282227 ∣ generator_ganloss : 1010.420361 ∣     [  std_z : 0.98  real_sub_fake : 538.87 ]
[  epoch 0022/0040] 3770/4800, lr:2.5e-05 ∣ avg_100 : 32050.169501 ∣ critic_nllloss : 26014.664062 ∣ critic_ganloss : -146.959560 ∣ generator_nllloss : 5222.174609 ∣ generator_ganloss : 1029.872900 ∣     [  std_z : 0.99  real_sub_fake : 486.71 ]
[  epoch 0022/0040] 3780/4800, lr:2.5e-05 ∣ avg_100 : 32052.036669 ∣ critic_nllloss : 26033.700391 ∣ critic_ganloss : -119.518238 ∣ generator_nllloss : 5218.768359 ∣ generator_ganloss : 1022.068848 ∣     [  std_z : 1.00  real_sub_fake : 429.79 ]
[  epoch 0022/0040] 3790/4800, lr:2.5e-05 ∣ avg_100 : 32054.128548 ∣ critic_nllloss : 26036.914844 ∣ critic_ganloss : -164.841971 ∣ generator_nllloss : 5169.732422 ∣ generator_ganloss : 1013.800586 ∣     [  std_z : 1.00  real_sub_fake : 538.84 ]
[  epoch 0022/0040] 3800/4800, lr:2.5e-05 ∣ avg_100 : 32051.806310 ∣ critic_nllloss : 25873.125781 ∣ critic_ganloss : -162.207683 ∣ generator_nllloss : 5146.271875 ∣ generator_ganloss : 1011.565430 ∣     [  std_z : 1.00  real_sub_fake : 589.25 ]
[  epoch 0022/0040] 3810/4800, lr:2.5e-05 ∣ avg_100 : 32051.339778 ∣ critic_nllloss : 25980.131250 ∣ critic_ganloss : -135.351671 ∣ generator_nllloss : 5138.734375 ∣ generator_ganloss : 1031.466113 ∣     [  std_z : 0.99  real_sub_fake : 594.05 ]
[  epoch 0022/0040] 3820/4800, lr:2.5e-05 ∣ avg_100 : 32051.421141 ∣ critic_nllloss : 26070.994141 ∣ critic_ganloss : -145.818381 ∣ generator_nllloss : 5302.539844 ∣ generator_ganloss : 1024.080078 ∣     [  std_z : 0.99  real_sub_fake : 602.25 ]
[  epoch 0022/0040] 3830/4800, lr:2.5e-05 ∣ avg_100 : 32052.399999 ∣ critic_nllloss : 25975.489258 ∣ critic_ganloss : -122.635455 ∣ generator_nllloss : 5248.855664 ∣ generator_ganloss : 1024.812012 ∣     [  std_z : 0.99  real_sub_fake : 495.42 ]
[  epoch 0022/0040] 3840/4800, lr:2.5e-05 ∣ avg_100 : 32048.852196 ∣ critic_nllloss : 25817.588281 ∣ critic_ganloss : -129.073270 ∣ generator_nllloss : 5108.182422 ∣ generator_ganloss : 1021.589160 ∣     [  std_z : 1.00  real_sub_fake : 468.85 ]
[  epoch 0022/0040] 3850/4800, lr:2.5e-05 ∣ avg_100 : 32051.075105 ∣ critic_nllloss : 26147.139453 ∣ critic_ganloss : -148.827761 ∣ generator_nllloss : 5170.290625 ∣ generator_ganloss : 1011.556055 ∣     [  std_z : 0.99  real_sub_fake : 514.97 ]
[  epoch 0022/0040] 3860/4800, lr:2.5e-05 ∣ avg_100 : 32050.096047 ∣ critic_nllloss : 25986.964258 ∣ critic_ganloss : -142.680406 ∣ generator_nllloss : 5126.941016 ∣ generator_ganloss : 1007.237305 ∣     [  std_z : 0.99  real_sub_fake : 499.07 ]
[  epoch 0022/0040] 3870/4800, lr:2.5e-05 ∣ avg_100 : 32049.160847 ∣ critic_nllloss : 26160.894336 ∣ critic_ganloss : -161.985861 ∣ generator_nllloss : 5125.989062 ∣ generator_ganloss : 1003.543896 ∣     [  std_z : 1.00  real_sub_fake : 597.28 ]
[  epoch 0022/0040] 3880/4800, lr:2.5e-05 ∣ avg_100 : 32050.028854 ∣ critic_nllloss : 26072.400781 ∣ critic_ganloss : -191.089104 ∣ generator_nllloss : 5111.830664 ∣ generator_ganloss : 1005.975439 ∣     [  std_z : 1.00  real_sub_fake : 663.54 ]
[  epoch 0022/0040] 3890/4800, lr:2.5e-05 ∣ avg_100 : 32049.392033 ∣ critic_nllloss : 25898.931836 ∣ critic_ganloss : -170.738068 ∣ generator_nllloss : 5183.241602 ∣ generator_ganloss : 1010.692676 ∣     [  std_z : 0.99  real_sub_fake : 632.56 ]
[  epoch 0022/0040] 3900/4800, lr:2.5e-05 ∣ avg_100 : 32047.882431 ∣ critic_nllloss : 25985.941406 ∣ critic_ganloss : -153.566003 ∣ generator_nllloss : 5149.410547 ∣ generator_ganloss : 1009.004395 ∣     [  std_z : 1.00  real_sub_fake : 658.49 ]
[  epoch 0022/0040] 3910/4800, lr:2.5e-05 ∣ avg_100 : 32052.156123 ∣ critic_nllloss : 26180.132227 ∣ critic_ganloss : -157.293192 ∣ generator_nllloss : 5278.559766 ∣ generator_ganloss : 1012.904492 ∣     [  std_z : 0.99  real_sub_fake : 595.13 ]
[  epoch 0022/0040] 3920/4800, lr:2.5e-05 ∣ avg_100 : 32051.180630 ∣ critic_nllloss : 25978.645703 ∣ critic_ganloss : -146.605045 ∣ generator_nllloss : 5252.573828 ∣ generator_ganloss : 1021.310010 ∣     [  std_z : 0.99  real_sub_fake : 518.71 ]
[  epoch 0022/0040] 3930/4800, lr:2.5e-05 ∣ avg_100 : 32048.410790 ∣ critic_nllloss : 26045.009961 ∣ critic_ganloss : -182.191867 ∣ generator_nllloss : 5180.850391 ∣ generator_ganloss : 990.236719 ∣  [  std_z : 0.99  real_sub_fake : 628.82 ]
[  epoch 0022/0040] 3940/4800, lr:2.5e-05 ∣ avg_100 : 32044.440703 ∣ critic_nllloss : 25813.940039 ∣ critic_ganloss : -163.505107 ∣ generator_nllloss : 5132.834961 ∣ generator_ganloss : 1023.620605 ∣     [  std_z : 0.99  real_sub_fake : 597.37 ]
[  epoch 0022/0040] 3950/4800, lr:2.5e-05 ∣ avg_100 : 32047.475047 ∣ critic_nllloss : 26156.292187 ∣ critic_ganloss : -200.994298 ∣ generator_nllloss : 5272.007617 ∣ generator_ganloss : 1019.415674 ∣     [  std_z : 0.99  real_sub_fake : 683.23 ]
[  epoch 0022/0040] 3960/4800, lr:2.5e-05 ∣ avg_100 : 32053.384282 ∣ critic_nllloss : 26315.427344 ∣ critic_ganloss : -173.670885 ∣ generator_nllloss : 5282.237695 ∣ generator_ganloss : 1017.523926 ∣     [  std_z : 1.00  real_sub_fake : 720.20 ]
[  epoch 0022/0040] 3970/4800, lr:2.5e-05 ∣ avg_100 : 32053.222759 ∣ critic_nllloss : 26037.030859 ∣ critic_ganloss : -157.412279 ∣ generator_nllloss : 5210.633594 ∣ generator_ganloss : 1020.962354 ∣     [  std_z : 1.00  real_sub_fake : 627.04 ]
[  epoch 0022/0040] 3980/4800, lr:2.5e-05 ∣ avg_100 : 32054.608512 ∣ critic_nllloss : 26127.005273 ∣ critic_ganloss : -122.902856 ∣ generator_nllloss : 5163.651172 ∣ generator_ganloss : 1025.485889 ∣     [  std_z : 1.00  real_sub_fake : 524.49 ]
[  epoch 0022/0040] 3990/4800, lr:2.5e-05 ∣ avg_100 : 32056.032277 ∣ critic_nllloss : 25960.453906 ∣ critic_ganloss : -166.491434 ∣ generator_nllloss : 5207.051758 ∣ generator_ganloss : 1014.072510 ∣     [  std_z : 0.99  real_sub_fake : 573.64 ]
[  epoch 0022/0040] 4000/4800, lr:2.5e-05 ∣ avg_100 : 32055.792785 ∣ critic_nllloss : 25895.282031 ∣ critic_ganloss : -145.286929 ∣ generator_nllloss : 5158.180273 ∣ generator_ganloss : 1030.772266 ∣     [  std_z : 0.98  real_sub_fake : 510.20 ]
[  epoch 0022/0040] 4010/4800, lr:2.5e-05 ∣ avg_100 : 32054.323616 ∣ critic_nllloss : 26030.834766 ∣ critic_ganloss : -145.476800 ∣ generator_nllloss : 5226.882617 ∣ generator_ganloss : 995.416455 ∣  [  std_z : 0.98  real_sub_fake : 523.72 ]
[  epoch 0022/0040] 4020/4800, lr:2.5e-05 ∣ avg_100 : 32055.972671 ∣ critic_nllloss : 26041.795703 ∣ critic_ganloss : -155.673300 ∣ generator_nllloss : 5351.309570 ∣ generator_ganloss : 1013.116211 ∣     [  std_z : 0.99  real_sub_fake : 568.90 ]
[  epoch 0022/0040] 4030/4800, lr:2.5e-05 ∣ avg_100 : 32052.690157 ∣ critic_nllloss : 25857.390430 ∣ critic_ganloss : -145.547472 ∣ generator_nllloss : 5124.804883 ∣ generator_ganloss : 1014.742578 ∣     [  std_z : 1.00  real_sub_fake : 618.31 ]
[  epoch 0022/0040] 4040/4800, lr:2.5e-05 ∣ avg_100 : 32055.079590 ∣ critic_nllloss : 25998.574219 ∣ critic_ganloss : -148.370773 ∣ generator_nllloss : 5159.759961 ∣ generator_ganloss : 1015.580420 ∣     [  std_z : 1.00  real_sub_fake : 554.88 ]
[  epoch 0022/0040] 4050/4800, lr:2.5e-05 ∣ avg_100 : 32056.239433 ∣ critic_nllloss : 25968.250391 ∣ critic_ganloss : -169.149806 ∣ generator_nllloss : 5144.816602 ∣ generator_ganloss : 1002.334033 ∣     [  std_z : 1.00  real_sub_fake : 588.92 ]
[  epoch 0022/0040] 4060/4800, lr:2.5e-05 ∣ avg_100 : 32058.521469 ∣ critic_nllloss : 26053.828125 ∣ critic_ganloss : -174.913567 ∣ generator_nllloss : 5266.305078 ∣ generator_ganloss : 1010.448828 ∣     [  std_z : 0.99  real_sub_fake : 622.71 ]
[  epoch 0022/0040] 4070/4800, lr:2.5e-05 ∣ avg_100 : 32054.904407 ∣ critic_nllloss : 25882.349023 ∣ critic_ganloss : -177.530588 ∣ generator_nllloss : 5178.974805 ∣ generator_ganloss : 1007.794385 ∣     [  std_z : 0.98  real_sub_fake : 686.35 ]
[  epoch 0022/0040] 4080/4800, lr:2.5e-05 ∣ avg_100 : 32055.947338 ∣ critic_nllloss : 26084.830469 ∣ critic_ganloss : -177.023874 ∣ generator_nllloss : 5321.488672 ∣ generator_ganloss : 1027.502588 ∣     [  std_z : 0.99  real_sub_fake : 668.50 ]
[  epoch 0022/0040] 4090/4800, lr:2.5e-05 ∣ avg_100 : 32052.919443 ∣ critic_nllloss : 25747.648633 ∣ critic_ganloss : -129.271273 ∣ generator_nllloss : 5136.707812 ∣ generator_ganloss : 1010.090527 ∣     [  std_z : 0.99  real_sub_fake : 586.21 ]
[  epoch 0022/0040] 4100/4800, lr:2.5e-05 ∣ avg_100 : 32051.501848 ∣ critic_nllloss : 25857.125195 ∣ critic_ganloss : -149.753304 ∣ generator_nllloss : 5149.160547 ∣ generator_ganloss : 1025.625537 ∣     [  std_z : 1.00  real_sub_fake : 527.79 ]
[  epoch 0022/0040] 4110/4800, lr:2.5e-05 ∣ avg_100 : 32053.984011 ∣ critic_nllloss : 25952.147461 ∣ critic_ganloss : -180.323743 ∣ generator_nllloss : 5322.400195 ∣ generator_ganloss : 1003.664502 ∣     [  std_z : 1.01  real_sub_fake : 567.89 ]
[  epoch 0022/0040] 4120/4800, lr:2.5e-05 ∣ avg_100 : 32055.594274 ∣ critic_nllloss : 25991.351172 ∣ critic_ganloss : -132.026251 ∣ generator_nllloss : 5241.354102 ∣ generator_ganloss : 1026.182520 ∣     [  std_z : 0.99  real_sub_fake : 601.80 ]
[  epoch 0022/0040] 4130/4800, lr:2.5e-05 ∣ avg_100 : 32058.803550 ∣ critic_nllloss : 26017.636914 ∣ critic_ganloss : -122.449116 ∣ generator_nllloss : 5250.931836 ∣ generator_ganloss : 1039.323047 ∣     [  std_z : 0.98  real_sub_fake : 486.22 ]
[  epoch 0022/0040] 4140/4800, lr:2.5e-05 ∣ avg_100 : 32059.611525 ∣ critic_nllloss : 26164.716406 ∣ critic_ganloss : -108.011650 ∣ generator_nllloss : 5259.771484 ∣ generator_ganloss : 1036.367725 ∣     [  std_z : 0.97  real_sub_fake : 527.43 ]
[  epoch 0022/0040] 4150/4800, lr:2.5e-05 ∣ avg_100 : 32057.992828 ∣ critic_nllloss : 25823.519531 ∣ critic_ganloss : -105.595942 ∣ generator_nllloss : 5141.455273 ∣ generator_ganloss : 1075.545312 ∣     [  std_z : 0.98  real_sub_fake : 377.00 ]
[  epoch 0022/0040] 4160/4800, lr:2.5e-05 ∣ avg_100 : 32060.662135 ∣ critic_nllloss : 26030.809961 ∣ critic_ganloss : -156.059345 ∣ generator_nllloss : 5204.046875 ∣ generator_ganloss : 1034.927295 ∣     [  std_z : 1.01  real_sub_fake : 441.43 ]
[  epoch 0022/0040] 4170/4800, lr:2.5e-05 ∣ avg_100 : 32062.369632 ∣ critic_nllloss : 26063.993945 ∣ critic_ganloss : -161.786160 ∣ generator_nllloss : 5247.975781 ∣ generator_ganloss : 1033.092285 ∣     [  std_z : 1.01  real_sub_fake : 575.57 ]
[  epoch 0022/0040] 4180/4800, lr:2.5e-05 ∣ avg_100 : 32062.016054 ∣ critic_nllloss : 26169.700000 ∣ critic_ganloss : -133.420259 ∣ generator_nllloss : 5204.620703 ∣ generator_ganloss : 1039.461230 ∣     [  std_z : 1.00  real_sub_fake : 547.76 ]
[  epoch 0022/0040] 4190/4800, lr:2.5e-05 ∣ avg_100 : 32060.708304 ∣ critic_nllloss : 25914.148242 ∣ critic_ganloss : -149.563450 ∣ generator_nllloss : 5177.139844 ∣ generator_ganloss : 1042.662402 ∣     [  std_z : 0.99  real_sub_fake : 537.81 ]
[  epoch 0022/0040] 4200/4800, lr:2.5e-05 ∣ avg_100 : 32059.553009 ∣ critic_nllloss : 26007.627734 ∣ critic_ganloss : -175.711647 ∣ generator_nllloss : 5185.796289 ∣ generator_ganloss : 1023.018066 ∣     [  std_z : 0.98  real_sub_fake : 577.47 ]
[  epoch 0022/0040] 4210/4800, lr:2.5e-05 ∣ avg_100 : 32060.855267 ∣ critic_nllloss : 25972.991406 ∣ critic_ganloss : -140.546053 ∣ generator_nllloss : 5258.766211 ∣ generator_ganloss : 1024.825488 ∣     [  std_z : 0.99  real_sub_fake : 605.97 ]
[  epoch 0022/0040] 4220/4800, lr:2.5e-05 ∣ avg_100 : 32062.266193 ∣ critic_nllloss : 25956.509180 ∣ critic_ganloss : -177.779254 ∣ generator_nllloss : 5215.160937 ∣ generator_ganloss : 1013.434570 ∣     [  std_z : 1.00  real_sub_fake : 610.27 ]
[  epoch 0022/0040] 4230/4800, lr:2.5e-05 ∣ avg_100 : 32066.298556 ∣ critic_nllloss : 26220.970313 ∣ critic_ganloss : -146.066080 ∣ generator_nllloss : 5211.117773 ∣ generator_ganloss : 1004.533252 ∣     [  std_z : 1.01  real_sub_fake : 559.25 ]
[  epoch 0022/0040] 4240/4800, lr:2.5e-05 ∣ avg_100 : 32067.564544 ∣ critic_nllloss : 25903.623437 ∣ critic_ganloss : -103.182526 ∣ generator_nllloss : 5224.582031 ∣ generator_ganloss : 1019.124805 ∣     [  std_z : 1.01  real_sub_fake : 438.18 ]
[  epoch 0022/0040] 4250/4800, lr:2.5e-05 ∣ avg_100 : 32064.964375 ∣ critic_nllloss : 25827.993164 ∣ critic_ganloss : -113.258395 ∣ generator_nllloss : 5100.490039 ∣ generator_ganloss : 1023.408008 ∣     [  std_z : 0.99  real_sub_fake : 416.03 ]
[  epoch 0022/0040] 4260/4800, lr:2.5e-05 ∣ avg_100 : 32066.985254 ∣ critic_nllloss : 26041.946875 ∣ critic_ganloss : -124.027765 ∣ generator_nllloss : 5247.631836 ∣ generator_ganloss : 1002.630859 ∣     [  std_z : 0.99  real_sub_fake : 426.28 ]
[  epoch 0022/0040] 4270/4800, lr:2.5e-05 ∣ avg_100 : 32063.563160 ∣ critic_nllloss : 25805.019531 ∣ critic_ganloss : -147.567574 ∣ generator_nllloss : 5144.509766 ∣ generator_ganloss : 1012.159375 ∣     [  std_z : 0.99  real_sub_fake : 534.79 ]
[  epoch 0022/0040] 4280/4800, lr:2.5e-05 ∣ avg_100 : 32061.480716 ∣ critic_nllloss : 25720.266211 ∣ critic_ganloss : -137.604971 ∣ generator_nllloss : 5204.161914 ∣ generator_ganloss : 1037.746484 ∣     [  std_z : 0.99  real_sub_fake : 519.67 ]
[  epoch 0022/0040] 4290/4800, lr:2.5e-05 ∣ avg_100 : 32060.243255 ∣ critic_nllloss : 25863.157227 ∣ critic_ganloss : -181.264682 ∣ generator_nllloss : 5181.946484 ∣ generator_ganloss : 1021.221143 ∣     [  std_z : 1.00  real_sub_fake : 611.79 ]
[  epoch 0022/0040] 4300/4800, lr:2.5e-05 ∣ avg_100 : 32060.839919 ∣ critic_nllloss : 25830.877930 ∣ critic_ganloss : -142.674539 ∣ generator_nllloss : 5181.849805 ∣ generator_ganloss : 1020.846436 ∣     [  std_z : 1.00  real_sub_fake : 600.56 ]
[  epoch 0022/0040] 4310/4800, lr:2.5e-05 ∣ avg_100 : 32056.183777 ∣ critic_nllloss : 25782.837500 ∣ critic_ganloss : -110.722285 ∣ generator_nllloss : 5203.222266 ∣ generator_ganloss : 1039.451514 ∣     [  std_z : 0.99  real_sub_fake : 432.50 ]
[  epoch 0022/0040] 4320/4800, lr:2.5e-05 ∣ avg_100 : 32054.532153 ∣ critic_nllloss : 25971.401172 ∣ critic_ganloss : -129.825333 ∣ generator_nllloss : 5164.717188 ∣ generator_ganloss : 1023.625195 ∣     [  std_z : 0.99  real_sub_fake : 526.38 ]
[  epoch 0022/0040] 4330/4800, lr:2.5e-05 ∣ avg_100 : 32055.206517 ∣ critic_nllloss : 25820.124805 ∣ critic_ganloss : -77.516628 ∣ generator_nllloss : 5210.863672 ∣ generator_ganloss : 1059.830029 ∣  [  std_z : 0.99  real_sub_fake : 329.62 ]
[  epoch 0022/0040] 4340/4800, lr:2.5e-05 ∣ avg_100 : 32053.861897 ∣ critic_nllloss : 25906.728516 ∣ critic_ganloss : -148.500022 ∣ generator_nllloss : 5175.205859 ∣ generator_ganloss : 1009.030273 ∣     [  std_z : 1.00  real_sub_fake : 471.20 ]
[  epoch 0022/0040] 4350/4800, lr:2.5e-05 ∣ avg_100 : 32056.507272 ∣ critic_nllloss : 26168.683594 ∣ critic_ganloss : -150.578864 ∣ generator_nllloss : 5214.829883 ∣ generator_ganloss : 1027.020703 ∣     [  std_z : 1.00  real_sub_fake : 596.26 ]
[  epoch 0022/0040] 4360/4800, lr:2.5e-05 ∣ avg_100 : 32052.598457 ∣ critic_nllloss : 25790.141016 ∣ critic_ganloss : -157.949876 ∣ generator_nllloss : 5087.311133 ∣ generator_ganloss : 1027.542187 ∣     [  std_z : 0.99  real_sub_fake : 553.23 ]
[  epoch 0022/0040] 4370/4800, lr:2.5e-05 ∣ avg_100 : 32054.894469 ∣ critic_nllloss : 26060.636133 ∣ critic_ganloss : -156.995222 ∣ generator_nllloss : 5206.996680 ∣ generator_ganloss : 1005.994629 ∣     [  std_z : 0.99  real_sub_fake : 594.25 ]
[  epoch 0022/0040] 4380/4800, lr:2.5e-05 ∣ avg_100 : 32053.559172 ∣ critic_nllloss : 26006.570508 ∣ critic_ganloss : -177.786798 ∣ generator_nllloss : 5115.498242 ∣ generator_ganloss : 1008.626172 ∣     [  std_z : 0.99  real_sub_fake : 593.65 ]
[  epoch 0022/0040] 4390/4800, lr:2.5e-05 ∣ avg_100 : 32057.693945 ∣ critic_nllloss : 26089.341016 ∣ critic_ganloss : -119.973219 ∣ generator_nllloss : 5182.410547 ∣ generator_ganloss : 1015.673975 ∣     [  std_z : 0.99  real_sub_fake : 557.95 ]
[  epoch 0022/0040] 4400/4800, lr:2.5e-05 ∣ avg_100 : 32062.015589 ∣ critic_nllloss : 26183.345898 ∣ critic_ganloss : -109.685768 ∣ generator_nllloss : 5333.757422 ∣ generator_ganloss : 1035.707373 ∣     [  std_z : 1.00  real_sub_fake : 436.67 ]
[  epoch 0022/0040] 4410/4800, lr:2.5e-05 ∣ avg_100 : 32061.740094 ∣ critic_nllloss : 26031.933398 ∣ critic_ganloss : -125.087904 ∣ generator_nllloss : 5244.091406 ∣ generator_ganloss : 1025.701514 ∣     [  std_z : 0.99  real_sub_fake : 424.10 ]
[  epoch 0022/0040] 4420/4800, lr:2.5e-05 ∣ avg_100 : 32064.413270 ∣ critic_nllloss : 26182.797852 ∣ critic_ganloss : -146.366588 ∣ generator_nllloss : 5237.433984 ∣ generator_ganloss : 1025.040820 ∣     [  std_z : 0.99  real_sub_fake : 510.28 ]
[  epoch 0022/0040] 4430/4800, lr:2.5e-05 ∣ avg_100 : 32063.803869 ∣ critic_nllloss : 25983.075586 ∣ critic_ganloss : -138.836760 ∣ generator_nllloss : 5206.315430 ∣ generator_ganloss : 1020.075195 ∣     [  std_z : 0.99  real_sub_fake : 534.84 ]
[  epoch 0022/0040] 4440/4800, lr:2.5e-05 ∣ avg_100 : 32063.138133 ∣ critic_nllloss : 25864.766602 ∣ critic_ganloss : -133.268683 ∣ generator_nllloss : 5132.745313 ∣ generator_ganloss : 1016.332129 ∣     [  std_z : 1.00  real_sub_fake : 546.97 ]
[  epoch 0022/0040] 4450/4800, lr:2.5e-05 ∣ avg_100 : 32061.398946 ∣ critic_nllloss : 25682.241797 ∣ critic_ganloss : -143.315259 ∣ generator_nllloss : 5201.316797 ∣ generator_ganloss : 1022.233252 ∣     [  std_z : 1.00  real_sub_fake : 485.28 ]
[  epoch 0022/0040] 4460/4800, lr:2.5e-05 ∣ avg_100 : 32067.708209 ∣ critic_nllloss : 26227.704883 ∣ critic_ganloss : -92.869705 ∣ generator_nllloss : 5201.823438 ∣ generator_ganloss : 1035.127979 ∣  [  std_z : 0.99  real_sub_fake : 563.72 ]
[  epoch 0022/0040] 4470/4800, lr:2.5e-05 ∣ avg_100 : 32066.523003 ∣ critic_nllloss : 25973.281641 ∣ critic_ganloss : -122.394100 ∣ generator_nllloss : 5122.290820 ∣ generator_ganloss : 1043.969336 ∣     [  std_z : 0.98  real_sub_fake : 387.86 ]
[  epoch 0022/0040] 4480/4800, lr:2.5e-05 ∣ avg_100 : 32064.345574 ∣ critic_nllloss : 25790.332617 ∣ critic_ganloss : -127.089138 ∣ generator_nllloss : 5174.712695 ∣ generator_ganloss : 1019.471924 ∣     [  std_z : 0.99  real_sub_fake : 423.11 ]
[  epoch 0022/0040] 4490/4800, lr:2.5e-05 ∣ avg_100 : 32062.146899 ∣ critic_nllloss : 25879.668359 ∣ critic_ganloss : -150.575797 ∣ generator_nllloss : 5193.551367 ∣ generator_ganloss : 1014.108789 ∣     [  std_z : 1.00  real_sub_fake : 514.39 ]
[  epoch 0022/0040] 4500/4800, lr:2.5e-05 ∣ avg_100 : 32060.994480 ∣ critic_nllloss : 25901.328906 ∣ critic_ganloss : -145.429761 ∣ generator_nllloss : 5190.008398 ∣ generator_ganloss : 1025.534668 ∣     [  std_z : 1.00  real_sub_fake : 517.15 ]
[  epoch 0022/0040] 4510/4800, lr:2.5e-05 ∣ avg_100 : 32057.113757 ∣ critic_nllloss : 25781.599414 ∣ critic_ganloss : -127.775111 ∣ generator_nllloss : 5180.579297 ∣ generator_ganloss : 1019.204736 ∣     [  std_z : 1.00  real_sub_fake : 482.84 ]
[  epoch 0022/0040] 4520/4800, lr:2.5e-05 ∣ avg_100 : 32060.060214 ∣ critic_nllloss : 25907.740625 ∣ critic_ganloss : -144.862746 ∣ generator_nllloss : 5268.480859 ∣ generator_ganloss : 1013.264355 ∣     [  std_z : 0.99  real_sub_fake : 509.63 ]
[  epoch 0022/0040] 4530/4800, lr:2.5e-05 ∣ avg_100 : 32059.622231 ∣ critic_nllloss : 26003.370508 ∣ critic_ganloss : -147.119888 ∣ generator_nllloss : 5189.864648 ∣ generator_ganloss : 1012.582617 ∣     [  std_z : 0.98  real_sub_fake : 595.07 ]
[  epoch 0022/0040] 4540/4800, lr:2.5e-05 ∣ avg_100 : 32055.790743 ∣ critic_nllloss : 25743.590039 ∣ critic_ganloss : -209.426987 ∣ generator_nllloss : 5127.233594 ∣ generator_ganloss : 1029.686816 ∣     [  std_z : 0.98  real_sub_fake : 615.10 ]
[  epoch 0022/0040] 4550/4800, lr:2.5e-05 ∣ avg_100 : 32058.898763 ∣ critic_nllloss : 26220.026758 ∣ critic_ganloss : -143.854550 ∣ generator_nllloss : 5278.998828 ∣ generator_ganloss : 1040.433008 ∣     [  std_z : 1.00  real_sub_fake : 654.15 ]
[  epoch 0022/0040] 4560/4800, lr:2.5e-05 ∣ avg_100 : 32056.212822 ∣ critic_nllloss : 25822.729492 ∣ critic_ganloss : -129.939584 ∣ generator_nllloss : 5218.281641 ∣ generator_ganloss : 1041.506250 ∣     [  std_z : 1.00  real_sub_fake : 466.24 ]
[  epoch 0022/0040] 4570/4800, lr:2.5e-05 ∣ avg_100 : 32055.874769 ∣ critic_nllloss : 25886.609961 ∣ critic_ganloss : -171.531982 ∣ generator_nllloss : 5218.365234 ∣ generator_ganloss : 1013.762549 ∣     [  std_z : 1.00  real_sub_fake : 609.50 ]
[  epoch 0022/0040] 4580/4800, lr:2.5e-05 ∣ avg_100 : 32054.103291 ∣ critic_nllloss : 25875.794141 ∣ critic_ganloss : -90.447135 ∣ generator_nllloss : 5180.370703 ∣ generator_ganloss : 1063.022363 ∣  [  std_z : 0.99  real_sub_fake : 423.73 ]
[  epoch 0022/0040] 4590/4800, lr:2.5e-05 ∣ avg_100 : 32051.748252 ∣ critic_nllloss : 26035.849023 ∣ critic_ganloss : -143.732119 ∣ generator_nllloss : 5213.153516 ∣ generator_ganloss : 1042.623633 ∣     [  std_z : 0.99  real_sub_fake : 490.58 ]
[  epoch 0022/0040] 4600/4800, lr:2.5e-05 ∣ avg_100 : 32052.563407 ∣ critic_nllloss : 26071.909961 ∣ critic_ganloss : -144.508012 ∣ generator_nllloss : 5199.566016 ∣ generator_ganloss : 1038.955078 ∣     [  std_z : 1.00  real_sub_fake : 514.71 ]
[  epoch 0022/0040] 4610/4800, lr:2.5e-05 ∣ avg_100 : 32051.310604 ∣ critic_nllloss : 25885.826562 ∣ critic_ganloss : -155.657977 ∣ generator_nllloss : 5167.623047 ∣ generator_ganloss : 1020.773340 ∣     [  std_z : 1.01  real_sub_fake : 540.15 ]
[  epoch 0022/0040] 4620/4800, lr:2.5e-05 ∣ avg_100 : 32051.235612 ∣ critic_nllloss : 26205.620703 ∣ critic_ganloss : -196.780145 ∣ generator_nllloss : 5227.166211 ∣ generator_ganloss : 1039.594482 ∣     [  std_z : 1.00  real_sub_fake : 642.23 ]
[  epoch 0022/0040] 4630/4800, lr:2.5e-05 ∣ avg_100 : 32048.410759 ∣ critic_nllloss : 25912.708008 ∣ critic_ganloss : -146.663968 ∣ generator_nllloss : 5127.607227 ∣ generator_ganloss : 1032.428711 ∣     [  std_z : 0.99  real_sub_fake : 637.92 ]
[  epoch 0022/0040] 4640/4800, lr:2.5e-05 ∣ avg_100 : 32049.371238 ∣ critic_nllloss : 25959.945508 ∣ critic_ganloss : -184.560472 ∣ generator_nllloss : 5199.141406 ∣ generator_ganloss : 1042.535449 ∣     [  std_z : 0.98  real_sub_fake : 658.66 ]
[  epoch 0022/0040] 4650/4800, lr:2.5e-05 ∣ avg_100 : 32049.086752 ∣ critic_nllloss : 25907.445312 ∣ critic_ganloss : -207.532909 ∣ generator_nllloss : 5146.228906 ∣ generator_ganloss : 1023.672119 ∣     [  std_z : 0.98  real_sub_fake : 797.73 ]
[  epoch 0022/0040] 4660/4800, lr:2.5e-05 ∣ avg_100 : 32050.090918 ∣ critic_nllloss : 25976.058008 ∣ critic_ganloss : -161.523187 ∣ generator_nllloss : 5266.736328 ∣ generator_ganloss : 1041.950977 ∣     [  std_z : 0.99  real_sub_fake : 700.83 ]
[  epoch 0022/0040] 4670/4800, lr:2.5e-05 ∣ avg_100 : 32047.153061 ∣ critic_nllloss : 25818.882422 ∣ critic_ganloss : -110.222569 ∣ generator_nllloss : 5189.475781 ∣ generator_ganloss : 1055.794873 ∣     [  std_z : 1.00  real_sub_fake : 479.85 ]
[  epoch 0022/0040] 4680/4800, lr:2.5e-05 ∣ avg_100 : 32049.403338 ∣ critic_nllloss : 25914.612891 ∣ critic_ganloss : -123.512874 ∣ generator_nllloss : 5182.391406 ∣ generator_ganloss : 1043.988232 ∣     [  std_z : 1.00  real_sub_fake : 471.54 ]
[  epoch 0022/0040] 4690/4800, lr:2.5e-05 ∣ avg_100 : 32045.331759 ∣ critic_nllloss : 26004.874219 ∣ critic_ganloss : -137.577142 ∣ generator_nllloss : 5138.079687 ∣ generator_ganloss : 1042.607568 ∣     [  std_z : 1.00  real_sub_fake : 469.63 ]
[  epoch 0022/0040] 4700/4800, lr:2.5e-05 ∣ avg_100 : 32048.114289 ∣ critic_nllloss : 26085.536914 ∣ critic_ganloss : -123.900490 ∣ generator_nllloss : 5149.939844 ∣ generator_ganloss : 1042.676611 ∣     [  std_z : 0.99  real_sub_fake : 470.34 ]
[  epoch 0022/0040] 4710/4800, lr:2.5e-05 ∣ avg_100 : 32050.402603 ∣ critic_nllloss : 26147.058008 ∣ critic_ganloss : -153.612012 ∣ generator_nllloss : 5255.222266 ∣ generator_ganloss : 1031.070996 ∣     [  std_z : 0.99  real_sub_fake : 515.34 ]
[  epoch 0022/0040] 4720/4800, lr:2.5e-05 ∣ avg_100 : 32047.247800 ∣ critic_nllloss : 25908.001953 ∣ critic_ganloss : -193.151222 ∣ generator_nllloss : 5227.673828 ∣ generator_ganloss : 1027.233984 ∣     [  std_z : 0.98  real_sub_fake : 653.23 ]
[  epoch 0022/0040] 4730/4800, lr:2.5e-05 ∣ avg_100 : 32043.929978 ∣ critic_nllloss : 25800.601758 ∣ critic_ganloss : -153.930980 ∣ generator_nllloss : 5065.942383 ∣ generator_ganloss : 1055.615234 ∣     [  std_z : 1.00  real_sub_fake : 630.58 ]
[  epoch 0022/0040] 4740/4800, lr:2.5e-05 ∣ avg_100 : 32042.985632 ∣ critic_nllloss : 26038.622656 ∣ critic_ganloss : -166.989075 ∣ generator_nllloss : 5221.441211 ∣ generator_ganloss : 1016.632227 ∣     [  std_z : 1.00  real_sub_fake : 567.25 ]
[  epoch 0022/0040] 4750/4800, lr:2.5e-05 ∣ avg_100 : 32046.545158 ∣ critic_nllloss : 25988.808203 ∣ critic_ganloss : -131.058589 ∣ generator_nllloss : 5258.487109 ∣ generator_ganloss : 1023.407129 ∣     [  std_z : 0.99  real_sub_fake : 525.31 ]
[  epoch 0022/0040] 4760/4800, lr:2.5e-05 ∣ avg_100 : 32048.195172 ∣ critic_nllloss : 25856.566016 ∣ critic_ganloss : -165.729222 ∣ generator_nllloss : 5184.606445 ∣ generator_ganloss : 1025.358789 ∣     [  std_z : 0.98  real_sub_fake : 509.42 ]
[  epoch 0022/0040] 4770/4800, lr:2.5e-05 ∣ avg_100 : 32047.174566 ∣ critic_nllloss : 25904.164062 ∣ critic_ganloss : -133.129050 ∣ generator_nllloss : 5207.996680 ∣ generator_ganloss : 1038.659717 ∣     [  std_z : 0.98  real_sub_fake : 663.68 ]
[  epoch 0022/0040] 4780/4800, lr:2.5e-05 ∣ avg_100 : 32045.554498 ∣ critic_nllloss : 25878.623242 ∣ critic_ganloss : -126.739973 ∣ generator_nllloss : 5173.309961 ∣ generator_ganloss : 1067.819336 ∣     [  std_z : 0.99  real_sub_fake : 426.85 ]
[  epoch 0022/0040] 4790/4800, lr:2.5e-05 ∣ avg_100 : 32046.463189 ∣ critic_nllloss : 26073.556836 ∣ critic_ganloss : -143.145143 ∣ generator_nllloss : 5188.236719 ∣ generator_ganloss : 1027.826562 ∣     [  std_z : 1.00  real_sub_fake : 571.08 ]
[  epoch 0022/0040] 4800/4800, lr:2.5e-05 ∣ avg_100 : 32049.534545 ∣ critic_nllloss : 26110.616797 ∣ critic_ganloss : -170.505638 ∣ generator_nllloss : 5195.805859 ∣ generator_ganloss : 1039.973926 ∣     [  std_z : 1.00  real_sub_fake : 613.52 ]
[    val 022    ] Done! KLD: 0.030326: 0.00922440:12, total: 1 day, 6:22:40                     
[  epoch 0023/0040] 0010/4800, lr:2.5e-05 ∣ avg_100 : 32046.370357 ∣ critic_nllloss : 25706.173047 ∣ critic_ganloss : -131.516226 ∣ generator_nllloss : 5072.275781 ∣ generator_ganloss : 1051.628711 ∣     [  std_z : 0.99  real_sub_fake : 478.11 ]
[  epoch 0023/0040] 0020/4800, lr:2.5e-05 ∣ avg_100 : 32043.665578 ∣ critic_nllloss : 25925.340820 ∣ critic_ganloss : -115.842500 ∣ generator_nllloss : 5147.274023 ∣ generator_ganloss : 1024.545410 ∣     [  std_z : 1.00  real_sub_fake : 470.85 ]
[  epoch 0023/0040] 0030/4800, lr:2.5e-05 ∣ avg_100 : 32043.690832 ∣ critic_nllloss : 26059.571289 ∣ critic_ganloss : -153.019582 ∣ generator_nllloss : 5205.049414 ∣ generator_ganloss : 1017.445752 ∣     [  std_z : 1.00  real_sub_fake : 506.05 ]
[  epoch 0023/0040] 0040/4800, lr:2.5e-05 ∣ avg_100 : 32045.967582 ∣ critic_nllloss : 25925.754297 ∣ critic_ganloss : -110.255495 ∣ generator_nllloss : 5182.572461 ∣ generator_ganloss : 1047.890381 ∣     [  std_z : 0.99  real_sub_fake : 473.48 ]
[  epoch 0023/0040] 0050/4800, lr:2.5e-05 ∣ avg_100 : 32045.190345 ∣ critic_nllloss : 26008.404102 ∣ critic_ganloss : -100.553229 ∣ generator_nllloss : 5145.090625 ∣ generator_ganloss : 1049.493164 ∣     [  std_z : 0.99  real_sub_fake : 362.28 ]
[  epoch 0023/0040] 0060/4800, lr:2.5e-05 ∣ avg_100 : 32044.429584 ∣ critic_nllloss : 25795.257617 ∣ critic_ganloss : -105.937896 ∣ generator_nllloss : 5191.961133 ∣ generator_ganloss : 1021.105176 ∣     [  std_z : 1.00  real_sub_fake : 457.30 ]
[  epoch 0023/0040] 0070/4800, lr:2.5e-05 ∣ avg_100 : 32041.345793 ∣ critic_nllloss : 25794.871680 ∣ critic_ganloss : -106.716303 ∣ generator_nllloss : 5085.311719 ∣ generator_ganloss : 1046.595264 ∣     [  std_z : 1.00  real_sub_fake : 360.31 ]
[  epoch 0023/0040] 0080/4800, lr:2.5e-05 ∣ avg_100 : 32044.401680 ∣ critic_nllloss : 26139.663672 ∣ critic_ganloss : -96.227793 ∣ generator_nllloss : 5230.580078 ∣ generator_ganloss : 1030.690527 ∣  [  std_z : 0.99  real_sub_fake : 384.18 ]
[  epoch 0023/0040] 0090/4800, lr:2.5e-05 ∣ avg_100 : 32046.181766 ∣ critic_nllloss : 25978.176367 ∣ critic_ganloss : -119.885249 ∣ generator_nllloss : 5208.884766 ∣ generator_ganloss : 1032.960791 ∣     [  std_z : 0.98  real_sub_fake : 419.86 ]
[  epoch 0023/0040] 0100/4800, lr:2.5e-05 ∣ avg_100 : 32044.879419 ∣ critic_nllloss : 25866.183203 ∣ critic_ganloss : -162.275357 ∣ generator_nllloss : 5137.262305 ∣ generator_ganloss : 1019.385400 ∣     [  std_z : 0.98  real_sub_fake : 564.68 ]
[  epoch 0023/0040] 0110/4800, lr:2.5e-05 ∣ avg_100 : 32040.976500 ∣ critic_nllloss : 25833.207813 ∣ critic_ganloss : -122.220298 ∣ generator_nllloss : 5177.304883 ∣ generator_ganloss : 1035.719092 ∣     [  std_z : 1.00  real_sub_fake : 535.25 ]
[  epoch 0023/0040] 0120/4800, lr:2.5e-05 ∣ avg_100 : 32040.467319 ∣ critic_nllloss : 25935.576172 ∣ critic_ganloss : -105.136171 ∣ generator_nllloss : 5182.889453 ∣ generator_ganloss : 1041.676855 ∣     [  std_z : 1.00  real_sub_fake : 506.39 ]
[  epoch 0023/0040] 0130/4800, lr:2.5e-05 ∣ avg_100 : 32039.183831 ∣ critic_nllloss : 25887.528320 ∣ critic_ganloss : -142.354899 ∣ generator_nllloss : 5122.167578 ∣ generator_ganloss : 1038.215430 ∣     [  std_z : 1.00  real_sub_fake : 455.71 ]
[  epoch 0023/0040] 0140/4800, lr:2.5e-05 ∣ avg_100 : 32043.918272 ∣ critic_nllloss : 26093.788281 ∣ critic_ganloss : -125.351326 ∣ generator_nllloss : 5274.869727 ∣ generator_ganloss : 1037.027881 ∣     [  std_z : 0.99  real_sub_fake : 465.38 ]
[  epoch 0023/0040] 0150/4800, lr:2.5e-05 ∣ avg_100 : 32041.930249 ∣ critic_nllloss : 26011.860156 ∣ critic_ganloss : -165.204581 ∣ generator_nllloss : 5178.832617 ∣ generator_ganloss : 1022.430713 ∣     [  std_z : 0.98  real_sub_fake : 539.86 ]
[  epoch 0023/0040] 0160/4800, lr:2.5e-05 ∣ avg_100 : 32039.074716 ∣ critic_nllloss : 26104.676367 ∣ critic_ganloss : -155.427583 ∣ generator_nllloss : 5172.804102 ∣ generator_ganloss : 1033.911914 ∣     [  std_z : 0.99  real_sub_fake : 574.41 ]
[  epoch 0023/0040] 0170/4800, lr:2.5e-05 ∣ avg_100 : 32037.864636 ∣ critic_nllloss : 25881.238477 ∣ critic_ganloss : -138.599806 ∣ generator_nllloss : 5227.640234 ∣ generator_ganloss : 1019.927588 ∣     [  std_z : 0.99  real_sub_fake : 564.52 ]
[  epoch 0023/0040] 0180/4800, lr:2.5e-05 ∣ avg_100 : 32036.362825 ∣ critic_nllloss : 25964.408398 ∣ critic_ganloss : -154.731575 ∣ generator_nllloss : 5209.051562 ∣ generator_ganloss : 1024.329980 ∣     [  std_z : 1.00  real_sub_fake : 588.74 ]
[  epoch 0023/0040] 0190/4800, lr:2.5e-05 ∣ avg_100 : 32035.893561 ∣ critic_nllloss : 25973.337109 ∣ critic_ganloss : -158.380233 ∣ generator_nllloss : 5130.999023 ∣ generator_ganloss : 1022.204443 ∣     [  std_z : 0.99  real_sub_fake : 524.36 ]
[  epoch 0023/0040] 0200/4800, lr:2.5e-05 ∣ avg_100 : 32036.621890 ∣ critic_nllloss : 25910.393555 ∣ critic_ganloss : -159.097427 ∣ generator_nllloss : 5240.371484 ∣ generator_ganloss : 1020.112988 ∣     [  std_z : 0.99  real_sub_fake : 550.42 ]
[  epoch 0023/0040] 0210/4800, lr:2.5e-05 ∣ avg_100 : 32034.938106 ∣ critic_nllloss : 25880.802734 ∣ critic_ganloss : -119.656776 ∣ generator_nllloss : 5144.233398 ∣ generator_ganloss : 1033.899219 ∣     [  std_z : 0.99  real_sub_fake : 541.31 ]
[  epoch 0023/0040] 0220/4800, lr:2.5e-05 ∣ avg_100 : 32032.778553 ∣ critic_nllloss : 25958.095313 ∣ critic_ganloss : -139.229152 ∣ generator_nllloss : 5178.514063 ∣ generator_ganloss : 1037.212744 ∣     [  std_z : 1.00  real_sub_fake : 484.67 ]
[  epoch 0023/0040] 0230/4800, lr:2.5e-05 ∣ avg_100 : 32034.305204 ∣ critic_nllloss : 25915.389062 ∣ critic_ganloss : -155.765129 ∣ generator_nllloss : 5220.343359 ∣ generator_ganloss : 1024.088184 ∣     [  std_z : 0.99  real_sub_fake : 560.25 ]
[  epoch 0023/0040] 0240/4800, lr:2.5e-05 ∣ avg_100 : 32034.123924 ∣ critic_nllloss : 25972.761719 ∣ critic_ganloss : -170.444482 ∣ generator_nllloss : 5175.892383 ∣ generator_ganloss : 1029.206201 ∣     [  std_z : 0.99  real_sub_fake : 553.55 ]
[  epoch 0023/0040] 0250/4800, lr:2.5e-05 ∣ avg_100 : 32035.939187 ∣ critic_nllloss : 26023.164453 ∣ critic_ganloss : -119.934648 ∣ generator_nllloss : 5179.876953 ∣ generator_ganloss : 1044.670801 ∣     [  std_z : 0.99  real_sub_fake : 556.24 ]
[  epoch 0023/0040] 0260/4800, lr:2.5e-05 ∣ avg_100 : 32035.921917 ∣ critic_nllloss : 26004.470117 ∣ critic_ganloss : -136.655521 ∣ generator_nllloss : 5246.139453 ∣ generator_ganloss : 1039.987402 ∣     [  std_z : 0.99  real_sub_fake : 545.09 ]
[  epoch 0023/0040] 0270/4800, lr:2.5e-05 ∣ avg_100 : 32038.450565 ∣ critic_nllloss : 26071.775977 ∣ critic_ganloss : -121.693667 ∣ generator_nllloss : 5159.229688 ∣ generator_ganloss : 1035.140381 ∣     [  std_z : 1.00  real_sub_fake : 466.78 ]
[  epoch 0023/0040] 0280/4800, lr:2.5e-05 ∣ avg_100 : 32038.014527 ∣ critic_nllloss : 26091.808008 ∣ critic_ganloss : -140.360748 ∣ generator_nllloss : 5222.344922 ∣ generator_ganloss : 1039.401953 ∣     [  std_z : 0.99  real_sub_fake : 477.97 ]
[  epoch 0023/0040] 0290/4800, lr:2.5e-05 ∣ avg_100 : 32038.520669 ∣ critic_nllloss : 25827.141992 ∣ critic_ganloss : -156.032331 ∣ generator_nllloss : 5122.030859 ∣ generator_ganloss : 1022.649365 ∣     [  std_z : 0.99  real_sub_fake : 575.71 ]
[  epoch 0023/0040] 0300/4800, lr:2.5e-05 ∣ avg_100 : 32039.511627 ∣ critic_nllloss : 25948.442969 ∣ critic_ganloss : -205.508377 ∣ generator_nllloss : 5228.276758 ∣ generator_ganloss : 1010.042432 ∣     [  std_z : 0.99  real_sub_fake : 639.69 ]
[  epoch 0023/0040] 0310/4800, lr:2.5e-05 ∣ avg_100 : 32040.139316 ∣ critic_nllloss : 25930.395313 ∣ critic_ganloss : -131.006274 ∣ generator_nllloss : 5346.397852 ∣ generator_ganloss : 1014.870361 ∣     [  std_z : 0.99  real_sub_fake : 635.45 ]
[  epoch 0023/0040] 0320/4800, lr:2.5e-05 ∣ avg_100 : 32037.776063 ∣ critic_nllloss : 25826.587500 ∣ critic_ganloss : -106.692363 ∣ generator_nllloss : 5154.520898 ∣ generator_ganloss : 1016.120264 ∣     [  std_z : 0.99  real_sub_fake : 503.44 ]
[  epoch 0023/0040] 0330/4800, lr:2.5e-05 ∣ avg_100 : 32035.463422 ∣ critic_nllloss : 25932.448828 ∣ critic_ganloss : -153.872780 ∣ generator_nllloss : 5181.622656 ∣ generator_ganloss : 993.979834 ∣  [  std_z : 0.99  real_sub_fake : 531.48 ]
[  epoch 0023/0040] 0340/4800, lr:2.5e-05 ∣ avg_100 : 32034.499254 ∣ critic_nllloss : 26167.243359 ∣ critic_ganloss : -158.927245 ∣ generator_nllloss : 5234.692578 ∣ generator_ganloss : 1013.418506 ∣     [  std_z : 1.00  real_sub_fake : 495.02 ]
[  epoch 0023/0040] 0350/4800, lr:2.5e-05 ∣ avg_100 : 32037.054236 ∣ critic_nllloss : 26089.579492 ∣ critic_ganloss : -133.193027 ∣ generator_nllloss : 5229.203516 ∣ generator_ganloss : 1004.832422 ∣     [  std_z : 1.00  real_sub_fake : 554.47 ]
[  epoch 0023/0040] 0360/4800, lr:2.5e-05 ∣ avg_100 : 32036.612447 ∣ critic_nllloss : 25951.935547 ∣ critic_ganloss : -114.328986 ∣ generator_nllloss : 5209.708398 ∣ generator_ganloss : 1022.230859 ∣     [  std_z : 0.99  real_sub_fake : 480.51 ]
[  epoch 0023/0040] 0370/4800, lr:2.5e-05 ∣ avg_100 : 32034.849708 ∣ critic_nllloss : 25943.636523 ∣ critic_ganloss : -140.758879 ∣ generator_nllloss : 5178.356641 ∣ generator_ganloss : 1025.767676 ∣     [  std_z : 0.99  real_sub_fake : 482.57 ]
[  epoch 0023/0040] 0380/4800, lr:2.5e-05 ∣ avg_100 : 32032.826934 ∣ critic_nllloss : 25991.310937 ∣ critic_ganloss : -158.588792 ∣ generator_nllloss : 5224.893359 ∣ generator_ganloss : 1020.468799 ∣     [  std_z : 1.00  real_sub_fake : 520.81 ]
[  epoch 0023/0040] 0390/4800, lr:2.5e-05 ∣ avg_100 : 32032.699232 ∣ critic_nllloss : 25980.745117 ∣ critic_ganloss : -147.678030 ∣ generator_nllloss : 5118.120117 ∣ generator_ganloss : 1020.429590 ∣     [  std_z : 1.00  real_sub_fake : 636.24 ]
[  epoch 0023/0040] 0400/4800, lr:2.5e-05 ∣ avg_100 : 32030.740152 ∣ critic_nllloss : 25822.120508 ∣ critic_ganloss : -131.667163 ∣ generator_nllloss : 5134.097070 ∣ generator_ganloss : 1020.272070 ∣     [  std_z : 0.99  real_sub_fake : 531.57 ]
[  epoch 0023/0040] 0410/4800, lr:2.5e-05 ∣ avg_100 : 32029.665476 ∣ critic_nllloss : 25912.483984 ∣ critic_ganloss : -121.420418 ∣ generator_nllloss : 5196.288477 ∣ generator_ganloss : 1021.217383 ∣     [  std_z : 0.99  real_sub_fake : 515.67 ]
[  epoch 0023/0040] 0420/4800, lr:2.5e-05 ∣ avg_100 : 32029.031482 ∣ critic_nllloss : 25890.125000 ∣ critic_ganloss : -145.530266 ∣ generator_nllloss : 5185.847852 ∣ generator_ganloss : 1013.483447 ∣     [  std_z : 0.99  real_sub_fake : 465.22 ]
[  epoch 0023/0040] 0430/4800, lr:2.5e-05 ∣ avg_100 : 32025.562564 ∣ critic_nllloss : 25908.667773 ∣ critic_ganloss : -141.890938 ∣ generator_nllloss : 5145.549023 ∣ generator_ganloss : 1031.337646 ∣     [  std_z : 0.99  real_sub_fake : 492.29 ]
[  epoch 0023/0040] 0440/4800, lr:2.5e-05 ∣ avg_100 : 32024.864832 ∣ critic_nllloss : 25968.834180 ∣ critic_ganloss : -154.914380 ∣ generator_nllloss : 5146.719531 ∣ generator_ganloss : 1013.735156 ∣     [  std_z : 1.00  real_sub_fake : 545.58 ]
[  epoch 0023/0040] 0450/4800, lr:2.5e-05 ∣ avg_100 : 32024.146106 ∣ critic_nllloss : 25859.373828 ∣ critic_ganloss : -180.592932 ∣ generator_nllloss : 5076.386523 ∣ generator_ganloss : 1011.592773 ∣     [  std_z : 1.00  real_sub_fake : 648.65 ]
[  epoch 0023/0040] 0460/4800, lr:2.5e-05 ∣ avg_100 : 32023.189525 ∣ critic_nllloss : 26011.077148 ∣ critic_ganloss : -132.565517 ∣ generator_nllloss : 5165.810156 ∣ generator_ganloss : 1028.201953 ∣     [  std_z : 1.00  real_sub_fake : 569.10 ]
[  epoch 0023/0040] 0470/4800, lr:2.5e-05 ∣ avg_100 : 32027.645111 ∣ critic_nllloss : 26104.526758 ∣ critic_ganloss : -82.664111 ∣ generator_nllloss : 5209.235937 ∣ generator_ganloss : 1028.581152 ∣  [  std_z : 0.99  real_sub_fake : 459.52 ]
[  epoch 0023/0040] 0480/4800, lr:2.5e-05 ∣ avg_100 : 32031.956744 ∣ critic_nllloss : 26165.794727 ∣ critic_ganloss : -103.561156 ∣ generator_nllloss : 5172.162891 ∣ generator_ganloss : 1021.336426 ∣     [  std_z : 0.98  real_sub_fake : 368.50 ]
[  epoch 0023/0040] 0490/4800, lr:2.5e-05 ∣ avg_100 : 32031.413485 ∣ critic_nllloss : 25755.602734 ∣ critic_ganloss : -105.419438 ∣ generator_nllloss : 5170.811328 ∣ generator_ganloss : 1009.739648 ∣     [  std_z : 0.99  real_sub_fake : 427.46 ]
[  epoch 0023/0040] 0500/4800, lr:2.5e-05 ∣ avg_100 : 32031.695529 ∣ critic_nllloss : 25865.016211 ∣ critic_ganloss : -148.763056 ∣ generator_nllloss : 5182.988281 ∣ generator_ganloss : 1019.862598 ∣     [  std_z : 1.00  real_sub_fake : 480.10 ]
[  epoch 0023/0040] 0510/4800, lr:2.5e-05 ∣ avg_100 : 32032.772312 ∣ critic_nllloss : 25941.267383 ∣ critic_ganloss : -136.077609 ∣ generator_nllloss : 5200.422266 ∣ generator_ganloss : 1016.855225 ∣     [  std_z : 0.99  real_sub_fake : 543.30 ]
[  epoch 0023/0040] 0520/4800, lr:2.5e-05 ∣ avg_100 : 32033.565705 ∣ critic_nllloss : 26108.089258 ∣ critic_ganloss : -170.358168 ∣ generator_nllloss : 5151.083203 ∣ generator_ganloss : 1020.443311 ∣     [  std_z : 0.99  real_sub_fake : 536.49 ]
[  epoch 0023/0040] 0530/4800, lr:2.5e-05 ∣ avg_100 : 32034.371108 ∣ critic_nllloss : 25991.360547 ∣ critic_ganloss : -123.912340 ∣ generator_nllloss : 5194.403906 ∣ generator_ganloss : 1031.989990 ∣     [  std_z : 0.99  real_sub_fake : 527.50 ]
[  epoch 0023/0040] 0540/4800, lr:2.5e-05 ∣ avg_100 : 32034.858701 ∣ critic_nllloss : 25966.691797 ∣ critic_ganloss : -148.772166 ∣ generator_nllloss : 5146.752539 ∣ generator_ganloss : 1026.551807 ∣     [  std_z : 1.00  real_sub_fake : 461.06 ]
[  epoch 0023/0040] 0550/4800, lr:2.5e-05 ∣ avg_100 : 32034.283886 ∣ critic_nllloss : 26079.371875 ∣ critic_ganloss : -143.666650 ∣ generator_nllloss : 5245.943164 ∣ generator_ganloss : 1020.825391 ∣     [  std_z : 0.99  real_sub_fake : 549.26 ]
[  epoch 0023/0040] 0560/4800, lr:2.5e-05 ∣ avg_100 : 32037.163713 ∣ critic_nllloss : 25990.978906 ∣ critic_ganloss : -164.815880 ∣ generator_nllloss : 5191.987891 ∣ generator_ganloss : 1016.876318 ∣     [  std_z : 0.99  real_sub_fake : 590.05 ]
[  epoch 0023/0040] 0570/4800, lr:2.5e-05 ∣ avg_100 : 32032.618727 ∣ critic_nllloss : 25673.456641 ∣ critic_ganloss : -161.098984 ∣ generator_nllloss : 5112.956641 ∣ generator_ganloss : 1036.819238 ∣     [  std_z : 0.99  real_sub_fake : 632.81 ]
[  epoch 0023/0040] 0580/4800, lr:2.5e-05 ∣ avg_100 : 32032.306008 ∣ critic_nllloss : 25837.885937 ∣ critic_ganloss : -148.666837 ∣ generator_nllloss : 5205.266992 ∣ generator_ganloss : 1027.150195 ∣     [  std_z : 0.99  real_sub_fake : 543.61 ]
[  epoch 0023/0040] 0590/4800, lr:2.5e-05 ∣ avg_100 : 32029.380899 ∣ critic_nllloss : 25955.295703 ∣ critic_ganloss : -204.565706 ∣ generator_nllloss : 5103.386719 ∣ generator_ganloss : 1020.824707 ∣     [  std_z : 0.99  real_sub_fake : 643.82 ]
[  epoch 0023/0040] 0600/4800, lr:2.5e-05 ∣ avg_100 : 32024.111171 ∣ critic_nllloss : 25876.244141 ∣ critic_ganloss : -118.853705 ∣ generator_nllloss : 5134.561719 ∣ generator_ganloss : 1024.199902 ∣     [  std_z : 1.00  real_sub_fake : 559.99 ]
[  epoch 0023/0040] 0610/4800, lr:2.5e-05 ∣ avg_100 : 32023.430625 ∣ critic_nllloss : 25865.387891 ∣ critic_ganloss : -111.229520 ∣ generator_nllloss : 5328.687891 ∣ generator_ganloss : 1025.737549 ∣     [  std_z : 1.00  real_sub_fake : 478.22 ]
[  epoch 0023/0040] 0620/4800, lr:2.5e-05 ∣ avg_100 : 32018.678543 ∣ critic_nllloss : 25852.491406 ∣ critic_ganloss : -137.509206 ∣ generator_nllloss : 5098.633984 ∣ generator_ganloss : 1010.081689 ∣     [  std_z : 0.99  real_sub_fake : 448.74 ]
[  epoch 0023/0040] 0630/4800, lr:2.5e-05 ∣ avg_100 : 32020.851702 ∣ critic_nllloss : 26148.713672 ∣ critic_ganloss : -135.748087 ∣ generator_nllloss : 5250.396094 ∣ generator_ganloss : 1024.583691 ∣     [  std_z : 0.99  real_sub_fake : 518.40 ]
[  epoch 0023/0040] 0640/4800, lr:2.5e-05 ∣ avg_100 : 32022.319563 ∣ critic_nllloss : 25907.246875 ∣ critic_ganloss : -139.369597 ∣ generator_nllloss : 5218.076758 ∣ generator_ganloss : 1041.407422 ∣     [  std_z : 0.99  real_sub_fake : 525.99 ]
[  epoch 0023/0040] 0650/4800, lr:2.5e-05 ∣ avg_100 : 32025.138747 ∣ critic_nllloss : 25925.985352 ∣ critic_ganloss : -139.738574 ∣ generator_nllloss : 5225.455664 ∣ generator_ganloss : 1032.692578 ∣     [  std_z : 0.98  real_sub_fake : 595.95 ]
[  epoch 0023/0040] 0660/4800, lr:2.5e-05 ∣ avg_100 : 32022.924665 ∣ critic_nllloss : 26093.828906 ∣ critic_ganloss : -166.450374 ∣ generator_nllloss : 5188.312500 ∣ generator_ganloss : 1034.687354 ∣     [  std_z : 0.99  real_sub_fake : 578.76 ]
[  epoch 0023/0040] 0670/4800, lr:2.5e-05 ∣ avg_100 : 32021.089836 ∣ critic_nllloss : 25787.274023 ∣ critic_ganloss : -91.116840 ∣ generator_nllloss : 5098.749805 ∣ generator_ganloss : 1038.757812 ∣  [  std_z : 1.00  real_sub_fake : 483.36 ]
[  epoch 0023/0040] 0680/4800, lr:2.5e-05 ∣ avg_100 : 32022.894975 ∣ critic_nllloss : 25929.806641 ∣ critic_ganloss : -130.108044 ∣ generator_nllloss : 5199.055859 ∣ generator_ganloss : 1039.187500 ∣     [  std_z : 1.00  real_sub_fake : 465.86 ]
[  epoch 0023/0040] 0690/4800, lr:2.5e-05 ∣ avg_100 : 32023.979631 ∣ critic_nllloss : 25939.542969 ∣ critic_ganloss : -153.296435 ∣ generator_nllloss : 5239.714063 ∣ generator_ganloss : 1019.257715 ∣     [  std_z : 1.01  real_sub_fake : 535.86 ]
[  epoch 0023/0040] 0700/4800, lr:2.5e-05 ∣ avg_100 : 32024.322880 ∣ critic_nllloss : 25952.892578 ∣ critic_ganloss : -161.361482 ∣ generator_nllloss : 5185.229883 ∣ generator_ganloss : 1029.006152 ∣     [  std_z : 1.00  real_sub_fake : 589.04 ]
[  epoch 0023/0040] 0710/4800, lr:2.5e-05 ∣ avg_100 : 32026.170875 ∣ critic_nllloss : 25928.126758 ∣ critic_ganloss : -134.336954 ∣ generator_nllloss : 5214.191602 ∣ generator_ganloss : 1030.426465 ∣     [  std_z : 0.98  real_sub_fake : 492.78 ]
[  epoch 0023/0040] 0720/4800, lr:2.5e-05 ∣ avg_100 : 32026.754160 ∣ critic_nllloss : 26045.524805 ∣ critic_ganloss : -143.899188 ∣ generator_nllloss : 5200.113672 ∣ generator_ganloss : 1001.212305 ∣     [  std_z : 0.99  real_sub_fake : 547.26 ]
[  epoch 0023/0040] 0730/4800, lr:2.5e-05 ∣ avg_100 : 32026.811070 ∣ critic_nllloss : 25984.047656 ∣ critic_ganloss : -195.936443 ∣ generator_nllloss : 5251.908398 ∣ generator_ganloss : 1024.369238 ∣     [  std_z : 0.99  real_sub_fake : 631.86 ]
[  epoch 0023/0040] 0740/4800, lr:2.5e-05 ∣ avg_100 : 32030.126753 ∣ critic_nllloss : 25892.112305 ∣ critic_ganloss : -134.026683 ∣ generator_nllloss : 5235.928906 ∣ generator_ganloss : 1028.637207 ∣     [  std_z : 0.99  real_sub_fake : 590.97 ]
[  epoch 0023/0040] 0750/4800, lr:2.5e-05 ∣ avg_100 : 32028.532513 ∣ critic_nllloss : 26114.515820 ∣ critic_ganloss : -160.038570 ∣ generator_nllloss : 5265.047656 ∣ generator_ganloss : 1016.655176 ∣     [  std_z : 0.99  real_sub_fake : 571.54 ]
[  epoch 0023/0040] 0760/4800, lr:2.5e-05 ∣ avg_100 : 32031.978764 ∣ critic_nllloss : 26141.973828 ∣ critic_ganloss : -79.890703 ∣ generator_nllloss : 5204.520117 ∣ generator_ganloss : 1030.599658 ∣  [  std_z : 0.99  real_sub_fake : 539.22 ]
[  epoch 0023/0040] 0770/4800, lr:2.5e-05 ∣ avg_100 : 32031.605433 ∣ critic_nllloss : 25826.073437 ∣ critic_ganloss : -120.100391 ∣ generator_nllloss : 5167.594727 ∣ generator_ganloss : 1036.304883 ∣     [  std_z : 0.99  real_sub_fake : 378.80 ]
[  epoch 0023/0040] 0780/4800, lr:2.5e-05 ∣ avg_100 : 32033.808565 ∣ critic_nllloss : 26221.024414 ∣ critic_ganloss : -189.610080 ∣ generator_nllloss : 5227.222461 ∣ generator_ganloss : 990.416504 ∣  [  std_z : 0.99  real_sub_fake : 621.97 ]
[  epoch 0023/0040] 0790/4800, lr:2.5e-05 ∣ avg_100 : 32029.348548 ∣ critic_nllloss : 25751.802734 ∣ critic_ganloss : -176.568735 ∣ generator_nllloss : 5118.612109 ∣ generator_ganloss : 1008.046240 ∣     [  std_z : 1.00  real_sub_fake : 665.36 ]
[  epoch 0023/0040] 0800/4800, lr:2.5e-05 ∣ avg_100 : 32026.694231 ∣ critic_nllloss : 25918.464062 ∣ critic_ganloss : -205.682355 ∣ generator_nllloss : 5175.086133 ∣ generator_ganloss : 1012.623486 ∣     [  std_z : 1.00  real_sub_fake : 625.99 ]
[  epoch 0023/0040] 0810/4800, lr:2.5e-05 ∣ avg_100 : 32025.336734 ∣ critic_nllloss : 25749.552344 ∣ critic_ganloss : -134.965759 ∣ generator_nllloss : 5144.985937 ∣ generator_ganloss : 1023.242725 ∣     [  std_z : 1.00  real_sub_fake : 659.77 ]
[  epoch 0023/0040] 0820/4800, lr:2.5e-05 ∣ avg_100 : 32026.571338 ∣ critic_nllloss : 26196.215234 ∣ critic_ganloss : -134.466544 ∣ generator_nllloss : 5304.635547 ∣ generator_ganloss : 1032.677441 ∣     [  std_z : 0.99  real_sub_fake : 512.39 ]
[  epoch 0023/0040] 0830/4800, lr:2.5e-05 ∣ avg_100 : 32027.899203 ∣ critic_nllloss : 26033.877734 ∣ critic_ganloss : -117.095724 ∣ generator_nllloss : 5128.478516 ∣ generator_ganloss : 1013.605957 ∣     [  std_z : 0.98  real_sub_fake : 452.28 ]
[  epoch 0023/0040] 0840/4800, lr:2.5e-05 ∣ avg_100 : 32028.437988 ∣ critic_nllloss : 26069.156836 ∣ critic_ganloss : -159.947499 ∣ generator_nllloss : 5170.317969 ∣ generator_ganloss : 991.413086 ∣  [  std_z : 0.99  real_sub_fake : 525.35 ]
[  epoch 0023/0040] 0850/4800, lr:2.5e-05 ∣ avg_100 : 32027.604181 ∣ critic_nllloss : 25866.976758 ∣ critic_ganloss : -174.109879 ∣ generator_nllloss : 5103.591602 ∣ generator_ganloss : 989.974219 ∣  [  std_z : 0.99  real_sub_fake : 606.79 ]
[  epoch 0023/0040] 0860/4800, lr:2.5e-05 ∣ avg_100 : 32022.994547 ∣ critic_nllloss : 25764.903320 ∣ critic_ganloss : -202.375656 ∣ generator_nllloss : 5102.522266 ∣ generator_ganloss : 997.208789 ∣  [  std_z : 1.00  real_sub_fake : 759.64 ]
[  epoch 0023/0040] 0870/4800, lr:2.5e-05 ∣ avg_100 : 32020.788344 ∣ critic_nllloss : 25780.108203 ∣ critic_ganloss : -218.051289 ∣ generator_nllloss : 5161.000000 ∣ generator_ganloss : 1010.253320 ∣     [  std_z : 1.00  real_sub_fake : 777.07 ]
[  epoch 0023/0040] 0880/4800, lr:2.5e-05 ∣ avg_100 : 32020.649300 ∣ critic_nllloss : 26003.514258 ∣ critic_ganloss : -170.371370 ∣ generator_nllloss : 5168.002734 ∣ generator_ganloss : 1002.429688 ∣     [  std_z : 1.00  real_sub_fake : 693.98 ]
[  epoch 0023/0040] 0890/4800, lr:2.5e-05 ∣ avg_100 : 32023.276562 ∣ critic_nllloss : 26194.243945 ∣ critic_ganloss : -149.957990 ∣ generator_nllloss : 5253.942187 ∣ generator_ganloss : 1012.482324 ∣     [  std_z : 0.99  real_sub_fake : 510.87 ]
[  epoch 0023/0040] 0900/4800, lr:2.5e-05 ∣ avg_100 : 32021.896499 ∣ critic_nllloss : 25997.049805 ∣ critic_ganloss : -180.545900 ∣ generator_nllloss : 5215.407227 ∣ generator_ganloss : 984.335449 ∣  [  std_z : 0.98  real_sub_fake : 690.29 ]
[  epoch 0023/0040] 0910/4800, lr:2.5e-05 ∣ avg_100 : 32021.240869 ∣ critic_nllloss : 26177.837109 ∣ critic_ganloss : -200.934375 ∣ generator_nllloss : 5217.689062 ∣ generator_ganloss : 1019.584521 ∣     [  std_z : 0.99  real_sub_fake : 688.93 ]
[  epoch 0023/0040] 0920/4800, lr:2.5e-05 ∣ avg_100 : 32024.392922 ∣ critic_nllloss : 26150.886523 ∣ critic_ganloss : -165.086607 ∣ generator_nllloss : 5266.840430 ∣ generator_ganloss : 1032.323486 ∣     [  std_z : 1.00  real_sub_fake : 706.25 ]
[  epoch 0023/0040] 0930/4800, lr:2.5e-05 ∣ avg_100 : 32027.495901 ∣ critic_nllloss : 25933.884180 ∣ critic_ganloss : -88.195865 ∣ generator_nllloss : 5184.239258 ∣ generator_ganloss : 1048.598730 ∣  [  std_z : 1.01  real_sub_fake : 513.10 ]
[  epoch 0023/0040] 0940/4800, lr:2.5e-05 ∣ avg_100 : 32026.941038 ∣ critic_nllloss : 25931.483398 ∣ critic_ganloss : -134.668571 ∣ generator_nllloss : 5209.866406 ∣ generator_ganloss : 1047.539404 ∣     [  std_z : 1.00  real_sub_fake : 434.61 ]
[  epoch 0023/0040] 0950/4800, lr:2.5e-05 ∣ avg_100 : 32026.720606 ∣ critic_nllloss : 26002.948633 ∣ critic_ganloss : -155.673030 ∣ generator_nllloss : 5233.659961 ∣ generator_ganloss : 1036.665088 ∣     [  std_z : 0.99  real_sub_fake : 460.55 ]
[  epoch 0023/0040] 0960/4800, lr:2.5e-05 ∣ avg_100 : 32030.349161 ∣ critic_nllloss : 26172.865039 ∣ critic_ganloss : -155.378783 ∣ generator_nllloss : 5212.860156 ∣ generator_ganloss : 1033.311133 ∣     [  std_z : 0.99  real_sub_fake : 516.71 ]
[  epoch 0023/0040] 0970/4800, lr:2.5e-05 ∣ avg_100 : 32030.255262 ∣ critic_nllloss : 25978.890039 ∣ critic_ganloss : -147.068344 ∣ generator_nllloss : 5142.903906 ∣ generator_ganloss : 1033.575879 ∣     [  std_z : 0.99  real_sub_fake : 555.21 ]
[  epoch 0023/0040] 0980/4800, lr:2.5e-05 ∣ avg_100 : 32032.116564 ∣ critic_nllloss : 26085.696680 ∣ critic_ganloss : -179.116040 ∣ generator_nllloss : 5229.151367 ∣ generator_ganloss : 1043.410791 ∣     [  std_z : 1.00  real_sub_fake : 611.89 ]
[  epoch 0023/0040] 0990/4800, lr:2.5e-05 ∣ avg_100 : 32030.919862 ∣ critic_nllloss : 25946.259570 ∣ critic_ganloss : -156.853033 ∣ generator_nllloss : 5186.705078 ∣ generator_ganloss : 1050.693213 ∣     [  std_z : 0.99  real_sub_fake : 634.79 ]
[  epoch 0023/0040] 1000/4800, lr:2.5e-05 ∣ avg_100 : 32030.857099 ∣ critic_nllloss : 25993.502148 ∣ critic_ganloss : -154.106676 ∣ generator_nllloss : 5308.099219 ∣ generator_ganloss : 1022.119922 ∣     [  std_z : 1.00  real_sub_fake : 694.83 ]
[  epoch 0023/0040] 1010/4800, lr:2.5e-05 ∣ avg_100 : 32034.502651 ∣ critic_nllloss : 26017.159570 ∣ critic_ganloss : -168.032455 ∣ generator_nllloss : 5192.324609 ∣ generator_ganloss : 1021.664746 ∣     [  std_z : 0.99  real_sub_fake : 504.37 ]
[  epoch 0023/0040] 1020/4800, lr:2.5e-05 ∣ avg_100 : 32034.745218 ∣ critic_nllloss : 25909.714844 ∣ critic_ganloss : -124.290400 ∣ generator_nllloss : 5186.808984 ∣ generator_ganloss : 1033.341113 ∣     [  std_z : 0.98  real_sub_fake : 546.73 ]
[  epoch 0023/0040] 1030/4800, lr:2.5e-05 ∣ avg_100 : 32032.827424 ∣ critic_nllloss : 25907.035938 ∣ critic_ganloss : -157.399738 ∣ generator_nllloss : 5164.129883 ∣ generator_ganloss : 1023.501318 ∣     [  std_z : 0.99  real_sub_fake : 491.96 ]
[  epoch 0023/0040] 1040/4800, lr:2.5e-05 ∣ avg_100 : 32034.309044 ∣ critic_nllloss : 26172.444336 ∣ critic_ganloss : -126.669777 ∣ generator_nllloss : 5124.938477 ∣ generator_ganloss : 1023.410645 ∣     [  std_z : 1.00  real_sub_fake : 555.65 ]
[  epoch 0023/0040] 1050/4800, lr:2.5e-05 ∣ avg_100 : 32032.652830 ∣ critic_nllloss : 25888.325586 ∣ critic_ganloss : -129.291075 ∣ generator_nllloss : 5161.529102 ∣ generator_ganloss : 1016.249658 ∣     [  std_z : 1.00  real_sub_fake : 500.68 ]
[  epoch 0023/0040] 1060/4800, lr:2.5e-05 ∣ avg_100 : 32036.517272 ∣ critic_nllloss : 26184.414062 ∣ critic_ganloss : -140.399393 ∣ generator_nllloss : 5210.190625 ∣ generator_ganloss : 1034.624902 ∣     [  std_z : 0.99  real_sub_fake : 481.43 ]
[  epoch 0023/0040] 1070/4800, lr:2.5e-05 ∣ avg_100 : 32039.502248 ∣ critic_nllloss : 26085.279492 ∣ critic_ganloss : -156.660062 ∣ generator_nllloss : 5182.620898 ∣ generator_ganloss : 1007.319629 ∣     [  std_z : 0.99  real_sub_fake : 613.48 ]
[  epoch 0023/0040] 1080/4800, lr:2.5e-05 ∣ avg_100 : 32038.543307 ∣ critic_nllloss : 26056.949414 ∣ critic_ganloss : -109.500020 ∣ generator_nllloss : 5215.766211 ∣ generator_ganloss : 1045.596777 ∣     [  std_z : 0.98  real_sub_fake : 492.24 ]
[  epoch 0023/0040] 1090/4800, lr:2.5e-05 ∣ avg_100 : 32037.558847 ∣ critic_nllloss : 25941.622656 ∣ critic_ganloss : -132.042208 ∣ generator_nllloss : 5179.258594 ∣ generator_ganloss : 1012.851660 ∣     [  std_z : 0.98  real_sub_fake : 476.36 ]
[  epoch 0023/0040] 1100/4800, lr:2.5e-05 ∣ avg_100 : 32041.418432 ∣ critic_nllloss : 26070.134570 ∣ critic_ganloss : -130.803758 ∣ generator_nllloss : 5278.853711 ∣ generator_ganloss : 1028.329492 ∣     [  std_z : 1.00  real_sub_fake : 508.54 ]
[  epoch 0023/0040] 1110/4800, lr:2.5e-05 ∣ avg_100 : 32044.169236 ∣ critic_nllloss : 26068.789648 ∣ critic_ganloss : -186.991527 ∣ generator_nllloss : 5306.875195 ∣ generator_ganloss : 1010.418555 ∣     [  std_z : 1.00  real_sub_fake : 541.17 ]
[  epoch 0023/0040] 1120/4800, lr:2.5e-05 ∣ avg_100 : 32046.090226 ∣ critic_nllloss : 26106.098242 ∣ critic_ganloss : -187.462843 ∣ generator_nllloss : 5327.888867 ∣ generator_ganloss : 1000.581055 ∣     [  std_z : 1.00  real_sub_fake : 685.46 ]
[  epoch 0023/0040] 1130/4800, lr:2.5e-05 ∣ avg_100 : 32046.369569 ∣ critic_nllloss : 25837.334570 ∣ critic_ganloss : -117.305219 ∣ generator_nllloss : 5175.937109 ∣ generator_ganloss : 1037.524268 ∣     [  std_z : 0.99  real_sub_fake : 581.89 ]
[  epoch 0023/0040] 1140/4800, lr:2.5e-05 ∣ avg_100 : 32042.042570 ∣ critic_nllloss : 25825.360742 ∣ critic_ganloss : -125.536348 ∣ generator_nllloss : 5099.626562 ∣ generator_ganloss : 1048.183691 ∣     [  std_z : 0.99  real_sub_fake : 471.74 ]
[  epoch 0023/0040] 1150/4800, lr:2.5e-05 ∣ avg_100 : 32043.936862 ∣ critic_nllloss : 26108.489063 ∣ critic_ganloss : -110.947215 ∣ generator_nllloss : 5196.456250 ∣ generator_ganloss : 1043.350049 ∣     [  std_z : 0.99  real_sub_fake : 435.10 ]
[  epoch 0023/0040] 1160/4800, lr:2.5e-05 ∣ avg_100 : 32043.401326 ∣ critic_nllloss : 25967.813086 ∣ critic_ganloss : -140.192166 ∣ generator_nllloss : 5239.829297 ∣ generator_ganloss : 1034.960938 ∣     [  std_z : 0.99  real_sub_fake : 429.09 ]
[  epoch 0023/0040] 1170/4800, lr:2.5e-05 ∣ avg_100 : 32042.374769 ∣ critic_nllloss : 25825.028125 ∣ critic_ganloss : -129.835738 ∣ generator_nllloss : 5164.557422 ∣ generator_ganloss : 1027.801074 ∣     [  std_z : 0.99  real_sub_fake : 508.48 ]
[  epoch 0023/0040] 1180/4800, lr:2.5e-05 ∣ avg_100 : 32043.310101 ∣ critic_nllloss : 26078.195117 ∣ critic_ganloss : -147.482520 ∣ generator_nllloss : 5167.705664 ∣ generator_ganloss : 1038.173291 ∣     [  std_z : 0.99  real_sub_fake : 511.83 ]
[  epoch 0023/0040] 1190/4800, lr:2.5e-05 ∣ avg_100 : 32044.971296 ∣ critic_nllloss : 26029.653320 ∣ critic_ganloss : -140.615057 ∣ generator_nllloss : 5225.014648 ∣ generator_ganloss : 1020.226953 ∣     [  std_z : 0.99  real_sub_fake : 569.05 ]
[  epoch 0023/0040] 1200/4800, lr:2.5e-05 ∣ avg_100 : 32044.252066 ∣ critic_nllloss : 25812.696875 ∣ critic_ganloss : -122.344501 ∣ generator_nllloss : 5209.838672 ∣ generator_ganloss : 1039.666504 ∣     [  std_z : 1.00  real_sub_fake : 492.48 ]
[  epoch 0023/0040] 1210/4800, lr:2.5e-05 ∣ avg_100 : 32046.330654 ∣ critic_nllloss : 25998.783398 ∣ critic_ganloss : -150.133830 ∣ generator_nllloss : 5281.000586 ∣ generator_ganloss : 1017.487256 ∣     [  std_z : 1.00  real_sub_fake : 566.91 ]
[  epoch 0023/0040] 1220/4800, lr:2.5e-05 ∣ avg_100 : 32046.561998 ∣ critic_nllloss : 25965.639844 ∣ critic_ganloss : -138.083170 ∣ generator_nllloss : 5201.843945 ∣ generator_ganloss : 1028.326758 ∣     [  std_z : 1.00  real_sub_fake : 508.44 ]
[  epoch 0023/0040] 1230/4800, lr:2.5e-05 ∣ avg_100 : 32045.634489 ∣ critic_nllloss : 25897.713477 ∣ critic_ganloss : -200.488896 ∣ generator_nllloss : 5196.397461 ∣ generator_ganloss : 1017.682471 ∣     [  std_z : 0.99  real_sub_fake : 630.34 ]
[  epoch 0023/0040] 1240/4800, lr:2.5e-05 ∣ avg_100 : 32045.721868 ∣ critic_nllloss : 25963.348047 ∣ critic_ganloss : -199.560379 ∣ generator_nllloss : 5225.749609 ∣ generator_ganloss : 1026.616504 ∣     [  std_z : 0.99  real_sub_fake : 694.10 ]
[  epoch 0023/0040] 1250/4800, lr:2.5e-05 ∣ avg_100 : 32045.255567 ∣ critic_nllloss : 26037.691406 ∣ critic_ganloss : -111.157912 ∣ generator_nllloss : 5097.059375 ∣ generator_ganloss : 1057.554590 ∣     [  std_z : 0.97  real_sub_fake : 617.95 ]
[  epoch 0023/0040] 1260/4800, lr:2.5e-05 ∣ avg_100 : 32046.179152 ∣ critic_nllloss : 26148.254102 ∣ critic_ganloss : -105.364149 ∣ generator_nllloss : 5167.100977 ∣ generator_ganloss : 1036.308984 ∣     [  std_z : 0.98  real_sub_fake : 413.17 ]
[  epoch 0023/0040] 1270/4800, lr:2.5e-05 ∣ avg_100 : 32049.648633 ∣ critic_nllloss : 26284.583398 ∣ critic_ganloss : -80.348542 ∣ generator_nllloss : 5250.792188 ∣ generator_ganloss : 1036.373437 ∣  [  std_z : 1.00  real_sub_fake : 430.36 ]
[  epoch 0023/0040] 1280/4800, lr:2.5e-05 ∣ avg_100 : 32046.626108 ∣ critic_nllloss : 25874.285938 ∣ critic_ganloss : -121.497588 ∣ generator_nllloss : 5097.806836 ∣ generator_ganloss : 1060.346436 ∣     [  std_z : 1.01  real_sub_fake : 369.58 ]
[  epoch 0023/0040] 1290/4800, lr:2.5e-05 ∣ avg_100 : 32048.783379 ∣ critic_nllloss : 25957.191992 ∣ critic_ganloss : -133.500429 ∣ generator_nllloss : 5174.904492 ∣ generator_ganloss : 1032.920947 ∣     [  std_z : 1.01  real_sub_fake : 502.64 ]
[  epoch 0023/0040] 1300/4800, lr:2.5e-05 ∣ avg_100 : 32049.608762 ∣ critic_nllloss : 25959.042578 ∣ critic_ganloss : -89.530631 ∣ generator_nllloss : 5180.848437 ∣ generator_ganloss : 1013.431689 ∣  [  std_z : 0.99  real_sub_fake : 461.52 ]
[  epoch 0023/0040] 1310/4800, lr:2.5e-05 ∣ avg_100 : 32050.267265 ∣ critic_nllloss : 26046.003320 ∣ critic_ganloss : -112.656145 ∣ generator_nllloss : 5256.335156 ∣ generator_ganloss : 1036.825244 ∣     [  std_z : 0.98  real_sub_fake : 308.34 ]
[  epoch 0023/0040] 1320/4800, lr:2.5e-05 ∣ avg_100 : 32052.285073 ∣ critic_nllloss : 26019.678516 ∣ critic_ganloss : -128.487772 ∣ generator_nllloss : 5201.190430 ∣ generator_ganloss : 999.935938 ∣  [  std_z : 0.98  real_sub_fake : 494.53 ]
[  epoch 0023/0040] 1330/4800, lr:2.5e-05 ∣ avg_100 : 32054.485312 ∣ critic_nllloss : 26054.655859 ∣ critic_ganloss : -168.233406 ∣ generator_nllloss : 5273.121875 ∣ generator_ganloss : 1014.658105 ∣     [  std_z : 0.99  real_sub_fake : 537.09 ]
[  epoch 0023/0040] 1340/4800, lr:2.5e-05 ∣ avg_100 : 32053.918499 ∣ critic_nllloss : 26091.679688 ∣ critic_ganloss : -146.316984 ∣ generator_nllloss : 5242.692773 ∣ generator_ganloss : 1011.690430 ∣     [  std_z : 0.99  real_sub_fake : 491.24 ]
[  epoch 0023/0040] 1350/4800, lr:2.5e-05 ∣ avg_100 : 32051.276284 ∣ critic_nllloss : 25944.460742 ∣ critic_ganloss : -136.950554 ∣ generator_nllloss : 5118.522070 ∣ generator_ganloss : 1000.168652 ∣     [  std_z : 1.00  real_sub_fake : 545.13 ]
[  epoch 0023/0040] 1360/4800, lr:2.5e-05 ∣ avg_100 : 32053.756194 ∣ critic_nllloss : 26082.653711 ∣ critic_ganloss : -119.474776 ∣ generator_nllloss : 5297.577148 ∣ generator_ganloss : 1056.780713 ∣     [  std_z : 1.00  real_sub_fake : 469.05 ]
[  epoch 0023/0040] 1370/4800, lr:2.5e-05 ∣ avg_100 : 32054.395110 ∣ critic_nllloss : 25934.546680 ∣ critic_ganloss : -93.995276 ∣ generator_nllloss : 5191.532617 ∣ generator_ganloss : 1038.809473 ∣  [  std_z : 1.00  real_sub_fake : 425.92 ]
[  epoch 0023/0040] 1380/4800, lr:2.5e-05 ∣ avg_100 : 32053.395218 ∣ critic_nllloss : 25882.758984 ∣ critic_ganloss : -110.001041 ∣ generator_nllloss : 5161.536914 ∣ generator_ganloss : 1043.800244 ∣     [  std_z : 0.99  real_sub_fake : 362.96 ]
[  epoch 0023/0040] 1390/4800, lr:2.5e-05 ∣ avg_100 : 32055.130088 ∣ critic_nllloss : 26080.489258 ∣ critic_ganloss : -120.335034 ∣ generator_nllloss : 5162.120117 ∣ generator_ganloss : 1022.829492 ∣     [  std_z : 0.98  real_sub_fake : 437.35 ]
[  epoch 0023/0040] 1400/4800, lr:2.5e-05 ∣ avg_100 : 32056.265395 ∣ critic_nllloss : 25931.651953 ∣ critic_ganloss : -135.732368 ∣ generator_nllloss : 5127.524805 ∣ generator_ganloss : 1034.908838 ∣     [  std_z : 0.99  real_sub_fake : 507.84 ]
[  epoch 0023/0040] 1410/4800, lr:2.5e-05 ∣ avg_100 : 32056.180338 ∣ critic_nllloss : 25908.907617 ∣ critic_ganloss : -138.542676 ∣ generator_nllloss : 5184.141602 ∣ generator_ganloss : 1045.557178 ∣     [  std_z : 1.00  real_sub_fake : 555.51 ]
[  epoch 0023/0040] 1420/4800, lr:2.5e-05 ∣ avg_100 : 32057.035386 ∣ critic_nllloss : 25921.750391 ∣ critic_ganloss : -111.491294 ∣ generator_nllloss : 5168.545703 ∣ generator_ganloss : 1050.626025 ∣     [  std_z : 1.00  real_sub_fake : 390.72 ]
[  epoch 0023/0040] 1430/4800, lr:2.5e-05 ∣ avg_100 : 32057.186425 ∣ critic_nllloss : 25896.513672 ∣ critic_ganloss : -147.346030 ∣ generator_nllloss : 5181.553711 ∣ generator_ganloss : 1028.045996 ∣     [  std_z : 1.00  real_sub_fake : 458.58 ]
[  epoch 0023/0040] 1440/4800, lr:2.5e-05 ∣ avg_100 : 32059.815088 ∣ critic_nllloss : 26137.096289 ∣ critic_ganloss : -142.874518 ∣ generator_nllloss : 5205.934180 ∣ generator_ganloss : 1037.084863 ∣     [  std_z : 1.00  real_sub_fake : 536.20 ]
[  epoch 0023/0040] 1450/4800, lr:2.5e-05 ∣ avg_100 : 32064.223576 ∣ critic_nllloss : 26162.036133 ∣ critic_ganloss : -146.189401 ∣ generator_nllloss : 5146.819336 ∣ generator_ganloss : 1044.942920 ∣     [  std_z : 1.00  real_sub_fake : 536.27 ]
[  epoch 0023/0040] 1460/4800, lr:2.5e-05 ∣ avg_100 : 32065.609753 ∣ critic_nllloss : 26055.511719 ∣ critic_ganloss : -149.758636 ∣ generator_nllloss : 5284.849219 ∣ generator_ganloss : 1020.539160 ∣     [  std_z : 0.99  real_sub_fake : 562.67 ]
[  epoch 0023/0040] 1470/4800, lr:2.5e-05 ∣ avg_100 : 32066.694879 ∣ critic_nllloss : 26216.424805 ∣ critic_ganloss : -108.963690 ∣ generator_nllloss : 5236.464258 ∣ generator_ganloss : 1024.266943 ∣     [  std_z : 0.98  real_sub_fake : 492.07 ]
[  epoch 0023/0040] 1480/4800, lr:2.5e-05 ∣ avg_100 : 32062.671513 ∣ critic_nllloss : 25741.485156 ∣ critic_ganloss : -108.832851 ∣ generator_nllloss : 5199.109766 ∣ generator_ganloss : 1021.634229 ∣     [  std_z : 0.98  real_sub_fake : 433.04 ]
[  epoch 0023/0040] 1490/4800, lr:2.5e-05 ∣ avg_100 : 32060.613686 ∣ critic_nllloss : 25653.290039 ∣ critic_ganloss : -125.560474 ∣ generator_nllloss : 5076.669531 ∣ generator_ganloss : 1020.552441 ∣     [  std_z : 0.99  real_sub_fake : 430.57 ]
[  epoch 0023/0040] 1500/4800, lr:2.5e-05 ∣ avg_100 : 32060.190668 ∣ critic_nllloss : 25811.129492 ∣ critic_ganloss : -133.641075 ∣ generator_nllloss : 5193.314453 ∣ generator_ganloss : 1005.999365 ∣     [  std_z : 1.00  real_sub_fake : 464.18 ]
[  epoch 0023/0040] 1510/4800, lr:2.5e-05 ∣ avg_100 : 32061.015375 ∣ critic_nllloss : 25953.242188 ∣ critic_ganloss : -131.230875 ∣ generator_nllloss : 5263.949414 ∣ generator_ganloss : 1018.977295 ∣     [  std_z : 1.00  real_sub_fake : 492.47 ]
[  epoch 0023/0040] 1520/4800, lr:2.5e-05 ∣ avg_100 : 32060.400442 ∣ critic_nllloss : 26055.378125 ∣ critic_ganloss : -161.705231 ∣ generator_nllloss : 5140.341016 ∣ generator_ganloss : 1013.750391 ∣     [  std_z : 0.99  real_sub_fake : 563.22 ]
[  epoch 0023/0040] 1530/4800, lr:2.5e-05 ∣ avg_100 : 32059.525745 ∣ critic_nllloss : 26022.140430 ∣ critic_ganloss : -136.491647 ∣ generator_nllloss : 5100.548242 ∣ generator_ganloss : 1020.175391 ∣     [  std_z : 0.99  real_sub_fake : 527.38 ]
[  epoch 0023/0040] 1540/4800, lr:2.5e-05 ∣ avg_100 : 32056.967161 ∣ critic_nllloss : 25750.279102 ∣ critic_ganloss : -127.362306 ∣ generator_nllloss : 5081.196094 ∣ generator_ganloss : 1031.252686 ∣     [  std_z : 0.99  real_sub_fake : 538.58 ]
[  epoch 0023/0040] 1550/4800, lr:2.5e-05 ∣ avg_100 : 32057.151344 ∣ critic_nllloss : 26129.535742 ∣ critic_ganloss : -156.882349 ∣ generator_nllloss : 5220.993750 ∣ generator_ganloss : 1027.244922 ∣     [  std_z : 1.00  real_sub_fake : 487.55 ]
[  epoch 0023/0040] 1560/4800, lr:2.5e-05 ∣ avg_100 : 32058.562438 ∣ critic_nllloss : 26057.948242 ∣ critic_ganloss : -148.365428 ∣ generator_nllloss : 5247.378125 ∣ generator_ganloss : 1019.175684 ∣     [  std_z : 0.99  real_sub_fake : 538.45 ]
[  epoch 0023/0040] 1570/4800, lr:2.5e-05 ∣ avg_100 : 32063.164391 ∣ critic_nllloss : 26040.634766 ∣ critic_ganloss : -155.809151 ∣ generator_nllloss : 5216.038477 ∣ generator_ganloss : 1021.464746 ∣     [  std_z : 0.99  real_sub_fake : 556.84 ]
[  epoch 0023/0040] 1580/4800, lr:2.5e-05 ∣ avg_100 : 32065.910226 ∣ critic_nllloss : 26040.093945 ∣ critic_ganloss : -138.057060 ∣ generator_nllloss : 5260.566797 ∣ generator_ganloss : 1033.616113 ∣     [  std_z : 0.99  real_sub_fake : 578.61 ]
[  epoch 0023/0040] 1590/4800, lr:2.5e-05 ∣ avg_100 : 32069.044615 ∣ critic_nllloss : 26022.963477 ∣ critic_ganloss : -90.692760 ∣ generator_nllloss : 5212.503516 ∣ generator_ganloss : 1043.606055 ∣  [  std_z : 0.98  real_sub_fake : 508.73 ]
[  epoch 0023/0040] 1600/4800, lr:2.5e-05 ∣ avg_100 : 32071.446999 ∣ critic_nllloss : 25993.980664 ∣ critic_ganloss : -133.301174 ∣ generator_nllloss : 5269.270312 ∣ generator_ganloss : 1026.440674 ∣     [  std_z : 0.99  real_sub_fake : 411.99 ]
[  epoch 0023/0040] 1610/4800, lr:2.5e-05 ∣ avg_100 : 32072.727963 ∣ critic_nllloss : 26156.411133 ∣ critic_ganloss : -146.174115 ∣ generator_nllloss : 5223.941016 ∣ generator_ganloss : 1002.502148 ∣     [  std_z : 1.01  real_sub_fake : 598.12 ]
[  epoch 0023/0040] 1620/4800, lr:2.5e-05 ∣ avg_100 : 32072.545190 ∣ critic_nllloss : 25788.825586 ∣ critic_ganloss : -166.850655 ∣ generator_nllloss : 5149.500977 ∣ generator_ganloss : 1033.944678 ∣     [  std_z : 1.01  real_sub_fake : 485.99 ]
[  epoch 0023/0040] 1630/4800, lr:2.5e-05 ∣ avg_100 : 32072.042849 ∣ critic_nllloss : 26192.708789 ∣ critic_ganloss : -168.953537 ∣ generator_nllloss : 5209.926367 ∣ generator_ganloss : 1004.029688 ∣     [  std_z : 1.00  real_sub_fake : 614.61 ]
[  epoch 0023/0040] 1640/4800, lr:2.5e-05 ∣ avg_100 : 32072.580241 ∣ critic_nllloss : 25967.435742 ∣ critic_ganloss : -86.134943 ∣ generator_nllloss : 5145.209375 ∣ generator_ganloss : 1054.590430 ∣  [  std_z : 0.98  real_sub_fake : 425.12 ]
[  epoch 0023/0040] 1650/4800, lr:2.5e-05 ∣ avg_100 : 32071.130937 ∣ critic_nllloss : 25878.263867 ∣ critic_ganloss : -137.265862 ∣ generator_nllloss : 5137.218750 ∣ generator_ganloss : 1021.247852 ∣     [  std_z : 0.98  real_sub_fake : 468.33 ]
[  epoch 0023/0040] 1660/4800, lr:2.5e-05 ∣ avg_100 : 32070.067743 ∣ critic_nllloss : 25910.896094 ∣ critic_ganloss : -147.758509 ∣ generator_nllloss : 5247.822266 ∣ generator_ganloss : 1033.099219 ∣     [  std_z : 0.98  real_sub_fake : 501.97 ]
[  epoch 0023/0040] 1670/4800, lr:2.5e-05 ∣ avg_100 : 32071.836246 ∣ critic_nllloss : 25899.652930 ∣ critic_ganloss : -115.465523 ∣ generator_nllloss : 5176.760742 ∣ generator_ganloss : 1049.566943 ∣     [  std_z : 1.00  real_sub_fake : 516.16 ]
[  epoch 0023/0040] 1680/4800, lr:2.5e-05 ∣ avg_100 : 32074.867491 ∣ critic_nllloss : 26311.608984 ∣ critic_ganloss : -208.215826 ∣ generator_nllloss : 5203.048242 ∣ generator_ganloss : 1034.625000 ∣     [  std_z : 1.01  real_sub_fake : 593.51 ]
[  epoch 0023/0040] 1690/4800, lr:2.5e-05 ∣ avg_100 : 32072.815832 ∣ critic_nllloss : 25716.429688 ∣ critic_ganloss : -119.256770 ∣ generator_nllloss : 5189.063281 ∣ generator_ganloss : 1053.816260 ∣     [  std_z : 1.00  real_sub_fake : 549.08 ]
[  epoch 0023/0040] 1700/4800, lr:2.5e-05 ∣ avg_100 : 32072.334773 ∣ critic_nllloss : 25852.457617 ∣ critic_ganloss : -88.586525 ∣ generator_nllloss : 5133.293750 ∣ generator_ganloss : 1060.496387 ∣  [  std_z : 0.99  real_sub_fake : 364.94 ]
[  epoch 0023/0040] 1710/4800, lr:2.5e-05 ∣ avg_100 : 32072.346832 ∣ critic_nllloss : 25997.677539 ∣ critic_ganloss : -140.979137 ∣ generator_nllloss : 5171.239453 ∣ generator_ganloss : 1011.675879 ∣     [  std_z : 0.98  real_sub_fake : 591.61 ]
[  epoch 0023/0040] 1720/4800, lr:2.5e-05 ∣ avg_100 : 32074.227046 ∣ critic_nllloss : 26156.646680 ∣ critic_ganloss : -146.354173 ∣ generator_nllloss : 5215.259570 ∣ generator_ganloss : 1065.420898 ∣     [  std_z : 0.99  real_sub_fake : 439.34 ]
[  epoch 0023/0040] 1730/4800, lr:2.5e-05 ∣ avg_100 : 32074.052467 ∣ critic_nllloss : 25999.910742 ∣ critic_ganloss : -144.482647 ∣ generator_nllloss : 5152.891992 ∣ generator_ganloss : 1038.610938 ∣     [  std_z : 1.00  real_sub_fake : 487.19 ]
[  epoch 0023/0040] 1740/4800, lr:2.5e-05 ∣ avg_100 : 32076.373467 ∣ critic_nllloss : 26020.445117 ∣ critic_ganloss : -94.812584 ∣ generator_nllloss : 5268.653516 ∣ generator_ganloss : 1060.465625 ∣  [  std_z : 1.01  real_sub_fake : 487.82 ]
[  epoch 0023/0040] 1750/4800, lr:2.5e-05 ∣ avg_100 : 32076.096938 ∣ critic_nllloss : 26026.005469 ∣ critic_ganloss : -82.614051 ∣ generator_nllloss : 5200.471680 ∣ generator_ganloss : 1064.664062 ∣  [  std_z : 1.00  real_sub_fake : 416.56 ]
[  epoch 0023/0040] 1760/4800, lr:2.5e-05 ∣ avg_100 : 32076.918789 ∣ critic_nllloss : 26256.788477 ∣ critic_ganloss : -150.586156 ∣ generator_nllloss : 5233.949219 ∣ generator_ganloss : 1039.236523 ∣     [  std_z : 0.99  real_sub_fake : 491.16 ]
[  epoch 0023/0040] 1770/4800, lr:2.5e-05 ∣ avg_100 : 32080.170610 ∣ critic_nllloss : 26129.572656 ∣ critic_ganloss : -135.039381 ∣ generator_nllloss : 5212.128320 ∣ generator_ganloss : 1028.393115 ∣     [  std_z : 0.99  real_sub_fake : 486.91 ]
[  epoch 0023/0040] 1780/4800, lr:2.5e-05 ∣ avg_100 : 32079.283073 ∣ critic_nllloss : 26031.708594 ∣ critic_ganloss : -79.003543 ∣ generator_nllloss : 5158.453711 ∣ generator_ganloss : 1049.140820 ∣  [  std_z : 0.99  real_sub_fake : 367.07 ]
[  epoch 0023/0040] 1790/4800, lr:2.5e-05 ∣ avg_100 : 32082.242994 ∣ critic_nllloss : 25910.335547 ∣ critic_ganloss : -124.735954 ∣ generator_nllloss : 5179.794141 ∣ generator_ganloss : 1032.490723 ∣     [  std_z : 1.00  real_sub_fake : 407.95 ]
[  epoch 0023/0040] 1800/4800, lr:2.5e-05 ∣ avg_100 : 32084.296113 ∣ critic_nllloss : 26014.986914 ∣ critic_ganloss : -116.106245 ∣ generator_nllloss : 5176.143359 ∣ generator_ganloss : 1030.779199 ∣     [  std_z : 1.00  real_sub_fake : 462.00 ]
[  epoch 0023/0040] 1810/4800, lr:2.5e-05 ∣ avg_100 : 32087.606604 ∣ critic_nllloss : 26081.666992 ∣ critic_ganloss : -157.890001 ∣ generator_nllloss : 5159.011914 ∣ generator_ganloss : 1031.075488 ∣     [  std_z : 0.99  real_sub_fake : 492.50 ]
[  epoch 0023/0040] 1820/4800, lr:2.5e-05 ∣ avg_100 : 32086.663385 ∣ critic_nllloss : 26164.280273 ∣ critic_ganloss : -143.948390 ∣ generator_nllloss : 5244.995703 ∣ generator_ganloss : 1039.412207 ∣     [  std_z : 1.00  real_sub_fake : 555.57 ]
[  epoch 0023/0040] 1830/4800, lr:2.5e-05 ∣ avg_100 : 32089.386235 ∣ critic_nllloss : 26209.667969 ∣ critic_ganloss : -115.221983 ∣ generator_nllloss : 5182.207422 ∣ generator_ganloss : 1054.498096 ∣     [  std_z : 1.00  real_sub_fake : 519.00 ]
[  epoch 0023/0040] 1840/4800, lr:2.5e-05 ∣ avg_100 : 32088.484345 ∣ critic_nllloss : 25954.142188 ∣ critic_ganloss : -162.837305 ∣ generator_nllloss : 5149.029297 ∣ generator_ganloss : 1040.417187 ∣     [  std_z : 1.00  real_sub_fake : 500.71 ]
[  epoch 0023/0040] 1850/4800, lr:2.5e-05 ∣ avg_100 : 32087.657611 ∣ critic_nllloss : 25746.091406 ∣ critic_ganloss : -166.786755 ∣ generator_nllloss : 5119.300586 ∣ generator_ganloss : 1005.154004 ∣     [  std_z : 0.99  real_sub_fake : 592.76 ]
[  epoch 0023/0040] 1860/4800, lr:2.5e-05 ∣ avg_100 : 32090.806942 ∣ critic_nllloss : 25895.897461 ∣ critic_ganloss : -142.699010 ∣ generator_nllloss : 5180.308398 ∣ generator_ganloss : 1043.685010 ∣     [  std_z : 0.98  real_sub_fake : 494.50 ]
[  epoch 0023/0040] 1870/4800, lr:2.5e-05 ∣ avg_100 : 32091.716141 ∣ critic_nllloss : 25773.674805 ∣ critic_ganloss : -107.216255 ∣ generator_nllloss : 5144.202344 ∣ generator_ganloss : 1013.569238 ∣     [  std_z : 0.98  real_sub_fake : 611.18 ]
[  epoch 0023/0040] 1880/4800, lr:2.5e-05 ∣ avg_100 : 32090.032760 ∣ critic_nllloss : 25824.615430 ∣ critic_ganloss : -162.965337 ∣ generator_nllloss : 5130.706641 ∣ generator_ganloss : 1042.880518 ∣     [  std_z : 0.99  real_sub_fake : 532.02 ]
[  epoch 0023/0040] 1890/4800, lr:2.5e-05 ∣ avg_100 : 32089.070393 ∣ critic_nllloss : 26078.653906 ∣ critic_ganloss : -147.619054 ∣ generator_nllloss : 5250.169336 ∣ generator_ganloss : 1033.269580 ∣     [  std_z : 1.00  real_sub_fake : 550.10 ]
[  epoch 0023/0040] 1900/4800, lr:2.5e-05 ∣ avg_100 : 32090.526060 ∣ critic_nllloss : 26054.239453 ∣ critic_ganloss : -133.273561 ∣ generator_nllloss : 5213.359570 ∣ generator_ganloss : 1027.487793 ∣     [  std_z : 1.00  real_sub_fake : 503.02 ]
[  epoch 0023/0040] 1910/4800, lr:2.5e-05 ∣ avg_100 : 32089.921004 ∣ critic_nllloss : 26100.127539 ∣ critic_ganloss : -137.163765 ∣ generator_nllloss : 5165.322852 ∣ generator_ganloss : 1025.384082 ∣     [  std_z : 0.99  real_sub_fake : 544.37 ]
[  epoch 0023/0040] 1920/4800, lr:2.5e-05 ∣ avg_100 : 32085.761603 ∣ critic_nllloss : 25908.281836 ∣ critic_ganloss : -136.035493 ∣ generator_nllloss : 5058.588672 ∣ generator_ganloss : 1038.188672 ∣     [  std_z : 0.99  real_sub_fake : 462.39 ]
[  epoch 0023/0040] 1930/4800, lr:2.5e-05 ∣ avg_100 : 32086.366110 ∣ critic_nllloss : 26002.477734 ∣ critic_ganloss : -121.791338 ∣ generator_nllloss : 5225.145703 ∣ generator_ganloss : 1033.144922 ∣     [  std_z : 0.99  real_sub_fake : 577.46 ]
[  epoch 0023/0040] 1940/4800, lr:2.5e-05 ∣ avg_100 : 32085.431588 ∣ critic_nllloss : 25934.650000 ∣ critic_ganloss : -153.906374 ∣ generator_nllloss : 5147.593750 ∣ generator_ganloss : 1032.431104 ∣     [  std_z : 0.99  real_sub_fake : 480.05 ]
[  epoch 0023/0040] 1950/4800, lr:2.5e-05 ∣ avg_100 : 32085.683747 ∣ critic_nllloss : 26104.377344 ∣ critic_ganloss : -103.037907 ∣ generator_nllloss : 5116.198242 ∣ generator_ganloss : 1025.278857 ∣     [  std_z : 0.99  real_sub_fake : 517.86 ]
[  epoch 0023/0040] 1960/4800, lr:2.5e-05 ∣ avg_100 : 32083.175284 ∣ critic_nllloss : 25887.888672 ∣ critic_ganloss : -129.487607 ∣ generator_nllloss : 5194.615234 ∣ generator_ganloss : 1059.794971 ∣     [  std_z : 0.99  real_sub_fake : 426.83 ]
[  epoch 0023/0040] 1970/4800, lr:2.5e-05 ∣ avg_100 : 32083.213026 ∣ critic_nllloss : 25912.441602 ∣ critic_ganloss : -126.976246 ∣ generator_nllloss : 5190.859766 ∣ generator_ganloss : 1035.750488 ∣     [  std_z : 1.00  real_sub_fake : 445.80 ]
[  epoch 0023/0040] 1980/4800, lr:2.5e-05 ∣ avg_100 : 32083.206751 ∣ critic_nllloss : 26102.499805 ∣ critic_ganloss : -126.248173 ∣ generator_nllloss : 5161.864844 ∣ generator_ganloss : 1040.398828 ∣     [  std_z : 1.00  real_sub_fake : 475.07 ]
[  epoch 0023/0040] 1990/4800, lr:2.5e-05 ∣ avg_100 : 32082.768366 ∣ critic_nllloss : 25972.640234 ∣ critic_ganloss : -123.626756 ∣ generator_nllloss : 5097.930469 ∣ generator_ganloss : 1036.022461 ∣     [  std_z : 1.00  real_sub_fake : 442.00 ]
[  epoch 0023/0040] 2000/4800, lr:2.5e-05 ∣ avg_100 : 32081.668692 ∣ critic_nllloss : 25937.058789 ∣ critic_ganloss : -143.230132 ∣ generator_nllloss : 5222.898242 ∣ generator_ganloss : 1042.920264 ∣     [  std_z : 0.99  real_sub_fake : 492.97 ]
[  epoch 0023/0040] 2010/4800, lr:2.5e-05 ∣ avg_100 : 32078.841987 ∣ critic_nllloss : 25795.782617 ∣ critic_ganloss : -163.015598 ∣ generator_nllloss : 5126.146289 ∣ generator_ganloss : 1021.532617 ∣     [  std_z : 0.98  real_sub_fake : 552.26 ]
[  epoch 0023/0040] 2020/4800, lr:2.5e-05 ∣ avg_100 : 32078.732837 ∣ critic_nllloss : 25890.055859 ∣ critic_ganloss : -163.076704 ∣ generator_nllloss : 5231.023242 ∣ generator_ganloss : 1036.657227 ∣     [  std_z : 0.99  real_sub_fake : 661.25 ]
[  epoch 0023/0040] 2030/4800, lr:2.5e-05 ∣ avg_100 : 32081.072175 ∣ critic_nllloss : 26004.349219 ∣ critic_ganloss : -151.776796 ∣ generator_nllloss : 5268.570703 ∣ generator_ganloss : 1050.058008 ∣     [  std_z : 1.00  real_sub_fake : 642.57 ]
[  epoch 0023/0040] 2040/4800, lr:2.5e-05 ∣ avg_100 : 32081.473197 ∣ critic_nllloss : 26097.265820 ∣ critic_ganloss : -143.738589 ∣ generator_nllloss : 5210.272070 ∣ generator_ganloss : 1070.426660 ∣     [  std_z : 1.00  real_sub_fake : 483.28 ]
[  epoch 0023/0040] 2050/4800, lr:2.5e-05 ∣ avg_100 : 32082.960463 ∣ critic_nllloss : 25977.172852 ∣ critic_ganloss : -154.534554 ∣ generator_nllloss : 5216.856641 ∣ generator_ganloss : 1046.044922 ∣     [  std_z : 1.00  real_sub_fake : 516.67 ]
[  epoch 0023/0040] 2060/4800, lr:2.5e-05 ∣ avg_100 : 32080.460488 ∣ critic_nllloss : 25886.941602 ∣ critic_ganloss : -114.248141 ∣ generator_nllloss : 5205.383789 ∣ generator_ganloss : 1060.755371 ∣     [  std_z : 0.99  real_sub_fake : 505.85 ]
[  epoch 0023/0040] 2070/4800, lr:2.5e-05 ∣ avg_100 : 32084.670248 ∣ critic_nllloss : 26354.486133 ∣ critic_ganloss : -145.790894 ∣ generator_nllloss : 5303.841016 ∣ generator_ganloss : 1026.999756 ∣     [  std_z : 0.99  real_sub_fake : 590.52 ]
[  epoch 0023/0040] 2080/4800, lr:2.5e-05 ∣ avg_100 : 32082.513577 ∣ critic_nllloss : 25932.015820 ∣ critic_ganloss : -182.186378 ∣ generator_nllloss : 5191.154688 ∣ generator_ganloss : 1052.161182 ∣     [  std_z : 0.99  real_sub_fake : 596.59 ]
[  epoch 0023/0040] 2090/4800, lr:2.5e-05 ∣ avg_100 : 32082.595047 ∣ critic_nllloss : 25944.345117 ∣ critic_ganloss : -168.438445 ∣ generator_nllloss : 5214.744141 ∣ generator_ganloss : 1019.186865 ∣     [  std_z : 0.99  real_sub_fake : 644.55 ]
[  epoch 0023/0040] 2100/4800, lr:2.5e-05 ∣ avg_100 : 32082.963245 ∣ critic_nllloss : 26145.384375 ∣ critic_ganloss : -179.951019 ∣ generator_nllloss : 5268.371094 ∣ generator_ganloss : 1049.529297 ∣     [  std_z : 0.99  real_sub_fake : 628.56 ]
[  epoch 0023/0040] 2110/4800, lr:2.5e-05 ∣ avg_100 : 32082.708253 ∣ critic_nllloss : 25949.095898 ∣ critic_ganloss : -90.399078 ∣ generator_nllloss : 5276.851953 ∣ generator_ganloss : 1038.043896 ∣  [  std_z : 1.00  real_sub_fake : 538.12 ]
[  epoch 0023/0040] 2120/4800, lr:2.5e-05 ∣ avg_100 : 32080.497342 ∣ critic_nllloss : 25951.269922 ∣ critic_ganloss : -134.463405 ∣ generator_nllloss : 5169.425000 ∣ generator_ganloss : 1039.782764 ∣     [  std_z : 1.00  real_sub_fake : 543.41 ]
[  epoch 0023/0040] 2130/4800, lr:2.5e-05 ∣ avg_100 : 32083.790120 ∣ critic_nllloss : 26202.038281 ∣ critic_ganloss : -151.372849 ∣ generator_nllloss : 5180.501758 ∣ generator_ganloss : 1031.601367 ∣     [  std_z : 1.00  real_sub_fake : 556.17 ]
[  epoch 0023/0040] 2140/4800, lr:2.5e-05 ∣ avg_100 : 32084.974230 ∣ critic_nllloss : 25942.704688 ∣ critic_ganloss : -142.370000 ∣ generator_nllloss : 5164.127734 ∣ generator_ganloss : 1001.583154 ∣     [  std_z : 0.99  real_sub_fake : 508.22 ]
[  epoch 0023/0040] 2150/4800, lr:2.5e-05 ∣ avg_100 : 32083.436660 ∣ critic_nllloss : 25874.048828 ∣ critic_ganloss : -108.495005 ∣ generator_nllloss : 5265.478516 ∣ generator_ganloss : 1052.558887 ∣     [  std_z : 0.99  real_sub_fake : 386.57 ]
[  epoch 0023/0040] 2160/4800, lr:2.5e-05 ∣ avg_100 : 32082.258423 ∣ critic_nllloss : 25906.786328 ∣ critic_ganloss : -145.442200 ∣ generator_nllloss : 5211.287500 ∣ generator_ganloss : 1011.955762 ∣     [  std_z : 0.99  real_sub_fake : 517.93 ]
[  epoch 0023/0040] 2170/4800, lr:2.5e-05 ∣ avg_100 : 32084.104271 ∣ critic_nllloss : 25990.610742 ∣ critic_ganloss : -156.531241 ∣ generator_nllloss : 5226.020508 ∣ generator_ganloss : 1012.035645 ∣     [  std_z : 1.00  real_sub_fake : 524.19 ]
[  epoch 0023/0040] 2180/4800, lr:2.5e-05 ∣ avg_100 : 32084.115806 ∣ critic_nllloss : 26055.556641 ∣ critic_ganloss : -123.365312 ∣ generator_nllloss : 5164.903516 ∣ generator_ganloss : 1040.650293 ∣     [  std_z : 1.00  real_sub_fake : 553.99 ]
[  epoch 0023/0040] 2190/4800, lr:2.5e-05 ∣ avg_100 : 32084.359220 ∣ critic_nllloss : 26056.550391 ∣ critic_ganloss : -169.951512 ∣ generator_nllloss : 5235.875781 ∣ generator_ganloss : 1036.146582 ∣     [  std_z : 1.00  real_sub_fake : 541.33 ]
[  epoch 0023/0040] 2200/4800, lr:2.5e-05 ∣ avg_100 : 32084.798397 ∣ critic_nllloss : 25971.442188 ∣ critic_ganloss : -165.584645 ∣ generator_nllloss : 5145.133594 ∣ generator_ganloss : 1032.784082 ∣     [  std_z : 0.99  real_sub_fake : 595.41 ]
[  epoch 0023/0040] 2210/4800, lr:2.5e-05 ∣ avg_100 : 32083.895160 ∣ critic_nllloss : 25982.468750 ∣ critic_ganloss : -174.885728 ∣ generator_nllloss : 5224.760352 ∣ generator_ganloss : 1024.470313 ∣     [  std_z : 0.99  real_sub_fake : 673.47 ]
[  epoch 0023/0040] 2220/4800, lr:2.5e-05 ∣ avg_100 : 32084.683410 ∣ critic_nllloss : 26063.582422 ∣ critic_ganloss : -197.738199 ∣ generator_nllloss : 5230.526563 ∣ generator_ganloss : 1040.181592 ∣     [  std_z : 0.99  real_sub_fake : 613.27 ]
[  epoch 0023/0040] 2230/4800, lr:2.5e-05 ∣ avg_100 : 32084.636895 ∣ critic_nllloss : 25918.966992 ∣ critic_ganloss : -152.268602 ∣ generator_nllloss : 5106.865234 ∣ generator_ganloss : 1033.089404 ∣     [  std_z : 0.99  real_sub_fake : 669.10 ]
[  epoch 0023/0040] 2240/4800, lr:2.5e-05 ∣ avg_100 : 32087.680405 ∣ critic_nllloss : 26065.047461 ∣ critic_ganloss : -87.945728 ∣ generator_nllloss : 5301.873828 ∣ generator_ganloss : 1041.529199 ∣  [  std_z : 1.00  real_sub_fake : 540.97 ]
[  epoch 0023/0040] 2250/4800, lr:2.5e-05 ∣ avg_100 : 32088.450708 ∣ critic_nllloss : 26015.249023 ∣ critic_ganloss : -141.988105 ∣ generator_nllloss : 5255.252344 ∣ generator_ganloss : 1029.664502 ∣     [  std_z : 1.00  real_sub_fake : 421.03 ]
[  epoch 0023/0040] 2260/4800, lr:2.5e-05 ∣ avg_100 : 32084.197157 ∣ critic_nllloss : 25870.384766 ∣ critic_ganloss : -177.014514 ∣ generator_nllloss : 5128.170508 ∣ generator_ganloss : 999.404102 ∣  [  std_z : 0.99  real_sub_fake : 607.62 ]
[  epoch 0023/0040] 2270/4800, lr:2.5e-05 ∣ avg_100 : 32077.314597 ∣ critic_nllloss : 25763.897070 ∣ critic_ganloss : -135.790920 ∣ generator_nllloss : 5139.474414 ∣ generator_ganloss : 1035.563916 ∣     [  std_z : 0.99  real_sub_fake : 556.52 ]
[  epoch 0023/0040] 2280/4800, lr:2.5e-05 ∣ avg_100 : 32077.812391 ∣ critic_nllloss : 25977.713477 ∣ critic_ganloss : -177.113074 ∣ generator_nllloss : 5130.015820 ∣ generator_ganloss : 1030.104834 ∣     [  std_z : 0.99  real_sub_fake : 576.80 ]
[  epoch 0023/0040] 2290/4800, lr:2.5e-05 ∣ avg_100 : 32080.965040 ∣ critic_nllloss : 26132.223242 ∣ critic_ganloss : -150.973659 ∣ generator_nllloss : 5338.989453 ∣ generator_ganloss : 1026.542871 ∣     [  std_z : 0.99  real_sub_fake : 645.55 ]
[  epoch 0023/0040] 2300/4800, lr:2.5e-05 ∣ avg_100 : 32079.435925 ∣ critic_nllloss : 25949.380273 ∣ critic_ganloss : -152.117474 ∣ generator_nllloss : 5093.307227 ∣ generator_ganloss : 1020.310498 ∣     [  std_z : 1.00  real_sub_fake : 561.39 ]
[  epoch 0023/0040] 2310/4800, lr:2.5e-05 ∣ avg_100 : 32077.488166 ∣ critic_nllloss : 25971.828125 ∣ critic_ganloss : -175.607745 ∣ generator_nllloss : 5210.928906 ∣ generator_ganloss : 1024.582373 ∣     [  std_z : 1.00  real_sub_fake : 668.12 ]
[  epoch 0023/0040] 2320/4800, lr:2.5e-05 ∣ avg_100 : 32076.973578 ∣ critic_nllloss : 25924.194922 ∣ critic_ganloss : -139.150908 ∣ generator_nllloss : 5220.838281 ∣ generator_ganloss : 1034.976074 ∣     [  std_z : 1.00  real_sub_fake : 534.54 ]
[  epoch 0023/0040] 2330/4800, lr:2.5e-05 ∣ avg_100 : 32076.757527 ∣ critic_nllloss : 26001.925000 ∣ critic_ganloss : -93.882606 ∣ generator_nllloss : 5207.068555 ∣ generator_ganloss : 1037.486328 ∣  [  std_z : 0.99  real_sub_fake : 503.24 ]
[  epoch 0023/0040] 2340/4800, lr:2.5e-05 ∣ avg_100 : 32074.184298 ∣ critic_nllloss : 25844.941797 ∣ critic_ganloss : -117.694596 ∣ generator_nllloss : 5165.213672 ∣ generator_ganloss : 1049.962109 ∣     [  std_z : 0.98  real_sub_fake : 419.55 ]
[  epoch 0023/0040] 2350/4800, lr:2.5e-05 ∣ avg_100 : 32075.498505 ∣ critic_nllloss : 26019.714258 ∣ critic_ganloss : -188.355896 ∣ generator_nllloss : 5205.812109 ∣ generator_ganloss : 1020.451172 ∣     [  std_z : 0.98  real_sub_fake : 538.44 ]
[  epoch 0023/0040] 2360/4800, lr:2.5e-05 ∣ avg_100 : 32072.959254 ∣ critic_nllloss : 25995.702539 ∣ critic_ganloss : -146.629893 ∣ generator_nllloss : 5196.452539 ∣ generator_ganloss : 1018.086523 ∣     [  std_z : 0.99  real_sub_fake : 643.20 ]
[  epoch 0023/0040] 2370/4800, lr:2.5e-05 ∣ avg_100 : 32074.774588 ∣ critic_nllloss : 26045.605078 ∣ critic_ganloss : -76.065982 ∣ generator_nllloss : 5225.091211 ∣ generator_ganloss : 1057.796582 ∣  [  std_z : 1.00  real_sub_fake : 401.80 ]
[  epoch 0023/0040] 2380/4800, lr:2.5e-05 ∣ avg_100 : 32075.849462 ∣ critic_nllloss : 26002.491797 ∣ critic_ganloss : -153.461382 ∣ generator_nllloss : 5198.681055 ∣ generator_ganloss : 1037.870996 ∣     [  std_z : 1.00  real_sub_fake : 447.78 ]
[  epoch 0023/0040] 2390/4800, lr:2.5e-05 ∣ avg_100 : 32076.180364 ∣ critic_nllloss : 26040.706641 ∣ critic_ganloss : -128.323562 ∣ generator_nllloss : 5225.004687 ∣ generator_ganloss : 1040.806348 ∣     [  std_z : 1.00  real_sub_fake : 519.91 ]
[  epoch 0023/0040] 2400/4800, lr:2.5e-05 ∣ avg_100 : 32078.067851 ∣ critic_nllloss : 25958.438477 ∣ critic_ganloss : -146.584322 ∣ generator_nllloss : 5283.974805 ∣ generator_ganloss : 1051.272949 ∣     [  std_z : 0.98  real_sub_fake : 452.26 ]
[  epoch 0023/0040] 2410/4800, lr:2.5e-05 ∣ avg_100 : 32079.576559 ∣ critic_nllloss : 26040.383203 ∣ critic_ganloss : -157.076034 ∣ generator_nllloss : 5236.705859 ∣ generator_ganloss : 1030.921484 ∣     [  std_z : 0.99  real_sub_fake : 553.94 ]
[  epoch 0023/0040] 2420/4800, lr:2.5e-05 ∣ avg_100 : 32080.876634 ∣ critic_nllloss : 26096.829688 ∣ critic_ganloss : -169.757959 ∣ generator_nllloss : 5203.365039 ∣ generator_ganloss : 1029.001563 ∣     [  std_z : 0.99  real_sub_fake : 552.89 ]
[  epoch 0023/0040] 2430/4800, lr:2.5e-05 ∣ avg_100 : 32078.831920 ∣ critic_nllloss : 25802.886719 ∣ critic_ganloss : -194.832703 ∣ generator_nllloss : 5127.890039 ∣ generator_ganloss : 1018.351904 ∣     [  std_z : 0.99  real_sub_fake : 659.33 ]
[  epoch 0023/0040] 2440/4800, lr:2.5e-05 ∣ avg_100 : 32077.121576 ∣ critic_nllloss : 25962.478906 ∣ critic_ganloss : -111.372861 ∣ generator_nllloss : 5159.494727 ∣ generator_ganloss : 1055.605664 ∣     [  std_z : 0.99  real_sub_fake : 565.48 ]
[  epoch 0023/0040] 2450/4800, lr:2.5e-05 ∣ avg_100 : 32074.985698 ∣ critic_nllloss : 25997.540039 ∣ critic_ganloss : -156.332614 ∣ generator_nllloss : 5122.466016 ∣ generator_ganloss : 1030.347705 ∣     [  std_z : 0.99  real_sub_fake : 598.03 ]
[  epoch 0023/0040] 2460/4800, lr:2.5e-05 ∣ avg_100 : 32074.878346 ∣ critic_nllloss : 26025.426563 ∣ critic_ganloss : -124.314063 ∣ generator_nllloss : 5249.349023 ∣ generator_ganloss : 1049.944775 ∣     [  std_z : 0.99  real_sub_fake : 505.36 ]
[  epoch 0023/0040] 2470/4800, lr:2.5e-05 ∣ avg_100 : 32072.799731 ∣ critic_nllloss : 26023.243359 ∣ critic_ganloss : -113.207059 ∣ generator_nllloss : 5217.681641 ∣ generator_ganloss : 1032.612793 ∣     [  std_z : 0.99  real_sub_fake : 526.82 ]
[  epoch 0023/0040] 2480/4800, lr:2.5e-05 ∣ avg_100 : 32076.068096 ∣ critic_nllloss : 26046.144336 ∣ critic_ganloss : -182.865146 ∣ generator_nllloss : 5299.729297 ∣ generator_ganloss : 1017.224365 ∣     [  std_z : 0.99  real_sub_fake : 568.67 ]
[  epoch 0023/0040] 2490/4800, lr:2.5e-05 ∣ avg_100 : 32077.540829 ∣ critic_nllloss : 25791.793555 ∣ critic_ganloss : -161.449646 ∣ generator_nllloss : 5113.286719 ∣ generator_ganloss : 1028.594238 ∣     [  std_z : 0.99  real_sub_fake : 560.18 ]
[  epoch 0023/0040] 2500/4800, lr:2.5e-05 ∣ avg_100 : 32078.039539 ∣ critic_nllloss : 25873.762891 ∣ critic_ganloss : -147.489391 ∣ generator_nllloss : 5170.579687 ∣ generator_ganloss : 1029.820020 ∣     [  std_z : 0.99  real_sub_fake : 582.78 ]
[  epoch 0023/0040] 2510/4800, lr:2.5e-05 ∣ avg_100 : 32075.337949 ∣ critic_nllloss : 25728.051758 ∣ critic_ganloss : -130.598692 ∣ generator_nllloss : 5201.288672 ∣ generator_ganloss : 1036.037305 ∣     [  std_z : 0.99  real_sub_fake : 526.72 ]
[  epoch 0023/0040] 2520/4800, lr:2.5e-05 ∣ avg_100 : 32077.774375 ∣ critic_nllloss : 26114.282031 ∣ critic_ganloss : -148.304002 ∣ generator_nllloss : 5290.887305 ∣ generator_ganloss : 1034.541553 ∣     [  std_z : 1.00  real_sub_fake : 522.73 ]
[  epoch 0023/0040] 2530/4800, lr:2.5e-05 ∣ avg_100 : 32079.347221 ∣ critic_nllloss : 26041.730078 ∣ critic_ganloss : -160.104230 ∣ generator_nllloss : 5250.134180 ∣ generator_ganloss : 1031.896924 ∣     [  std_z : 0.99  real_sub_fake : 579.58 ]
[  epoch 0023/0040] 2540/4800, lr:2.5e-05 ∣ avg_100 : 32082.071097 ∣ critic_nllloss : 25924.984961 ∣ critic_ganloss : -158.209392 ∣ generator_nllloss : 5200.360156 ∣ generator_ganloss : 1040.617529 ∣     [  std_z : 0.99  real_sub_fake : 542.26 ]
[  epoch 0023/0040] 2550/4800, lr:2.5e-05 ∣ avg_100 : 32079.377522 ∣ critic_nllloss : 25919.496484 ∣ critic_ganloss : -128.736384 ∣ generator_nllloss : 5115.840039 ∣ generator_ganloss : 1044.934424 ∣     [  std_z : 0.99  real_sub_fake : 551.22 ]
[  epoch 0023/0040] 2560/4800, lr:2.5e-05 ∣ avg_100 : 32079.844222 ∣ critic_nllloss : 26028.806250 ∣ critic_ganloss : -134.333450 ∣ generator_nllloss : 5283.900781 ∣ generator_ganloss : 1044.433057 ∣     [  std_z : 0.99  real_sub_fake : 492.88 ]
[  epoch 0023/0040] 2570/4800, lr:2.5e-05 ∣ avg_100 : 32080.718980 ∣ critic_nllloss : 26091.367773 ∣ critic_ganloss : -163.135954 ∣ generator_nllloss : 5255.713672 ∣ generator_ganloss : 1025.859131 ∣     [  std_z : 0.99  real_sub_fake : 568.42 ]
[  epoch 0023/0040] 2580/4800, lr:2.5e-05 ∣ avg_100 : 32078.913140 ∣ critic_nllloss : 25995.083398 ∣ critic_ganloss : -187.991014 ∣ generator_nllloss : 5192.658203 ∣ generator_ganloss : 1015.885156 ∣     [  std_z : 1.00  real_sub_fake : 614.07 ]
[  epoch 0023/0040] 2590/4800, lr:2.5e-05 ∣ avg_100 : 32076.312334 ∣ critic_nllloss : 25938.839062 ∣ critic_ganloss : -147.094214 ∣ generator_nllloss : 5110.202734 ∣ generator_ganloss : 1026.352100 ∣     [  std_z : 1.00  real_sub_fake : 601.27 ]
[  epoch 0023/0040] 2600/4800, lr:2.5e-05 ∣ avg_100 : 32073.714073 ∣ critic_nllloss : 25967.065625 ∣ critic_ganloss : -190.102148 ∣ generator_nllloss : 5089.725586 ∣ generator_ganloss : 1029.875293 ∣     [  std_z : 1.00  real_sub_fake : 594.60 ]
[  epoch 0023/0040] 2610/4800, lr:2.5e-05 ∣ avg_100 : 32072.105216 ∣ critic_nllloss : 26018.709766 ∣ critic_ganloss : -147.532764 ∣ generator_nllloss : 5153.819922 ∣ generator_ganloss : 1050.797607 ∣     [  std_z : 1.00  real_sub_fake : 606.94 ]
[  epoch 0023/0040] 2620/4800, lr:2.5e-05 ∣ avg_100 : 32076.265781 ∣ critic_nllloss : 26048.323242 ∣ critic_ganloss : -168.170139 ∣ generator_nllloss : 5294.626758 ∣ generator_ganloss : 1046.697168 ∣     [  std_z : 1.00  real_sub_fake : 557.07 ]
[  epoch 0023/0040] 2630/4800, lr:2.5e-05 ∣ avg_100 : 32072.916173 ∣ critic_nllloss : 25791.858398 ∣ critic_ganloss : -126.966144 ∣ generator_nllloss : 5161.696484 ∣ generator_ganloss : 1076.161865 ∣     [  std_z : 0.99  real_sub_fake : 593.70 ]
[  epoch 0023/0040] 2640/4800, lr:2.5e-05 ∣ avg_100 : 32071.827224 ∣ critic_nllloss : 25914.923438 ∣ critic_ganloss : -152.904514 ∣ generator_nllloss : 5156.535352 ∣ generator_ganloss : 1053.651416 ∣     [  std_z : 0.99  real_sub_fake : 550.64 ]
[  epoch 0023/0040] 2650/4800, lr:2.5e-05 ∣ avg_100 : 32069.958752 ∣ critic_nllloss : 25771.541602 ∣ critic_ganloss : -161.928967 ∣ generator_nllloss : 5039.855664 ∣ generator_ganloss : 1063.149023 ∣     [  std_z : 0.99  real_sub_fake : 513.40 ]
[  epoch 0023/0040] 2660/4800, lr:2.5e-05 ∣ avg_100 : 32069.492553 ∣ critic_nllloss : 25895.757812 ∣ critic_ganloss : -141.219571 ∣ generator_nllloss : 5172.635547 ∣ generator_ganloss : 1070.265381 ∣     [  std_z : 0.99  real_sub_fake : 580.25 ]
[  epoch 0023/0040] 2670/4800, lr:2.5e-05 ∣ avg_100 : 32069.425131 ∣ critic_nllloss : 25956.384766 ∣ critic_ganloss : -159.094484 ∣ generator_nllloss : 5172.059961 ∣ generator_ganloss : 1034.422705 ∣     [  std_z : 0.99  real_sub_fake : 702.76 ]
[  epoch 0023/0040] 2680/4800, lr:2.5e-05 ∣ avg_100 : 32067.523423 ∣ critic_nllloss : 25971.468359 ∣ critic_ganloss : -73.012833 ∣ generator_nllloss : 5164.898828 ∣ generator_ganloss : 1087.541211 ∣  [  std_z : 1.00  real_sub_fake : 384.66 ]
[  epoch 0023/0040] 2690/4800, lr:2.5e-05 ∣ avg_100 : 32066.486894 ∣ critic_nllloss : 25680.920117 ∣ critic_ganloss : -95.540981 ∣ generator_nllloss : 5084.732813 ∣ generator_ganloss : 1066.287646 ∣  [  std_z : 1.00  real_sub_fake : 316.69 ]
[  epoch 0023/0040] 2700/4800, lr:2.5e-05 ∣ avg_100 : 32066.790849 ∣ critic_nllloss : 25921.076758 ∣ critic_ganloss : -107.427361 ∣ generator_nllloss : 5148.651953 ∣ generator_ganloss : 1025.755420 ∣     [  std_z : 1.00  real_sub_fake : 452.50 ]
[  epoch 0023/0040] 2710/4800, lr:2.5e-05 ∣ avg_100 : 32065.037530 ∣ critic_nllloss : 25881.651367 ∣ critic_ganloss : -160.688496 ∣ generator_nllloss : 5109.282227 ∣ generator_ganloss : 1034.036719 ∣     [  std_z : 0.99  real_sub_fake : 486.89 ]
[  epoch 0023/0040] 2720/4800, lr:2.5e-05 ∣ avg_100 : 32062.515222 ∣ critic_nllloss : 25926.297461 ∣ critic_ganloss : -146.107600 ∣ generator_nllloss : 5219.237891 ∣ generator_ganloss : 1039.314404 ∣     [  std_z : 0.99  real_sub_fake : 536.41 ]
[  epoch 0023/0040] 2730/4800, lr:2.5e-05 ∣ avg_100 : 32062.196621 ∣ critic_nllloss : 25877.951953 ∣ critic_ganloss : -105.034863 ∣ generator_nllloss : 5198.585938 ∣ generator_ganloss : 1043.567920 ∣     [  std_z : 1.00  real_sub_fake : 501.34 ]
[  epoch 0023/0040] 2740/4800, lr:2.5e-05 ∣ avg_100 : 32063.225855 ∣ critic_nllloss : 26154.755859 ∣ critic_ganloss : -127.163499 ∣ generator_nllloss : 5287.303516 ∣ generator_ganloss : 1042.779199 ∣     [  std_z : 0.99  real_sub_fake : 461.54 ]
[  epoch 0023/0040] 2750/4800, lr:2.5e-05 ∣ avg_100 : 32063.043015 ∣ critic_nllloss : 26054.277148 ∣ critic_ganloss : -144.790703 ∣ generator_nllloss : 5243.867773 ∣ generator_ganloss : 1036.888867 ∣     [  std_z : 0.99  real_sub_fake : 531.14 ]
[  epoch 0023/0040] 2760/4800, lr:2.5e-05 ∣ avg_100 : 32059.187079 ∣ critic_nllloss : 25898.397852 ∣ critic_ganloss : -120.108122 ∣ generator_nllloss : 5150.974023 ∣ generator_ganloss : 1064.530713 ∣     [  std_z : 0.99  real_sub_fake : 452.92 ]
[  epoch 0023/0040] 2770/4800, lr:2.5e-05 ∣ avg_100 : 32055.632311 ∣ critic_nllloss : 25849.094141 ∣ critic_ganloss : -138.400971 ∣ generator_nllloss : 5149.180859 ∣ generator_ganloss : 1019.703955 ∣     [  std_z : 0.99  real_sub_fake : 487.20 ]
[  epoch 0023/0040] 2780/4800, lr:2.5e-05 ∣ avg_100 : 32056.190953 ∣ critic_nllloss : 26134.193750 ∣ critic_ganloss : -137.534677 ∣ generator_nllloss : 5168.753711 ∣ generator_ganloss : 1050.750928 ∣     [  std_z : 1.00  real_sub_fake : 509.94 ]
[  epoch 0023/0040] 2790/4800, lr:2.5e-05 ∣ avg_100 : 32057.337176 ∣ critic_nllloss : 26111.935547 ∣ critic_ganloss : -186.826118 ∣ generator_nllloss : 5145.004687 ∣ generator_ganloss : 1042.392676 ∣     [  std_z : 1.01  real_sub_fake : 576.27 ]
[  epoch 0023/0040] 2800/4800, lr:2.5e-05 ∣ avg_100 : 32055.972780 ∣ critic_nllloss : 25934.862891 ∣ critic_ganloss : -159.346698 ∣ generator_nllloss : 5170.168359 ∣ generator_ganloss : 1023.679053 ∣     [  std_z : 1.00  real_sub_fake : 584.18 ]
[  epoch 0023/0040] 2810/4800, lr:2.5e-05 ∣ avg_100 : 32055.009773 ∣ critic_nllloss : 25941.583008 ∣ critic_ganloss : -129.429218 ∣ generator_nllloss : 5153.994141 ∣ generator_ganloss : 1051.415820 ∣     [  std_z : 1.00  real_sub_fake : 548.36 ]
[  epoch 0023/0040] 2820/4800, lr:2.5e-05 ∣ avg_100 : 32052.246580 ∣ critic_nllloss : 25902.909766 ∣ critic_ganloss : -145.693271 ∣ generator_nllloss : 5234.951758 ∣ generator_ganloss : 1036.252197 ∣     [  std_z : 0.98  real_sub_fake : 492.41 ]
[  epoch 0023/0040] 2830/4800, lr:2.5e-05 ∣ avg_100 : 32048.770362 ∣ critic_nllloss : 25927.537109 ∣ critic_ganloss : -140.027583 ∣ generator_nllloss : 5162.756445 ∣ generator_ganloss : 1033.263721 ∣     [  std_z : 0.99  real_sub_fake : 550.36 ]
[  epoch 0023/0040] 2840/4800, lr:2.5e-05 ∣ avg_100 : 32052.586834 ∣ critic_nllloss : 26176.954883 ∣ critic_ganloss : -178.098758 ∣ generator_nllloss : 5312.263086 ∣ generator_ganloss : 1051.279395 ∣     [  std_z : 0.99  real_sub_fake : 558.21 ]
[  epoch 0023/0040] 2850/4800, lr:2.5e-05 ∣ avg_100 : 32056.791486 ∣ critic_nllloss : 25979.465234 ∣ critic_ganloss : -104.582745 ∣ generator_nllloss : 5205.029492 ∣ generator_ganloss : 1044.312402 ∣     [  std_z : 0.99  real_sub_fake : 593.27 ]
[  epoch 0023/0040] 2860/4800, lr:2.5e-05 ∣ avg_100 : 32059.157137 ∣ critic_nllloss : 26211.463672 ∣ critic_ganloss : -152.405898 ∣ generator_nllloss : 5123.255273 ∣ generator_ganloss : 1031.443994 ∣     [  std_z : 0.99  real_sub_fake : 501.95 ]
[  epoch 0023/0040] 2870/4800, lr:2.5e-05 ∣ avg_100 : 32061.409129 ∣ critic_nllloss : 26004.496094 ∣ critic_ganloss : -114.261864 ∣ generator_nllloss : 5123.147852 ∣ generator_ganloss : 1036.047168 ∣     [  std_z : 1.00  real_sub_fake : 501.34 ]
[  epoch 0023/0040] 2880/4800, lr:2.5e-05 ∣ avg_100 : 32062.725213 ∣ critic_nllloss : 25978.174219 ∣ critic_ganloss : -193.167921 ∣ generator_nllloss : 5150.827734 ∣ generator_ganloss : 1031.011670 ∣     [  std_z : 0.99  real_sub_fake : 556.42 ]
[  epoch 0023/0040] 2890/4800, lr:2.5e-05 ∣ avg_100 : 32058.286279 ∣ critic_nllloss : 25690.040820 ∣ critic_ganloss : -109.882222 ∣ generator_nllloss : 5152.247461 ∣ generator_ganloss : 1038.174316 ∣     [  std_z : 1.00  real_sub_fake : 557.68 ]
[  epoch 0023/0040] 2900/4800, lr:2.5e-05 ∣ avg_100 : 32056.314647 ∣ critic_nllloss : 25999.604102 ∣ critic_ganloss : -181.544986 ∣ generator_nllloss : 5113.628320 ∣ generator_ganloss : 1032.962598 ∣     [  std_z : 0.99  real_sub_fake : 512.70 ]
[  epoch 0023/0040] 2910/4800, lr:2.5e-05 ∣ avg_100 : 32055.522396 ∣ critic_nllloss : 25963.342773 ∣ critic_ganloss : -131.000418 ∣ generator_nllloss : 5208.673437 ∣ generator_ganloss : 1033.429785 ∣     [  std_z : 0.99  real_sub_fake : 627.98 ]
[  epoch 0023/0040] 2920/4800, lr:2.5e-05 ∣ avg_100 : 32055.964388 ∣ critic_nllloss : 25805.162305 ∣ critic_ganloss : -83.427744 ∣ generator_nllloss : 5114.600781 ∣ generator_ganloss : 1076.887549 ∣  [  std_z : 0.99  real_sub_fake : 309.83 ]
[  epoch 0023/0040] 2930/4800, lr:2.5e-05 ∣ avg_100 : 32054.857553 ∣ critic_nllloss : 25968.451367 ∣ critic_ganloss : -126.836852 ∣ generator_nllloss : 5170.355469 ∣ generator_ganloss : 1016.323584 ∣     [  std_z : 0.99  real_sub_fake : 560.86 ]
[  epoch 0023/0040] 2940/4800, lr:2.5e-05 ∣ avg_100 : 32055.266467 ∣ critic_nllloss : 25893.363086 ∣ critic_ganloss : -92.419309 ∣ generator_nllloss : 5118.475781 ∣ generator_ganloss : 1082.240283 ∣  [  std_z : 0.99  real_sub_fake : 366.63 ]
[  epoch 0023/0040] 2950/4800, lr:2.5e-05 ∣ avg_100 : 32053.883245 ∣ critic_nllloss : 25930.911914 ∣ critic_ganloss : -100.171955 ∣ generator_nllloss : 5125.322461 ∣ generator_ganloss : 1048.431934 ∣     [  std_z : 1.00  real_sub_fake : 387.60 ]
[  epoch 0023/0040] 2960/4800, lr:2.5e-05 ∣ avg_100 : 32054.164353 ∣ critic_nllloss : 25946.237305 ∣ critic_ganloss : -128.584866 ∣ generator_nllloss : 5167.523242 ∣ generator_ganloss : 1055.746436 ∣     [  std_z : 1.00  real_sub_fake : 445.21 ]
[  epoch 0023/0040] 2970/4800, lr:2.5e-05 ∣ avg_100 : 32053.879538 ∣ critic_nllloss : 25905.745312 ∣ critic_ganloss : -134.059726 ∣ generator_nllloss : 5157.873242 ∣ generator_ganloss : 1054.035205 ∣     [  std_z : 0.99  real_sub_fake : 403.19 ]
[  epoch 0023/0040] 2980/4800, lr:2.5e-05 ∣ avg_100 : 32054.141009 ∣ critic_nllloss : 26053.600195 ∣ critic_ganloss : -169.139563 ∣ generator_nllloss : 5295.521289 ∣ generator_ganloss : 1024.680469 ∣     [  std_z : 0.99  real_sub_fake : 535.43 ]
[  epoch 0023/0040] 2990/4800, lr:2.5e-05 ∣ avg_100 : 32055.197137 ∣ critic_nllloss : 25960.106250 ∣ critic_ganloss : -145.310360 ∣ generator_nllloss : 5216.756055 ∣ generator_ganloss : 1057.027344 ∣     [  std_z : 1.00  real_sub_fake : 533.12 ]
[  epoch 0023/0040] 3000/4800, lr:2.5e-05 ∣ avg_100 : 32055.668302 ∣ critic_nllloss : 26024.317578 ∣ critic_ganloss : -153.548218 ∣ generator_nllloss : 5200.236133 ∣ generator_ganloss : 1035.758154 ∣     [  std_z : 0.99  real_sub_fake : 632.62 ]
[  epoch 0023/0040] 3010/4800, lr:2.5e-05 ∣ avg_100 : 32056.782365 ∣ critic_nllloss : 25794.454492 ∣ critic_ganloss : -128.793125 ∣ generator_nllloss : 5154.418750 ∣ generator_ganloss : 1071.772119 ∣     [  std_z : 0.99  real_sub_fake : 522.92 ]
[  epoch 0023/0040] 3020/4800, lr:2.5e-05 ∣ avg_100 : 32059.096770 ∣ critic_nllloss : 26098.212109 ∣ critic_ganloss : -158.888945 ∣ generator_nllloss : 5232.965234 ∣ generator_ganloss : 1053.811719 ∣     [  std_z : 0.99  real_sub_fake : 582.99 ]
[  epoch 0023/0040] 3030/4800, lr:2.5e-05 ∣ avg_100 : 32057.165006 ∣ critic_nllloss : 25824.203125 ∣ critic_ganloss : -79.834309 ∣ generator_nllloss : 5170.305664 ∣ generator_ganloss : 1063.350195 ∣  [  std_z : 0.99  real_sub_fake : 459.18 ]
[  epoch 0023/0040] 3040/4800, lr:2.5e-05 ∣ avg_100 : 32056.950423 ∣ critic_nllloss : 26078.124023 ∣ critic_ganloss : -102.586241 ∣ generator_nllloss : 5163.607227 ∣ generator_ganloss : 1073.622656 ∣     [  std_z : 0.99  real_sub_fake : 301.45 ]
[  epoch 0023/0040] 3050/4800, lr:2.5e-05 ∣ avg_100 : 32056.985801 ∣ critic_nllloss : 25905.436719 ∣ critic_ganloss : -142.875913 ∣ generator_nllloss : 5286.655859 ∣ generator_ganloss : 1039.861035 ∣     [  std_z : 0.99  real_sub_fake : 466.24 ]
[  epoch 0023/0040] 3060/4800, lr:2.5e-05 ∣ avg_100 : 32059.266233 ∣ critic_nllloss : 26059.032422 ∣ critic_ganloss : -185.142564 ∣ generator_nllloss : 5354.108203 ∣ generator_ganloss : 1038.877783 ∣     [  std_z : 1.00  real_sub_fake : 628.06 ]
[  epoch 0023/0040] 3070/4800, lr:2.5e-05 ∣ avg_100 : 32054.137956 ∣ critic_nllloss : 25950.416602 ∣ critic_ganloss : -118.999581 ∣ generator_nllloss : 5133.483398 ∣ generator_ganloss : 1061.807812 ∣     [  std_z : 1.00  real_sub_fake : 538.23 ]
[  epoch 0023/0040] 3080/4800, lr:2.5e-05 ∣ avg_100 : 32051.337855 ∣ critic_nllloss : 25738.927539 ∣ critic_ganloss : -140.480026 ∣ generator_nllloss : 5068.215234 ∣ generator_ganloss : 1046.472559 ∣     [  std_z : 1.00  real_sub_fake : 559.55 ]
[  epoch 0023/0040] 3090/4800, lr:2.5e-05 ∣ avg_100 : 32051.984277 ∣ critic_nllloss : 25981.029687 ∣ critic_ganloss : -154.310640 ∣ generator_nllloss : 5184.674414 ∣ generator_ganloss : 1063.086328 ∣     [  std_z : 0.99  real_sub_fake : 530.21 ]
[  epoch 0023/0040] 3100/4800, lr:2.5e-05 ∣ avg_100 : 32051.798021 ∣ critic_nllloss : 26155.491211 ∣ critic_ganloss : -162.153200 ∣ generator_nllloss : 5225.568750 ∣ generator_ganloss : 1045.801465 ∣     [  std_z : 0.97  real_sub_fake : 563.59 ]
[  epoch 0023/0040] 3110/4800, lr:2.5e-05 ∣ avg_100 : 32048.018627 ∣ critic_nllloss : 25769.477930 ∣ critic_ganloss : -103.345850 ∣ generator_nllloss : 5070.267187 ∣ generator_ganloss : 1059.254004 ∣     [  std_z : 0.99  real_sub_fake : 521.53 ]
[  epoch 0023/0040] 3120/4800, lr:2.5e-05 ∣ avg_100 : 32047.647056 ∣ critic_nllloss : 25939.993164 ∣ critic_ganloss : -116.108114 ∣ generator_nllloss : 5109.790234 ∣ generator_ganloss : 1055.181885 ∣     [  std_z : 1.01  real_sub_fake : 444.98 ]
[  epoch 0023/0040] 3130/4800, lr:2.5e-05 ∣ avg_100 : 32044.581054 ∣ critic_nllloss : 25860.633008 ∣ critic_ganloss : -130.555761 ∣ generator_nllloss : 5179.520703 ∣ generator_ganloss : 1046.570410 ∣     [  std_z : 1.01  real_sub_fake : 484.45 ]
[  epoch 0023/0040] 3140/4800, lr:2.5e-05 ∣ avg_100 : 32043.949235 ∣ critic_nllloss : 25828.668164 ∣ critic_ganloss : -123.010330 ∣ generator_nllloss : 5147.080273 ∣ generator_ganloss : 1050.125586 ∣     [  std_z : 1.00  real_sub_fake : 452.16 ]
[  epoch 0023/0040] 3150/4800, lr:2.5e-05 ∣ avg_100 : 32042.923449 ∣ critic_nllloss : 25894.836719 ∣ critic_ganloss : -117.737047 ∣ generator_nllloss : 5165.608008 ∣ generator_ganloss : 1038.304883 ∣     [  std_z : 0.99  real_sub_fake : 446.22 ]
[  epoch 0023/0040] 3160/4800, lr:2.5e-05 ∣ avg_100 : 32040.223854 ∣ critic_nllloss : 25712.233789 ∣ critic_ganloss : -116.887309 ∣ generator_nllloss : 5069.972266 ∣ generator_ganloss : 1049.309180 ∣     [  std_z : 0.98  real_sub_fake : 469.27 ]
[  epoch 0023/0040] 3170/4800, lr:2.5e-05 ∣ avg_100 : 32038.745423 ∣ critic_nllloss : 25869.393555 ∣ critic_ganloss : -159.176978 ∣ generator_nllloss : 5183.852539 ∣ generator_ganloss : 1030.223438 ∣     [  std_z : 0.98  real_sub_fake : 586.79 ]
[  epoch 0023/0040] 3180/4800, lr:2.5e-05 ∣ avg_100 : 32040.570415 ∣ critic_nllloss : 26108.054688 ∣ critic_ganloss : -158.407648 ∣ generator_nllloss : 5330.466016 ∣ generator_ganloss : 1040.131299 ∣     [  std_z : 0.99  real_sub_fake : 564.27 ]
[  epoch 0023/0040] 3190/4800, lr:2.5e-05 ∣ avg_100 : 32039.572707 ∣ critic_nllloss : 26005.462500 ∣ critic_ganloss : -178.773692 ∣ generator_nllloss : 5191.611719 ∣ generator_ganloss : 1040.549902 ∣     [  std_z : 1.00  real_sub_fake : 632.25 ]
[  epoch 0023/0040] 3200/4800, lr:2.5e-05 ∣ avg_100 : 32038.980381 ∣ critic_nllloss : 25841.660352 ∣ critic_ganloss : -135.040376 ∣ generator_nllloss : 5172.621484 ∣ generator_ganloss : 1045.301172 ∣     [  std_z : 1.00  real_sub_fake : 521.50 ]
[  epoch 0023/0040] 3210/4800, lr:2.5e-05 ∣ avg_100 : 32038.238432 ∣ critic_nllloss : 25941.597070 ∣ critic_ganloss : -156.507217 ∣ generator_nllloss : 5175.514453 ∣ generator_ganloss : 1022.014404 ∣     [  std_z : 1.00  real_sub_fake : 601.25 ]
[  epoch 0023/0040] 3220/4800, lr:2.5e-05 ∣ avg_100 : 32038.473215 ∣ critic_nllloss : 26046.322070 ∣ critic_ganloss : -160.819580 ∣ generator_nllloss : 5222.683984 ∣ generator_ganloss : 1051.844238 ∣     [  std_z : 0.99  real_sub_fake : 556.34 ]
[  epoch 0023/0040] 3230/4800, lr:2.5e-05 ∣ avg_100 : 32039.141510 ∣ critic_nllloss : 25928.299805 ∣ critic_ganloss : -126.694603 ∣ generator_nllloss : 5125.626367 ∣ generator_ganloss : 1046.250928 ∣     [  std_z : 0.99  real_sub_fake : 533.46 ]
[  epoch 0023/0040] 3240/4800, lr:2.5e-05 ∣ avg_100 : 32036.786485 ∣ critic_nllloss : 25947.630664 ∣ critic_ganloss : -164.354660 ∣ generator_nllloss : 5254.094531 ∣ generator_ganloss : 1047.631787 ∣     [  std_z : 0.99  real_sub_fake : 525.38 ]
[  epoch 0023/0040] 3250/4800, lr:2.5e-05 ∣ avg_100 : 32038.084982 ∣ critic_nllloss : 26092.728711 ∣ critic_ganloss : -180.062090 ∣ generator_nllloss : 5333.801367 ∣ generator_ganloss : 1041.559424 ∣     [  std_z : 0.99  real_sub_fake : 635.76 ]
[  epoch 0023/0040] 3260/4800, lr:2.5e-05 ∣ avg_100 : 32041.704298 ∣ critic_nllloss : 26031.324805 ∣ critic_ganloss : -116.566331 ∣ generator_nllloss : 5213.100195 ∣ generator_ganloss : 1055.017822 ∣     [  std_z : 1.00  real_sub_fake : 569.85 ]
[  epoch 0023/0040] 3270/4800, lr:2.5e-05 ∣ avg_100 : 32046.202163 ∣ critic_nllloss : 26116.901758 ∣ critic_ganloss : -100.317039 ∣ generator_nllloss : 5178.590039 ∣ generator_ganloss : 1057.756250 ∣     [  std_z : 1.00  real_sub_fake : 450.03 ]
[  epoch 0023/0040] 3280/4800, lr:2.5e-05 ∣ avg_100 : 32049.044463 ∣ critic_nllloss : 26044.501367 ∣ critic_ganloss : -100.748434 ∣ generator_nllloss : 5247.231641 ∣ generator_ganloss : 1053.966406 ∣     [  std_z : 1.00  real_sub_fake : 388.57 ]
[  epoch 0023/0040] 3290/4800, lr:2.5e-05 ∣ avg_100 : 32046.355261 ∣ critic_nllloss : 25975.554492 ∣ critic_ganloss : -109.788087 ∣ generator_nllloss : 5169.543359 ∣ generator_ganloss : 1042.551953 ∣     [  std_z : 0.99  real_sub_fake : 349.79 ]
[  epoch 0023/0040] 3300/4800, lr:2.5e-05 ∣ avg_100 : 32049.367209 ∣ critic_nllloss : 26073.136914 ∣ critic_ganloss : -141.183475 ∣ generator_nllloss : 5250.588672 ∣ generator_ganloss : 1029.533203 ∣     [  std_z : 0.99  real_sub_fake : 485.33 ]
[  epoch 0023/0040] 3310/4800, lr:2.5e-05 ∣ avg_100 : 32048.114327 ∣ critic_nllloss : 25879.952539 ∣ critic_ganloss : -134.847372 ∣ generator_nllloss : 5108.772852 ∣ generator_ganloss : 1052.565527 ∣     [  std_z : 0.99  real_sub_fake : 499.10 ]
[  epoch 0023/0040] 3320/4800, lr:2.5e-05 ∣ avg_100 : 32050.767544 ∣ critic_nllloss : 26167.129688 ∣ critic_ganloss : -165.237380 ∣ generator_nllloss : 5259.861914 ∣ generator_ganloss : 1044.425781 ∣     [  std_z : 0.99  real_sub_fake : 539.28 ]
[  epoch 0023/0040] 3330/4800, lr:2.5e-05 ∣ avg_100 : 32046.449108 ∣ critic_nllloss : 25712.123828 ∣ critic_ganloss : -138.798990 ∣ generator_nllloss : 5093.291406 ∣ generator_ganloss : 1054.137500 ∣     [  std_z : 0.99  real_sub_fake : 600.27 ]
[  epoch 0023/0040] 3340/4800, lr:2.5e-05 ∣ avg_100 : 32049.450708 ∣ critic_nllloss : 26118.003906 ∣ critic_ganloss : -132.754308 ∣ generator_nllloss : 5195.405859 ∣ generator_ganloss : 1061.927441 ∣     [  std_z : 1.00  real_sub_fake : 496.00 ]
[  epoch 0023/0040] 3350/4800, lr:2.5e-05 ∣ avg_100 : 32050.752574 ∣ critic_nllloss : 26084.772461 ∣ critic_ganloss : -121.730470 ∣ generator_nllloss : 5180.000391 ∣ generator_ganloss : 1044.765918 ∣     [  std_z : 1.00  real_sub_fake : 495.02 ]
[  epoch 0023/0040] 3360/4800, lr:2.5e-05 ∣ avg_100 : 32049.713726 ∣ critic_nllloss : 25898.101172 ∣ critic_ganloss : -143.153617 ∣ generator_nllloss : 5158.197852 ∣ generator_ganloss : 1046.581445 ∣     [  std_z : 1.00  real_sub_fake : 471.12 ]
[  epoch 0023/0040] 3370/4800, lr:2.5e-05 ∣ avg_100 : 32050.199643 ∣ critic_nllloss : 26134.725781 ∣ critic_ganloss : -148.259088 ∣ generator_nllloss : 5259.327344 ∣ generator_ganloss : 1055.224609 ∣     [  std_z : 0.99  real_sub_fake : 502.31 ]
[  epoch 0023/0040] 3380/4800, lr:2.5e-05 ∣ avg_100 : 32049.330906 ∣ critic_nllloss : 25931.375977 ∣ critic_ganloss : -145.330811 ∣ generator_nllloss : 5154.145703 ∣ generator_ganloss : 1058.517920 ∣     [  std_z : 0.99  real_sub_fake : 546.65 ]
[  epoch 0023/0040] 3390/4800, lr:2.5e-05 ∣ avg_100 : 32047.152924 ∣ critic_nllloss : 25921.693750 ∣ critic_ganloss : -176.267746 ∣ generator_nllloss : 5172.182031 ∣ generator_ganloss : 1042.787793 ∣     [  std_z : 0.98  real_sub_fake : 606.20 ]
[  epoch 0023/0040] 3400/4800, lr:2.5e-05 ∣ avg_100 : 32045.209540 ∣ critic_nllloss : 25888.835742 ∣ critic_ganloss : -159.096289 ∣ generator_nllloss : 5177.093750 ∣ generator_ganloss : 1045.930371 ∣     [  std_z : 1.00  real_sub_fake : 663.14 ]
[  epoch 0023/0040] 3410/4800, lr:2.5e-05 ∣ avg_100 : 32043.233281 ∣ critic_nllloss : 25868.634961 ∣ critic_ganloss : -164.453178 ∣ generator_nllloss : 5206.775000 ∣ generator_ganloss : 1042.351855 ∣     [  std_z : 1.00  real_sub_fake : 639.75 ]
[  epoch 0023/0040] 3420/4800, lr:2.5e-05 ∣ avg_100 : 32042.904094 ∣ critic_nllloss : 26021.118164 ∣ critic_ganloss : -158.058440 ∣ generator_nllloss : 5217.529688 ∣ generator_ganloss : 1045.930127 ∣     [  std_z : 1.00  real_sub_fake : 564.99 ]
[  epoch 0023/0040] 3430/4800, lr:2.5e-05 ∣ avg_100 : 32045.059027 ∣ critic_nllloss : 25871.566992 ∣ critic_ganloss : -145.799554 ∣ generator_nllloss : 5206.386523 ∣ generator_ganloss : 1037.635303 ∣     [  std_z : 0.99  real_sub_fake : 571.74 ]
[  epoch 0023/0040] 3440/4800, lr:2.5e-05 ∣ avg_100 : 32044.953102 ∣ critic_nllloss : 26026.062891 ∣ critic_ganloss : -139.162247 ∣ generator_nllloss : 5120.572461 ∣ generator_ganloss : 1048.140820 ∣     [  std_z : 0.98  real_sub_fake : 541.57 ]
[  epoch 0023/0040] 3450/4800, lr:2.5e-05 ∣ avg_100 : 32045.843198 ∣ critic_nllloss : 26052.180078 ∣ critic_ganloss : -162.462044 ∣ generator_nllloss : 5152.959375 ∣ generator_ganloss : 1040.353418 ∣     [  std_z : 0.98  real_sub_fake : 542.84 ]
[  epoch 0023/0040] 3460/4800, lr:2.5e-05 ∣ avg_100 : 32045.705196 ∣ critic_nllloss : 26064.311328 ∣ critic_ganloss : -148.333128 ∣ generator_nllloss : 5204.575195 ∣ generator_ganloss : 1066.052637 ∣     [  std_z : 1.00  real_sub_fake : 522.86 ]
[  epoch 0023/0040] 3470/4800, lr:2.5e-05 ∣ avg_100 : 32045.238085 ∣ critic_nllloss : 26047.837500 ∣ critic_ganloss : -143.538527 ∣ generator_nllloss : 5158.893945 ∣ generator_ganloss : 1050.426758 ∣     [  std_z : 1.00  real_sub_fake : 657.13 ]
[  epoch 0023/0040] 3480/4800, lr:2.5e-05 ∣ avg_100 : 32044.897992 ∣ critic_nllloss : 26021.465820 ∣ critic_ganloss : -126.196855 ∣ generator_nllloss : 5164.748438 ∣ generator_ganloss : 1086.206152 ∣     [  std_z : 1.00  real_sub_fake : 488.02 ]
[  epoch 0023/0040] 3490/4800, lr:2.5e-05 ∣ avg_100 : 32045.839178 ∣ critic_nllloss : 25830.289648 ∣ critic_ganloss : -167.883890 ∣ generator_nllloss : 5169.688672 ∣ generator_ganloss : 1034.249023 ∣     [  std_z : 1.00  real_sub_fake : 536.01 ]
[  epoch 0023/0040] 3500/4800, lr:2.5e-05 ∣ avg_100 : 32047.783154 ∣ critic_nllloss : 26079.722656 ∣ critic_ganloss : -155.076553 ∣ generator_nllloss : 5145.000781 ∣ generator_ganloss : 1051.423877 ∣     [  std_z : 1.00  real_sub_fake : 551.26 ]
[  epoch 0023/0040] 3510/4800, lr:2.5e-05 ∣ avg_100 : 32049.658655 ∣ critic_nllloss : 25981.533984 ∣ critic_ganloss : -162.482468 ∣ generator_nllloss : 5150.697656 ∣ generator_ganloss : 1052.580029 ∣     [  std_z : 0.99  real_sub_fake : 604.04 ]
[  epoch 0023/0040] 3520/4800, lr:2.5e-05 ∣ avg_100 : 32046.209342 ∣ critic_nllloss : 25918.937500 ∣ critic_ganloss : -197.828529 ∣ generator_nllloss : 5181.625586 ∣ generator_ganloss : 1043.741016 ∣     [  std_z : 1.00  real_sub_fake : 675.98 ]
[  epoch 0023/0040] 3530/4800, lr:2.5e-05 ∣ avg_100 : 32042.972748 ∣ critic_nllloss : 25752.534180 ∣ critic_ganloss : -151.114867 ∣ generator_nllloss : 5179.614453 ∣ generator_ganloss : 1058.963818 ∣     [  std_z : 1.00  real_sub_fake : 648.02 ]
[  epoch 0023/0040] 3540/4800, lr:2.5e-05 ∣ avg_100 : 32041.686887 ∣ critic_nllloss : 25842.180078 ∣ critic_ganloss : -159.420376 ∣ generator_nllloss : 5157.622656 ∣ generator_ganloss : 1038.784766 ∣     [  std_z : 1.00  real_sub_fake : 535.12 ]
[  epoch 0023/0040] 3550/4800, lr:2.5e-05 ∣ avg_100 : 32042.873985 ∣ critic_nllloss : 25876.394922 ∣ critic_ganloss : -100.389978 ∣ generator_nllloss : 5234.691797 ∣ generator_ganloss : 1059.547607 ∣     [  std_z : 0.99  real_sub_fake : 471.16 ]
[  epoch 0023/0040] 3560/4800, lr:2.5e-05 ∣ avg_100 : 32040.142335 ∣ critic_nllloss : 25902.091602 ∣ critic_ganloss : -129.127036 ∣ generator_nllloss : 5126.719531 ∣ generator_ganloss : 1049.957568 ∣     [  std_z : 0.99  real_sub_fake : 392.58 ]
[  epoch 0023/0040] 3570/4800, lr:2.5e-05 ∣ avg_100 : 32038.031316 ∣ critic_nllloss : 25946.872656 ∣ critic_ganloss : -131.806065 ∣ generator_nllloss : 5165.384375 ∣ generator_ganloss : 1018.251758 ∣     [  std_z : 0.98  real_sub_fake : 549.04 ]
[  epoch 0023/0040] 3580/4800, lr:2.5e-05 ∣ avg_100 : 32038.015772 ∣ critic_nllloss : 25836.960156 ∣ critic_ganloss : -155.394095 ∣ generator_nllloss : 5286.853516 ∣ generator_ganloss : 1045.661719 ∣     [  std_z : 0.98  real_sub_fake : 550.80 ]
[  epoch 0023/0040] 3590/4800, lr:2.5e-05 ∣ avg_100 : 32039.313175 ∣ critic_nllloss : 25985.108984 ∣ critic_ganloss : -191.371999 ∣ generator_nllloss : 5209.026563 ∣ generator_ganloss : 1055.276465 ∣     [  std_z : 0.99  real_sub_fake : 657.72 ]
[  epoch 0023/0040] 3600/4800, lr:2.5e-05 ∣ avg_100 : 32042.244771 ∣ critic_nllloss : 26003.661328 ∣ critic_ganloss : -53.353656 ∣ generator_nllloss : 5151.188281 ∣ generator_ganloss : 1088.227979 ∣  [  std_z : 0.99  real_sub_fake : 482.70 ]
[  epoch 0023/0040] 3610/4800, lr:2.5e-05 ∣ avg_100 : 32044.184662 ∣ critic_nllloss : 25985.701758 ∣ critic_ganloss : -50.240768 ∣ generator_nllloss : 5236.662500 ∣ generator_ganloss : 1097.660205 ∣  [  std_z : 0.99  real_sub_fake : 200.82 ]
[  epoch 0023/0040] 3620/4800, lr:2.5e-05 ∣ avg_100 : 32046.920946 ∣ critic_nllloss : 26232.994531 ∣ critic_ganloss : -83.533514 ∣ generator_nllloss : 5273.738672 ∣ generator_ganloss : 1071.905713 ∣  [  std_z : 1.00  real_sub_fake : 245.64 ]
[  epoch 0023/0040] 3630/4800, lr:2.5e-05 ∣ avg_100 : 32046.602617 ∣ critic_nllloss : 25760.843945 ∣ critic_ganloss : -105.719103 ∣ generator_nllloss : 5170.088867 ∣ generator_ganloss : 1045.704004 ∣     [  std_z : 1.00  real_sub_fake : 373.21 ]
[  epoch 0023/0040] 3640/4800, lr:2.5e-05 ∣ avg_100 : 32046.329703 ∣ critic_nllloss : 25939.273828 ∣ critic_ganloss : -120.321584 ∣ generator_nllloss : 5074.035156 ∣ generator_ganloss : 1051.926855 ∣     [  std_z : 0.99  real_sub_fake : 428.17 ]
[  epoch 0023/0040] 3650/4800, lr:2.5e-05 ∣ avg_100 : 32049.293945 ∣ critic_nllloss : 25951.495508 ∣ critic_ganloss : -101.613276 ∣ generator_nllloss : 5094.671680 ∣ generator_ganloss : 1064.487646 ∣     [  std_z : 0.99  real_sub_fake : 363.38 ]
[  epoch 0023/0040] 3660/4800, lr:2.5e-05 ∣ avg_100 : 32047.654863 ∣ critic_nllloss : 25771.350586 ∣ critic_ganloss : -145.565883 ∣ generator_nllloss : 5146.018945 ∣ generator_ganloss : 1061.727295 ∣     [  std_z : 0.99  real_sub_fake : 422.32 ]
[  epoch 0023/0040] 3670/4800, lr:2.5e-05 ∣ avg_100 : 32049.229791 ∣ critic_nllloss : 26018.174609 ∣ critic_ganloss : -143.369475 ∣ generator_nllloss : 5233.981055 ∣ generator_ganloss : 1052.479590 ∣     [  std_z : 0.99  real_sub_fake : 610.33 ]
[  epoch 0023/0040] 3680/4800, lr:2.5e-05 ∣ avg_100 : 32046.075137 ∣ critic_nllloss : 25779.333398 ∣ critic_ganloss : -149.374332 ∣ generator_nllloss : 5133.832031 ∣ generator_ganloss : 1071.639014 ∣     [  std_z : 0.99  real_sub_fake : 563.44 ]
[  epoch 0023/0040] 3690/4800, lr:2.5e-05 ∣ avg_100 : 32052.562969 ∣ critic_nllloss : 26187.091406 ∣ critic_ganloss : -139.252673 ∣ generator_nllloss : 5272.641992 ∣ generator_ganloss : 1064.702148 ∣     [  std_z : 0.99  real_sub_fake : 582.17 ]
[  epoch 0023/0040] 3700/4800, lr:2.5e-05 ∣ avg_100 : 32053.176215 ∣ critic_nllloss : 25893.135937 ∣ critic_ganloss : -139.991872 ∣ generator_nllloss : 5246.943945 ∣ generator_ganloss : 1049.293311 ∣     [  std_z : 0.99  real_sub_fake : 475.17 ]
[  epoch 0023/0040] 3710/4800, lr:2.5e-05 ∣ avg_100 : 32054.544866 ∣ critic_nllloss : 25895.429297 ∣ critic_ganloss : -116.542741 ∣ generator_nllloss : 5157.666797 ∣ generator_ganloss : 1064.593555 ∣     [  std_z : 1.00  real_sub_fake : 453.75 ]
[  epoch 0023/0040] 3720/4800, lr:2.5e-05 ∣ avg_100 : 32055.817592 ∣ critic_nllloss : 26010.796875 ∣ critic_ganloss : -129.869681 ∣ generator_nllloss : 5234.143750 ∣ generator_ganloss : 1050.943848 ∣     [  std_z : 1.00  real_sub_fake : 448.73 ]
[  epoch 0023/0040] 3730/4800, lr:2.5e-05 ∣ avg_100 : 32054.816916 ∣ critic_nllloss : 25795.370703 ∣ critic_ganloss : -154.440155 ∣ generator_nllloss : 5246.577930 ∣ generator_ganloss : 1027.494824 ∣     [  std_z : 0.99  real_sub_fake : 503.09 ]
[  epoch 0023/0040] 3740/4800, lr:2.5e-05 ∣ avg_100 : 32052.303487 ∣ critic_nllloss : 26015.090820 ∣ critic_ganloss : -171.874496 ∣ generator_nllloss : 5221.924414 ∣ generator_ganloss : 1041.191504 ∣     [  std_z : 0.99  real_sub_fake : 608.65 ]
[  epoch 0023/0040] 3750/4800, lr:2.5e-05 ∣ avg_100 : 32048.404690 ∣ critic_nllloss : 25720.924414 ∣ critic_ganloss : -115.640449 ∣ generator_nllloss : 5135.390430 ∣ generator_ganloss : 1059.688916 ∣     [  std_z : 0.99  real_sub_fake : 516.05 ]
[  epoch 0023/0040] 3760/4800, lr:2.5e-05 ∣ avg_100 : 32048.870991 ∣ critic_nllloss : 25910.978711 ∣ critic_ganloss : -126.569241 ∣ generator_nllloss : 5194.543359 ∣ generator_ganloss : 1061.471729 ∣     [  std_z : 1.00  real_sub_fake : 489.43 ]
[  epoch 0023/0040] 3770/4800, lr:2.5e-05 ∣ avg_100 : 32050.471069 ∣ critic_nllloss : 25991.321484 ∣ critic_ganloss : -125.506499 ∣ generator_nllloss : 5108.242188 ∣ generator_ganloss : 1065.528662 ∣     [  std_z : 0.99  real_sub_fake : 440.53 ]
[  epoch 0023/0040] 3780/4800, lr:2.5e-05 ∣ avg_100 : 32050.925723 ∣ critic_nllloss : 26077.712109 ∣ critic_ganloss : -120.636579 ∣ generator_nllloss : 5242.252344 ∣ generator_ganloss : 1062.301270 ∣     [  std_z : 0.99  real_sub_fake : 528.77 ]
[  epoch 0023/0040] 3790/4800, lr:2.5e-05 ∣ avg_100 : 32051.838371 ∣ critic_nllloss : 26105.983984 ∣ critic_ganloss : -151.872186 ∣ generator_nllloss : 5200.560938 ∣ generator_ganloss : 1049.098828 ∣     [  std_z : 0.99  real_sub_fake : 502.18 ]
[  epoch 0023/0040] 3800/4800, lr:2.5e-05 ∣ avg_100 : 32054.947600 ∣ critic_nllloss : 26114.027930 ∣ critic_ganloss : -152.277695 ∣ generator_nllloss : 5273.169531 ∣ generator_ganloss : 1045.366699 ∣     [  std_z : 0.99  real_sub_fake : 608.78 ]
[  epoch 0023/0040] 3810/4800, lr:2.5e-05 ∣ avg_100 : 32055.979316 ∣ critic_nllloss : 26070.012891 ∣ critic_ganloss : -132.029871 ∣ generator_nllloss : 5124.354492 ∣ generator_ganloss : 1058.397900 ∣     [  std_z : 1.00  real_sub_fake : 552.94 ]
[  epoch 0023/0040] 3820/4800, lr:2.5e-05 ∣ avg_100 : 32054.486696 ∣ critic_nllloss : 25906.739453 ∣ critic_ganloss : -159.881700 ∣ generator_nllloss : 5085.358594 ∣ generator_ganloss : 1046.942090 ∣     [  std_z : 1.01  real_sub_fake : 529.59 ]
[  epoch 0023/0040] 3830/4800, lr:2.5e-05 ∣ avg_100 : 32056.684318 ∣ critic_nllloss : 26090.765820 ∣ critic_ganloss : -143.653304 ∣ generator_nllloss : 5231.284570 ∣ generator_ganloss : 1024.894824 ∣     [  std_z : 1.01  real_sub_fake : 577.52 ]
[  epoch 0023/0040] 3840/4800, lr:2.5e-05 ∣ avg_100 : 32053.371372 ∣ critic_nllloss : 25894.841016 ∣ critic_ganloss : -138.371574 ∣ generator_nllloss : 5226.579297 ∣ generator_ganloss : 1048.055176 ∣     [  std_z : 0.99  real_sub_fake : 540.93 ]
[  epoch 0023/0040] 3850/4800, lr:2.5e-05 ∣ avg_100 : 32051.607523 ∣ critic_nllloss : 25944.603516 ∣ critic_ganloss : -162.143575 ∣ generator_nllloss : 5137.144531 ∣ generator_ganloss : 1028.235059 ∣     [  std_z : 0.99  real_sub_fake : 510.82 ]
[  epoch 0023/0040] 3860/4800, lr:2.5e-05 ∣ avg_100 : 32047.900766 ∣ critic_nllloss : 25881.470508 ∣ critic_ganloss : -151.089291 ∣ generator_nllloss : 5082.915234 ∣ generator_ganloss : 1029.784912 ∣     [  std_z : 0.99  real_sub_fake : 668.12 ]
[  epoch 0023/0040] 3870/4800, lr:2.5e-05 ∣ avg_100 : 32048.275576 ∣ critic_nllloss : 25982.447656 ∣ critic_ganloss : -137.826363 ∣ generator_nllloss : 5193.334180 ∣ generator_ganloss : 1048.954736 ∣     [  std_z : 1.00  real_sub_fake : 564.60 ]
[  epoch 0023/0040] 3880/4800, lr:2.5e-05 ∣ avg_100 : 32046.557556 ∣ critic_nllloss : 25660.281445 ∣ critic_ganloss : -110.897849 ∣ generator_nllloss : 5200.599414 ∣ generator_ganloss : 1045.060742 ∣     [  std_z : 1.00  real_sub_fake : 458.46 ]
[  epoch 0023/0040] 3890/4800, lr:2.5e-05 ∣ avg_100 : 32049.782955 ∣ critic_nllloss : 25984.721094 ∣ critic_ganloss : -155.610119 ∣ generator_nllloss : 5225.180078 ∣ generator_ganloss : 1038.829199 ∣     [  std_z : 1.00  real_sub_fake : 470.41 ]
[  epoch 0023/0040] 3900/4800, lr:2.5e-05 ∣ avg_100 : 32050.386753 ∣ critic_nllloss : 26054.326562 ∣ critic_ganloss : -189.057465 ∣ generator_nllloss : 5132.715234 ∣ generator_ganloss : 1027.045508 ∣     [  std_z : 0.99  real_sub_fake : 649.13 ]
[  epoch 0023/0040] 3910/4800, lr:2.5e-05 ∣ avg_100 : 32047.374055 ∣ critic_nllloss : 25794.084570 ∣ critic_ganloss : -192.911090 ∣ generator_nllloss : 5126.676953 ∣ generator_ganloss : 1045.325342 ∣     [  std_z : 0.99  real_sub_fake : 702.13 ]
[  epoch 0023/0040] 3920/4800, lr:2.5e-05 ∣ avg_100 : 32049.135393 ∣ critic_nllloss : 26004.513281 ∣ critic_ganloss : -141.002473 ∣ generator_nllloss : 5164.024609 ∣ generator_ganloss : 1061.821240 ∣     [  std_z : 0.98  real_sub_fake : 661.78 ]
[  epoch 0023/0040] 3930/4800, lr:2.5e-05 ∣ avg_100 : 32047.546206 ∣ critic_nllloss : 25818.566016 ∣ critic_ganloss : -154.422125 ∣ generator_nllloss : 5166.993555 ∣ generator_ganloss : 1038.237451 ∣     [  std_z : 0.99  real_sub_fake : 559.72 ]
[  epoch 0023/0040] 3940/4800, lr:2.5e-05 ∣ avg_100 : 32050.603081 ∣ critic_nllloss : 26026.983398 ∣ critic_ganloss : -87.598755 ∣ generator_nllloss : 5308.215625 ∣ generator_ganloss : 1059.747021 ∣  [  std_z : 1.00  real_sub_fake : 472.89 ]
[  epoch 0023/0040] 3950/4800, lr:2.5e-05 ∣ avg_100 : 32049.566208 ∣ critic_nllloss : 25916.200781 ∣ critic_ganloss : -107.239275 ∣ generator_nllloss : 5043.577734 ∣ generator_ganloss : 1048.267871 ∣     [  std_z : 1.00  real_sub_fake : 418.26 ]
[  epoch 0023/0040] 3960/4800, lr:2.5e-05 ∣ avg_100 : 32050.184761 ∣ critic_nllloss : 26048.341602 ∣ critic_ganloss : -143.260160 ∣ generator_nllloss : 5163.855078 ∣ generator_ganloss : 1033.840918 ∣     [  std_z : 1.00  real_sub_fake : 452.52 ]
[  epoch 0023/0040] 3970/4800, lr:2.5e-05 ∣ avg_100 : 32049.086963 ∣ critic_nllloss : 25845.581055 ∣ critic_ganloss : -167.047200 ∣ generator_nllloss : 5156.541016 ∣ generator_ganloss : 1038.739355 ∣     [  std_z : 0.99  real_sub_fake : 469.44 ]
[  epoch 0023/0040] 3980/4800, lr:2.5e-05 ∣ avg_100 : 32048.596480 ∣ critic_nllloss : 26066.932617 ∣ critic_ganloss : -143.679396 ∣ generator_nllloss : 5180.768359 ∣ generator_ganloss : 1051.592432 ∣     [  std_z : 0.98  real_sub_fake : 508.81 ]
[  epoch 0023/0040] 3990/4800, lr:2.5e-05 ∣ avg_100 : 32048.922260 ∣ critic_nllloss : 25986.929297 ∣ critic_ganloss : -147.152293 ∣ generator_nllloss : 5235.690625 ∣ generator_ganloss : 1045.689697 ∣     [  std_z : 0.99  real_sub_fake : 571.34 ]
[  epoch 0023/0040] 4000/4800, lr:2.5e-05 ∣ avg_100 : 32046.527546 ∣ critic_nllloss : 25800.321289 ∣ critic_ganloss : -120.724948 ∣ generator_nllloss : 5125.961523 ∣ generator_ganloss : 1061.734375 ∣     [  std_z : 1.00  real_sub_fake : 486.89 ]
[  epoch 0023/0040] 4010/4800, lr:2.5e-05 ∣ avg_100 : 32051.235726 ∣ critic_nllloss : 26127.369922 ∣ critic_ganloss : -154.831290 ∣ generator_nllloss : 5337.397461 ∣ generator_ganloss : 1052.734180 ∣     [  std_z : 1.00  real_sub_fake : 528.04 ]
[  epoch 0023/0040] 4020/4800, lr:2.5e-05 ∣ avg_100 : 32050.091348 ∣ critic_nllloss : 26029.741016 ∣ critic_ganloss : -163.824094 ∣ generator_nllloss : 5197.000000 ∣ generator_ganloss : 1048.745361 ∣     [  std_z : 1.00  real_sub_fake : 546.39 ]
[  epoch 0023/0040] 4030/4800, lr:2.5e-05 ∣ avg_100 : 32048.708292 ∣ critic_nllloss : 25779.521094 ∣ critic_ganloss : -132.062222 ∣ generator_nllloss : 5139.382617 ∣ generator_ganloss : 1052.877588 ∣     [  std_z : 0.99  real_sub_fake : 591.88 ]
[  epoch 0023/0040] 4040/4800, lr:2.5e-05 ∣ avg_100 : 32048.661529 ∣ critic_nllloss : 26045.316016 ∣ critic_ganloss : -163.617250 ∣ generator_nllloss : 5273.365820 ∣ generator_ganloss : 1053.026807 ∣     [  std_z : 0.99  real_sub_fake : 622.19 ]
[  epoch 0023/0040] 4050/4800, lr:2.5e-05 ∣ avg_100 : 32047.030824 ∣ critic_nllloss : 25854.237695 ∣ critic_ganloss : -172.900104 ∣ generator_nllloss : 5192.417773 ∣ generator_ganloss : 1052.251807 ∣     [  std_z : 0.99  real_sub_fake : 613.39 ]
[  epoch 0023/0040] 4060/4800, lr:2.5e-05 ∣ avg_100 : 32047.905719 ∣ critic_nllloss : 26118.448633 ∣ critic_ganloss : -106.391319 ∣ generator_nllloss : 5307.533398 ∣ generator_ganloss : 1034.774658 ∣     [  std_z : 0.99  real_sub_fake : 515.27 ]
[  epoch 0023/0040] 4070/4800, lr:2.5e-05 ∣ avg_100 : 32048.727652 ∣ critic_nllloss : 25933.999414 ∣ critic_ganloss : -74.694554 ∣ generator_nllloss : 5195.302734 ∣ generator_ganloss : 1054.293896 ∣  [  std_z : 0.99  real_sub_fake : 404.69 ]
[  epoch 0023/0040] 4080/4800, lr:2.5e-05 ∣ avg_100 : 32050.436795 ∣ critic_nllloss : 25875.871875 ∣ critic_ganloss : -144.629683 ∣ generator_nllloss : 5093.808594 ∣ generator_ganloss : 1058.998877 ∣     [  std_z : 1.00  real_sub_fake : 468.94 ]
[  epoch 0023/0040] 4090/4800, lr:2.5e-05 ∣ avg_100 : 32051.441603 ∣ critic_nllloss : 26109.853906 ∣ critic_ganloss : -224.981035 ∣ generator_nllloss : 5263.021680 ∣ generator_ganloss : 1027.065967 ∣     [  std_z : 1.00  real_sub_fake : 663.73 ]
[  epoch 0023/0040] 4100/4800, lr:2.5e-05 ∣ avg_100 : 32049.984324 ∣ critic_nllloss : 25968.011719 ∣ critic_ganloss : -64.847674 ∣ generator_nllloss : 5154.741406 ∣ generator_ganloss : 1061.074951 ∣  [  std_z : 1.00  real_sub_fake : 593.43 ]
[  epoch 0023/0040] 4110/4800, lr:2.5e-05 ∣ avg_100 : 32053.670729 ∣ critic_nllloss : 25925.030273 ∣ critic_ganloss : -30.584735 ∣ generator_nllloss : 5185.670703 ∣ generator_ganloss : 1084.177539 ∣  [  std_z : 0.98  real_sub_fake : 138.31 ]
[  epoch 0023/0040] 4120/4800, lr:2.5e-05 ∣ avg_100 : 32053.907990 ∣ critic_nllloss : 25849.232422 ∣ critic_ganloss : -44.466904 ∣ generator_nllloss : 5145.183008 ∣ generator_ganloss : 1062.634668 ∣  [  std_z : 0.98  real_sub_fake : 156.06 ]
[  epoch 0023/0040] 4130/4800, lr:2.5e-05 ∣ avg_100 : 32054.744968 ∣ critic_nllloss : 25934.406250 ∣ critic_ganloss : -118.790269 ∣ generator_nllloss : 5194.107813 ∣ generator_ganloss : 1030.142432 ∣     [  std_z : 1.00  real_sub_fake : 300.70 ]
[  epoch 0023/0040] 4140/4800, lr:2.5e-05 ∣ avg_100 : 32056.216880 ∣ critic_nllloss : 25994.339453 ∣ critic_ganloss : -123.224632 ∣ generator_nllloss : 5187.616406 ∣ generator_ganloss : 991.323633 ∣  [  std_z : 1.01  real_sub_fake : 486.60 ]
[  epoch 0023/0040] 4150/4800, lr:2.5e-05 ∣ avg_100 : 32056.439593 ∣ critic_nllloss : 25931.730273 ∣ critic_ganloss : -105.131045 ∣ generator_nllloss : 5153.200977 ∣ generator_ganloss : 1023.483643 ∣     [  std_z : 1.00  real_sub_fake : 436.63 ]
[  epoch 0023/0040] 4160/4800, lr:2.5e-05 ∣ avg_100 : 32059.744787 ∣ critic_nllloss : 25991.785352 ∣ critic_ganloss : -158.849603 ∣ generator_nllloss : 5186.458203 ∣ generator_ganloss : 1025.753418 ∣     [  std_z : 0.99  real_sub_fake : 439.22 ]
[  epoch 0023/0040] 4170/4800, lr:2.5e-05 ∣ avg_100 : 32060.587652 ∣ critic_nllloss : 25918.423633 ∣ critic_ganloss : -121.239037 ∣ generator_nllloss : 5180.935938 ∣ generator_ganloss : 1030.458496 ∣     [  std_z : 0.98  real_sub_fake : 487.08 ]
[  epoch 0023/0040] 4180/4800, lr:2.5e-05 ∣ avg_100 : 32056.583452 ∣ critic_nllloss : 25841.329102 ∣ critic_ganloss : -178.555396 ∣ generator_nllloss : 5210.257812 ∣ generator_ganloss : 1046.792822 ∣     [  std_z : 0.98  real_sub_fake : 515.62 ]
[  epoch 0023/0040] 4190/4800, lr:2.5e-05 ∣ avg_100 : 32059.518928 ∣ critic_nllloss : 26218.456836 ∣ critic_ganloss : -152.681992 ∣ generator_nllloss : 5248.247656 ∣ generator_ganloss : 1038.375537 ∣     [  std_z : 0.99  real_sub_fake : 584.97 ]
[  epoch 0023/0040] 4200/4800, lr:2.5e-05 ∣ avg_100 : 32060.493133 ∣ critic_nllloss : 25939.653711 ∣ critic_ganloss : -120.923186 ∣ generator_nllloss : 5130.641016 ∣ generator_ganloss : 1072.591602 ∣     [  std_z : 1.00  real_sub_fake : 484.16 ]
[  epoch 0023/0040] 4210/4800, lr:2.5e-05 ∣ avg_100 : 32060.971439 ∣ critic_nllloss : 25920.729102 ∣ critic_ganloss : -154.001730 ∣ generator_nllloss : 5229.977148 ∣ generator_ganloss : 1033.744775 ∣     [  std_z : 1.00  real_sub_fake : 606.77 ]
[  epoch 0023/0040] 4220/4800, lr:2.5e-05 ∣ avg_100 : 32057.446074 ∣ critic_nllloss : 25775.588281 ∣ critic_ganloss : -155.964426 ∣ generator_nllloss : 5111.257031 ∣ generator_ganloss : 1076.613379 ∣     [  std_z : 0.99  real_sub_fake : 500.70 ]
[  epoch 0023/0040] 4230/4800, lr:2.5e-05 ∣ avg_100 : 32057.427328 ∣ critic_nllloss : 25826.280664 ∣ critic_ganloss : -141.399290 ∣ generator_nllloss : 5234.070703 ∣ generator_ganloss : 1052.655762 ∣     [  std_z : 0.98  real_sub_fake : 582.91 ]
[  epoch 0023/0040] 4240/4800, lr:2.5e-05 ∣ avg_100 : 32054.759462 ∣ critic_nllloss : 25776.530273 ∣ critic_ganloss : -120.118398 ∣ generator_nllloss : 5086.747266 ∣ generator_ganloss : 1075.056543 ∣     [  std_z : 0.99  real_sub_fake : 482.29 ]
[  epoch 0023/0040] 4250/4800, lr:2.5e-05 ∣ avg_100 : 32053.904657 ∣ critic_nllloss : 26108.674219 ∣ critic_ganloss : -132.573881 ∣ generator_nllloss : 5164.336914 ∣ generator_ganloss : 1062.109717 ∣     [  std_z : 1.00  real_sub_fake : 491.21 ]
[  epoch 0023/0040] 4260/4800, lr:2.5e-05 ∣ avg_100 : 32050.928562 ∣ critic_nllloss : 25790.913281 ∣ critic_ganloss : -140.356190 ∣ generator_nllloss : 5173.925000 ∣ generator_ganloss : 1060.784863 ∣     [  std_z : 1.00  real_sub_fake : 485.66 ]
[  epoch 0023/0040] 4270/4800, lr:2.5e-05 ∣ avg_100 : 32051.047950 ∣ critic_nllloss : 26045.013086 ∣ critic_ganloss : -159.557205 ∣ generator_nllloss : 5333.914062 ∣ generator_ganloss : 1045.499902 ∣     [  std_z : 1.00  real_sub_fake : 605.31 ]
[  epoch 0023/0040] 4280/4800, lr:2.5e-05 ∣ avg_100 : 32048.061809 ∣ critic_nllloss : 25845.192188 ∣ critic_ganloss : -159.795538 ∣ generator_nllloss : 5198.195312 ∣ generator_ganloss : 1062.744922 ∣     [  std_z : 0.99  real_sub_fake : 565.56 ]
[  epoch 0023/0040] 4290/4800, lr:2.5e-05 ∣ avg_100 : 32044.247745 ∣ critic_nllloss : 25711.142969 ∣ critic_ganloss : -147.494130 ∣ generator_nllloss : 5081.522656 ∣ generator_ganloss : 1051.283789 ∣     [  std_z : 0.99  real_sub_fake : 615.70 ]
[  epoch 0023/0040] 4300/4800, lr:2.5e-05 ∣ avg_100 : 32045.024830 ∣ critic_nllloss : 26059.439648 ∣ critic_ganloss : -116.976968 ∣ generator_nllloss : 5286.943750 ∣ generator_ganloss : 1060.377393 ∣     [  std_z : 0.99  real_sub_fake : 542.14 ]
[  epoch 0023/0040] 4310/4800, lr:2.5e-05 ∣ avg_100 : 32043.517917 ∣ critic_nllloss : 25763.512891 ∣ critic_ganloss : -152.684424 ∣ generator_nllloss : 5107.291406 ∣ generator_ganloss : 1037.632373 ∣     [  std_z : 0.99  real_sub_fake : 450.77 ]
[  epoch 0023/0040] 4320/4800, lr:2.5e-05 ∣ avg_100 : 32039.755219 ∣ critic_nllloss : 25822.598242 ∣ critic_ganloss : -133.551314 ∣ generator_nllloss : 5206.293750 ∣ generator_ganloss : 1034.569531 ∣     [  std_z : 0.99  real_sub_fake : 540.21 ]
[  epoch 0023/0040] 4330/4800, lr:2.5e-05 ∣ avg_100 : 32042.883033 ∣ critic_nllloss : 25933.200586 ∣ critic_ganloss : -164.490088 ∣ generator_nllloss : 5236.461719 ∣ generator_ganloss : 1028.362939 ∣     [  std_z : 0.99  real_sub_fake : 569.40 ]
[  epoch 0023/0040] 4340/4800, lr:2.5e-05 ∣ avg_100 : 32041.990474 ∣ critic_nllloss : 25995.461133 ∣ critic_ganloss : -108.121576 ∣ generator_nllloss : 5210.837695 ∣ generator_ganloss : 1055.149707 ∣     [  std_z : 0.99  real_sub_fake : 587.53 ]
[  epoch 0023/0040] 4350/4800, lr:2.5e-05 ∣ avg_100 : 32042.407801 ∣ critic_nllloss : 26061.077539 ∣ critic_ganloss : -138.631784 ∣ generator_nllloss : 5251.135547 ∣ generator_ganloss : 1055.959766 ∣     [  std_z : 0.99  real_sub_fake : 495.91 ]
[  epoch 0023/0040] 4360/4800, lr:2.5e-05 ∣ avg_100 : 32044.519921 ∣ critic_nllloss : 26069.034766 ∣ critic_ganloss : -159.239775 ∣ generator_nllloss : 5207.399609 ∣ generator_ganloss : 1053.744238 ∣     [  std_z : 0.99  real_sub_fake : 531.54 ]
[  epoch 0023/0040] 4370/4800, lr:2.5e-05 ∣ avg_100 : 32042.912924 ∣ critic_nllloss : 25946.347656 ∣ critic_ganloss : -110.938812 ∣ generator_nllloss : 5245.345312 ∣ generator_ganloss : 1059.564746 ∣     [  std_z : 1.00  real_sub_fake : 484.04 ]
[  epoch 0023/0040] 4380/4800, lr:2.5e-05 ∣ avg_100 : 32043.691169 ∣ critic_nllloss : 25928.527148 ∣ critic_ganloss : -130.870777 ∣ generator_nllloss : 5217.512500 ∣ generator_ganloss : 1061.364453 ∣     [  std_z : 1.00  real_sub_fake : 437.29 ]
[  epoch 0023/0040] 4390/4800, lr:2.5e-05 ∣ avg_100 : 32043.040444 ∣ critic_nllloss : 25870.919336 ∣ critic_ganloss : -148.209721 ∣ generator_nllloss : 5116.212305 ∣ generator_ganloss : 1056.401367 ∣     [  std_z : 1.00  real_sub_fake : 492.11 ]
[  epoch 0023/0040] 4400/4800, lr:2.5e-05 ∣ avg_100 : 32042.824028 ∣ critic_nllloss : 25888.841797 ∣ critic_ganloss : -156.084827 ∣ generator_nllloss : 5142.877930 ∣ generator_ganloss : 1055.487061 ∣     [  std_z : 0.99  real_sub_fake : 518.35 ]
[  epoch 0023/0040] 4410/4800, lr:2.5e-05 ∣ avg_100 : 32039.997504 ∣ critic_nllloss : 25641.250195 ∣ critic_ganloss : -122.375742 ∣ generator_nllloss : 5114.678906 ∣ generator_ganloss : 1037.102930 ∣     [  std_z : 0.99  real_sub_fake : 505.69 ]
[  epoch 0023/0040] 4420/4800, lr:2.5e-05 ∣ avg_100 : 32041.185367 ∣ critic_nllloss : 26207.298242 ∣ critic_ganloss : -170.944559 ∣ generator_nllloss : 5174.515430 ∣ generator_ganloss : 1034.436670 ∣     [  std_z : 0.99  real_sub_fake : 617.40 ]
[  epoch 0023/0040] 4430/4800, lr:2.5e-05 ∣ avg_100 : 32044.125331 ∣ critic_nllloss : 26106.278516 ∣ critic_ganloss : -145.430733 ∣ generator_nllloss : 5253.813867 ∣ generator_ganloss : 1049.124072 ∣     [  std_z : 0.99  real_sub_fake : 521.03 ]
[  epoch 0023/0040] 4440/4800, lr:2.5e-05 ∣ avg_100 : 32044.697607 ∣ critic_nllloss : 25999.030859 ∣ critic_ganloss : -156.635063 ∣ generator_nllloss : 5211.289844 ∣ generator_ganloss : 1059.155859 ∣     [  std_z : 0.99  real_sub_fake : 535.37 ]
[  epoch 0023/0040] 4450/4800, lr:2.5e-05 ∣ avg_100 : 32042.843696 ∣ critic_nllloss : 25796.951953 ∣ critic_ganloss : -138.547614 ∣ generator_nllloss : 5179.249023 ∣ generator_ganloss : 1059.986328 ∣     [  std_z : 0.99  real_sub_fake : 526.65 ]
[  epoch 0023/0040] 4460/4800, lr:2.5e-05 ∣ avg_100 : 32043.331122 ∣ critic_nllloss : 25959.104687 ∣ critic_ganloss : -95.052522 ∣ generator_nllloss : 5299.147656 ∣ generator_ganloss : 1072.148828 ∣  [  std_z : 0.99  real_sub_fake : 443.14 ]
[  epoch 0023/0040] 4470/4800, lr:2.5e-05 ∣ avg_100 : 32040.799704 ∣ critic_nllloss : 25847.783984 ∣ critic_ganloss : -111.693572 ∣ generator_nllloss : 5072.350000 ∣ generator_ganloss : 1052.037451 ∣     [  std_z : 1.00  real_sub_fake : 434.05 ]
[  epoch 0023/0040] 4480/4800, lr:2.5e-05 ∣ avg_100 : 32039.422430 ∣ critic_nllloss : 25910.122266 ∣ critic_ganloss : -159.078307 ∣ generator_nllloss : 5211.634180 ∣ generator_ganloss : 1045.818066 ∣     [  std_z : 1.00  real_sub_fake : 540.45 ]
[  epoch 0023/0040] 4490/4800, lr:2.5e-05 ∣ avg_100 : 32044.599673 ∣ critic_nllloss : 26267.861328 ∣ critic_ganloss : -146.707628 ∣ generator_nllloss : 5213.761328 ∣ generator_ganloss : 1049.152734 ∣     [  std_z : 0.99  real_sub_fake : 514.45 ]
[  epoch 0023/0040] 4500/4800, lr:2.5e-05 ∣ avg_100 : 32045.503576 ∣ critic_nllloss : 26086.134961 ∣ critic_ganloss : -124.076799 ∣ generator_nllloss : 5192.213281 ∣ generator_ganloss : 1057.189648 ∣     [  std_z : 0.98  real_sub_fake : 498.70 ]
[  epoch 0023/0040] 4510/4800, lr:2.5e-05 ∣ avg_100 : 32045.845586 ∣ critic_nllloss : 25906.592578 ∣ critic_ganloss : -148.190094 ∣ generator_nllloss : 5252.544922 ∣ generator_ganloss : 1045.582764 ∣     [  std_z : 0.98  real_sub_fake : 516.98 ]
[  epoch 0023/0040] 4520/4800, lr:2.5e-05 ∣ avg_100 : 32047.232712 ∣ critic_nllloss : 25967.695508 ∣ critic_ganloss : -134.393919 ∣ generator_nllloss : 5199.821680 ∣ generator_ganloss : 1052.064844 ∣     [  std_z : 0.99  real_sub_fake : 540.06 ]
[  epoch 0023/0040] 4530/4800, lr:2.5e-05 ∣ avg_100 : 32050.335288 ∣ critic_nllloss : 26061.029883 ∣ critic_ganloss : -136.515987 ∣ generator_nllloss : 5160.384766 ∣ generator_ganloss : 1065.356543 ∣     [  std_z : 1.01  real_sub_fake : 569.71 ]
[  epoch 0023/0040] 4540/4800, lr:2.5e-05 ∣ avg_100 : 32051.087704 ∣ critic_nllloss : 25873.897266 ∣ critic_ganloss : -146.802425 ∣ generator_nllloss : 5148.304102 ∣ generator_ganloss : 1079.009766 ∣     [  std_z : 1.01  real_sub_fake : 513.04 ]
[  epoch 0023/0040] 4550/4800, lr:2.5e-05 ∣ avg_100 : 32050.793435 ∣ critic_nllloss : 25925.307031 ∣ critic_ganloss : -120.068944 ∣ generator_nllloss : 5164.297461 ∣ generator_ganloss : 1071.281934 ∣     [  std_z : 1.00  real_sub_fake : 482.14 ]
[  epoch 0023/0040] 4560/4800, lr:2.5e-05 ∣ avg_100 : 32052.857259 ∣ critic_nllloss : 26041.693555 ∣ critic_ganloss : -158.816236 ∣ generator_nllloss : 5212.875977 ∣ generator_ganloss : 1060.270752 ∣     [  std_z : 0.98  real_sub_fake : 509.95 ]
[  epoch 0023/0040] 4570/4800, lr:2.5e-05 ∣ avg_100 : 32056.668330 ∣ critic_nllloss : 26236.150586 ∣ critic_ganloss : -103.954341 ∣ generator_nllloss : 5183.263477 ∣ generator_ganloss : 1064.350098 ∣     [  std_z : 0.97  real_sub_fake : 563.27 ]
[  epoch 0023/0040] 4580/4800, lr:2.5e-05 ∣ avg_100 : 32056.869796 ∣ critic_nllloss : 25948.375391 ∣ critic_ganloss : -125.823224 ∣ generator_nllloss : 5154.531445 ∣ generator_ganloss : 1057.144336 ∣     [  std_z : 0.99  real_sub_fake : 413.93 ]
[  epoch 0023/0040] 4590/4800, lr:2.5e-05 ∣ avg_100 : 32057.928310 ∣ critic_nllloss : 25937.043555 ∣ critic_ganloss : -74.854362 ∣ generator_nllloss : 5257.910937 ∣ generator_ganloss : 1043.791260 ∣  [  std_z : 1.00  real_sub_fake : 408.81 ]
[  epoch 0023/0040] 4600/4800, lr:2.5e-05 ∣ avg_100 : 32054.003158 ∣ critic_nllloss : 25650.083789 ∣ critic_ganloss : -97.762605 ∣ generator_nllloss : 5183.796680 ∣ generator_ganloss : 1061.090820 ∣  [  std_z : 1.00  real_sub_fake : 299.33 ]
[  epoch 0023/0040] 4610/4800, lr:2.5e-05 ∣ avg_100 : 32056.035132 ∣ critic_nllloss : 26267.332031 ∣ critic_ganloss : -126.373787 ∣ generator_nllloss : 5298.253906 ∣ generator_ganloss : 1033.768994 ∣     [  std_z : 0.99  real_sub_fake : 457.61 ]
[  epoch 0023/0040] 4620/4800, lr:2.5e-05 ∣ avg_100 : 32048.747703 ∣ critic_nllloss : 25760.144141 ∣ critic_ganloss : -163.852998 ∣ generator_nllloss : 5123.579687 ∣ generator_ganloss : 1046.491699 ∣     [  std_z : 0.99  real_sub_fake : 466.53 ]
[  epoch 0023/0040] 4630/4800, lr:2.5e-05 ∣ avg_100 : 32049.391569 ∣ critic_nllloss : 25886.724414 ∣ critic_ganloss : -132.769833 ∣ generator_nllloss : 5148.933594 ∣ generator_ganloss : 1032.416064 ∣     [  std_z : 0.99  real_sub_fake : 549.73 ]
[  epoch 0023/0040] 4640/4800, lr:2.5e-05 ∣ avg_100 : 32049.256074 ∣ critic_nllloss : 25843.648242 ∣ critic_ganloss : -123.235679 ∣ generator_nllloss : 5148.731641 ∣ generator_ganloss : 1062.220605 ∣     [  std_z : 1.00  real_sub_fake : 467.50 ]
[  epoch 0023/0040] 4650/4800, lr:2.5e-05 ∣ avg_100 : 32048.406000 ∣ critic_nllloss : 25936.746875 ∣ critic_ganloss : -106.993730 ∣ generator_nllloss : 5034.348047 ∣ generator_ganloss : 1059.932910 ∣     [  std_z : 0.99  real_sub_fake : 439.53 ]
[  epoch 0023/0040] 4660/4800, lr:2.5e-05 ∣ avg_100 : 32052.353336 ∣ critic_nllloss : 26093.777539 ∣ critic_ganloss : -132.195164 ∣ generator_nllloss : 5202.855078 ∣ generator_ganloss : 1063.827100 ∣     [  std_z : 0.99  real_sub_fake : 436.55 ]
[  epoch 0023/0040] 4670/4800, lr:2.5e-05 ∣ avg_100 : 32049.874007 ∣ critic_nllloss : 25838.595703 ∣ critic_ganloss : -138.547021 ∣ generator_nllloss : 5158.858398 ∣ generator_ganloss : 1054.425830 ∣     [  std_z : 0.99  real_sub_fake : 492.85 ]
[  epoch 0023/0040] 4680/4800, lr:2.5e-05 ∣ avg_100 : 32053.497878 ∣ critic_nllloss : 26041.467773 ∣ critic_ganloss : -154.257376 ∣ generator_nllloss : 5261.663281 ∣ generator_ganloss : 1048.943555 ∣     [  std_z : 0.99  real_sub_fake : 534.43 ]
[  epoch 0023/0040] 4690/4800, lr:2.5e-05 ∣ avg_100 : 32049.900160 ∣ critic_nllloss : 25843.573242 ∣ critic_ganloss : -110.946480 ∣ generator_nllloss : 5215.409375 ∣ generator_ganloss : 1077.374902 ∣     [  std_z : 0.99  real_sub_fake : 478.63 ]
[  epoch 0023/0040] 4700/4800, lr:2.5e-05 ∣ avg_100 : 32048.140981 ∣ critic_nllloss : 25720.217383 ∣ critic_ganloss : -87.707916 ∣ generator_nllloss : 5155.392383 ∣ generator_ganloss : 1085.561572 ∣  [  std_z : 0.99  real_sub_fake : 429.09 ]
[  epoch 0023/0040] 4710/4800, lr:2.5e-05 ∣ avg_100 : 32049.084836 ∣ critic_nllloss : 26003.979687 ∣ critic_ganloss : -135.921111 ∣ generator_nllloss : 5169.833008 ∣ generator_ganloss : 1057.640869 ∣     [  std_z : 1.00  real_sub_fake : 466.90 ]
[  epoch 0023/0040] 4720/4800, lr:2.5e-05 ∣ avg_100 : 32047.034516 ∣ critic_nllloss : 25851.632617 ∣ critic_ganloss : -133.134304 ∣ generator_nllloss : 5182.789062 ∣ generator_ganloss : 1059.695361 ∣     [  std_z : 0.99  real_sub_fake : 456.17 ]
[  epoch 0023/0040] 4730/4800, lr:2.5e-05 ∣ avg_100 : 32051.313396 ∣ critic_nllloss : 26233.749219 ∣ critic_ganloss : -173.133748 ∣ generator_nllloss : 5237.079102 ∣ generator_ganloss : 1045.196777 ∣     [  std_z : 0.99  real_sub_fake : 529.55 ]
[  epoch 0023/0040] 4740/4800, lr:2.5e-05 ∣ avg_100 : 32052.264494 ∣ critic_nllloss : 26026.696094 ∣ critic_ganloss : -141.399830 ∣ generator_nllloss : 5243.839063 ∣ generator_ganloss : 1072.306689 ∣     [  std_z : 0.99  real_sub_fake : 498.11 ]
[  epoch 0023/0040] 4750/4800, lr:2.5e-05 ∣ avg_100 : 32055.667725 ∣ critic_nllloss : 26030.454297 ∣ critic_ganloss : -165.557335 ∣ generator_nllloss : 5230.415234 ∣ generator_ganloss : 1045.374268 ∣     [  std_z : 0.99  real_sub_fake : 609.26 ]
[  epoch 0023/0040] 4760/4800, lr:2.5e-05 ∣ avg_100 : 32058.940361 ∣ critic_nllloss : 26080.737305 ∣ critic_ganloss : -49.480550 ∣ generator_nllloss : 5254.165820 ∣ generator_ganloss : 1082.265576 ∣  [  std_z : 0.99  real_sub_fake : 465.32 ]
[  epoch 0023/0040] 4770/4800, lr:2.5e-05 ∣ avg_100 : 32060.150277 ∣ critic_nllloss : 26061.142969 ∣ critic_ganloss : -136.983908 ∣ generator_nllloss : 5190.260547 ∣ generator_ganloss : 1046.157813 ∣     [  std_z : 1.00  real_sub_fake : 435.39 ]
[  epoch 0023/0040] 4780/4800, lr:2.5e-05 ∣ avg_100 : 32057.477667 ∣ critic_nllloss : 25873.315430 ∣ critic_ganloss : -47.169025 ∣ generator_nllloss : 5106.914062 ∣ generator_ganloss : 1061.307617 ∣  [  std_z : 1.00  real_sub_fake : 326.90 ]
[  epoch 0023/0040] 4790/4800, lr:2.5e-05 ∣ avg_100 : 32057.354835 ∣ critic_nllloss : 25998.158398 ∣ critic_ganloss : -29.312433 ∣ generator_nllloss : 5144.824414 ∣ generator_ganloss : 1077.818066 ∣  [  std_z : 0.99  real_sub_fake : 145.84 ]
[  epoch 0023/0040] 4800/4800, lr:2.5e-05 ∣ avg_100 : 32057.508521 ∣ critic_nllloss : 26009.655273 ∣ critic_ganloss : -61.833497 ∣ generator_nllloss : 5275.319922 ∣ generator_ganloss : 1072.513330 ∣  [  std_z : 0.98  real_sub_fake : 164.07 ]
[    val 023    ] Done! KLD: 0.025565: 0.00708754:43, total: 1 day, 6:22:52                     
[  epoch 0024/0040] 0010/4800, lr:2.5e-05 ∣ avg_100 : 32057.664229 ∣ critic_nllloss : 26064.895313 ∣ critic_ganloss : -86.364132 ∣ generator_nllloss : 5116.850781 ∣ generator_ganloss : 1040.924268 ∣  [  std_z : 0.98  real_sub_fake : 250.62 ]
[  epoch 0024/0040] 0020/4800, lr:2.5e-05 ∣ avg_100 : 32061.428635 ∣ critic_nllloss : 26148.348828 ∣ critic_ganloss : -120.403954 ∣ generator_nllloss : 5217.093555 ∣ generator_ganloss : 1010.560547 ∣     [  std_z : 0.99  real_sub_fake : 438.71 ]
[  epoch 0024/0040] 0030/4800, lr:2.5e-05 ∣ avg_100 : 32060.600936 ∣ critic_nllloss : 25921.673047 ∣ critic_ganloss : -127.116798 ∣ generator_nllloss : 5279.275781 ∣ generator_ganloss : 1046.689990 ∣     [  std_z : 0.99  real_sub_fake : 427.08 ]
[  epoch 0024/0040] 0040/4800, lr:2.5e-05 ∣ avg_100 : 32061.803859 ∣ critic_nllloss : 26043.474414 ∣ critic_ganloss : -152.619730 ∣ generator_nllloss : 5220.687109 ∣ generator_ganloss : 1039.854492 ∣     [  std_z : 0.99  real_sub_fake : 502.96 ]
[  epoch 0024/0040] 0050/4800, lr:2.5e-05 ∣ avg_100 : 32060.570939 ∣ critic_nllloss : 25793.123242 ∣ critic_ganloss : -157.741475 ∣ generator_nllloss : 5139.908594 ∣ generator_ganloss : 1049.257129 ∣     [  std_z : 0.99  real_sub_fake : 552.01 ]
[  epoch 0024/0040] 0060/4800, lr:2.5e-05 ∣ avg_100 : 32062.062409 ∣ critic_nllloss : 25858.777539 ∣ critic_ganloss : -129.385192 ∣ generator_nllloss : 5197.359180 ∣ generator_ganloss : 1065.476855 ∣     [  std_z : 1.00  real_sub_fake : 531.85 ]
[  epoch 0024/0040] 0070/4800, lr:2.5e-05 ∣ avg_100 : 32061.647927 ∣ critic_nllloss : 25946.476758 ∣ critic_ganloss : -127.170970 ∣ generator_nllloss : 5173.281250 ∣ generator_ganloss : 1052.874951 ∣     [  std_z : 0.99  real_sub_fake : 523.92 ]
[  epoch 0024/0040] 0080/4800, lr:2.5e-05 ∣ avg_100 : 32064.938274 ∣ critic_nllloss : 26013.861133 ∣ critic_ganloss : -152.930460 ∣ generator_nllloss : 5200.505273 ∣ generator_ganloss : 1062.642529 ∣     [  std_z : 0.99  real_sub_fake : 509.80 ]
[  epoch 0024/0040] 0090/4800, lr:2.5e-05 ∣ avg_100 : 32067.435077 ∣ critic_nllloss : 26155.179297 ∣ critic_ganloss : -148.494260 ∣ generator_nllloss : 5282.884570 ∣ generator_ganloss : 1053.230957 ∣     [  std_z : 0.99  real_sub_fake : 582.92 ]
[  epoch 0024/0040] 0100/4800, lr:2.5e-05 ∣ avg_100 : 32067.463471 ∣ critic_nllloss : 25985.592187 ∣ critic_ganloss : -121.443546 ∣ generator_nllloss : 5089.162109 ∣ generator_ganloss : 1074.558496 ∣     [  std_z : 1.00  real_sub_fake : 457.55 ]
[  epoch 0024/0040] 0110/4800, lr:2.5e-05 ∣ avg_100 : 32070.380848 ∣ critic_nllloss : 25910.718359 ∣ critic_ganloss : -113.961349 ∣ generator_nllloss : 5195.777148 ∣ generator_ganloss : 1072.379248 ∣     [  std_z : 1.00  real_sub_fake : 446.78 ]
[  epoch 0024/0040] 0120/4800, lr:2.5e-05 ∣ avg_100 : 32071.264905 ∣ critic_nllloss : 26109.077148 ∣ critic_ganloss : -167.009987 ∣ generator_nllloss : 5166.812695 ∣ generator_ganloss : 1068.882520 ∣     [  std_z : 0.99  real_sub_fake : 543.84 ]
[  epoch 0024/0040] 0130/4800, lr:2.5e-05 ∣ avg_100 : 32074.830604 ∣ critic_nllloss : 26126.385352 ∣ critic_ganloss : -157.312593 ∣ generator_nllloss : 5202.345703 ∣ generator_ganloss : 1054.526367 ∣     [  std_z : 0.99  real_sub_fake : 632.59 ]
[  epoch 0024/0040] 0140/4800, lr:2.5e-05 ∣ avg_100 : 32071.350752 ∣ critic_nllloss : 25907.585352 ∣ critic_ganloss : -175.245528 ∣ generator_nllloss : 5165.323828 ∣ generator_ganloss : 1061.698437 ∣     [  std_z : 0.99  real_sub_fake : 598.18 ]
[  epoch 0024/0040] 0150/4800, lr:2.5e-05 ∣ avg_100 : 32075.239320 ∣ critic_nllloss : 26072.464453 ∣ critic_ganloss : -153.636998 ∣ generator_nllloss : 5319.835156 ∣ generator_ganloss : 1051.001270 ∣     [  std_z : 0.99  real_sub_fake : 615.62 ]
[  epoch 0024/0040] 0160/4800, lr:2.5e-05 ∣ avg_100 : 32071.841942 ∣ critic_nllloss : 25696.204297 ∣ critic_ganloss : -109.457509 ∣ generator_nllloss : 5097.590234 ∣ generator_ganloss : 1078.702637 ∣     [  std_z : 0.99  real_sub_fake : 398.26 ]
[  epoch 0024/0040] 0170/4800, lr:2.5e-05 ∣ avg_100 : 32073.452363 ∣ critic_nllloss : 25873.060156 ∣ critic_ganloss : -111.233490 ∣ generator_nllloss : 5234.483594 ∣ generator_ganloss : 1038.545996 ∣     [  std_z : 0.99  real_sub_fake : 462.43 ]
[  epoch 0024/0040] 0180/4800, lr:2.5e-05 ∣ avg_100 : 32073.255846 ∣ critic_nllloss : 25971.961719 ∣ critic_ganloss : -124.280796 ∣ generator_nllloss : 5241.870508 ∣ generator_ganloss : 1046.410889 ∣     [  std_z : 0.99  real_sub_fake : 446.63 ]
[  epoch 0024/0040] 0190/4800, lr:2.5e-05 ∣ avg_100 : 32073.071923 ∣ critic_nllloss : 25990.660547 ∣ critic_ganloss : -133.726067 ∣ generator_nllloss : 5206.410937 ∣ generator_ganloss : 1039.419629 ∣     [  std_z : 1.00  real_sub_fake : 534.86 ]
[  epoch 0024/0040] 0200/4800, lr:2.5e-05 ∣ avg_100 : 32078.595819 ∣ critic_nllloss : 26219.771680 ∣ critic_ganloss : -165.135892 ∣ generator_nllloss : 5306.754687 ∣ generator_ganloss : 1058.291406 ∣     [  std_z : 1.00  real_sub_fake : 561.76 ]
[  epoch 0024/0040] 0210/4800, lr:2.5e-05 ∣ avg_100 : 32079.092238 ∣ critic_nllloss : 26227.817188 ∣ critic_ganloss : -114.730827 ∣ generator_nllloss : 5232.705469 ∣ generator_ganloss : 1066.520361 ∣     [  std_z : 1.00  real_sub_fake : 557.08 ]
[  epoch 0024/0040] 0220/4800, lr:2.5e-05 ∣ avg_100 : 32078.829374 ∣ critic_nllloss : 25997.800391 ∣ critic_ganloss : -152.344830 ∣ generator_nllloss : 5167.396680 ∣ generator_ganloss : 1072.523633 ∣     [  std_z : 0.99  real_sub_fake : 501.42 ]
[  epoch 0024/0040] 0230/4800, lr:2.5e-05 ∣ avg_100 : 32080.877237 ∣ critic_nllloss : 25938.028516 ∣ critic_ganloss : -160.363881 ∣ generator_nllloss : 5203.690820 ∣ generator_ganloss : 1063.149902 ∣     [  std_z : 0.99  real_sub_fake : 561.99 ]
[  epoch 0024/0040] 0240/4800, lr:2.5e-05 ∣ avg_100 : 32075.660743 ∣ critic_nllloss : 25706.236914 ∣ critic_ganloss : -173.112228 ∣ generator_nllloss : 5086.480078 ∣ generator_ganloss : 1066.837207 ∣     [  std_z : 1.00  real_sub_fake : 574.98 ]
[  epoch 0024/0040] 0250/4800, lr:2.5e-05 ∣ avg_100 : 32077.966975 ∣ critic_nllloss : 26038.174609 ∣ critic_ganloss : -169.718839 ∣ generator_nllloss : 5213.787109 ∣ generator_ganloss : 1074.387549 ∣     [  std_z : 1.00  real_sub_fake : 609.37 ]
[  epoch 0024/0040] 0260/4800, lr:2.5e-05 ∣ avg_100 : 32074.200311 ∣ critic_nllloss : 25992.906055 ∣ critic_ganloss : -164.446523 ∣ generator_nllloss : 5091.031055 ∣ generator_ganloss : 1058.208301 ∣     [  std_z : 1.00  real_sub_fake : 594.19 ]
[  epoch 0024/0040] 0270/4800, lr:2.5e-05 ∣ avg_100 : 32073.671813 ∣ critic_nllloss : 26018.871875 ∣ critic_ganloss : -166.105415 ∣ generator_nllloss : 5128.203125 ∣ generator_ganloss : 1075.082129 ∣     [  std_z : 1.00  real_sub_fake : 554.85 ]
[  epoch 0024/0040] 0280/4800, lr:2.5e-05 ∣ avg_100 : 32072.890046 ∣ critic_nllloss : 25743.561328 ∣ critic_ganloss : -134.840003 ∣ generator_nllloss : 5125.285937 ∣ generator_ganloss : 1071.865723 ∣     [  std_z : 0.98  real_sub_fake : 601.25 ]
[  epoch 0024/0040] 0290/4800, lr:2.5e-05 ∣ avg_100 : 32071.320162 ∣ critic_nllloss : 25952.985938 ∣ critic_ganloss : -138.801682 ∣ generator_nllloss : 5161.551953 ∣ generator_ganloss : 1042.235889 ∣     [  std_z : 0.99  real_sub_fake : 660.26 ]
[  epoch 0024/0040] 0300/4800, lr:2.5e-05 ∣ avg_100 : 32071.798887 ∣ critic_nllloss : 26005.503320 ∣ critic_ganloss : -130.778205 ∣ generator_nllloss : 5212.245117 ∣ generator_ganloss : 1079.882666 ∣     [  std_z : 0.99  real_sub_fake : 494.84 ]
[  epoch 0024/0040] 0310/4800, lr:2.5e-05 ∣ avg_100 : 32070.615461 ∣ critic_nllloss : 25883.332813 ∣ critic_ganloss : -119.426144 ∣ generator_nllloss : 5234.078320 ∣ generator_ganloss : 1047.966211 ∣     [  std_z : 1.00  real_sub_fake : 414.16 ]
[  epoch 0024/0040] 0320/4800, lr:2.5e-05 ∣ avg_100 : 32071.004987 ∣ critic_nllloss : 25981.078516 ∣ critic_ganloss : -107.096328 ∣ generator_nllloss : 5121.724805 ∣ generator_ganloss : 1055.828760 ∣     [  std_z : 1.00  real_sub_fake : 436.32 ]
[  epoch 0024/0040] 0330/4800, lr:2.5e-05 ∣ avg_100 : 32072.734566 ∣ critic_nllloss : 26102.296875 ∣ critic_ganloss : -146.029755 ∣ generator_nllloss : 5205.562305 ∣ generator_ganloss : 1050.994775 ∣     [  std_z : 1.01  real_sub_fake : 469.97 ]
[  epoch 0024/0040] 0340/4800, lr:2.5e-05 ∣ avg_100 : 32076.093775 ∣ critic_nllloss : 26145.237891 ∣ critic_ganloss : -155.101924 ∣ generator_nllloss : 5354.024219 ∣ generator_ganloss : 1041.815527 ∣     [  std_z : 1.00  real_sub_fake : 622.56 ]
[  epoch 0024/0040] 0350/4800, lr:2.5e-05 ∣ avg_100 : 32076.044277 ∣ critic_nllloss : 25952.771680 ∣ critic_ganloss : -179.847571 ∣ generator_nllloss : 5171.893750 ∣ generator_ganloss : 1053.516211 ∣     [  std_z : 0.99  real_sub_fake : 668.19 ]
[  epoch 0024/0040] 0360/4800, lr:2.5e-05 ∣ avg_100 : 32076.895201 ∣ critic_nllloss : 26037.916602 ∣ critic_ganloss : -186.007117 ∣ generator_nllloss : 5232.197656 ∣ generator_ganloss : 1046.132568 ∣     [  std_z : 0.98  real_sub_fake : 733.89 ]
[  epoch 0024/0040] 0370/4800, lr:2.5e-05 ∣ avg_100 : 32076.539626 ∣ critic_nllloss : 25863.945898 ∣ critic_ganloss : -133.465800 ∣ generator_nllloss : 5177.004102 ∣ generator_ganloss : 1065.537402 ∣     [  std_z : 0.99  real_sub_fake : 534.25 ]
[  epoch 0024/0040] 0380/4800, lr:2.5e-05 ∣ avg_100 : 32077.153333 ∣ critic_nllloss : 25868.330664 ∣ critic_ganloss : -86.794592 ∣ generator_nllloss : 5122.513477 ∣ generator_ganloss : 1077.145508 ∣  [  std_z : 1.00  real_sub_fake : 384.72 ]
[  epoch 0024/0040] 0390/4800, lr:2.5e-05 ∣ avg_100 : 32075.411126 ∣ critic_nllloss : 25977.161914 ∣ critic_ganloss : -127.186611 ∣ generator_nllloss : 5242.448047 ∣ generator_ganloss : 1085.753955 ∣     [  std_z : 1.00  real_sub_fake : 434.04 ]
[  epoch 0024/0040] 0400/4800, lr:2.5e-05 ∣ avg_100 : 32073.708649 ∣ critic_nllloss : 25899.246875 ∣ critic_ganloss : -163.704764 ∣ generator_nllloss : 5040.338281 ∣ generator_ganloss : 1075.835010 ∣     [  std_z : 0.99  real_sub_fake : 519.78 ]
[  epoch 0024/0040] 0410/4800, lr:2.5e-05 ∣ avg_100 : 32074.306065 ∣ critic_nllloss : 25957.553516 ∣ critic_ganloss : -79.680318 ∣ generator_nllloss : 5109.503125 ∣ generator_ganloss : 1102.814648 ∣  [  std_z : 1.00  real_sub_fake : 484.16 ]
[  epoch 0024/0040] 0420/4800, lr:2.5e-05 ∣ avg_100 : 32076.602015 ∣ critic_nllloss : 25909.448828 ∣ critic_ganloss : -112.784026 ∣ generator_nllloss : 5145.334961 ∣ generator_ganloss : 1095.089453 ∣     [  std_z : 0.99  real_sub_fake : 366.90 ]
[  epoch 0024/0040] 0430/4800, lr:2.5e-05 ∣ avg_100 : 32078.227594 ∣ critic_nllloss : 26119.441602 ∣ critic_ganloss : -180.355009 ∣ generator_nllloss : 5142.282422 ∣ generator_ganloss : 1052.796680 ∣     [  std_z : 1.00  real_sub_fake : 611.82 ]
[  epoch 0024/0040] 0440/4800, lr:2.5e-05 ∣ avg_100 : 32082.516954 ∣ critic_nllloss : 26107.426172 ∣ critic_ganloss : -143.807683 ∣ generator_nllloss : 5212.724219 ∣ generator_ganloss : 1070.808984 ∣     [  std_z : 0.99  real_sub_fake : 557.86 ]
[  epoch 0024/0040] 0450/4800, lr:2.5e-05 ∣ avg_100 : 32081.328941 ∣ critic_nllloss : 25953.953320 ∣ critic_ganloss : -150.271593 ∣ generator_nllloss : 5210.633203 ∣ generator_ganloss : 1069.430811 ∣     [  std_z : 0.99  real_sub_fake : 508.08 ]
[  epoch 0024/0040] 0460/4800, lr:2.5e-05 ∣ avg_100 : 32084.477877 ∣ critic_nllloss : 26043.095508 ∣ critic_ganloss : -129.952670 ∣ generator_nllloss : 5224.573438 ∣ generator_ganloss : 1062.444287 ∣     [  std_z : 0.99  real_sub_fake : 501.50 ]
[  epoch 0024/0040] 0470/4800, lr:2.5e-05 ∣ avg_100 : 32083.348796 ∣ critic_nllloss : 25978.423242 ∣ critic_ganloss : -136.339217 ∣ generator_nllloss : 5246.796094 ∣ generator_ganloss : 1063.081592 ∣     [  std_z : 1.00  real_sub_fake : 500.79 ]
[  epoch 0024/0040] 0480/4800, lr:2.5e-05 ∣ avg_100 : 32084.580128 ∣ critic_nllloss : 25924.271094 ∣ critic_ganloss : -133.675671 ∣ generator_nllloss : 5229.619727 ∣ generator_ganloss : 1049.254932 ∣     [  std_z : 0.99  real_sub_fake : 466.18 ]
[  epoch 0024/0040] 0490/4800, lr:2.5e-05 ∣ avg_100 : 32089.131935 ∣ critic_nllloss : 26067.591211 ∣ critic_ganloss : -139.843721 ∣ generator_nllloss : 5173.970898 ∣ generator_ganloss : 1049.917627 ∣     [  std_z : 0.98  real_sub_fake : 586.16 ]
[  epoch 0024/0040] 0500/4800, lr:2.5e-05 ∣ avg_100 : 32087.633213 ∣ critic_nllloss : 26056.682617 ∣ critic_ganloss : -182.289589 ∣ generator_nllloss : 5214.697266 ∣ generator_ganloss : 1050.821338 ∣     [  std_z : 0.99  real_sub_fake : 686.14 ]
[  epoch 0024/0040] 0510/4800, lr:2.5e-05 ∣ avg_100 : 32091.786824 ∣ critic_nllloss : 26121.547852 ∣ critic_ganloss : -163.914539 ∣ generator_nllloss : 5163.946484 ∣ generator_ganloss : 1049.533545 ∣     [  std_z : 1.00  real_sub_fake : 663.46 ]
[  epoch 0024/0040] 0520/4800, lr:2.5e-05 ∣ avg_100 : 32091.311668 ∣ critic_nllloss : 25787.855664 ∣ critic_ganloss : -162.773892 ∣ generator_nllloss : 5208.547852 ∣ generator_ganloss : 1048.764941 ∣     [  std_z : 1.00  real_sub_fake : 605.08 ]
[  epoch 0024/0040] 0530/4800, lr:2.5e-05 ∣ avg_100 : 32094.974109 ∣ critic_nllloss : 26192.768359 ∣ critic_ganloss : -157.903511 ∣ generator_nllloss : 5292.242188 ∣ generator_ganloss : 1072.672217 ∣     [  std_z : 1.00  real_sub_fake : 555.47 ]
[  epoch 0024/0040] 0540/4800, lr:2.5e-05 ∣ avg_100 : 32092.795022 ∣ critic_nllloss : 25815.683398 ∣ critic_ganloss : -126.288693 ∣ generator_nllloss : 5183.759570 ∣ generator_ganloss : 1062.264014 ∣     [  std_z : 0.99  real_sub_fake : 458.12 ]
[  epoch 0024/0040] 0550/4800, lr:2.5e-05 ∣ avg_100 : 32092.567124 ∣ critic_nllloss : 25982.151953 ∣ critic_ganloss : -111.541316 ∣ generator_nllloss : 5282.457031 ∣ generator_ganloss : 1053.683594 ∣     [  std_z : 0.98  real_sub_fake : 500.57 ]
[  epoch 0024/0040] 0560/4800, lr:2.5e-05 ∣ avg_100 : 32090.154160 ∣ critic_nllloss : 25866.803711 ∣ critic_ganloss : -124.027493 ∣ generator_nllloss : 5102.710156 ∣ generator_ganloss : 1084.156055 ∣     [  std_z : 0.98  real_sub_fake : 426.98 ]
[  epoch 0024/0040] 0570/4800, lr:2.5e-05 ∣ avg_100 : 32088.095332 ∣ critic_nllloss : 25859.222852 ∣ critic_ganloss : -137.803932 ∣ generator_nllloss : 5167.489844 ∣ generator_ganloss : 1045.527344 ∣     [  std_z : 0.99  real_sub_fake : 468.12 ]
[  epoch 0024/0040] 0580/4800, lr:2.5e-05 ∣ avg_100 : 32088.913366 ∣ critic_nllloss : 26137.594727 ∣ critic_ganloss : -167.787296 ∣ generator_nllloss : 5127.957812 ∣ generator_ganloss : 1060.571484 ∣     [  std_z : 1.01  real_sub_fake : 630.97 ]
[  epoch 0024/0040] 0590/4800, lr:2.5e-05 ∣ avg_100 : 32091.846986 ∣ critic_nllloss : 26044.581445 ∣ critic_ganloss : -195.914221 ∣ generator_nllloss : 5271.720312 ∣ generator_ganloss : 1068.297705 ∣     [  std_z : 1.00  real_sub_fake : 685.07 ]
[  epoch 0024/0040] 0600/4800, lr:2.5e-05 ∣ avg_100 : 32091.756006 ∣ critic_nllloss : 25884.180273 ∣ critic_ganloss : -166.714894 ∣ generator_nllloss : 5156.614844 ∣ generator_ganloss : 1047.943799 ∣     [  std_z : 1.00  real_sub_fake : 660.48 ]
[  epoch 0024/0040] 0610/4800, lr:2.5e-05 ∣ avg_100 : 32096.501426 ∣ critic_nllloss : 26057.526953 ∣ critic_ganloss : -135.524246 ∣ generator_nllloss : 5160.041016 ∣ generator_ganloss : 1063.154492 ∣     [  std_z : 0.98  real_sub_fake : 553.68 ]
[  epoch 0024/0040] 0620/4800, lr:2.5e-05 ∣ avg_100 : 32094.998195 ∣ critic_nllloss : 26001.407227 ∣ critic_ganloss : -138.451913 ∣ generator_nllloss : 5195.230664 ∣ generator_ganloss : 1036.796777 ∣     [  std_z : 0.99  real_sub_fake : 560.18 ]
[  epoch 0024/0040] 0630/4800, lr:2.5e-05 ∣ avg_100 : 32092.308290 ∣ critic_nllloss : 25838.440625 ∣ critic_ganloss : -97.795512 ∣ generator_nllloss : 5197.659375 ∣ generator_ganloss : 1056.490674 ∣  [  std_z : 1.00  real_sub_fake : 403.99 ]
[  epoch 0024/0040] 0640/4800, lr:2.5e-05 ∣ avg_100 : 32091.387549 ∣ critic_nllloss : 25827.899805 ∣ critic_ganloss : -110.985709 ∣ generator_nllloss : 5275.703320 ∣ generator_ganloss : 1028.150000 ∣     [  std_z : 1.00  real_sub_fake : 397.29 ]
[  epoch 0024/0040] 0650/4800, lr:2.5e-05 ∣ avg_100 : 32094.759634 ∣ critic_nllloss : 26135.609766 ∣ critic_ganloss : -151.808241 ∣ generator_nllloss : 5207.594727 ∣ generator_ganloss : 1043.451953 ∣     [  std_z : 1.00  real_sub_fake : 509.74 ]
[  epoch 0024/0040] 0660/4800, lr:2.5e-05 ∣ avg_100 : 32094.537111 ∣ critic_nllloss : 26150.365039 ∣ critic_ganloss : -188.065135 ∣ generator_nllloss : 5211.898047 ∣ generator_ganloss : 1038.898438 ∣     [  std_z : 1.00  real_sub_fake : 552.60 ]
[  epoch 0024/0040] 0670/4800, lr:2.5e-05 ∣ avg_100 : 32094.190372 ∣ critic_nllloss : 25798.666406 ∣ critic_ganloss : -192.587222 ∣ generator_nllloss : 5188.830859 ∣ generator_ganloss : 1030.893896 ∣     [  std_z : 0.99  real_sub_fake : 728.13 ]
[  epoch 0024/0040] 0680/4800, lr:2.5e-05 ∣ avg_100 : 32093.872539 ∣ critic_nllloss : 25996.155469 ∣ critic_ganloss : -198.195723 ∣ generator_nllloss : 5145.916016 ∣ generator_ganloss : 1032.837158 ∣     [  std_z : 0.99  real_sub_fake : 783.43 ]
[  epoch 0024/0040] 0690/4800, lr:2.5e-05 ∣ avg_100 : 32090.257509 ∣ critic_nllloss : 25870.841602 ∣ critic_ganloss : -140.177341 ∣ generator_nllloss : 5244.372852 ∣ generator_ganloss : 1047.527637 ∣     [  std_z : 0.99  real_sub_fake : 712.51 ]
[  epoch 0024/0040] 0700/4800, lr:2.5e-05 ∣ avg_100 : 32089.672747 ∣ critic_nllloss : 25988.108789 ∣ critic_ganloss : -150.504446 ∣ generator_nllloss : 5261.582812 ∣ generator_ganloss : 1053.797705 ∣     [  std_z : 0.99  real_sub_fake : 622.75 ]
[  epoch 0024/0040] 0710/4800, lr:2.5e-05 ∣ avg_100 : 32091.101242 ∣ critic_nllloss : 25996.423633 ∣ critic_ganloss : -116.870763 ∣ generator_nllloss : 5228.458398 ∣ generator_ganloss : 1091.368457 ∣     [  std_z : 1.00  real_sub_fake : 405.18 ]
[  epoch 0024/0040] 0720/4800, lr:2.5e-05 ∣ avg_100 : 32089.841745 ∣ critic_nllloss : 25857.758203 ∣ critic_ganloss : -112.846995 ∣ generator_nllloss : 5159.412891 ∣ generator_ganloss : 1054.914307 ∣     [  std_z : 0.99  real_sub_fake : 416.40 ]
[  epoch 0024/0040] 0730/4800, lr:2.5e-05 ∣ avg_100 : 32088.234431 ∣ critic_nllloss : 25972.788672 ∣ critic_ganloss : -146.490500 ∣ generator_nllloss : 5113.576953 ∣ generator_ganloss : 1049.648682 ∣     [  std_z : 1.00  real_sub_fake : 445.55 ]
[  epoch 0024/0040] 0740/4800, lr:2.5e-05 ∣ avg_100 : 32090.161397 ∣ critic_nllloss : 25983.740039 ∣ critic_ganloss : -132.710873 ∣ generator_nllloss : 5232.139844 ∣ generator_ganloss : 1063.936279 ∣     [  std_z : 1.00  real_sub_fake : 513.76 ]
[  epoch 0024/0040] 0750/4800, lr:2.5e-05 ∣ avg_100 : 32088.177155 ∣ critic_nllloss : 25838.545508 ∣ critic_ganloss : -121.982050 ∣ generator_nllloss : 5080.916211 ∣ generator_ganloss : 1044.913574 ∣     [  std_z : 1.00  real_sub_fake : 479.77 ]
[  epoch 0024/0040] 0760/4800, lr:2.5e-05 ∣ avg_100 : 32087.277572 ∣ critic_nllloss : 26055.063281 ∣ critic_ganloss : -173.049234 ∣ generator_nllloss : 5138.108984 ∣ generator_ganloss : 1045.942725 ∣     [  std_z : 1.00  real_sub_fake : 588.44 ]
[  epoch 0024/0040] 0770/4800, lr:2.5e-05 ∣ avg_100 : 32083.870781 ∣ critic_nllloss : 26040.155859 ∣ critic_ganloss : -181.149963 ∣ generator_nllloss : 5135.665820 ∣ generator_ganloss : 1044.459033 ∣     [  std_z : 0.99  real_sub_fake : 628.96 ]
[  epoch 0024/0040] 0780/4800, lr:2.5e-05 ∣ avg_100 : 32085.445332 ∣ critic_nllloss : 26032.808203 ∣ critic_ganloss : -156.606027 ∣ generator_nllloss : 5273.101758 ∣ generator_ganloss : 1042.379053 ∣     [  std_z : 0.99  real_sub_fake : 577.63 ]
[  epoch 0024/0040] 0790/4800, lr:2.5e-05 ∣ avg_100 : 32085.971735 ∣ critic_nllloss : 26004.928125 ∣ critic_ganloss : -101.876070 ∣ generator_nllloss : 5267.251953 ∣ generator_ganloss : 1046.227734 ∣     [  std_z : 0.99  real_sub_fake : 491.55 ]
[  epoch 0024/0040] 0800/4800, lr:2.5e-05 ∣ avg_100 : 32088.395635 ∣ critic_nllloss : 25944.295312 ∣ critic_ganloss : -100.813872 ∣ generator_nllloss : 5139.186719 ∣ generator_ganloss : 1056.930566 ∣     [  std_z : 0.99  real_sub_fake : 412.27 ]
[  epoch 0024/0040] 0810/4800, lr:2.5e-05 ∣ avg_100 : 32084.298389 ∣ critic_nllloss : 26039.070508 ∣ critic_ganloss : -144.518300 ∣ generator_nllloss : 5151.033594 ∣ generator_ganloss : 1017.670703 ∣     [  std_z : 0.99  real_sub_fake : 539.35 ]
[  epoch 0024/0040] 0820/4800, lr:2.5e-05 ∣ avg_100 : 32088.459721 ∣ critic_nllloss : 26086.094727 ∣ critic_ganloss : -120.826674 ∣ generator_nllloss : 5183.427148 ∣ generator_ganloss : 1033.800537 ∣     [  std_z : 1.00  real_sub_fake : 474.26 ]
[  epoch 0024/0040] 0830/4800, lr:2.5e-05 ∣ avg_100 : 32089.123171 ∣ critic_nllloss : 25892.654883 ∣ critic_ganloss : -145.902668 ∣ generator_nllloss : 5217.424609 ∣ generator_ganloss : 1037.472412 ∣     [  std_z : 0.99  real_sub_fake : 468.64 ]
[  epoch 0024/0040] 0840/4800, lr:2.5e-05 ∣ avg_100 : 32090.370781 ∣ critic_nllloss : 25980.304297 ∣ critic_ganloss : -135.325819 ∣ generator_nllloss : 5176.957617 ∣ generator_ganloss : 1034.189746 ∣     [  std_z : 0.99  real_sub_fake : 502.50 ]
[  epoch 0024/0040] 0850/4800, lr:2.5e-05 ∣ avg_100 : 32092.142657 ∣ critic_nllloss : 25976.677930 ∣ critic_ganloss : -137.059908 ∣ generator_nllloss : 5219.292773 ∣ generator_ganloss : 1042.310889 ∣     [  std_z : 0.99  real_sub_fake : 507.00 ]
[  epoch 0024/0040] 0860/4800, lr:2.5e-05 ∣ avg_100 : 32092.646085 ∣ critic_nllloss : 26193.207227 ∣ critic_ganloss : -123.533241 ∣ generator_nllloss : 5155.610352 ∣ generator_ganloss : 1053.322949 ∣     [  std_z : 0.99  real_sub_fake : 499.22 ]
[  epoch 0024/0040] 0870/4800, lr:2.5e-05 ∣ avg_100 : 32094.336669 ∣ critic_nllloss : 25999.719727 ∣ critic_ganloss : -147.439285 ∣ generator_nllloss : 5192.541406 ∣ generator_ganloss : 1037.569482 ∣     [  std_z : 1.00  real_sub_fake : 464.68 ]
[  epoch 0024/0040] 0880/4800, lr:2.5e-05 ∣ avg_100 : 32094.255143 ∣ critic_nllloss : 26033.867773 ∣ critic_ganloss : -87.265717 ∣ generator_nllloss : 5170.606250 ∣ generator_ganloss : 1072.456348 ∣  [  std_z : 1.00  real_sub_fake : 435.54 ]
[  epoch 0024/0040] 0890/4800, lr:2.5e-05 ∣ avg_100 : 32093.264253 ∣ critic_nllloss : 25843.537109 ∣ critic_ganloss : -137.241714 ∣ generator_nllloss : 5160.789062 ∣ generator_ganloss : 1059.237549 ∣     [  std_z : 0.99  real_sub_fake : 416.09 ]
[  epoch 0024/0040] 0900/4800, lr:2.5e-05 ∣ avg_100 : 32093.615096 ∣ critic_nllloss : 25865.241797 ∣ critic_ganloss : -140.481911 ∣ generator_nllloss : 5132.411328 ∣ generator_ganloss : 1051.376563 ∣     [  std_z : 0.99  real_sub_fake : 502.15 ]
[  epoch 0024/0040] 0910/4800, lr:2.5e-05 ∣ avg_100 : 32094.254975 ∣ critic_nllloss : 26045.671094 ∣ critic_ganloss : -169.116496 ∣ generator_nllloss : 5235.122656 ∣ generator_ganloss : 1047.843115 ∣     [  std_z : 0.99  real_sub_fake : 570.52 ]
[  epoch 0024/0040] 0920/4800, lr:2.5e-05 ∣ avg_100 : 32095.772015 ∣ critic_nllloss : 25935.315039 ∣ critic_ganloss : -100.080172 ∣ generator_nllloss : 5210.850586 ∣ generator_ganloss : 1066.601221 ∣     [  std_z : 0.99  real_sub_fake : 543.99 ]
[  epoch 0024/0040] 0930/4800, lr:2.5e-05 ∣ avg_100 : 32092.861090 ∣ critic_nllloss : 25985.130273 ∣ critic_ganloss : -112.332436 ∣ generator_nllloss : 5124.445117 ∣ generator_ganloss : 1054.555908 ∣     [  std_z : 1.00  real_sub_fake : 386.59 ]
[  epoch 0024/0040] 0940/4800, lr:2.5e-05 ∣ avg_100 : 32093.586458 ∣ critic_nllloss : 26106.430078 ∣ critic_ganloss : -105.055106 ∣ generator_nllloss : 5241.462500 ∣ generator_ganloss : 1031.141357 ∣     [  std_z : 1.00  real_sub_fake : 479.31 ]
[  epoch 0024/0040] 0950/4800, lr:2.5e-05 ∣ avg_100 : 32093.790410 ∣ critic_nllloss : 25937.391406 ∣ critic_ganloss : -90.542487 ∣ generator_nllloss : 5256.338672 ∣ generator_ganloss : 1057.894092 ∣  [  std_z : 0.99  real_sub_fake : 293.91 ]
[  epoch 0024/0040] 0960/4800, lr:2.5e-05 ∣ avg_100 : 32090.853108 ∣ critic_nllloss : 25903.858594 ∣ critic_ganloss : -131.562392 ∣ generator_nllloss : 5288.074023 ∣ generator_ganloss : 1013.587744 ∣     [  std_z : 0.99  real_sub_fake : 438.54 ]
[  epoch 0024/0040] 0970/4800, lr:2.5e-05 ∣ avg_100 : 32090.291398 ∣ critic_nllloss : 26034.051758 ∣ critic_ganloss : -131.495124 ∣ generator_nllloss : 5195.660156 ∣ generator_ganloss : 1006.189551 ∣     [  std_z : 0.99  real_sub_fake : 511.33 ]
[  epoch 0024/0040] 0980/4800, lr:2.5e-05 ∣ avg_100 : 32092.383792 ∣ critic_nllloss : 25992.289453 ∣ critic_ganloss : -135.132161 ∣ generator_nllloss : 5299.482031 ∣ generator_ganloss : 1046.968164 ∣     [  std_z : 1.00  real_sub_fake : 465.79 ]
[  epoch 0024/0040] 0990/4800, lr:2.5e-05 ∣ avg_100 : 32092.872327 ∣ critic_nllloss : 26029.357227 ∣ critic_ganloss : -89.002743 ∣ generator_nllloss : 5270.087305 ∣ generator_ganloss : 1029.900244 ∣  [  std_z : 1.00  real_sub_fake : 473.57 ]
[  epoch 0024/0040] 1000/4800, lr:2.5e-05 ∣ avg_100 : 32090.359985 ∣ critic_nllloss : 25925.220508 ∣ critic_ganloss : -110.676619 ∣ generator_nllloss : 5174.072656 ∣ generator_ganloss : 1055.804248 ∣     [  std_z : 0.99  real_sub_fake : 395.22 ]
[  epoch 0024/0040] 1010/4800, lr:2.5e-05 ∣ avg_100 : 32089.940982 ∣ critic_nllloss : 26031.854687 ∣ critic_ganloss : -144.483965 ∣ generator_nllloss : 5177.178125 ∣ generator_ganloss : 1029.857080 ∣     [  std_z : 0.99  real_sub_fake : 442.99 ]
[  epoch 0024/0040] 1020/4800, lr:2.5e-05 ∣ avg_100 : 32087.053762 ∣ critic_nllloss : 25944.006836 ∣ critic_ganloss : -132.522870 ∣ generator_nllloss : 5113.706250 ∣ generator_ganloss : 1041.686719 ∣     [  std_z : 0.99  real_sub_fake : 471.03 ]
[  epoch 0024/0040] 1030/4800, lr:2.5e-05 ∣ avg_100 : 32088.946989 ∣ critic_nllloss : 26156.564063 ∣ critic_ganloss : -124.741785 ∣ generator_nllloss : 5237.011523 ∣ generator_ganloss : 1041.010986 ∣     [  std_z : 0.99  real_sub_fake : 488.07 ]
[  epoch 0024/0040] 1040/4800, lr:2.5e-05 ∣ avg_100 : 32088.257951 ∣ critic_nllloss : 26003.464648 ∣ critic_ganloss : -134.886655 ∣ generator_nllloss : 5182.103320 ∣ generator_ganloss : 1031.811133 ∣     [  std_z : 0.99  real_sub_fake : 516.18 ]
[  epoch 0024/0040] 1050/4800, lr:2.5e-05 ∣ avg_100 : 32091.550188 ∣ critic_nllloss : 26051.875977 ∣ critic_ganloss : -149.851810 ∣ generator_nllloss : 5209.487891 ∣ generator_ganloss : 1042.259131 ∣     [  std_z : 0.99  real_sub_fake : 518.95 ]
[  epoch 0024/0040] 1060/4800, lr:2.5e-05 ∣ avg_100 : 32092.482331 ∣ critic_nllloss : 25927.714844 ∣ critic_ganloss : -123.405726 ∣ generator_nllloss : 5229.133398 ∣ generator_ganloss : 1052.000195 ∣     [  std_z : 0.99  real_sub_fake : 441.31 ]
[  epoch 0024/0040] 1070/4800, lr:2.5e-05 ∣ avg_100 : 32094.517608 ∣ critic_nllloss : 26121.315234 ∣ critic_ganloss : -138.390362 ∣ generator_nllloss : 5236.928516 ∣ generator_ganloss : 1029.136230 ∣     [  std_z : 1.00  real_sub_fake : 537.76 ]
[  epoch 0024/0040] 1080/4800, lr:2.5e-05 ∣ avg_100 : 32094.796091 ∣ critic_nllloss : 25956.645313 ∣ critic_ganloss : -106.898555 ∣ generator_nllloss : 5249.054688 ∣ generator_ganloss : 1053.125342 ∣     [  std_z : 0.99  real_sub_fake : 427.43 ]
[  epoch 0024/0040] 1090/4800, lr:2.5e-05 ∣ avg_100 : 32089.669698 ∣ critic_nllloss : 25802.363672 ∣ critic_ganloss : -138.203543 ∣ generator_nllloss : 5142.123242 ∣ generator_ganloss : 1023.877930 ∣     [  std_z : 0.99  real_sub_fake : 481.81 ]
[  epoch 0024/0040] 1100/4800, lr:2.5e-05 ∣ avg_100 : 32088.240187 ∣ critic_nllloss : 25795.327539 ∣ critic_ganloss : -136.640101 ∣ generator_nllloss : 5187.703125 ∣ generator_ganloss : 1038.527539 ∣     [  std_z : 0.99  real_sub_fake : 481.00 ]
[  epoch 0024/0040] 1110/4800, lr:2.5e-05 ∣ avg_100 : 32089.845396 ∣ critic_nllloss : 26113.010352 ∣ critic_ganloss : -173.404869 ∣ generator_nllloss : 5262.386328 ∣ generator_ganloss : 1023.442578 ∣     [  std_z : 1.00  real_sub_fake : 547.20 ]
[  epoch 0024/0040] 1120/4800, lr:2.5e-05 ∣ avg_100 : 32088.798111 ∣ critic_nllloss : 25965.411328 ∣ critic_ganloss : -146.489447 ∣ generator_nllloss : 5227.709375 ∣ generator_ganloss : 1026.402539 ∣     [  std_z : 1.00  real_sub_fake : 566.13 ]
[  epoch 0024/0040] 1130/4800, lr:2.5e-05 ∣ avg_100 : 32089.547909 ∣ critic_nllloss : 26154.588086 ∣ critic_ganloss : -135.743699 ∣ generator_nllloss : 5202.178906 ∣ generator_ganloss : 1079.901367 ∣     [  std_z : 0.99  real_sub_fake : 473.18 ]
[  epoch 0024/0040] 1140/4800, lr:2.5e-05 ∣ avg_100 : 32091.893718 ∣ critic_nllloss : 25996.768164 ∣ critic_ganloss : -105.922495 ∣ generator_nllloss : 5235.660547 ∣ generator_ganloss : 1067.436816 ∣     [  std_z : 0.98  real_sub_fake : 465.52 ]
[  epoch 0024/0040] 1150/4800, lr:2.5e-05 ∣ avg_100 : 32088.031181 ∣ critic_nllloss : 25822.959375 ∣ critic_ganloss : -131.634242 ∣ generator_nllloss : 5168.793359 ∣ generator_ganloss : 1043.291699 ∣     [  std_z : 0.98  real_sub_fake : 439.95 ]
[  epoch 0024/0040] 1160/4800, lr:2.5e-05 ∣ avg_100 : 32086.907225 ∣ critic_nllloss : 25520.842773 ∣ critic_ganloss : -83.120276 ∣ generator_nllloss : 5161.816602 ∣ generator_ganloss : 1051.104883 ∣  [  std_z : 0.99  real_sub_fake : 461.27 ]
[  epoch 0024/0040] 1170/4800, lr:2.5e-05 ∣ avg_100 : 32087.888065 ∣ critic_nllloss : 25921.488477 ∣ critic_ganloss : -118.337411 ∣ generator_nllloss : 5270.119141 ∣ generator_ganloss : 1059.670068 ∣     [  std_z : 1.00  real_sub_fake : 408.82 ]
[  epoch 0024/0040] 1180/4800, lr:2.5e-05 ∣ avg_100 : 32087.426025 ∣ critic_nllloss : 25904.003516 ∣ critic_ganloss : -109.848732 ∣ generator_nllloss : 5268.302930 ∣ generator_ganloss : 1027.300635 ∣     [  std_z : 0.99  real_sub_fake : 453.03 ]
[  epoch 0024/0040] 1190/4800, lr:2.5e-05 ∣ avg_100 : 32089.076293 ∣ critic_nllloss : 26095.799805 ∣ critic_ganloss : -94.816082 ∣ generator_nllloss : 5203.373242 ∣ generator_ganloss : 1063.434863 ∣  [  std_z : 0.98  real_sub_fake : 350.39 ]
[  epoch 0024/0040] 1200/4800, lr:2.5e-05 ∣ avg_100 : 32086.771285 ∣ critic_nllloss : 26089.665625 ∣ critic_ganloss : -150.218207 ∣ generator_nllloss : 5222.295313 ∣ generator_ganloss : 1027.438330 ∣     [  std_z : 0.98  real_sub_fake : 436.86 ]
[  epoch 0024/0040] 1210/4800, lr:2.5e-05 ∣ avg_100 : 32082.050944 ∣ critic_nllloss : 25867.396094 ∣ critic_ganloss : -130.183016 ∣ generator_nllloss : 5172.176172 ∣ generator_ganloss : 1030.888916 ∣     [  std_z : 0.98  real_sub_fake : 480.40 ]
[  epoch 0024/0040] 1220/4800, lr:2.5e-05 ∣ avg_100 : 32079.751734 ∣ critic_nllloss : 25843.836914 ∣ critic_ganloss : -108.793850 ∣ generator_nllloss : 5099.754297 ∣ generator_ganloss : 1020.657422 ∣     [  std_z : 1.00  real_sub_fake : 466.91 ]
[  epoch 0024/0040] 1230/4800, lr:2.5e-05 ∣ avg_100 : 32079.130900 ∣ critic_nllloss : 25948.048633 ∣ critic_ganloss : -174.209277 ∣ generator_nllloss : 5187.633203 ∣ generator_ganloss : 1020.949414 ∣     [  std_z : 1.01  real_sub_fake : 584.45 ]
[  epoch 0024/0040] 1240/4800, lr:2.5e-05 ∣ avg_100 : 32082.926849 ∣ critic_nllloss : 26115.882422 ∣ critic_ganloss : -223.998872 ∣ generator_nllloss : 5143.774414 ∣ generator_ganloss : 1030.378955 ∣     [  std_z : 1.01  real_sub_fake : 674.84 ]
[  epoch 0024/0040] 1250/4800, lr:2.5e-05 ∣ avg_100 : 32082.502588 ∣ critic_nllloss : 25897.394922 ∣ critic_ganloss : -62.611580 ∣ generator_nllloss : 5235.883203 ∣ generator_ganloss : 1043.537793 ∣  [  std_z : 0.99  real_sub_fake : 523.13 ]
[  epoch 0024/0040] 1260/4800, lr:2.5e-05 ∣ avg_100 : 32082.279856 ∣ critic_nllloss : 25876.258594 ∣ critic_ganloss : -145.483080 ∣ generator_nllloss : 5209.193750 ∣ generator_ganloss : 1015.456396 ∣     [  std_z : 0.98  real_sub_fake : 484.38 ]
[  epoch 0024/0040] 1270/4800, lr:2.5e-05 ∣ avg_100 : 32082.657918 ∣ critic_nllloss : 26095.332813 ∣ critic_ganloss : -185.244398 ∣ generator_nllloss : 5179.154688 ∣ generator_ganloss : 1004.614795 ∣     [  std_z : 0.98  real_sub_fake : 633.91 ]
[  epoch 0024/0040] 1280/4800, lr:2.5e-05 ∣ avg_100 : 32084.459310 ∣ critic_nllloss : 25819.475977 ∣ critic_ganloss : -128.021561 ∣ generator_nllloss : 5238.400000 ∣ generator_ganloss : 1056.157813 ∣     [  std_z : 0.99  real_sub_fake : 510.20 ]
[  epoch 0024/0040] 1290/4800, lr:2.5e-05 ∣ avg_100 : 32082.162661 ∣ critic_nllloss : 25787.378125 ∣ critic_ganloss : -107.257352 ∣ generator_nllloss : 5044.543945 ∣ generator_ganloss : 1063.642432 ∣     [  std_z : 0.99  real_sub_fake : 434.24 ]
[  epoch 0024/0040] 1300/4800, lr:2.5e-05 ∣ avg_100 : 32081.298333 ∣ critic_nllloss : 25899.748633 ∣ critic_ganloss : -141.208287 ∣ generator_nllloss : 5260.846680 ∣ generator_ganloss : 1061.033105 ∣     [  std_z : 1.00  real_sub_fake : 471.74 ]
[  epoch 0024/0040] 1310/4800, lr:2.5e-05 ∣ avg_100 : 32080.030642 ∣ critic_nllloss : 25881.953711 ∣ critic_ganloss : -140.707803 ∣ generator_nllloss : 5127.746484 ∣ generator_ganloss : 1050.189697 ∣     [  std_z : 0.99  real_sub_fake : 525.95 ]
[  epoch 0024/0040] 1320/4800, lr:2.5e-05 ∣ avg_100 : 32082.018361 ∣ critic_nllloss : 26027.630078 ∣ critic_ganloss : -81.561932 ∣ generator_nllloss : 5212.161719 ∣ generator_ganloss : 1092.077832 ∣  [  std_z : 0.98  real_sub_fake : 356.86 ]
[  epoch 0024/0040] 1330/4800, lr:2.5e-05 ∣ avg_100 : 32082.717509 ∣ critic_nllloss : 26061.970508 ∣ critic_ganloss : -114.990891 ∣ generator_nllloss : 5289.534375 ∣ generator_ganloss : 1046.224951 ∣     [  std_z : 0.99  real_sub_fake : 420.59 ]
[  epoch 0024/0040] 1340/4800, lr:2.5e-05 ∣ avg_100 : 32082.164545 ∣ critic_nllloss : 26142.888281 ∣ critic_ganloss : -152.424667 ∣ generator_nllloss : 5303.088477 ∣ generator_ganloss : 1037.127246 ∣     [  std_z : 1.00  real_sub_fake : 508.75 ]
[  epoch 0024/0040] 1350/4800, lr:2.5e-05 ∣ avg_100 : 32080.554472 ∣ critic_nllloss : 25837.755078 ∣ critic_ganloss : -164.394629 ∣ generator_nllloss : 5130.315039 ∣ generator_ganloss : 1033.651270 ∣     [  std_z : 1.00  real_sub_fake : 537.02 ]
[  epoch 0024/0040] 1360/4800, lr:2.5e-05 ∣ avg_100 : 32080.496938 ∣ critic_nllloss : 25979.362109 ∣ critic_ganloss : -132.023729 ∣ generator_nllloss : 5238.615430 ∣ generator_ganloss : 1038.532471 ∣     [  std_z : 1.00  real_sub_fake : 645.80 ]
[  epoch 0024/0040] 1370/4800, lr:2.5e-05 ∣ avg_100 : 32080.039939 ∣ critic_nllloss : 25791.763086 ∣ critic_ganloss : -98.250749 ∣ generator_nllloss : 5148.263477 ∣ generator_ganloss : 1085.545898 ∣  [  std_z : 0.99  real_sub_fake : 328.03 ]
[  epoch 0024/0040] 1380/4800, lr:2.5e-05 ∣ avg_100 : 32080.611272 ∣ critic_nllloss : 25993.425195 ∣ critic_ganloss : -111.377131 ∣ generator_nllloss : 5112.583203 ∣ generator_ganloss : 1043.697070 ∣     [  std_z : 1.00  real_sub_fake : 437.90 ]
[  epoch 0024/0040] 1390/4800, lr:2.5e-05 ∣ avg_100 : 32080.804801 ∣ critic_nllloss : 26123.663867 ∣ critic_ganloss : -123.994631 ∣ generator_nllloss : 5141.452148 ∣ generator_ganloss : 1056.408887 ∣     [  std_z : 1.00  real_sub_fake : 396.54 ]
[  epoch 0024/0040] 1400/4800, lr:2.5e-05 ∣ avg_100 : 32081.663442 ∣ critic_nllloss : 25840.768750 ∣ critic_ganloss : -149.163662 ∣ generator_nllloss : 5202.944727 ∣ generator_ganloss : 1043.029687 ∣     [  std_z : 0.99  real_sub_fake : 507.29 ]
[  epoch 0024/0040] 1410/4800, lr:2.5e-05 ∣ avg_100 : 32080.981627 ∣ critic_nllloss : 25839.223828 ∣ critic_ganloss : -99.595818 ∣ generator_nllloss : 5218.254883 ∣ generator_ganloss : 1064.126563 ∣  [  std_z : 0.99  real_sub_fake : 471.59 ]
[  epoch 0024/0040] 1420/4800, lr:2.5e-05 ∣ avg_100 : 32079.735500 ∣ critic_nllloss : 25878.305664 ∣ critic_ganloss : -173.223430 ∣ generator_nllloss : 5162.823438 ∣ generator_ganloss : 1044.570850 ∣     [  std_z : 0.98  real_sub_fake : 548.25 ]
[  epoch 0024/0040] 1430/4800, lr:2.5e-05 ∣ avg_100 : 32078.292143 ∣ critic_nllloss : 25910.791211 ∣ critic_ganloss : -144.081526 ∣ generator_nllloss : 5186.261133 ∣ generator_ganloss : 1036.859180 ∣     [  std_z : 0.99  real_sub_fake : 673.00 ]
[  epoch 0024/0040] 1440/4800, lr:2.5e-05 ∣ avg_100 : 32071.834087 ∣ critic_nllloss : 25592.791992 ∣ critic_ganloss : -127.299593 ∣ generator_nllloss : 5078.672852 ∣ generator_ganloss : 1057.180811 ∣     [  std_z : 0.99  real_sub_fake : 499.67 ]
[  epoch 0024/0040] 1450/4800, lr:2.5e-05 ∣ avg_100 : 32070.192716 ∣ critic_nllloss : 25874.632422 ∣ critic_ganloss : -107.675523 ∣ generator_nllloss : 5088.442773 ∣ generator_ganloss : 1064.208936 ∣     [  std_z : 1.00  real_sub_fake : 430.69 ]
[  epoch 0024/0040] 1460/4800, lr:2.5e-05 ∣ avg_100 : 32067.951323 ∣ critic_nllloss : 25954.205078 ∣ critic_ganloss : -142.234366 ∣ generator_nllloss : 5117.141992 ∣ generator_ganloss : 1046.908643 ∣     [  std_z : 1.00  real_sub_fake : 478.60 ]
[  epoch 0024/0040] 1470/4800, lr:2.5e-05 ∣ avg_100 : 32065.140110 ∣ critic_nllloss : 25867.894141 ∣ critic_ganloss : -148.245851 ∣ generator_nllloss : 5099.610156 ∣ generator_ganloss : 1051.581885 ∣     [  std_z : 0.99  real_sub_fake : 494.21 ]
[  epoch 0024/0040] 1480/4800, lr:2.5e-05 ∣ avg_100 : 32063.279092 ∣ critic_nllloss : 25826.803906 ∣ critic_ganloss : -178.145943 ∣ generator_nllloss : 5194.538477 ∣ generator_ganloss : 1040.171875 ∣     [  std_z : 0.98  real_sub_fake : 598.56 ]
[  epoch 0024/0040] 1490/4800, lr:2.5e-05 ∣ avg_100 : 32061.835649 ∣ critic_nllloss : 25926.621289 ∣ critic_ganloss : -131.739796 ∣ generator_nllloss : 5164.541016 ∣ generator_ganloss : 1047.869189 ∣     [  std_z : 0.99  real_sub_fake : 571.44 ]
[  epoch 0024/0040] 1500/4800, lr:2.5e-05 ∣ avg_100 : 32064.581479 ∣ critic_nllloss : 26278.043555 ∣ critic_ganloss : -187.708304 ∣ generator_nllloss : 5292.570117 ∣ generator_ganloss : 1031.589258 ∣     [  std_z : 1.00  real_sub_fake : 649.66 ]
[  epoch 0024/0040] 1510/4800, lr:2.5e-05 ∣ avg_100 : 32064.673679 ∣ critic_nllloss : 26025.831445 ∣ critic_ganloss : -100.519070 ∣ generator_nllloss : 5183.751758 ∣ generator_ganloss : 1071.269287 ∣     [  std_z : 1.00  real_sub_fake : 440.13 ]
[  epoch 0024/0040] 1520/4800, lr:2.5e-05 ∣ avg_100 : 32066.030062 ∣ critic_nllloss : 25903.591211 ∣ critic_ganloss : -96.249252 ∣ generator_nllloss : 5167.609961 ∣ generator_ganloss : 1043.080859 ∣  [  std_z : 0.99  real_sub_fake : 489.86 ]
[  epoch 0024/0040] 1530/4800, lr:2.5e-05 ∣ avg_100 : 32063.766870 ∣ critic_nllloss : 25987.569922 ∣ critic_ganloss : -93.500029 ∣ generator_nllloss : 5211.035937 ∣ generator_ganloss : 1068.354248 ∣  [  std_z : 0.99  real_sub_fake : 319.18 ]
[  epoch 0024/0040] 1540/4800, lr:2.5e-05 ∣ avg_100 : 32063.893773 ∣ critic_nllloss : 25885.006445 ∣ critic_ganloss : -109.327737 ∣ generator_nllloss : 5120.241602 ∣ generator_ganloss : 1052.188330 ∣     [  std_z : 0.99  real_sub_fake : 355.74 ]
[  epoch 0024/0040] 1550/4800, lr:2.5e-05 ∣ avg_100 : 32061.700896 ∣ critic_nllloss : 25994.270898 ∣ critic_ganloss : -144.840164 ∣ generator_nllloss : 5114.303125 ∣ generator_ganloss : 1023.729687 ∣     [  std_z : 0.99  real_sub_fake : 508.47 ]
[  epoch 0024/0040] 1560/4800, lr:2.5e-05 ∣ avg_100 : 32063.708414 ∣ critic_nllloss : 25963.907031 ∣ critic_ganloss : -112.417728 ∣ generator_nllloss : 5220.841406 ∣ generator_ganloss : 1058.063525 ∣     [  std_z : 1.00  real_sub_fake : 449.34 ]
[  epoch 0024/0040] 1570/4800, lr:2.5e-05 ∣ avg_100 : 32065.479297 ∣ critic_nllloss : 26095.266016 ∣ critic_ganloss : -121.580884 ∣ generator_nllloss : 5087.072656 ∣ generator_ganloss : 1050.766602 ∣     [  std_z : 1.00  real_sub_fake : 446.74 ]
[  epoch 0024/0040] 1580/4800, lr:2.5e-05 ∣ avg_100 : 32066.227525 ∣ critic_nllloss : 26093.724023 ∣ critic_ganloss : -133.465569 ∣ generator_nllloss : 5219.464844 ∣ generator_ganloss : 1053.436182 ∣     [  std_z : 0.99  real_sub_fake : 505.36 ]
[  epoch 0024/0040] 1590/4800, lr:2.5e-05 ∣ avg_100 : 32064.046932 ∣ critic_nllloss : 25908.580273 ∣ critic_ganloss : -143.125514 ∣ generator_nllloss : 5146.257812 ∣ generator_ganloss : 1058.913428 ∣     [  std_z : 0.99  real_sub_fake : 466.01 ]
[  epoch 0024/0040] 1600/4800, lr:2.5e-05 ∣ avg_100 : 32066.276433 ∣ critic_nllloss : 26019.392188 ∣ critic_ganloss : -111.901134 ∣ generator_nllloss : 5173.624219 ∣ generator_ganloss : 1063.858789 ∣     [  std_z : 0.98  real_sub_fake : 503.04 ]
[  epoch 0024/0040] 1610/4800, lr:2.5e-05 ∣ avg_100 : 32064.994241 ∣ critic_nllloss : 25834.550977 ∣ critic_ganloss : -111.158003 ∣ generator_nllloss : 5224.743945 ∣ generator_ganloss : 1068.842139 ∣     [  std_z : 0.98  real_sub_fake : 464.35 ]
[  epoch 0024/0040] 1620/4800, lr:2.5e-05 ∣ avg_100 : 32063.959428 ∣ critic_nllloss : 25913.891602 ∣ critic_ganloss : -147.209513 ∣ generator_nllloss : 5160.982813 ∣ generator_ganloss : 1063.836523 ∣     [  std_z : 0.99  real_sub_fake : 456.52 ]
[  epoch 0024/0040] 1630/4800, lr:2.5e-05 ∣ avg_100 : 32067.820927 ∣ critic_nllloss : 26170.350000 ∣ critic_ganloss : -106.561309 ∣ generator_nllloss : 5260.939844 ∣ generator_ganloss : 1056.216553 ∣     [  std_z : 1.00  real_sub_fake : 509.03 ]
[  epoch 0024/0040] 1640/4800, lr:2.5e-05 ∣ avg_100 : 32067.692466 ∣ critic_nllloss : 25958.331445 ∣ critic_ganloss : -202.497360 ∣ generator_nllloss : 5209.479297 ∣ generator_ganloss : 1042.607959 ∣     [  std_z : 0.99  real_sub_fake : 551.29 ]
[  epoch 0024/0040] 1650/4800, lr:2.5e-05 ∣ avg_100 : 32065.228094 ∣ critic_nllloss : 25919.835742 ∣ critic_ganloss : -90.417735 ∣ generator_nllloss : 5102.658398 ∣ generator_ganloss : 1056.334570 ∣  [  std_z : 0.99  real_sub_fake : 534.96 ]
[  epoch 0024/0040] 1660/4800, lr:2.5e-05 ∣ avg_100 : 32061.685478 ∣ critic_nllloss : 25752.499219 ∣ critic_ganloss : -91.894932 ∣ generator_nllloss : 5139.054297 ∣ generator_ganloss : 1059.176221 ∣  [  std_z : 0.99  real_sub_fake : 294.06 ]
[  epoch 0024/0040] 1670/4800, lr:2.5e-05 ∣ avg_100 : 32066.188947 ∣ critic_nllloss : 26165.423047 ∣ critic_ganloss : -117.350256 ∣ generator_nllloss : 5207.507422 ∣ generator_ganloss : 1020.570605 ∣     [  std_z : 1.00  real_sub_fake : 458.88 ]
[  epoch 0024/0040] 1680/4800, lr:2.5e-05 ∣ avg_100 : 32065.492146 ∣ critic_nllloss : 25789.610938 ∣ critic_ganloss : -99.707662 ∣ generator_nllloss : 5183.647461 ∣ generator_ganloss : 1033.482129 ∣  [  std_z : 1.00  real_sub_fake : 347.25 ]
[  epoch 0024/0040] 1690/4800, lr:2.5e-05 ∣ avg_100 : 32065.132604 ∣ critic_nllloss : 25908.914062 ∣ critic_ganloss : -156.109453 ∣ generator_nllloss : 5227.252148 ∣ generator_ganloss : 1006.553711 ∣     [  std_z : 0.99  real_sub_fake : 529.60 ]
[  epoch 0024/0040] 1700/4800, lr:2.5e-05 ∣ avg_100 : 32064.213501 ∣ critic_nllloss : 25937.638672 ∣ critic_ganloss : -132.316972 ∣ generator_nllloss : 5221.138672 ∣ generator_ganloss : 1034.614258 ∣     [  std_z : 0.98  real_sub_fake : 571.22 ]
[  epoch 0024/0040] 1710/4800, lr:2.5e-05 ∣ avg_100 : 32060.089176 ∣ critic_nllloss : 25875.333008 ∣ critic_ganloss : -201.588443 ∣ generator_nllloss : 5084.825977 ∣ generator_ganloss : 1028.376611 ∣     [  std_z : 0.98  real_sub_fake : 621.26 ]
[  epoch 0024/0040] 1720/4800, lr:2.5e-05 ∣ avg_100 : 32060.799103 ∣ critic_nllloss : 25936.326758 ∣ critic_ganloss : -110.670822 ∣ generator_nllloss : 5152.227539 ∣ generator_ganloss : 1052.347656 ∣     [  std_z : 1.00  real_sub_fake : 567.55 ]
[  epoch 0024/0040] 1730/4800, lr:2.5e-05 ∣ avg_100 : 32060.738847 ∣ critic_nllloss : 25951.402539 ∣ critic_ganloss : -119.706361 ∣ generator_nllloss : 5095.868359 ∣ generator_ganloss : 1055.933691 ∣     [  std_z : 1.00  real_sub_fake : 467.19 ]
[  epoch 0024/0040] 1740/4800, lr:2.5e-05 ∣ avg_100 : 32056.881789 ∣ critic_nllloss : 25823.410352 ∣ critic_ganloss : -127.754779 ∣ generator_nllloss : 5028.319531 ∣ generator_ganloss : 1037.424365 ∣     [  std_z : 1.00  real_sub_fake : 471.26 ]
[  epoch 0024/0040] 1750/4800, lr:2.5e-05 ∣ avg_100 : 32060.441276 ∣ critic_nllloss : 25999.841016 ∣ critic_ganloss : -93.404447 ∣ generator_nllloss : 5221.304102 ∣ generator_ganloss : 1070.601270 ∣  [  std_z : 0.99  real_sub_fake : 419.80 ]
[  epoch 0024/0040] 1760/4800, lr:2.5e-05 ∣ avg_100 : 32059.650198 ∣ critic_nllloss : 25898.208789 ∣ critic_ganloss : -109.751733 ∣ generator_nllloss : 5153.835352 ∣ generator_ganloss : 1044.665576 ∣     [  std_z : 0.98  real_sub_fake : 390.38 ]
[  epoch 0024/0040] 1770/4800, lr:2.5e-05 ∣ avg_100 : 32059.431882 ∣ critic_nllloss : 25973.971094 ∣ critic_ganloss : -138.653648 ∣ generator_nllloss : 5156.658203 ∣ generator_ganloss : 1025.323535 ∣     [  std_z : 0.99  real_sub_fake : 463.36 ]
[  epoch 0024/0040] 1780/4800, lr:2.5e-05 ∣ avg_100 : 32061.667344 ∣ critic_nllloss : 26122.819922 ∣ critic_ganloss : -78.895934 ∣ generator_nllloss : 5302.101953 ∣ generator_ganloss : 1069.203174 ∣  [  std_z : 1.00  real_sub_fake : 361.68 ]
[  epoch 0024/0040] 1790/4800, lr:2.5e-05 ∣ avg_100 : 32056.749199 ∣ critic_nllloss : 25659.775586 ∣ critic_ganloss : -127.186037 ∣ generator_nllloss : 5136.350391 ∣ generator_ganloss : 1055.777344 ∣     [  std_z : 1.00  real_sub_fake : 397.93 ]
[  epoch 0024/0040] 1800/4800, lr:2.5e-05 ∣ avg_100 : 32056.632311 ∣ critic_nllloss : 25846.226172 ∣ critic_ganloss : -137.337323 ∣ generator_nllloss : 5270.609570 ∣ generator_ganloss : 1048.411523 ∣     [  std_z : 0.99  real_sub_fake : 546.90 ]
[  epoch 0024/0040] 1810/4800, lr:2.5e-05 ∣ avg_100 : 32058.173130 ∣ critic_nllloss : 26144.998047 ∣ critic_ganloss : -218.252634 ∣ generator_nllloss : 5254.729492 ∣ generator_ganloss : 1035.863477 ∣     [  std_z : 0.99  real_sub_fake : 671.10 ]
[  epoch 0024/0040] 1820/4800, lr:2.5e-05 ∣ avg_100 : 32057.433231 ∣ critic_nllloss : 26015.609570 ∣ critic_ganloss : -157.078210 ∣ generator_nllloss : 5213.442578 ∣ generator_ganloss : 1036.531934 ∣     [  std_z : 0.99  real_sub_fake : 656.93 ]
[  epoch 0024/0040] 1830/4800, lr:2.5e-05 ∣ avg_100 : 32059.425618 ∣ critic_nllloss : 26108.646094 ∣ critic_ganloss : -141.878990 ∣ generator_nllloss : 5188.921094 ∣ generator_ganloss : 1045.199707 ∣     [  std_z : 0.99  real_sub_fake : 619.63 ]
[  epoch 0024/0040] 1840/4800, lr:2.5e-05 ∣ avg_100 : 32059.633611 ∣ critic_nllloss : 25977.218164 ∣ critic_ganloss : -139.862988 ∣ generator_nllloss : 5195.900391 ∣ generator_ganloss : 1043.669580 ∣     [  std_z : 0.99  real_sub_fake : 464.28 ]
[  epoch 0024/0040] 1850/4800, lr:2.5e-05 ∣ avg_100 : 32058.948792 ∣ critic_nllloss : 25982.885742 ∣ critic_ganloss : -146.992210 ∣ generator_nllloss : 5161.009766 ∣ generator_ganloss : 1035.836475 ∣     [  std_z : 1.00  real_sub_fake : 575.42 ]
[  epoch 0024/0040] 1860/4800, lr:2.5e-05 ∣ avg_100 : 32055.881068 ∣ critic_nllloss : 25941.300195 ∣ critic_ganloss : -188.686084 ∣ generator_nllloss : 5182.768945 ∣ generator_ganloss : 1036.451807 ∣     [  std_z : 1.00  real_sub_fake : 677.80 ]
[  epoch 0024/0040] 1870/4800, lr:2.5e-05 ∣ avg_100 : 32057.097042 ∣ critic_nllloss : 26083.434570 ∣ critic_ganloss : -157.167503 ∣ generator_nllloss : 5239.395312 ∣ generator_ganloss : 1038.326367 ∣     [  std_z : 0.99  real_sub_fake : 648.50 ]
[  epoch 0024/0040] 1880/4800, lr:2.5e-05 ∣ avg_100 : 32054.125383 ∣ critic_nllloss : 25865.507812 ∣ critic_ganloss : -132.223560 ∣ generator_nllloss : 5102.511719 ∣ generator_ganloss : 1056.702832 ∣     [  std_z : 0.99  real_sub_fake : 482.60 ]
[  epoch 0024/0040] 1890/4800, lr:2.5e-05 ∣ avg_100 : 32055.577418 ∣ critic_nllloss : 25947.869141 ∣ critic_ganloss : -137.656329 ∣ generator_nllloss : 5213.696875 ∣ generator_ganloss : 1047.615820 ∣     [  std_z : 0.99  real_sub_fake : 495.82 ]
[  epoch 0024/0040] 1900/4800, lr:2.5e-05 ∣ avg_100 : 32055.462900 ∣ critic_nllloss : 25829.562305 ∣ critic_ganloss : -106.260847 ∣ generator_nllloss : 5132.591992 ∣ generator_ganloss : 1041.202441 ∣     [  std_z : 1.00  real_sub_fake : 450.63 ]
[  epoch 0024/0040] 1910/4800, lr:2.5e-05 ∣ avg_100 : 32054.260969 ∣ critic_nllloss : 25897.208594 ∣ critic_ganloss : -149.045135 ∣ generator_nllloss : 5253.558398 ∣ generator_ganloss : 1037.605469 ∣     [  std_z : 1.00  real_sub_fake : 502.92 ]
[  epoch 0024/0040] 1920/4800, lr:2.5e-05 ∣ avg_100 : 32055.788671 ∣ critic_nllloss : 26202.088477 ∣ critic_ganloss : -137.708948 ∣ generator_nllloss : 5171.692187 ∣ generator_ganloss : 1029.385156 ∣     [  std_z : 1.00  real_sub_fake : 634.78 ]
[  epoch 0024/0040] 1930/4800, lr:2.5e-05 ∣ avg_100 : 32051.419233 ∣ critic_nllloss : 25675.310547 ∣ critic_ganloss : -183.421027 ∣ generator_nllloss : 5092.914648 ∣ generator_ganloss : 1030.050879 ∣     [  std_z : 1.00  real_sub_fake : 636.30 ]
[  epoch 0024/0040] 1940/4800, lr:2.5e-05 ∣ avg_100 : 32047.436867 ∣ critic_nllloss : 25778.515039 ∣ critic_ganloss : -86.164423 ∣ generator_nllloss : 5131.878906 ∣ generator_ganloss : 1051.512744 ∣  [  std_z : 1.00  real_sub_fake : 549.77 ]
[  epoch 0024/0040] 1950/4800, lr:2.5e-05 ∣ avg_100 : 32048.622327 ∣ critic_nllloss : 26160.308398 ∣ critic_ganloss : -165.231392 ∣ generator_nllloss : 5242.026953 ∣ generator_ganloss : 1042.523682 ∣     [  std_z : 1.00  real_sub_fake : 507.45 ]
[  epoch 0024/0040] 1960/4800, lr:2.5e-05 ∣ avg_100 : 32048.663077 ∣ critic_nllloss : 25943.917773 ∣ critic_ganloss : -142.624253 ∣ generator_nllloss : 5254.635547 ∣ generator_ganloss : 1022.103906 ∣     [  std_z : 0.99  real_sub_fake : 505.54 ]
[  epoch 0024/0040] 1970/4800, lr:2.5e-05 ∣ avg_100 : 32047.946671 ∣ critic_nllloss : 25869.338086 ∣ critic_ganloss : -133.034293 ∣ generator_nllloss : 5240.178711 ∣ generator_ganloss : 1056.283252 ∣     [  std_z : 0.98  real_sub_fake : 434.45 ]
[  epoch 0024/0040] 1980/4800, lr:2.5e-05 ∣ avg_100 : 32046.924032 ∣ critic_nllloss : 26096.155469 ∣ critic_ganloss : -163.728954 ∣ generator_nllloss : 5143.853125 ∣ generator_ganloss : 1025.063965 ∣     [  std_z : 0.99  real_sub_fake : 519.91 ]
[  epoch 0024/0040] 1990/4800, lr:2.5e-05 ∣ avg_100 : 32043.392464 ∣ critic_nllloss : 25833.201758 ∣ critic_ganloss : -168.072896 ∣ generator_nllloss : 5180.962500 ∣ generator_ganloss : 1041.093848 ∣     [  std_z : 0.99  real_sub_fake : 580.85 ]
[  epoch 0024/0040] 2000/4800, lr:2.5e-05 ∣ avg_100 : 32042.877129 ∣ critic_nllloss : 25887.458008 ∣ critic_ganloss : -153.834067 ∣ generator_nllloss : 5208.376758 ∣ generator_ganloss : 1050.886621 ∣     [  std_z : 1.00  real_sub_fake : 621.81 ]
[  epoch 0024/0040] 2010/4800, lr:2.5e-05 ∣ avg_100 : 32043.165006 ∣ critic_nllloss : 25952.792969 ∣ critic_ganloss : -123.273470 ∣ generator_nllloss : 5236.039453 ∣ generator_ganloss : 1057.634619 ∣     [  std_z : 1.00  real_sub_fake : 530.75 ]
[  epoch 0024/0040] 2020/4800, lr:2.5e-05 ∣ avg_100 : 32044.764668 ∣ critic_nllloss : 25973.858008 ∣ critic_ganloss : -154.692633 ∣ generator_nllloss : 5240.736719 ∣ generator_ganloss : 1066.941064 ∣     [  std_z : 0.99  real_sub_fake : 557.57 ]
[  epoch 0024/0040] 2030/4800, lr:2.5e-05 ∣ avg_100 : 32039.778893 ∣ critic_nllloss : 25775.572461 ∣ critic_ganloss : -149.182730 ∣ generator_nllloss : 5137.219531 ∣ generator_ganloss : 1047.658057 ∣     [  std_z : 0.99  real_sub_fake : 539.52 ]
[  epoch 0024/0040] 2040/4800, lr:2.5e-05 ∣ avg_100 : 32038.220929 ∣ critic_nllloss : 25842.144922 ∣ critic_ganloss : -159.125075 ∣ generator_nllloss : 5198.749023 ∣ generator_ganloss : 1044.927148 ∣     [  std_z : 0.98  real_sub_fake : 592.76 ]
[  epoch 0024/0040] 2050/4800, lr:2.5e-05 ∣ avg_100 : 32036.236606 ∣ critic_nllloss : 25933.774219 ∣ critic_ganloss : -159.418808 ∣ generator_nllloss : 5133.980859 ∣ generator_ganloss : 1047.002588 ∣     [  std_z : 0.99  real_sub_fake : 575.54 ]
[  epoch 0024/0040] 2060/4800, lr:2.5e-05 ∣ avg_100 : 32035.242779 ∣ critic_nllloss : 25904.580273 ∣ critic_ganloss : -158.701538 ∣ generator_nllloss : 5197.664844 ∣ generator_ganloss : 1042.516504 ∣     [  std_z : 1.00  real_sub_fake : 550.52 ]
[  epoch 0024/0040] 2070/4800, lr:2.5e-05 ∣ avg_100 : 32033.731180 ∣ critic_nllloss : 26023.865820 ∣ critic_ganloss : -148.242436 ∣ generator_nllloss : 5175.141797 ∣ generator_ganloss : 1047.064453 ∣     [  std_z : 1.00  real_sub_fake : 498.46 ]
[  epoch 0024/0040] 2080/4800, lr:2.5e-05 ∣ avg_100 : 32034.477484 ∣ critic_nllloss : 26151.612500 ∣ critic_ganloss : -143.684721 ∣ generator_nllloss : 5184.706055 ∣ generator_ganloss : 1033.923438 ∣     [  std_z : 1.00  real_sub_fake : 566.08 ]
[  epoch 0024/0040] 2090/4800, lr:2.5e-05 ∣ avg_100 : 32034.717320 ∣ critic_nllloss : 25826.402539 ∣ critic_ganloss : -164.966757 ∣ generator_nllloss : 5148.104883 ∣ generator_ganloss : 1044.604150 ∣     [  std_z : 0.99  real_sub_fake : 539.17 ]
[  epoch 0024/0040] 2100/4800, lr:2.5e-05 ∣ avg_100 : 32037.184622 ∣ critic_nllloss : 26063.256055 ∣ critic_ganloss : -163.178653 ∣ generator_nllloss : 5185.245703 ∣ generator_ganloss : 1046.325195 ∣     [  std_z : 0.99  real_sub_fake : 567.67 ]
[  epoch 0024/0040] 2110/4800, lr:2.5e-05 ∣ avg_100 : 32038.599666 ∣ critic_nllloss : 26199.573242 ∣ critic_ganloss : -109.792273 ∣ generator_nllloss : 5216.294531 ∣ generator_ganloss : 1060.863379 ∣     [  std_z : 0.99  real_sub_fake : 542.03 ]
[  epoch 0024/0040] 2120/4800, lr:2.5e-05 ∣ avg_100 : 32036.773352 ∣ critic_nllloss : 25841.517969 ∣ critic_ganloss : -148.616257 ∣ generator_nllloss : 5158.284180 ∣ generator_ganloss : 1039.216455 ∣     [  std_z : 0.99  real_sub_fake : 549.42 ]
[  epoch 0024/0040] 2130/4800, lr:2.5e-05 ∣ avg_100 : 32035.802797 ∣ critic_nllloss : 26157.665039 ∣ critic_ganloss : -182.423451 ∣ generator_nllloss : 5178.253320 ∣ generator_ganloss : 1050.374219 ∣     [  std_z : 1.00  real_sub_fake : 701.11 ]
[  epoch 0024/0040] 2140/4800, lr:2.5e-05 ∣ avg_100 : 32035.188019 ∣ critic_nllloss : 25961.641016 ∣ critic_ganloss : -138.978239 ∣ generator_nllloss : 5264.054102 ∣ generator_ganloss : 1045.748340 ∣     [  std_z : 1.01  real_sub_fake : 531.47 ]
[  epoch 0024/0040] 2150/4800, lr:2.5e-05 ∣ avg_100 : 32035.593083 ∣ critic_nllloss : 25915.316602 ∣ critic_ganloss : -167.324638 ∣ generator_nllloss : 5177.448242 ∣ generator_ganloss : 1018.476416 ∣     [  std_z : 1.00  real_sub_fake : 620.19 ]
[  epoch 0024/0040] 2160/4800, lr:2.5e-05 ∣ avg_100 : 32038.437044 ∣ critic_nllloss : 25915.138281 ∣ critic_ganloss : -175.447639 ∣ generator_nllloss : 5150.913477 ∣ generator_ganloss : 1044.435937 ∣     [  std_z : 0.99  real_sub_fake : 534.75 ]
[  epoch 0024/0040] 2170/4800, lr:2.5e-05 ∣ avg_100 : 32036.267401 ∣ critic_nllloss : 25888.438281 ∣ critic_ganloss : -153.255663 ∣ generator_nllloss : 5150.354297 ∣ generator_ganloss : 1030.439111 ∣     [  std_z : 0.99  real_sub_fake : 581.37 ]
[  epoch 0024/0040] 2180/4800, lr:2.5e-05 ∣ avg_100 : 32036.657597 ∣ critic_nllloss : 25996.711914 ∣ critic_ganloss : -130.334187 ∣ generator_nllloss : 5228.323828 ∣ generator_ganloss : 1034.076367 ∣     [  std_z : 0.99  real_sub_fake : 561.52 ]
[  epoch 0024/0040] 2190/4800, lr:2.5e-05 ∣ avg_100 : 32034.234217 ∣ critic_nllloss : 25809.383594 ∣ critic_ganloss : -126.919276 ∣ generator_nllloss : 5305.675586 ∣ generator_ganloss : 1037.313916 ∣     [  std_z : 0.99  real_sub_fake : 506.83 ]
[  epoch 0024/0040] 2200/4800, lr:2.5e-05 ∣ avg_100 : 32034.154681 ∣ critic_nllloss : 26009.258789 ∣ critic_ganloss : -144.427892 ∣ generator_nllloss : 5275.164648 ∣ generator_ganloss : 1041.231982 ∣     [  std_z : 0.99  real_sub_fake : 525.07 ]
[  epoch 0024/0040] 2210/4800, lr:2.5e-05 ∣ avg_100 : 32033.078525 ∣ critic_nllloss : 25666.419336 ∣ critic_ganloss : -88.485267 ∣ generator_nllloss : 5177.453516 ∣ generator_ganloss : 1077.274951 ∣  [  std_z : 0.99  real_sub_fake : 358.59 ]
[  epoch 0024/0040] 2220/4800, lr:2.5e-05 ∣ avg_100 : 32031.137457 ∣ critic_nllloss : 25592.743750 ∣ critic_ganloss : -116.189988 ∣ generator_nllloss : 5141.016016 ∣ generator_ganloss : 1043.778223 ∣     [  std_z : 0.99  real_sub_fake : 383.22 ]
[  epoch 0024/0040] 2230/4800, lr:2.5e-05 ∣ avg_100 : 32032.622349 ∣ critic_nllloss : 26015.868359 ∣ critic_ganloss : -131.300568 ∣ generator_nllloss : 5188.812500 ∣ generator_ganloss : 1057.530811 ∣     [  std_z : 1.01  real_sub_fake : 522.75 ]
[  epoch 0024/0040] 2240/4800, lr:2.5e-05 ∣ avg_100 : 32033.262297 ∣ critic_nllloss : 25991.348242 ∣ critic_ganloss : -141.235291 ∣ generator_nllloss : 5226.343359 ∣ generator_ganloss : 1053.575439 ∣     [  std_z : 1.00  real_sub_fake : 516.03 ]
[  epoch 0024/0040] 2250/4800, lr:2.5e-05 ∣ avg_100 : 32032.458924 ∣ critic_nllloss : 25914.142969 ∣ critic_ganloss : -152.232732 ∣ generator_nllloss : 5219.184180 ∣ generator_ganloss : 1052.772607 ∣     [  std_z : 0.99  real_sub_fake : 510.21 ]
[  epoch 0024/0040] 2260/4800, lr:2.5e-05 ∣ avg_100 : 32032.276919 ∣ critic_nllloss : 25822.393750 ∣ critic_ganloss : -146.370479 ∣ generator_nllloss : 5227.414648 ∣ generator_ganloss : 1033.787305 ∣     [  std_z : 0.98  real_sub_fake : 521.15 ]
[  epoch 0024/0040] 2270/4800, lr:2.5e-05 ∣ avg_100 : 32031.394995 ∣ critic_nllloss : 25894.866016 ∣ critic_ganloss : -140.444529 ∣ generator_nllloss : 5206.222461 ∣ generator_ganloss : 1045.021533 ∣     [  std_z : 0.99  real_sub_fake : 536.87 ]
[  epoch 0024/0040] 2280/4800, lr:2.5e-05 ∣ avg_100 : 32030.985328 ∣ critic_nllloss : 25952.792383 ∣ critic_ganloss : -177.312779 ∣ generator_nllloss : 5139.996875 ∣ generator_ganloss : 1029.569043 ∣     [  std_z : 1.00  real_sub_fake : 604.11 ]
[  epoch 0024/0040] 2290/4800, lr:2.5e-05 ∣ avg_100 : 32032.131740 ∣ critic_nllloss : 25860.583203 ∣ critic_ganloss : -168.475444 ∣ generator_nllloss : 5166.281250 ∣ generator_ganloss : 1044.559277 ∣     [  std_z : 1.00  real_sub_fake : 590.72 ]
[  epoch 0024/0040] 2300/4800, lr:2.5e-05 ∣ avg_100 : 32030.535536 ∣ critic_nllloss : 25904.183789 ∣ critic_ganloss : -161.997447 ∣ generator_nllloss : 5128.257422 ∣ generator_ganloss : 1050.356006 ∣     [  std_z : 1.00  real_sub_fake : 583.41 ]
[  epoch 0024/0040] 2310/4800, lr:2.5e-05 ∣ avg_100 : 32031.381473 ∣ critic_nllloss : 25947.452930 ∣ critic_ganloss : -132.191002 ∣ generator_nllloss : 5141.680859 ∣ generator_ganloss : 1046.833057 ∣     [  std_z : 0.99  real_sub_fake : 502.85 ]
[  epoch 0024/0040] 2320/4800, lr:2.5e-05 ∣ avg_100 : 32031.328152 ∣ critic_nllloss : 26046.441211 ∣ critic_ganloss : -130.608228 ∣ generator_nllloss : 5293.264844 ∣ generator_ganloss : 1035.877686 ∣     [  std_z : 0.98  real_sub_fake : 550.92 ]
[  epoch 0024/0040] 2330/4800, lr:2.5e-05 ∣ avg_100 : 32029.026778 ∣ critic_nllloss : 26042.695117 ∣ critic_ganloss : -168.724287 ∣ generator_nllloss : 5162.614844 ∣ generator_ganloss : 1016.015918 ∣     [  std_z : 0.99  real_sub_fake : 597.15 ]
[  epoch 0024/0040] 2340/4800, lr:2.5e-05 ∣ avg_100 : 32025.479944 ∣ critic_nllloss : 25893.884766 ∣ critic_ganloss : -122.850481 ∣ generator_nllloss : 5150.856641 ∣ generator_ganloss : 1054.104980 ∣     [  std_z : 1.00  real_sub_fake : 537.76 ]
[  epoch 0024/0040] 2350/4800, lr:2.5e-05 ∣ avg_100 : 32027.507545 ∣ critic_nllloss : 25978.141602 ∣ critic_ganloss : -152.982749 ∣ generator_nllloss : 5181.078125 ∣ generator_ganloss : 1033.849902 ∣     [  std_z : 1.00  real_sub_fake : 585.84 ]
[  epoch 0024/0040] 2360/4800, lr:2.5e-05 ∣ avg_100 : 32028.276166 ∣ critic_nllloss : 26072.254102 ∣ critic_ganloss : -150.859385 ∣ generator_nllloss : 5223.285742 ∣ generator_ganloss : 1056.667969 ∣     [  std_z : 0.99  real_sub_fake : 583.68 ]
[  epoch 0024/0040] 2370/4800, lr:2.5e-05 ∣ avg_100 : 32029.115321 ∣ critic_nllloss : 25948.011914 ∣ critic_ganloss : -168.614778 ∣ generator_nllloss : 5195.988281 ∣ generator_ganloss : 1035.851758 ∣     [  std_z : 0.98  real_sub_fake : 560.54 ]
[  epoch 0024/0040] 2380/4800, lr:2.5e-05 ∣ avg_100 : 32029.072770 ∣ critic_nllloss : 26002.174805 ∣ critic_ganloss : -160.477705 ∣ generator_nllloss : 5166.489844 ∣ generator_ganloss : 1025.886328 ∣     [  std_z : 0.98  real_sub_fake : 641.53 ]
[  epoch 0024/0040] 2390/4800, lr:2.5e-05 ∣ avg_100 : 32027.437018 ∣ critic_nllloss : 26000.059570 ∣ critic_ganloss : -146.874110 ∣ generator_nllloss : 5147.283203 ∣ generator_ganloss : 1033.486377 ∣     [  std_z : 0.99  real_sub_fake : 637.04 ]
[  epoch 0024/0040] 2400/4800, lr:2.5e-05 ∣ avg_100 : 32029.354758 ∣ critic_nllloss : 25951.133008 ∣ critic_ganloss : -126.253777 ∣ generator_nllloss : 5243.043555 ∣ generator_ganloss : 1061.430664 ∣     [  std_z : 1.00  real_sub_fake : 484.77 ]
[  epoch 0024/0040] 2410/4800, lr:2.5e-05 ∣ avg_100 : 32030.901655 ∣ critic_nllloss : 26035.175586 ∣ critic_ganloss : -130.699062 ∣ generator_nllloss : 5218.476953 ∣ generator_ganloss : 1053.745703 ∣     [  std_z : 1.01  real_sub_fake : 445.24 ]
[  epoch 0024/0040] 2420/4800, lr:2.5e-05 ∣ avg_100 : 32036.059112 ∣ critic_nllloss : 26099.301953 ∣ critic_ganloss : -80.831920 ∣ generator_nllloss : 5357.304297 ∣ generator_ganloss : 1052.447900 ∣  [  std_z : 1.00  real_sub_fake : 435.82 ]
[  epoch 0024/0040] 2430/4800, lr:2.5e-05 ∣ avg_100 : 32037.305874 ∣ critic_nllloss : 26034.318945 ∣ critic_ganloss : -132.682152 ∣ generator_nllloss : 5181.409180 ∣ generator_ganloss : 1031.460254 ∣     [  std_z : 0.98  real_sub_fake : 392.94 ]
[  epoch 0024/0040] 2440/4800, lr:2.5e-05 ∣ avg_100 : 32041.776801 ∣ critic_nllloss : 25974.284570 ∣ critic_ganloss : -120.002890 ∣ generator_nllloss : 5160.939648 ∣ generator_ganloss : 1033.217432 ∣     [  std_z : 0.98  real_sub_fake : 495.06 ]
[  epoch 0024/0040] 2450/4800, lr:2.5e-05 ∣ avg_100 : 32045.202111 ∣ critic_nllloss : 26110.913672 ∣ critic_ganloss : -151.013660 ∣ generator_nllloss : 5254.618164 ∣ generator_ganloss : 1047.621387 ∣     [  std_z : 0.99  real_sub_fake : 476.19 ]
[  epoch 0024/0040] 2460/4800, lr:2.5e-05 ∣ avg_100 : 32046.968981 ∣ critic_nllloss : 26127.216016 ∣ critic_ganloss : -205.760504 ∣ generator_nllloss : 5204.004297 ∣ generator_ganloss : 1027.248535 ∣     [  std_z : 1.01  real_sub_fake : 699.86 ]
[  epoch 0024/0040] 2470/4800, lr:2.5e-05 ∣ avg_100 : 32047.882644 ∣ critic_nllloss : 25962.240820 ∣ critic_ganloss : -196.631049 ∣ generator_nllloss : 5175.244727 ∣ generator_ganloss : 1021.352197 ∣     [  std_z : 1.00  real_sub_fake : 725.74 ]
[  epoch 0024/0040] 2480/4800, lr:2.5e-05 ∣ avg_100 : 32048.953526 ∣ critic_nllloss : 25875.571484 ∣ critic_ganloss : -150.996036 ∣ generator_nllloss : 5222.511133 ∣ generator_ganloss : 1043.369922 ∣     [  std_z : 0.99  real_sub_fake : 656.43 ]
[  epoch 0024/0040] 2490/4800, lr:2.5e-05 ∣ avg_100 : 32050.455478 ∣ critic_nllloss : 26146.373437 ∣ critic_ganloss : -170.539057 ∣ generator_nllloss : 5155.272852 ∣ generator_ganloss : 1026.379590 ∣     [  std_z : 0.99  real_sub_fake : 548.57 ]
[  epoch 0024/0040] 2500/4800, lr:2.5e-05 ∣ avg_100 : 32046.100100 ∣ critic_nllloss : 25870.339062 ∣ critic_ganloss : -130.035803 ∣ generator_nllloss : 5221.007617 ∣ generator_ganloss : 1017.645996 ∣     [  std_z : 1.00  real_sub_fake : 576.58 ]
[  epoch 0024/0040] 2510/4800, lr:2.5e-05 ∣ avg_100 : 32046.306862 ∣ critic_nllloss : 26073.347266 ∣ critic_ganloss : -167.716129 ∣ generator_nllloss : 5274.997852 ∣ generator_ganloss : 1020.380615 ∣     [  std_z : 1.00  real_sub_fake : 561.05 ]
[  epoch 0024/0040] 2520/4800, lr:2.5e-05 ∣ avg_100 : 32045.708010 ∣ critic_nllloss : 25873.517188 ∣ critic_ganloss : -137.036255 ∣ generator_nllloss : 5192.728125 ∣ generator_ganloss : 1028.938525 ∣     [  std_z : 1.00  real_sub_fake : 536.95 ]
[  epoch 0024/0040] 2530/4800, lr:2.5e-05 ∣ avg_100 : 32044.381089 ∣ critic_nllloss : 26028.280859 ∣ critic_ganloss : -133.954552 ∣ generator_nllloss : 5126.253125 ∣ generator_ganloss : 1020.188574 ∣     [  std_z : 1.00  real_sub_fake : 494.40 ]
[  epoch 0024/0040] 2540/4800, lr:2.5e-05 ∣ avg_100 : 32045.554606 ∣ critic_nllloss : 25933.487500 ∣ critic_ganloss : -116.929244 ∣ generator_nllloss : 5220.745508 ∣ generator_ganloss : 1028.156543 ∣     [  std_z : 0.99  real_sub_fake : 512.43 ]
[  epoch 0024/0040] 2550/4800, lr:2.5e-05 ∣ avg_100 : 32045.075619 ∣ critic_nllloss : 25870.563281 ∣ critic_ganloss : -141.980620 ∣ generator_nllloss : 5162.949219 ∣ generator_ganloss : 1048.033008 ∣     [  std_z : 0.99  real_sub_fake : 499.63 ]
[  epoch 0024/0040] 2560/4800, lr:2.5e-05 ∣ avg_100 : 32044.618198 ∣ critic_nllloss : 25975.411328 ∣ critic_ganloss : -139.519182 ∣ generator_nllloss : 5226.733203 ∣ generator_ganloss : 1022.026758 ∣     [  std_z : 0.99  real_sub_fake : 593.41 ]
[  epoch 0024/0040] 2570/4800, lr:2.5e-05 ∣ avg_100 : 32043.677336 ∣ critic_nllloss : 25997.282422 ∣ critic_ganloss : -173.928053 ∣ generator_nllloss : 5147.748828 ∣ generator_ganloss : 1046.334961 ∣     [  std_z : 0.99  real_sub_fake : 514.01 ]
[  epoch 0024/0040] 2580/4800, lr:2.5e-05 ∣ avg_100 : 32044.371225 ∣ critic_nllloss : 26120.895703 ∣ critic_ganloss : -148.165547 ∣ generator_nllloss : 5314.836719 ∣ generator_ganloss : 1014.981543 ∣     [  std_z : 0.99  real_sub_fake : 636.24 ]
[  epoch 0024/0040] 2590/4800, lr:2.5e-05 ∣ avg_100 : 32046.443977 ∣ critic_nllloss : 26006.567773 ∣ critic_ganloss : -144.783858 ∣ generator_nllloss : 5269.590820 ∣ generator_ganloss : 1046.526514 ∣     [  std_z : 0.99  real_sub_fake : 536.97 ]
[  epoch 0024/0040] 2600/4800, lr:2.5e-05 ∣ avg_100 : 32047.986277 ∣ critic_nllloss : 26080.076367 ∣ critic_ganloss : -151.960004 ∣ generator_nllloss : 5347.966992 ∣ generator_ganloss : 1023.120703 ∣     [  std_z : 0.98  real_sub_fake : 534.34 ]
[  epoch 0024/0040] 2610/4800, lr:2.5e-05 ∣ avg_100 : 32048.357182 ∣ critic_nllloss : 25897.900781 ∣ critic_ganloss : -113.667059 ∣ generator_nllloss : 5235.796875 ∣ generator_ganloss : 1034.038916 ∣     [  std_z : 0.99  real_sub_fake : 483.59 ]
[  epoch 0024/0040] 2620/4800, lr:2.5e-05 ∣ avg_100 : 32049.646663 ∣ critic_nllloss : 26051.739063 ∣ critic_ganloss : -122.802202 ∣ generator_nllloss : 5152.532227 ∣ generator_ganloss : 1038.980469 ∣     [  std_z : 0.99  real_sub_fake : 471.48 ]
[  epoch 0024/0040] 2630/4800, lr:2.5e-05 ∣ avg_100 : 32048.568636 ∣ critic_nllloss : 26102.157813 ∣ critic_ganloss : -115.699924 ∣ generator_nllloss : 5226.431250 ∣ generator_ganloss : 1060.253174 ∣     [  std_z : 0.99  real_sub_fake : 430.37 ]
[  epoch 0024/0040] 2640/4800, lr:2.5e-05 ∣ avg_100 : 32049.226090 ∣ critic_nllloss : 25878.628906 ∣ critic_ganloss : -109.061174 ∣ generator_nllloss : 5269.433984 ∣ generator_ganloss : 1034.665088 ∣     [  std_z : 0.99  real_sub_fake : 436.94 ]
[  epoch 0024/0040] 2650/4800, lr:2.5e-05 ∣ avg_100 : 32050.162785 ∣ critic_nllloss : 25972.789062 ∣ critic_ganloss : -183.886256 ∣ generator_nllloss : 5287.383984 ∣ generator_ganloss : 1005.793652 ∣     [  std_z : 0.98  real_sub_fake : 542.45 ]
[  epoch 0024/0040] 2660/4800, lr:2.5e-05 ∣ avg_100 : 32052.975087 ∣ critic_nllloss : 25964.295703 ∣ critic_ganloss : -150.024225 ∣ generator_nllloss : 5289.759961 ∣ generator_ganloss : 1036.033594 ∣     [  std_z : 0.99  real_sub_fake : 627.80 ]
[  epoch 0024/0040] 2670/4800, lr:2.5e-05 ∣ avg_100 : 32049.673102 ∣ critic_nllloss : 26017.612305 ∣ critic_ganloss : -186.935716 ∣ generator_nllloss : 5091.158984 ∣ generator_ganloss : 1024.116699 ∣     [  std_z : 0.99  real_sub_fake : 648.54 ]
[  epoch 0024/0040] 2680/4800, lr:2.5e-05 ∣ avg_100 : 32048.412828 ∣ critic_nllloss : 25744.229687 ∣ critic_ganloss : -172.697629 ∣ generator_nllloss : 5187.185742 ∣ generator_ganloss : 1022.287695 ∣     [  std_z : 1.00  real_sub_fake : 614.74 ]
[  epoch 0024/0040] 2690/4800, lr:2.5e-05 ∣ avg_100 : 32049.059874 ∣ critic_nllloss : 25928.760937 ∣ critic_ganloss : -74.802756 ∣ generator_nllloss : 5142.017578 ∣ generator_ganloss : 1055.339355 ∣  [  std_z : 0.99  real_sub_fake : 510.02 ]
[  epoch 0024/0040] 2700/4800, lr:2.5e-05 ∣ avg_100 : 32048.998772 ∣ critic_nllloss : 25977.548242 ∣ critic_ganloss : -162.141535 ∣ generator_nllloss : 5199.650586 ∣ generator_ganloss : 1039.907129 ∣     [  std_z : 1.00  real_sub_fake : 492.26 ]
[  epoch 0024/0040] 2710/4800, lr:2.5e-05 ∣ avg_100 : 32052.810089 ∣ critic_nllloss : 26097.754883 ∣ critic_ganloss : -193.820992 ∣ generator_nllloss : 5245.969336 ∣ generator_ganloss : 1018.175635 ∣     [  std_z : 1.00  real_sub_fake : 599.13 ]
[  epoch 0024/0040] 2720/4800, lr:2.5e-05 ∣ avg_100 : 32055.111760 ∣ critic_nllloss : 26148.814258 ∣ critic_ganloss : -158.012051 ∣ generator_nllloss : 5242.901367 ∣ generator_ganloss : 1026.694629 ∣     [  std_z : 0.99  real_sub_fake : 680.79 ]
[  epoch 0024/0040] 2730/4800, lr:2.5e-05 ∣ avg_100 : 32057.255801 ∣ critic_nllloss : 26099.342578 ∣ critic_ganloss : -135.187291 ∣ generator_nllloss : 5193.392773 ∣ generator_ganloss : 1040.354297 ∣     [  std_z : 0.99  real_sub_fake : 600.03 ]
[  epoch 0024/0040] 2740/4800, lr:2.5e-05 ∣ avg_100 : 32059.424867 ∣ critic_nllloss : 25912.015234 ∣ critic_ganloss : -118.975153 ∣ generator_nllloss : 5161.551953 ∣ generator_ganloss : 1023.713965 ∣     [  std_z : 1.00  real_sub_fake : 460.51 ]
[  epoch 0024/0040] 2750/4800, lr:2.5e-05 ∣ avg_100 : 32057.824845 ∣ critic_nllloss : 25867.259375 ∣ critic_ganloss : -76.352385 ∣ generator_nllloss : 5222.967578 ∣ generator_ganloss : 1024.465186 ∣  [  std_z : 0.99  real_sub_fake : 342.95 ]
[  epoch 0024/0040] 2760/4800, lr:2.5e-05 ∣ avg_100 : 32058.279974 ∣ critic_nllloss : 25991.687500 ∣ critic_ganloss : -147.675828 ∣ generator_nllloss : 5180.605859 ∣ generator_ganloss : 1007.853320 ∣     [  std_z : 0.99  real_sub_fake : 425.93 ]
[  epoch 0024/0040] 2770/4800, lr:2.5e-05 ∣ avg_100 : 32057.850341 ∣ critic_nllloss : 25909.015234 ∣ critic_ganloss : -133.663895 ∣ generator_nllloss : 5196.897461 ∣ generator_ganloss : 1002.087158 ∣     [  std_z : 0.99  real_sub_fake : 549.63 ]
[  epoch 0024/0040] 2780/4800, lr:2.5e-05 ∣ avg_100 : 32052.522359 ∣ critic_nllloss : 25922.951953 ∣ critic_ganloss : -182.644110 ∣ generator_nllloss : 5144.814062 ∣ generator_ganloss : 997.308984 ∣  [  std_z : 0.99  real_sub_fake : 619.79 ]
[  epoch 0024/0040] 2790/4800, lr:2.5e-05 ∣ avg_100 : 32052.451043 ∣ critic_nllloss : 25776.049805 ∣ critic_ganloss : -137.221577 ∣ generator_nllloss : 5065.991211 ∣ generator_ganloss : 1012.766211 ∣     [  std_z : 1.00  real_sub_fake : 612.36 ]
[  epoch 0024/0040] 2800/4800, lr:2.5e-05 ∣ avg_100 : 32053.560733 ∣ critic_nllloss : 26006.113672 ∣ critic_ganloss : -100.469415 ∣ generator_nllloss : 5188.290039 ∣ generator_ganloss : 1044.944678 ∣     [  std_z : 1.00  real_sub_fake : 468.07 ]
[  epoch 0024/0040] 2810/4800, lr:2.5e-05 ∣ avg_100 : 32054.036372 ∣ critic_nllloss : 26074.683594 ∣ critic_ganloss : -98.974886 ∣ generator_nllloss : 5240.217188 ∣ generator_ganloss : 1048.976367 ∣  [  std_z : 1.00  real_sub_fake : 359.07 ]
[  epoch 0024/0040] 2820/4800, lr:2.5e-05 ∣ avg_100 : 32055.296898 ∣ critic_nllloss : 26105.000781 ∣ critic_ganloss : -123.348497 ∣ generator_nllloss : 5208.394922 ∣ generator_ganloss : 1044.511230 ∣     [  std_z : 0.99  real_sub_fake : 396.73 ]
[  epoch 0024/0040] 2830/4800, lr:2.5e-05 ∣ avg_100 : 32052.641262 ∣ critic_nllloss : 25840.742969 ∣ critic_ganloss : -135.758360 ∣ generator_nllloss : 5179.173633 ∣ generator_ganloss : 1051.166064 ∣     [  std_z : 0.99  real_sub_fake : 407.84 ]
[  epoch 0024/0040] 2840/4800, lr:2.5e-05 ∣ avg_100 : 32053.304977 ∣ critic_nllloss : 26015.555469 ∣ critic_ganloss : -126.641010 ∣ generator_nllloss : 5215.229102 ∣ generator_ganloss : 1039.153125 ∣     [  std_z : 0.99  real_sub_fake : 532.95 ]
[  epoch 0024/0040] 2850/4800, lr:2.5e-05 ∣ avg_100 : 32053.141961 ∣ critic_nllloss : 25897.892188 ∣ critic_ganloss : -149.636369 ∣ generator_nllloss : 5214.938672 ∣ generator_ganloss : 1053.243652 ∣     [  std_z : 0.99  real_sub_fake : 562.65 ]
[  epoch 0024/0040] 2860/4800, lr:2.5e-05 ∣ avg_100 : 32053.408373 ∣ critic_nllloss : 25963.774609 ∣ critic_ganloss : -179.734332 ∣ generator_nllloss : 5169.987500 ∣ generator_ganloss : 1044.448340 ∣     [  std_z : 0.99  real_sub_fake : 608.93 ]
[  epoch 0024/0040] 2870/4800, lr:2.5e-05 ∣ avg_100 : 32053.836326 ∣ critic_nllloss : 26129.331445 ∣ critic_ganloss : -165.758891 ∣ generator_nllloss : 5239.441992 ∣ generator_ganloss : 1043.769434 ∣     [  std_z : 0.99  real_sub_fake : 649.86 ]
[  epoch 0024/0040] 2880/4800, lr:2.5e-05 ∣ avg_100 : 32055.994654 ∣ critic_nllloss : 26001.497461 ∣ critic_ganloss : -175.062674 ∣ generator_nllloss : 5239.415430 ∣ generator_ganloss : 1042.481396 ∣     [  std_z : 0.99  real_sub_fake : 589.00 ]
[  epoch 0024/0040] 2890/4800, lr:2.5e-05 ∣ avg_100 : 32054.886729 ∣ critic_nllloss : 25800.163672 ∣ critic_ganloss : -104.138580 ∣ generator_nllloss : 5222.736328 ∣ generator_ganloss : 1041.971582 ∣     [  std_z : 1.00  real_sub_fake : 542.90 ]
[  epoch 0024/0040] 2900/4800, lr:2.5e-05 ∣ avg_100 : 32056.244719 ∣ critic_nllloss : 25902.909180 ∣ critic_ganloss : -105.189655 ∣ generator_nllloss : 5183.269727 ∣ generator_ganloss : 1051.905713 ∣     [  std_z : 0.99  real_sub_fake : 348.00 ]
[  epoch 0024/0040] 2910/4800, lr:2.5e-05 ∣ avg_100 : 32059.561015 ∣ critic_nllloss : 26216.952148 ∣ critic_ganloss : -130.456536 ∣ generator_nllloss : 5274.789844 ∣ generator_ganloss : 1009.671436 ∣     [  std_z : 0.98  real_sub_fake : 476.27 ]
[  epoch 0024/0040] 2920/4800, lr:2.5e-05 ∣ avg_100 : 32057.379067 ∣ critic_nllloss : 25964.226562 ∣ critic_ganloss : -129.073332 ∣ generator_nllloss : 5181.586328 ∣ generator_ganloss : 1030.522510 ∣     [  std_z : 0.99  real_sub_fake : 460.46 ]
[  epoch 0024/0040] 2930/4800, lr:2.5e-05 ∣ avg_100 : 32061.325885 ∣ critic_nllloss : 25945.405664 ∣ critic_ganloss : -160.891905 ∣ generator_nllloss : 5203.914453 ∣ generator_ganloss : 1021.108691 ∣     [  std_z : 0.99  real_sub_fake : 518.23 ]
[  epoch 0024/0040] 2940/4800, lr:2.5e-05 ∣ avg_100 : 32061.771257 ∣ critic_nllloss : 25930.480859 ∣ critic_ganloss : -177.729532 ∣ generator_nllloss : 5138.107617 ∣ generator_ganloss : 1029.420459 ∣     [  std_z : 1.00  real_sub_fake : 630.98 ]
[  epoch 0024/0040] 2950/4800, lr:2.5e-05 ∣ avg_100 : 32057.916170 ∣ critic_nllloss : 25881.106445 ∣ critic_ganloss : -171.175484 ∣ generator_nllloss : 5130.166211 ∣ generator_ganloss : 1054.021777 ∣     [  std_z : 1.01  real_sub_fake : 661.50 ]
[  epoch 0024/0040] 2960/4800, lr:2.5e-05 ∣ avg_100 : 32054.629937 ∣ critic_nllloss : 25766.249414 ∣ critic_ganloss : -188.581172 ∣ generator_nllloss : 5139.200781 ∣ generator_ganloss : 1032.540625 ∣     [  std_z : 1.00  real_sub_fake : 597.24 ]
[  epoch 0024/0040] 2970/4800, lr:2.5e-05 ∣ avg_100 : 32056.425084 ∣ critic_nllloss : 26105.464453 ∣ critic_ganloss : -136.580650 ∣ generator_nllloss : 5170.689062 ∣ generator_ganloss : 1072.707666 ∣     [  std_z : 0.99  real_sub_fake : 608.15 ]
[  epoch 0024/0040] 2980/4800, lr:2.5e-05 ∣ avg_100 : 32053.171846 ∣ critic_nllloss : 25703.726172 ∣ critic_ganloss : -126.420723 ∣ generator_nllloss : 5130.364062 ∣ generator_ganloss : 1068.350244 ∣     [  std_z : 0.98  real_sub_fake : 508.47 ]
[  epoch 0024/0040] 2990/4800, lr:2.5e-05 ∣ avg_100 : 32052.473768 ∣ critic_nllloss : 25765.198047 ∣ critic_ganloss : -125.815422 ∣ generator_nllloss : 5115.838086 ∣ generator_ganloss : 1062.156738 ∣     [  std_z : 0.99  real_sub_fake : 508.41 ]
[  epoch 0024/0040] 3000/4800, lr:2.5e-05 ∣ avg_100 : 32053.540054 ∣ critic_nllloss : 25977.061523 ∣ critic_ganloss : -129.495464 ∣ generator_nllloss : 5203.469531 ∣ generator_ganloss : 1048.480273 ∣     [  std_z : 1.00  real_sub_fake : 422.94 ]
[  epoch 0024/0040] 3010/4800, lr:2.5e-05 ∣ avg_100 : 32052.558451 ∣ critic_nllloss : 25943.887891 ∣ critic_ganloss : -154.271468 ∣ generator_nllloss : 5201.785937 ∣ generator_ganloss : 1033.630957 ∣     [  std_z : 1.00  real_sub_fake : 548.46 ]
[  epoch 0024/0040] 3020/4800, lr:2.5e-05 ∣ avg_100 : 32051.023223 ∣ critic_nllloss : 25884.660352 ∣ critic_ganloss : -140.759245 ∣ generator_nllloss : 5177.228906 ∣ generator_ganloss : 1052.190283 ∣     [  std_z : 1.00  real_sub_fake : 518.95 ]
[  epoch 0024/0040] 3030/4800, lr:2.5e-05 ∣ avg_100 : 32051.400617 ∣ critic_nllloss : 25788.897070 ∣ critic_ganloss : -116.551883 ∣ generator_nllloss : 5124.760938 ∣ generator_ganloss : 1051.900635 ∣     [  std_z : 0.99  real_sub_fake : 526.05 ]
[  epoch 0024/0040] 3040/4800, lr:2.5e-05 ∣ avg_100 : 32049.171220 ∣ critic_nllloss : 25789.024609 ∣ critic_ganloss : -168.818637 ∣ generator_nllloss : 5036.153320 ∣ generator_ganloss : 1047.397070 ∣     [  std_z : 0.99  real_sub_fake : 479.76 ]
[  epoch 0024/0040] 3050/4800, lr:2.5e-05 ∣ avg_100 : 32049.945708 ∣ critic_nllloss : 25987.819336 ∣ critic_ganloss : -136.973867 ∣ generator_nllloss : 5130.127930 ∣ generator_ganloss : 1051.814209 ∣     [  std_z : 1.00  real_sub_fake : 571.76 ]
[  epoch 0024/0040] 3060/4800, lr:2.5e-05 ∣ avg_100 : 32048.789556 ∣ critic_nllloss : 25858.424219 ∣ critic_ganloss : -145.536919 ∣ generator_nllloss : 5113.060742 ∣ generator_ganloss : 1044.496875 ∣     [  std_z : 1.00  real_sub_fake : 529.65 ]
[  epoch 0024/0040] 3070/4800, lr:2.5e-05 ∣ avg_100 : 32047.080380 ∣ critic_nllloss : 25818.213281 ∣ critic_ganloss : -108.921629 ∣ generator_nllloss : 5158.509766 ∣ generator_ganloss : 1059.110547 ∣     [  std_z : 1.00  real_sub_fake : 468.10 ]
[  epoch 0024/0040] 3080/4800, lr:2.5e-05 ∣ avg_100 : 32046.514100 ∣ critic_nllloss : 26089.510742 ∣ critic_ganloss : -137.852687 ∣ generator_nllloss : 5174.230859 ∣ generator_ganloss : 1044.040430 ∣     [  std_z : 1.00  real_sub_fake : 493.87 ]
[  epoch 0024/0040] 3090/4800, lr:2.5e-05 ∣ avg_100 : 32048.412580 ∣ critic_nllloss : 25964.265625 ∣ critic_ganloss : -161.199361 ∣ generator_nllloss : 5206.008789 ∣ generator_ganloss : 1034.917725 ∣     [  std_z : 0.99  real_sub_fake : 541.03 ]
[  epoch 0024/0040] 3100/4800, lr:2.5e-05 ∣ avg_100 : 32048.604181 ∣ critic_nllloss : 26097.158203 ∣ critic_ganloss : -186.321205 ∣ generator_nllloss : 5210.332227 ∣ generator_ganloss : 1029.639160 ∣     [  std_z : 0.98  real_sub_fake : 761.83 ]
[  epoch 0024/0040] 3110/4800, lr:2.5e-05 ∣ avg_100 : 32044.380057 ∣ critic_nllloss : 25853.674609 ∣ critic_ganloss : -104.777899 ∣ generator_nllloss : 5149.564453 ∣ generator_ganloss : 1046.065332 ∣     [  std_z : 0.99  real_sub_fake : 593.03 ]
[  epoch 0024/0040] 3120/4800, lr:2.5e-05 ∣ avg_100 : 32047.315237 ∣ critic_nllloss : 26041.004492 ∣ critic_ganloss : -141.110902 ∣ generator_nllloss : 5241.782227 ∣ generator_ganloss : 1042.244531 ∣     [  std_z : 1.01  real_sub_fake : 450.79 ]
[  epoch 0024/0040] 3130/4800, lr:2.5e-05 ∣ avg_100 : 32044.327821 ∣ critic_nllloss : 25839.067773 ∣ critic_ganloss : -129.498080 ∣ generator_nllloss : 5158.654688 ∣ generator_ganloss : 1036.903174 ∣     [  std_z : 1.01  real_sub_fake : 451.52 ]
[  epoch 0024/0040] 3140/4800, lr:2.5e-05 ∣ avg_100 : 32043.047461 ∣ critic_nllloss : 25910.140234 ∣ critic_ganloss : -150.672537 ∣ generator_nllloss : 5207.205273 ∣ generator_ganloss : 1037.756250 ∣     [  std_z : 1.00  real_sub_fake : 492.66 ]
[  epoch 0024/0040] 3150/4800, lr:2.5e-05 ∣ avg_100 : 32044.808527 ∣ critic_nllloss : 26065.812891 ∣ critic_ganloss : -130.347462 ∣ generator_nllloss : 5133.680859 ∣ generator_ganloss : 1050.876904 ∣     [  std_z : 0.98  real_sub_fake : 541.88 ]
[  epoch 0024/0040] 3160/4800, lr:2.5e-05 ∣ avg_100 : 32044.290413 ∣ critic_nllloss : 25831.059961 ∣ critic_ganloss : -186.393507 ∣ generator_nllloss : 5212.298828 ∣ generator_ganloss : 1026.263330 ∣     [  std_z : 0.98  real_sub_fake : 584.62 ]
[  epoch 0024/0040] 3170/4800, lr:2.5e-05 ∣ avg_100 : 32045.506233 ∣ critic_nllloss : 25948.392383 ∣ critic_ganloss : -150.383752 ∣ generator_nllloss : 5188.049023 ∣ generator_ganloss : 1051.500391 ∣     [  std_z : 1.00  real_sub_fake : 576.97 ]
[  epoch 0024/0040] 3180/4800, lr:2.5e-05 ∣ avg_100 : 32043.037371 ∣ critic_nllloss : 25780.546680 ∣ critic_ganloss : -174.171929 ∣ generator_nllloss : 5223.189258 ∣ generator_ganloss : 1052.327734 ∣     [  std_z : 1.00  real_sub_fake : 612.69 ]
[  epoch 0024/0040] 3190/4800, lr:2.5e-05 ∣ avg_100 : 32040.722296 ∣ critic_nllloss : 25766.519922 ∣ critic_ganloss : -157.526010 ∣ generator_nllloss : 5128.178711 ∣ generator_ganloss : 1056.773682 ∣     [  std_z : 1.00  real_sub_fake : 578.52 ]
[  epoch 0024/0040] 3200/4800, lr:2.5e-05 ∣ avg_100 : 32038.537976 ∣ critic_nllloss : 25911.860156 ∣ critic_ganloss : -165.713024 ∣ generator_nllloss : 5176.193555 ∣ generator_ganloss : 1040.454883 ∣     [  std_z : 1.00  real_sub_fake : 673.30 ]
[  epoch 0024/0040] 3210/4800, lr:2.5e-05 ∣ avg_100 : 32043.261892 ∣ critic_nllloss : 26070.564648 ∣ critic_ganloss : -113.965968 ∣ generator_nllloss : 5303.293750 ∣ generator_ganloss : 1045.161670 ∣     [  std_z : 0.99  real_sub_fake : 548.26 ]
[  epoch 0024/0040] 3220/4800, lr:2.5e-05 ∣ avg_100 : 32047.198445 ∣ critic_nllloss : 25885.141797 ∣ critic_ganloss : -87.859941 ∣ generator_nllloss : 5206.051953 ∣ generator_ganloss : 1051.669482 ∣  [  std_z : 0.98  real_sub_fake : 369.69 ]
[  epoch 0024/0040] 3230/4800, lr:2.5e-05 ∣ avg_100 : 32049.344955 ∣ critic_nllloss : 26170.951953 ∣ critic_ganloss : -124.123716 ∣ generator_nllloss : 5278.461133 ∣ generator_ganloss : 1020.272754 ∣     [  std_z : 0.99  real_sub_fake : 466.61 ]
[  epoch 0024/0040] 3240/4800, lr:2.5e-05 ∣ avg_100 : 32050.980899 ∣ critic_nllloss : 26194.662305 ∣ critic_ganloss : -167.065195 ∣ generator_nllloss : 5226.897266 ∣ generator_ganloss : 1039.131738 ∣     [  std_z : 1.00  real_sub_fake : 464.18 ]
[  epoch 0024/0040] 3250/4800, lr:2.5e-05 ∣ avg_100 : 32052.167413 ∣ critic_nllloss : 26040.439844 ∣ critic_ganloss : -123.757179 ∣ generator_nllloss : 5180.275000 ∣ generator_ganloss : 1055.560840 ∣     [  std_z : 1.00  real_sub_fake : 563.33 ]
[  epoch 0024/0040] 3260/4800, lr:2.5e-05 ∣ avg_100 : 32054.355977 ∣ critic_nllloss : 26046.399414 ∣ critic_ganloss : -107.419721 ∣ generator_nllloss : 5152.114453 ∣ generator_ganloss : 1064.987451 ∣     [  std_z : 1.00  real_sub_fake : 450.83 ]
[  epoch 0024/0040] 3270/4800, lr:2.5e-05 ∣ avg_100 : 32053.564818 ∣ critic_nllloss : 25901.519922 ∣ critic_ganloss : -146.481186 ∣ generator_nllloss : 5133.819922 ∣ generator_ganloss : 1037.690918 ∣     [  std_z : 0.99  real_sub_fake : 511.34 ]
[  epoch 0024/0040] 3280/4800, lr:2.5e-05 ∣ avg_100 : 32054.911674 ∣ critic_nllloss : 25959.225391 ∣ critic_ganloss : -186.820023 ∣ generator_nllloss : 5268.421289 ∣ generator_ganloss : 1038.904492 ∣     [  std_z : 0.99  real_sub_fake : 649.33 ]
[  epoch 0024/0040] 3290/4800, lr:2.5e-05 ∣ avg_100 : 32056.925166 ∣ critic_nllloss : 25999.051172 ∣ critic_ganloss : -99.986530 ∣ generator_nllloss : 5137.968164 ∣ generator_ganloss : 1067.264648 ∣  [  std_z : 0.99  real_sub_fake : 515.81 ]
[  epoch 0024/0040] 3300/4800, lr:2.5e-05 ∣ avg_100 : 32059.347499 ∣ critic_nllloss : 26005.026562 ∣ critic_ganloss : -92.986860 ∣ generator_nllloss : 5184.370508 ∣ generator_ganloss : 1066.622803 ∣  [  std_z : 0.99  real_sub_fake : 409.57 ]
[  epoch 0024/0040] 3310/4800, lr:2.5e-05 ∣ avg_100 : 32058.378729 ∣ critic_nllloss : 25864.448437 ∣ critic_ganloss : -142.897065 ∣ generator_nllloss : 5147.149219 ∣ generator_ganloss : 1038.198340 ∣     [  std_z : 1.00  real_sub_fake : 488.04 ]
[  epoch 0024/0040] 3320/4800, lr:2.5e-05 ∣ avg_100 : 32053.476166 ∣ critic_nllloss : 25685.232422 ∣ critic_ganloss : -116.129088 ∣ generator_nllloss : 5122.555273 ∣ generator_ganloss : 1063.060547 ∣     [  std_z : 1.00  real_sub_fake : 464.41 ]
[  epoch 0024/0040] 3330/4800, lr:2.5e-05 ∣ avg_100 : 32049.526941 ∣ critic_nllloss : 25743.307422 ∣ critic_ganloss : -173.166739 ∣ generator_nllloss : 5055.434766 ∣ generator_ganloss : 1032.103711 ∣     [  std_z : 1.00  real_sub_fake : 558.06 ]
[  epoch 0024/0040] 3340/4800, lr:2.5e-05 ∣ avg_100 : 32047.020555 ∣ critic_nllloss : 25737.174023 ∣ critic_ganloss : -106.433281 ∣ generator_nllloss : 5028.809375 ∣ generator_ganloss : 1065.807129 ∣     [  std_z : 0.99  real_sub_fake : 494.79 ]
[  epoch 0024/0040] 3350/4800, lr:2.5e-05 ∣ avg_100 : 32045.672807 ∣ critic_nllloss : 25838.968359 ∣ critic_ganloss : -112.016080 ∣ generator_nllloss : 5125.852930 ∣ generator_ganloss : 1052.506836 ∣     [  std_z : 0.99  real_sub_fake : 413.78 ]
[  epoch 0024/0040] 3360/4800, lr:2.5e-05 ∣ avg_100 : 32043.806854 ∣ critic_nllloss : 25966.714258 ∣ critic_ganloss : -145.314746 ∣ generator_nllloss : 5163.712109 ∣ generator_ganloss : 1029.641602 ∣     [  std_z : 0.99  real_sub_fake : 493.52 ]
[  epoch 0024/0040] 3370/4800, lr:2.5e-05 ∣ avg_100 : 32043.922336 ∣ critic_nllloss : 25999.043945 ∣ critic_ganloss : -145.673132 ∣ generator_nllloss : 5118.865625 ∣ generator_ganloss : 1050.548926 ∣     [  std_z : 1.00  real_sub_fake : 498.90 ]
[  epoch 0024/0040] 3380/4800, lr:2.5e-05 ∣ avg_100 : 32045.611575 ∣ critic_nllloss : 26073.108203 ∣ critic_ganloss : -134.847513 ∣ generator_nllloss : 5217.366211 ∣ generator_ganloss : 1047.370264 ∣     [  std_z : 1.00  real_sub_fake : 466.86 ]
[  epoch 0024/0040] 3390/4800, lr:2.5e-05 ∣ avg_100 : 32045.241194 ∣ critic_nllloss : 25951.937695 ∣ critic_ganloss : -128.991254 ∣ generator_nllloss : 5150.116406 ∣ generator_ganloss : 1023.854053 ∣     [  std_z : 0.99  real_sub_fake : 524.84 ]
[  epoch 0024/0040] 3400/4800, lr:2.5e-05 ∣ avg_100 : 32048.712253 ∣ critic_nllloss : 26303.325781 ∣ critic_ganloss : -124.420238 ∣ generator_nllloss : 5232.526758 ∣ generator_ganloss : 1065.027051 ∣     [  std_z : 0.98  real_sub_fake : 447.75 ]
[  epoch 0024/0040] 3410/4800, lr:2.5e-05 ∣ avg_100 : 32046.596345 ∣ critic_nllloss : 25846.006445 ∣ critic_ganloss : -94.075752 ∣ generator_nllloss : 5169.773438 ∣ generator_ganloss : 1043.404248 ∣  [  std_z : 0.99  real_sub_fake : 478.79 ]
[  epoch 0024/0040] 3420/4800, lr:2.5e-05 ∣ avg_100 : 32044.717335 ∣ critic_nllloss : 26148.450781 ∣ critic_ganloss : -140.353515 ∣ generator_nllloss : 5170.373828 ∣ generator_ganloss : 1061.850098 ∣     [  std_z : 1.00  real_sub_fake : 410.93 ]
[  epoch 0024/0040] 3430/4800, lr:2.5e-05 ∣ avg_100 : 32042.108877 ∣ critic_nllloss : 25882.689844 ∣ critic_ganloss : -139.283765 ∣ generator_nllloss : 5070.663477 ∣ generator_ganloss : 1039.590918 ∣     [  std_z : 1.00  real_sub_fake : 503.22 ]
[  epoch 0024/0040] 3440/4800, lr:2.5e-05 ∣ avg_100 : 32040.943837 ∣ critic_nllloss : 25798.828125 ∣ critic_ganloss : -135.205283 ∣ generator_nllloss : 5201.885156 ∣ generator_ganloss : 1066.426807 ∣     [  std_z : 1.00  real_sub_fake : 418.87 ]
[  epoch 0024/0040] 3450/4800, lr:2.5e-05 ∣ avg_100 : 32038.738901 ∣ critic_nllloss : 25981.558984 ∣ critic_ganloss : -151.409135 ∣ generator_nllloss : 5158.233008 ∣ generator_ganloss : 1053.263086 ∣     [  std_z : 1.00  real_sub_fake : 541.12 ]
[  epoch 0024/0040] 3460/4800, lr:2.5e-05 ∣ avg_100 : 32038.582585 ∣ critic_nllloss : 26001.377930 ∣ critic_ganloss : -139.536458 ∣ generator_nllloss : 5232.411914 ∣ generator_ganloss : 1042.823291 ∣     [  std_z : 0.99  real_sub_fake : 574.38 ]
[  epoch 0024/0040] 3470/4800, lr:2.5e-05 ∣ avg_100 : 32040.344348 ∣ critic_nllloss : 25923.408008 ∣ critic_ganloss : -109.459770 ∣ generator_nllloss : 5276.185352 ∣ generator_ganloss : 1048.249414 ∣     [  std_z : 0.98  real_sub_fake : 529.92 ]
[  epoch 0024/0040] 3480/4800, lr:2.5e-05 ∣ avg_100 : 32042.346058 ∣ critic_nllloss : 26068.786719 ∣ critic_ganloss : -147.570424 ∣ generator_nllloss : 5217.101172 ∣ generator_ganloss : 1052.310059 ∣     [  std_z : 0.99  real_sub_fake : 474.32 ]
[  epoch 0024/0040] 3490/4800, lr:2.5e-05 ∣ avg_100 : 32044.883860 ∣ critic_nllloss : 26200.514258 ∣ critic_ganloss : -179.226170 ∣ generator_nllloss : 5348.873047 ∣ generator_ganloss : 1041.105908 ∣     [  std_z : 0.99  real_sub_fake : 586.60 ]
[  epoch 0024/0040] 3500/4800, lr:2.5e-05 ∣ avg_100 : 32044.188235 ∣ critic_nllloss : 25739.818750 ∣ critic_ganloss : -113.226302 ∣ generator_nllloss : 5226.299805 ∣ generator_ganloss : 1056.502100 ∣     [  std_z : 0.99  real_sub_fake : 544.14 ]
[  epoch 0024/0040] 3510/4800, lr:2.5e-05 ∣ avg_100 : 32042.393320 ∣ critic_nllloss : 25873.326172 ∣ critic_ganloss : -157.798544 ∣ generator_nllloss : 5246.590039 ∣ generator_ganloss : 1059.400488 ∣     [  std_z : 1.00  real_sub_fake : 528.30 ]
[  epoch 0024/0040] 3520/4800, lr:2.5e-05 ∣ avg_100 : 32043.110024 ∣ critic_nllloss : 25974.946875 ∣ critic_ganloss : -127.471841 ∣ generator_nllloss : 5136.673242 ∣ generator_ganloss : 1045.669629 ∣     [  std_z : 0.99  real_sub_fake : 542.52 ]
[  epoch 0024/0040] 3530/4800, lr:2.5e-05 ∣ avg_100 : 32042.488621 ∣ critic_nllloss : 25934.135937 ∣ critic_ganloss : -145.800253 ∣ generator_nllloss : 5148.792383 ∣ generator_ganloss : 1041.499658 ∣     [  std_z : 0.99  real_sub_fake : 495.15 ]
[  epoch 0024/0040] 3540/4800, lr:2.5e-05 ∣ avg_100 : 32045.399674 ∣ critic_nllloss : 26117.907617 ∣ critic_ganloss : -143.204036 ∣ generator_nllloss : 5340.599805 ∣ generator_ganloss : 1041.262207 ∣     [  std_z : 0.99  real_sub_fake : 589.53 ]
[  epoch 0024/0040] 3550/4800, lr:2.5e-05 ∣ avg_100 : 32049.397480 ∣ critic_nllloss : 26138.098438 ∣ critic_ganloss : -153.627728 ∣ generator_nllloss : 5287.389453 ∣ generator_ganloss : 1067.485352 ∣     [  std_z : 0.99  real_sub_fake : 517.96 ]
[  epoch 0024/0040] 3560/4800, lr:2.5e-05 ∣ avg_100 : 32048.456269 ∣ critic_nllloss : 25862.326367 ∣ critic_ganloss : -132.570502 ∣ generator_nllloss : 5220.553125 ∣ generator_ganloss : 1040.222070 ∣     [  std_z : 0.99  real_sub_fake : 634.24 ]
[  epoch 0024/0040] 3570/4800, lr:2.5e-05 ∣ avg_100 : 32051.931189 ∣ critic_nllloss : 26166.676367 ∣ critic_ganloss : -89.307945 ∣ generator_nllloss : 5209.602734 ∣ generator_ganloss : 1077.958984 ∣  [  std_z : 0.99  real_sub_fake : 360.22 ]
[  epoch 0024/0040] 3580/4800, lr:2.5e-05 ∣ avg_100 : 32048.331368 ∣ critic_nllloss : 25927.823047 ∣ critic_ganloss : -142.529280 ∣ generator_nllloss : 5111.793945 ∣ generator_ganloss : 1045.478613 ∣     [  std_z : 0.99  real_sub_fake : 476.36 ]
[  epoch 0024/0040] 3590/4800, lr:2.5e-05 ∣ avg_100 : 32048.959502 ∣ critic_nllloss : 26121.973633 ∣ critic_ganloss : -138.828976 ∣ generator_nllloss : 5204.229688 ∣ generator_ganloss : 1053.340234 ∣     [  std_z : 0.99  real_sub_fake : 473.49 ]
[  epoch 0024/0040] 3600/4800, lr:2.5e-05 ∣ avg_100 : 32046.477257 ∣ critic_nllloss : 25922.911133 ∣ critic_ganloss : -61.211993 ∣ generator_nllloss : 5112.722656 ∣ generator_ganloss : 1076.557812 ∣  [  std_z : 0.99  real_sub_fake : 383.10 ]
[  epoch 0024/0040] 3610/4800, lr:2.5e-05 ∣ avg_100 : 32049.228540 ∣ critic_nllloss : 26060.678125 ∣ critic_ganloss : -102.952743 ∣ generator_nllloss : 5332.964453 ∣ generator_ganloss : 1038.507959 ∣     [  std_z : 1.00  real_sub_fake : 394.18 ]
[  epoch 0024/0040] 3620/4800, lr:2.5e-05 ∣ avg_100 : 32049.397382 ∣ critic_nllloss : 25965.872656 ∣ critic_ganloss : -133.239581 ∣ generator_nllloss : 5269.452734 ∣ generator_ganloss : 1035.247949 ∣     [  std_z : 1.00  real_sub_fake : 390.41 ]
[  epoch 0024/0040] 3630/4800, lr:2.5e-05 ∣ avg_100 : 32046.498560 ∣ critic_nllloss : 25909.392969 ∣ critic_ganloss : -150.452501 ∣ generator_nllloss : 5190.584961 ∣ generator_ganloss : 1033.734717 ∣     [  std_z : 0.99  real_sub_fake : 457.42 ]
[  epoch 0024/0040] 3640/4800, lr:2.5e-05 ∣ avg_100 : 32046.140608 ∣ critic_nllloss : 25930.095313 ∣ critic_ganloss : -147.410022 ∣ generator_nllloss : 5207.288086 ∣ generator_ganloss : 1047.898145 ∣     [  std_z : 1.00  real_sub_fake : 598.36 ]
[  epoch 0024/0040] 3650/4800, lr:2.5e-05 ∣ avg_100 : 32047.172086 ∣ critic_nllloss : 26082.208984 ∣ critic_ganloss : -183.695865 ∣ generator_nllloss : 5246.374414 ∣ generator_ganloss : 1040.340723 ∣     [  std_z : 1.00  real_sub_fake : 654.59 ]
[  epoch 0024/0040] 3660/4800, lr:2.5e-05 ∣ avg_100 : 32048.034419 ∣ critic_nllloss : 25987.440625 ∣ critic_ganloss : -87.329675 ∣ generator_nllloss : 5232.873047 ∣ generator_ganloss : 1093.314404 ∣  [  std_z : 0.99  real_sub_fake : 352.67 ]
[  epoch 0024/0040] 3670/4800, lr:2.5e-05 ∣ avg_100 : 32050.633103 ∣ critic_nllloss : 26020.878320 ∣ critic_ganloss : -85.752795 ∣ generator_nllloss : 5210.658594 ∣ generator_ganloss : 1060.036523 ∣  [  std_z : 0.99  real_sub_fake : 361.86 ]
[  epoch 0024/0040] 3680/4800, lr:2.5e-05 ∣ avg_100 : 32053.563620 ∣ critic_nllloss : 26052.415039 ∣ critic_ganloss : -163.939407 ∣ generator_nllloss : 5157.481836 ∣ generator_ganloss : 1028.099756 ∣     [  std_z : 1.00  real_sub_fake : 559.87 ]
[  epoch 0024/0040] 3690/4800, lr:2.5e-05 ∣ avg_100 : 32053.098893 ∣ critic_nllloss : 25939.328320 ∣ critic_ganloss : -139.144458 ∣ generator_nllloss : 5145.358594 ∣ generator_ganloss : 1059.299902 ∣     [  std_z : 0.99  real_sub_fake : 505.00 ]
[  epoch 0024/0040] 3700/4800, lr:2.5e-05 ∣ avg_100 : 32054.107349 ∣ critic_nllloss : 26027.947266 ∣ critic_ganloss : -135.439277 ∣ generator_nllloss : 5213.175781 ∣ generator_ganloss : 1050.126270 ∣     [  std_z : 1.00  real_sub_fake : 562.10 ]
[  epoch 0024/0040] 3710/4800, lr:2.5e-05 ∣ avg_100 : 32053.490665 ∣ critic_nllloss : 25944.450977 ∣ critic_ganloss : -98.046083 ∣ generator_nllloss : 5195.567578 ∣ generator_ganloss : 1064.438037 ∣  [  std_z : 1.00  real_sub_fake : 518.30 ]
[  epoch 0024/0040] 3720/4800, lr:2.5e-05 ∣ avg_100 : 32051.919756 ∣ critic_nllloss : 26017.723828 ∣ critic_ganloss : -138.460842 ∣ generator_nllloss : 5175.775977 ∣ generator_ganloss : 1048.268262 ∣     [  std_z : 0.99  real_sub_fake : 438.83 ]
[  epoch 0024/0040] 3730/4800, lr:2.5e-05 ∣ avg_100 : 32052.112408 ∣ critic_nllloss : 26057.445508 ∣ critic_ganloss : -117.156776 ∣ generator_nllloss : 5220.811523 ∣ generator_ganloss : 1056.067383 ∣     [  std_z : 0.99  real_sub_fake : 513.13 ]
[  epoch 0024/0040] 3740/4800, lr:2.5e-05 ∣ avg_100 : 32052.760959 ∣ critic_nllloss : 25962.788477 ∣ critic_ganloss : -125.535146 ∣ generator_nllloss : 5145.554102 ∣ generator_ganloss : 1060.353613 ∣     [  std_z : 0.98  real_sub_fake : 433.73 ]
[  epoch 0024/0040] 3750/4800, lr:2.5e-05 ∣ avg_100 : 32054.148059 ∣ critic_nllloss : 25996.332422 ∣ critic_ganloss : -118.933982 ∣ generator_nllloss : 5260.550195 ∣ generator_ganloss : 1039.101172 ∣     [  std_z : 0.99  real_sub_fake : 478.58 ]
[  epoch 0024/0040] 3760/4800, lr:2.5e-05 ∣ avg_100 : 32054.365918 ∣ critic_nllloss : 25921.566406 ∣ critic_ganloss : -130.850955 ∣ generator_nllloss : 5222.602344 ∣ generator_ganloss : 1040.938965 ∣     [  std_z : 0.99  real_sub_fake : 491.31 ]
[  epoch 0024/0040] 3770/4800, lr:2.5e-05 ∣ avg_100 : 32056.844235 ∣ critic_nllloss : 26142.170703 ∣ critic_ganloss : -134.808160 ∣ generator_nllloss : 5143.296484 ∣ generator_ganloss : 1071.508545 ∣     [  std_z : 1.00  real_sub_fake : 499.77 ]
[  epoch 0024/0040] 3780/4800, lr:2.5e-05 ∣ avg_100 : 32058.017657 ∣ critic_nllloss : 25937.283789 ∣ critic_ganloss : -157.035072 ∣ generator_nllloss : 5173.323828 ∣ generator_ganloss : 1046.200586 ∣     [  std_z : 1.01  real_sub_fake : 634.60 ]
[  epoch 0024/0040] 3790/4800, lr:2.5e-05 ∣ avg_100 : 32064.149961 ∣ critic_nllloss : 26117.647461 ∣ critic_ganloss : -41.250758 ∣ generator_nllloss : 5176.938867 ∣ generator_ganloss : 1077.480469 ∣  [  std_z : 1.00  real_sub_fake : 276.92 ]
[  epoch 0024/0040] 3800/4800, lr:2.5e-05 ∣ avg_100 : 32064.272899 ∣ critic_nllloss : 25937.141016 ∣ critic_ganloss : -87.652991 ∣ generator_nllloss : 5243.762305 ∣ generator_ganloss : 1057.922412 ∣  [  std_z : 0.99  real_sub_fake : 262.53 ]
[  epoch 0024/0040] 3810/4800, lr:2.5e-05 ∣ avg_100 : 32062.546895 ∣ critic_nllloss : 25914.703320 ∣ critic_ganloss : -90.982838 ∣ generator_nllloss : 5242.603906 ∣ generator_ganloss : 1025.977490 ∣  [  std_z : 0.98  real_sub_fake : 306.72 ]
[  epoch 0024/0040] 3820/4800, lr:2.5e-05 ∣ avg_100 : 32062.404995 ∣ critic_nllloss : 26063.725391 ∣ critic_ganloss : -139.858772 ∣ generator_nllloss : 5274.695703 ∣ generator_ganloss : 1021.806152 ∣     [  std_z : 0.99  real_sub_fake : 448.60 ]
[  epoch 0024/0040] 3830/4800, lr:2.5e-05 ∣ avg_100 : 32064.069858 ∣ critic_nllloss : 25960.057031 ∣ critic_ganloss : -116.193430 ∣ generator_nllloss : 5217.428906 ∣ generator_ganloss : 1040.518066 ∣     [  std_z : 0.99  real_sub_fake : 417.58 ]
[  epoch 0024/0040] 3840/4800, lr:2.5e-05 ∣ avg_100 : 32064.228338 ∣ critic_nllloss : 26057.165039 ∣ critic_ganloss : -131.201095 ∣ generator_nllloss : 5194.916211 ∣ generator_ganloss : 1038.264502 ∣     [  std_z : 1.00  real_sub_fake : 464.68 ]
[  epoch 0024/0040] 3850/4800, lr:2.5e-05 ∣ avg_100 : 32061.663678 ∣ critic_nllloss : 25773.483984 ∣ critic_ganloss : -144.774910 ∣ generator_nllloss : 5079.639453 ∣ generator_ganloss : 1051.623682 ∣     [  std_z : 0.99  real_sub_fake : 506.37 ]
[  epoch 0024/0040] 3860/4800, lr:2.5e-05 ∣ avg_100 : 32063.806254 ∣ critic_nllloss : 26089.494531 ∣ critic_ganloss : -125.862931 ∣ generator_nllloss : 5192.932227 ∣ generator_ganloss : 1056.169873 ∣     [  std_z : 1.00  real_sub_fake : 496.46 ]
[  epoch 0024/0040] 3870/4800, lr:2.5e-05 ∣ avg_100 : 32060.448517 ∣ critic_nllloss : 25875.989063 ∣ critic_ganloss : -159.097627 ∣ generator_nllloss : 5135.105469 ∣ generator_ganloss : 1059.013379 ∣     [  std_z : 0.99  real_sub_fake : 532.54 ]
[  epoch 0024/0040] 3880/4800, lr:2.5e-05 ∣ avg_100 : 32058.873943 ∣ critic_nllloss : 25891.858398 ∣ critic_ganloss : -165.252126 ∣ generator_nllloss : 5181.265234 ∣ generator_ganloss : 1043.002686 ∣     [  std_z : 0.99  real_sub_fake : 585.31 ]
[  epoch 0024/0040] 3890/4800, lr:2.5e-05 ∣ avg_100 : 32061.900068 ∣ critic_nllloss : 26098.621680 ∣ critic_ganloss : -136.823590 ∣ generator_nllloss : 5250.045703 ∣ generator_ganloss : 1051.501709 ∣     [  std_z : 1.00  real_sub_fake : 555.92 ]
[  epoch 0024/0040] 3900/4800, lr:2.5e-05 ∣ avg_100 : 32062.539543 ∣ critic_nllloss : 25955.792773 ∣ critic_ganloss : -147.949286 ∣ generator_nllloss : 5219.892969 ∣ generator_ganloss : 1069.106055 ∣     [  std_z : 1.00  real_sub_fake : 571.80 ]
[  epoch 0024/0040] 3910/4800, lr:2.5e-05 ∣ avg_100 : 32059.285301 ∣ critic_nllloss : 25987.771289 ∣ critic_ganloss : -179.642856 ∣ generator_nllloss : 5164.728125 ∣ generator_ganloss : 1072.676074 ∣     [  std_z : 0.99  real_sub_fake : 585.35 ]
[  epoch 0024/0040] 3920/4800, lr:2.5e-05 ∣ avg_100 : 32060.555724 ∣ critic_nllloss : 26031.238672 ∣ critic_ganloss : -163.626830 ∣ generator_nllloss : 5228.918359 ∣ generator_ganloss : 1077.774219 ∣     [  std_z : 0.99  real_sub_fake : 701.16 ]
[  epoch 0024/0040] 3930/4800, lr:2.5e-05 ∣ avg_100 : 32060.425766 ∣ critic_nllloss : 25888.772266 ∣ critic_ganloss : -183.984694 ∣ generator_nllloss : 5228.368750 ∣ generator_ganloss : 1063.384766 ∣     [  std_z : 0.99  real_sub_fake : 538.01 ]
[  epoch 0024/0040] 3940/4800, lr:2.5e-05 ∣ avg_100 : 32063.559676 ∣ critic_nllloss : 26039.989453 ∣ critic_ganloss : -124.703436 ∣ generator_nllloss : 5240.794727 ∣ generator_ganloss : 1077.589648 ∣     [  std_z : 0.99  real_sub_fake : 547.58 ]
[  epoch 0024/0040] 3950/4800, lr:2.5e-05 ∣ avg_100 : 32063.591183 ∣ critic_nllloss : 25849.436133 ∣ critic_ganloss : -130.443526 ∣ generator_nllloss : 5125.343555 ∣ generator_ganloss : 1052.933496 ∣     [  std_z : 1.00  real_sub_fake : 530.17 ]
[  epoch 0024/0040] 3960/4800, lr:2.5e-05 ∣ avg_100 : 32067.094540 ∣ critic_nllloss : 25919.798047 ∣ critic_ganloss : -139.987677 ∣ generator_nllloss : 5261.033594 ∣ generator_ganloss : 1058.901367 ∣     [  std_z : 1.00  real_sub_fake : 513.48 ]
[  epoch 0024/0040] 3970/4800, lr:2.5e-05 ∣ avg_100 : 32065.805711 ∣ critic_nllloss : 26009.276758 ∣ critic_ganloss : -152.365089 ∣ generator_nllloss : 5176.750781 ∣ generator_ganloss : 1049.735156 ∣     [  std_z : 1.00  real_sub_fake : 477.83 ]
[  epoch 0024/0040] 3980/4800, lr:2.5e-05 ∣ avg_100 : 32067.896155 ∣ critic_nllloss : 25898.132617 ∣ critic_ganloss : -134.715332 ∣ generator_nllloss : 5179.100000 ∣ generator_ganloss : 1042.546875 ∣     [  std_z : 0.99  real_sub_fake : 571.04 ]
[  epoch 0024/0040] 3990/4800, lr:2.5e-05 ∣ avg_100 : 32068.215006 ∣ critic_nllloss : 25780.974805 ∣ critic_ganloss : -129.104303 ∣ generator_nllloss : 5163.224609 ∣ generator_ganloss : 1034.167432 ∣     [  std_z : 0.99  real_sub_fake : 566.88 ]
[  epoch 0024/0040] 4000/4800, lr:2.5e-05 ∣ avg_100 : 32067.311951 ∣ critic_nllloss : 25891.974414 ∣ critic_ganloss : -121.637559 ∣ generator_nllloss : 5201.792578 ∣ generator_ganloss : 1037.080957 ∣     [  std_z : 1.00  real_sub_fake : 480.81 ]
[  epoch 0024/0040] 4010/4800, lr:2.5e-05 ∣ avg_100 : 32071.058990 ∣ critic_nllloss : 26240.959766 ∣ critic_ganloss : -142.468217 ∣ generator_nllloss : 5261.968750 ∣ generator_ganloss : 1039.276953 ∣     [  std_z : 1.01  real_sub_fake : 474.45 ]
[  epoch 0024/0040] 4020/4800, lr:2.5e-05 ∣ avg_100 : 32071.667877 ∣ critic_nllloss : 25963.012305 ∣ critic_ganloss : -151.871648 ∣ generator_nllloss : 5180.570703 ∣ generator_ganloss : 1042.497656 ∣     [  std_z : 0.99  real_sub_fake : 521.29 ]
[  epoch 0024/0040] 4030/4800, lr:2.5e-05 ∣ avg_100 : 32073.806836 ∣ critic_nllloss : 25954.466211 ∣ critic_ganloss : -144.909630 ∣ generator_nllloss : 5209.826758 ∣ generator_ganloss : 1043.519238 ∣     [  std_z : 0.98  real_sub_fake : 586.42 ]
[  epoch 0024/0040] 4040/4800, lr:2.5e-05 ∣ avg_100 : 32078.316403 ∣ critic_nllloss : 25963.127734 ∣ critic_ganloss : -125.290465 ∣ generator_nllloss : 5259.222070 ∣ generator_ganloss : 1057.653809 ∣     [  std_z : 0.99  real_sub_fake : 526.19 ]
[  epoch 0024/0040] 4050/4800, lr:2.5e-05 ∣ avg_100 : 32077.969061 ∣ critic_nllloss : 25769.920508 ∣ critic_ganloss : -125.067879 ∣ generator_nllloss : 5281.679688 ∣ generator_ganloss : 1071.521094 ∣     [  std_z : 0.99  real_sub_fake : 432.18 ]
[  epoch 0024/0040] 4060/4800, lr:2.5e-05 ∣ avg_100 : 32078.765771 ∣ critic_nllloss : 25909.826562 ∣ critic_ganloss : -166.401181 ∣ generator_nllloss : 5152.230664 ∣ generator_ganloss : 1054.459814 ∣     [  std_z : 1.00  real_sub_fake : 511.58 ]
[  epoch 0024/0040] 4070/4800, lr:2.5e-05 ∣ avg_100 : 32077.617289 ∣ critic_nllloss : 25733.857617 ∣ critic_ganloss : -140.019832 ∣ generator_nllloss : 5172.958008 ∣ generator_ganloss : 1045.267969 ∣     [  std_z : 1.00  real_sub_fake : 626.77 ]
[  epoch 0024/0040] 4080/4800, lr:2.5e-05 ∣ avg_100 : 32076.543405 ∣ critic_nllloss : 25947.333984 ∣ critic_ganloss : -183.925948 ∣ generator_nllloss : 5231.371680 ∣ generator_ganloss : 1067.761230 ∣     [  std_z : 1.00  real_sub_fake : 656.99 ]
[  epoch 0024/0040] 4090/4800, lr:2.5e-05 ∣ avg_100 : 32077.675817 ∣ critic_nllloss : 26005.193359 ∣ critic_ganloss : -169.850671 ∣ generator_nllloss : 5256.745898 ∣ generator_ganloss : 1065.145410 ∣     [  std_z : 1.00  real_sub_fake : 562.43 ]
[  epoch 0024/0040] 4100/4800, lr:2.5e-05 ∣ avg_100 : 32078.666971 ∣ critic_nllloss : 26085.423047 ∣ critic_ganloss : -120.823997 ∣ generator_nllloss : 5216.748438 ∣ generator_ganloss : 1068.576270 ∣     [  std_z : 0.99  real_sub_fake : 512.32 ]
[  epoch 0024/0040] 4110/4800, lr:2.5e-05 ∣ avg_100 : 32080.969829 ∣ critic_nllloss : 25935.028516 ∣ critic_ganloss : -118.475221 ∣ generator_nllloss : 5267.281250 ∣ generator_ganloss : 1090.977783 ∣     [  std_z : 0.99  real_sub_fake : 438.59 ]
[  epoch 0024/0040] 4120/4800, lr:2.5e-05 ∣ avg_100 : 32079.955785 ∣ critic_nllloss : 25940.678711 ∣ critic_ganloss : -108.816228 ∣ generator_nllloss : 5182.063672 ∣ generator_ganloss : 1068.589795 ∣     [  std_z : 0.99  real_sub_fake : 469.28 ]
[  epoch 0024/0040] 4130/4800, lr:2.5e-05 ∣ avg_100 : 32081.824702 ∣ critic_nllloss : 25963.551758 ∣ critic_ganloss : -158.892831 ∣ generator_nllloss : 5227.469141 ∣ generator_ganloss : 1059.891162 ∣     [  std_z : 1.00  real_sub_fake : 454.88 ]
[  epoch 0024/0040] 4140/4800, lr:2.5e-05 ∣ avg_100 : 32085.048388 ∣ critic_nllloss : 26051.924805 ∣ critic_ganloss : -26.156740 ∣ generator_nllloss : 5223.014258 ∣ generator_ganloss : 1078.015479 ∣  [  std_z : 1.00  real_sub_fake : 407.94 ]
[  epoch 0024/0040] 4150/4800, lr:2.5e-05 ∣ avg_100 : 32087.550910 ∣ critic_nllloss : 26046.265820 ∣ critic_ganloss : 12.214054 ∣ generator_nllloss : 5198.586133 ∣ generator_ganloss : 1113.209424 ∣   [  std_z : 1.00  real_sub_fake : 56.77 ]
[  epoch 0024/0040] 4160/4800, lr:2.5e-05 ∣ avg_100 : 32090.742961 ∣ critic_nllloss : 25943.512695 ∣ critic_ganloss : 2.960370 ∣ generator_nllloss : 5146.841797 ∣ generator_ganloss : 1109.118799 ∣    [  std_z : 0.99  real_sub_fake : 31.12 ]
[  epoch 0024/0040] 4170/4800, lr:2.5e-05 ∣ avg_100 : 32093.026824 ∣ critic_nllloss : 25916.136523 ∣ critic_ganloss : -9.785353 ∣ generator_nllloss : 5255.951172 ∣ generator_ganloss : 1103.642041 ∣   [  std_z : 0.99  real_sub_fake : 36.69 ]
[  epoch 0024/0040] 4180/4800, lr:2.5e-05 ∣ avg_100 : 32097.363712 ∣ critic_nllloss : 26080.232227 ∣ critic_ganloss : -19.041595 ∣ generator_nllloss : 5156.045898 ∣ generator_ganloss : 1098.343994 ∣  [  std_z : 1.00  real_sub_fake : 51.35 ]
[  epoch 0024/0040] 4190/4800, lr:2.5e-05 ∣ avg_100 : 32104.836694 ∣ critic_nllloss : 26129.083203 ∣ critic_ganloss : -24.432438 ∣ generator_nllloss : 5346.527344 ∣ generator_ganloss : 1090.066406 ∣  [  std_z : 0.99  real_sub_fake : 69.26 ]
[  epoch 0024/0040] 4200/4800, lr:2.5e-05 ∣ avg_100 : 32107.288737 ∣ critic_nllloss : 25979.249414 ∣ critic_ganloss : -33.675817 ∣ generator_nllloss : 5176.403906 ∣ generator_ganloss : 1086.022363 ∣  [  std_z : 1.00  real_sub_fake : 89.32 ]
[  epoch 0024/0040] 4210/4800, lr:2.5e-05 ∣ avg_100 : 32105.652155 ∣ critic_nllloss : 25967.620898 ∣ critic_ganloss : -51.719695 ∣ generator_nllloss : 5146.005859 ∣ generator_ganloss : 1079.488867 ∣  [  std_z : 1.00  real_sub_fake : 138.61 ]
[  epoch 0024/0040] 4220/4800, lr:2.5e-05 ∣ avg_100 : 32105.881007 ∣ critic_nllloss : 25892.652344 ∣ critic_ganloss : -79.356290 ∣ generator_nllloss : 5202.144922 ∣ generator_ganloss : 1062.447510 ∣  [  std_z : 0.99  real_sub_fake : 209.97 ]
[  epoch 0024/0040] 4230/4800, lr:2.5e-05 ∣ avg_100 : 32101.140717 ∣ critic_nllloss : 25768.269727 ∣ critic_ganloss : -93.096864 ∣ generator_nllloss : 5154.359766 ∣ generator_ganloss : 1042.000488 ∣  [  std_z : 1.00  real_sub_fake : 302.81 ]
[  epoch 0024/0040] 4240/4800, lr:2.5e-05 ∣ avg_100 : 32099.300325 ∣ critic_nllloss : 25956.135352 ∣ critic_ganloss : -123.214697 ∣ generator_nllloss : 5226.691211 ∣ generator_ganloss : 1049.975049 ∣     [  std_z : 1.00  real_sub_fake : 386.34 ]
[  epoch 0024/0040] 4250/4800, lr:2.5e-05 ∣ avg_100 : 32095.430207 ∣ critic_nllloss : 25778.491992 ∣ critic_ganloss : -135.666108 ∣ generator_nllloss : 5075.736719 ∣ generator_ganloss : 1046.944141 ∣     [  std_z : 1.00  real_sub_fake : 444.33 ]
[  epoch 0024/0040] 4260/4800, lr:2.5e-05 ∣ avg_100 : 32093.232296 ∣ critic_nllloss : 25841.494141 ∣ critic_ganloss : -128.165810 ∣ generator_nllloss : 5167.417383 ∣ generator_ganloss : 1055.544727 ∣     [  std_z : 0.99  real_sub_fake : 498.49 ]
[  epoch 0024/0040] 4270/4800, lr:2.5e-05 ∣ avg_100 : 32095.515541 ∣ critic_nllloss : 26032.503516 ∣ critic_ganloss : -113.273686 ∣ generator_nllloss : 5160.450000 ∣ generator_ganloss : 1075.194238 ∣     [  std_z : 1.00  real_sub_fake : 465.18 ]
[  epoch 0024/0040] 4280/4800, lr:2.5e-05 ∣ avg_100 : 32092.823532 ∣ critic_nllloss : 25711.827539 ∣ critic_ganloss : -137.255696 ∣ generator_nllloss : 5170.734375 ∣ generator_ganloss : 1065.224072 ∣     [  std_z : 0.99  real_sub_fake : 479.10 ]
[  epoch 0024/0040] 4290/4800, lr:2.5e-05 ∣ avg_100 : 32091.608872 ∣ critic_nllloss : 25861.826758 ∣ critic_ganloss : -137.873489 ∣ generator_nllloss : 5174.167773 ∣ generator_ganloss : 1084.710352 ∣     [  std_z : 0.98  real_sub_fake : 470.95 ]
[  epoch 0024/0040] 4300/4800, lr:2.5e-05 ∣ avg_100 : 32090.761123 ∣ critic_nllloss : 25975.318945 ∣ critic_ganloss : -144.194746 ∣ generator_nllloss : 5160.576563 ∣ generator_ganloss : 1086.557422 ∣     [  std_z : 0.99  real_sub_fake : 464.02 ]
[  epoch 0024/0040] 4310/4800, lr:2.5e-05 ∣ avg_100 : 32091.432297 ∣ critic_nllloss : 25961.345508 ∣ critic_ganloss : -229.418846 ∣ generator_nllloss : 5203.496289 ∣ generator_ganloss : 1038.593311 ∣     [  std_z : 0.99  real_sub_fake : 756.44 ]
[  epoch 0024/0040] 4320/4800, lr:2.5e-05 ∣ avg_100 : 32094.625438 ∣ critic_nllloss : 26032.342383 ∣ critic_ganloss : -175.798463 ∣ generator_nllloss : 5133.720508 ∣ generator_ganloss : 1083.768896 ∣     [  std_z : 0.99  real_sub_fake : 778.01 ]
[  epoch 0024/0040] 4330/4800, lr:2.5e-05 ∣ avg_100 : 32101.212630 ∣ critic_nllloss : 26130.057227 ∣ critic_ganloss : -171.007965 ∣ generator_nllloss : 5287.494141 ∣ generator_ganloss : 1069.854883 ∣     [  std_z : 1.00  real_sub_fake : 711.19 ]
[  epoch 0024/0040] 4340/4800, lr:2.5e-05 ∣ avg_100 : 32104.374262 ∣ critic_nllloss : 25978.048633 ∣ critic_ganloss : -125.365340 ∣ generator_nllloss : 5119.446094 ∣ generator_ganloss : 1069.391113 ∣     [  std_z : 1.00  real_sub_fake : 468.68 ]
[  epoch 0024/0040] 4350/4800, lr:2.5e-05 ∣ avg_100 : 32107.934450 ∣ critic_nllloss : 26126.552148 ∣ critic_ganloss : -86.274034 ∣ generator_nllloss : 5148.096680 ∣ generator_ganloss : 1072.956055 ∣  [  std_z : 0.99  real_sub_fake : 395.98 ]
[  epoch 0024/0040] 4360/4800, lr:2.5e-05 ∣ avg_100 : 32109.761644 ∣ critic_nllloss : 26065.525781 ∣ critic_ganloss : -111.465813 ∣ generator_nllloss : 5183.368359 ∣ generator_ganloss : 1060.044287 ∣     [  std_z : 0.99  real_sub_fake : 422.76 ]
[  epoch 0024/0040] 4370/4800, lr:2.5e-05 ∣ avg_100 : 32109.028493 ∣ critic_nllloss : 25820.440234 ∣ critic_ganloss : -161.880873 ∣ generator_nllloss : 5248.542969 ∣ generator_ganloss : 1042.367969 ∣     [  std_z : 0.99  real_sub_fake : 535.12 ]
[  epoch 0024/0040] 4380/4800, lr:2.5e-05 ∣ avg_100 : 32105.715456 ∣ critic_nllloss : 25823.154297 ∣ critic_ganloss : -160.751662 ∣ generator_nllloss : 5151.177734 ∣ generator_ganloss : 1058.113086 ∣     [  std_z : 0.99  real_sub_fake : 560.76 ]
[  epoch 0024/0040] 4390/4800, lr:2.5e-05 ∣ avg_100 : 32104.692911 ∣ critic_nllloss : 25823.034961 ∣ critic_ganloss : -153.201587 ∣ generator_nllloss : 5159.028906 ∣ generator_ganloss : 1065.800098 ∣     [  std_z : 1.00  real_sub_fake : 601.21 ]
[  epoch 0024/0040] 4400/4800, lr:2.5e-05 ∣ avg_100 : 32095.776261 ∣ critic_nllloss : 25590.018555 ∣ critic_ganloss : -180.699396 ∣ generator_nllloss : 5102.621289 ∣ generator_ganloss : 1072.853857 ∣     [  std_z : 1.01  real_sub_fake : 559.85 ]
[  epoch 0024/0040] 4410/4800, lr:2.5e-05 ∣ avg_100 : 32096.228685 ∣ critic_nllloss : 25877.381641 ∣ critic_ganloss : -81.850947 ∣ generator_nllloss : 5126.252734 ∣ generator_ganloss : 1088.567432 ∣  [  std_z : 1.00  real_sub_fake : 544.28 ]
[  epoch 0024/0040] 4420/4800, lr:2.5e-05 ∣ avg_100 : 32096.535704 ∣ critic_nllloss : 26052.682617 ∣ critic_ganloss : -128.238142 ∣ generator_nllloss : 5271.683984 ∣ generator_ganloss : 1074.894629 ∣     [  std_z : 0.99  real_sub_fake : 413.76 ]
[  epoch 0024/0040] 4430/4800, lr:2.5e-05 ∣ avg_100 : 32098.073340 ∣ critic_nllloss : 25979.031641 ∣ critic_ganloss : -150.646002 ∣ generator_nllloss : 5132.261523 ∣ generator_ganloss : 1046.776855 ∣     [  std_z : 0.98  real_sub_fake : 504.74 ]
[  epoch 0024/0040] 4440/4800, lr:2.5e-05 ∣ avg_100 : 32102.070663 ∣ critic_nllloss : 26193.592187 ∣ critic_ganloss : -122.059187 ∣ generator_nllloss : 5198.938281 ∣ generator_ganloss : 1061.195801 ∣     [  std_z : 0.98  real_sub_fake : 509.60 ]
[  epoch 0024/0040] 4450/4800, lr:2.5e-05 ∣ avg_100 : 32103.095591 ∣ critic_nllloss : 26057.887695 ∣ critic_ganloss : -126.607893 ∣ generator_nllloss : 5140.303516 ∣ generator_ganloss : 1072.555518 ∣     [  std_z : 1.00  real_sub_fake : 488.19 ]
[  epoch 0024/0040] 4460/4800, lr:2.5e-05 ∣ avg_100 : 32102.196574 ∣ critic_nllloss : 25944.499609 ∣ critic_ganloss : -175.359821 ∣ generator_nllloss : 5216.778516 ∣ generator_ganloss : 1061.256641 ∣     [  std_z : 1.00  real_sub_fake : 547.82 ]
[  epoch 0024/0040] 4470/4800, lr:2.5e-05 ∣ avg_100 : 32099.775165 ∣ critic_nllloss : 25811.691016 ∣ critic_ganloss : -134.790976 ∣ generator_nllloss : 5145.282422 ∣ generator_ganloss : 1074.059668 ∣     [  std_z : 1.00  real_sub_fake : 576.81 ]
[  epoch 0024/0040] 4480/4800, lr:2.5e-05 ∣ avg_100 : 32101.286270 ∣ critic_nllloss : 26113.039258 ∣ critic_ganloss : -93.257812 ∣ generator_nllloss : 5226.722070 ∣ generator_ganloss : 1095.234473 ∣  [  std_z : 0.99  real_sub_fake : 446.07 ]
[  epoch 0024/0040] 4490/4800, lr:2.5e-05 ∣ avg_100 : 32097.642376 ∣ critic_nllloss : 25997.659570 ∣ critic_ganloss : -135.726659 ∣ generator_nllloss : 5129.636328 ∣ generator_ganloss : 1055.308398 ∣     [  std_z : 0.98  real_sub_fake : 484.17 ]
[  epoch 0024/0040] 4500/4800, lr:2.5e-05 ∣ avg_100 : 32097.487314 ∣ critic_nllloss : 25906.095117 ∣ critic_ganloss : -164.825872 ∣ generator_nllloss : 5094.587891 ∣ generator_ganloss : 1058.031055 ∣     [  std_z : 0.99  real_sub_fake : 555.81 ]
[  epoch 0024/0040] 4510/4800, lr:2.5e-05 ∣ avg_100 : 32099.782694 ∣ critic_nllloss : 26173.635547 ∣ critic_ganloss : -183.060281 ∣ generator_nllloss : 5206.517578 ∣ generator_ganloss : 1053.963281 ∣     [  std_z : 1.00  real_sub_fake : 599.51 ]
[  epoch 0024/0040] 4520/4800, lr:2.5e-05 ∣ avg_100 : 32101.484076 ∣ critic_nllloss : 26010.987305 ∣ critic_ganloss : -121.783201 ∣ generator_nllloss : 5250.464453 ∣ generator_ganloss : 1060.287500 ∣     [  std_z : 1.00  real_sub_fake : 586.20 ]
[  epoch 0024/0040] 4530/4800, lr:2.5e-05 ∣ avg_100 : 32102.702700 ∣ critic_nllloss : 25954.561328 ∣ critic_ganloss : -110.151463 ∣ generator_nllloss : 5198.684961 ∣ generator_ganloss : 1057.395313 ∣     [  std_z : 0.99  real_sub_fake : 417.82 ]
[  epoch 0024/0040] 4540/4800, lr:2.5e-05 ∣ avg_100 : 32098.846686 ∣ critic_nllloss : 25900.725391 ∣ critic_ganloss : -142.442812 ∣ generator_nllloss : 5166.523633 ∣ generator_ganloss : 1046.158008 ∣     [  std_z : 0.98  real_sub_fake : 467.16 ]
[  epoch 0024/0040] 4550/4800, lr:2.5e-05 ∣ avg_100 : 32094.577576 ∣ critic_nllloss : 25796.035938 ∣ critic_ganloss : -131.573534 ∣ generator_nllloss : 5187.896875 ∣ generator_ganloss : 1060.075244 ∣     [  std_z : 0.99  real_sub_fake : 435.22 ]
[  epoch 0024/0040] 4560/4800, lr:2.5e-05 ∣ avg_100 : 32098.110268 ∣ critic_nllloss : 26162.304102 ∣ critic_ganloss : -93.669910 ∣ generator_nllloss : 5203.048828 ∣ generator_ganloss : 1072.117236 ∣  [  std_z : 1.00  real_sub_fake : 449.33 ]
[  epoch 0024/0040] 4570/4800, lr:2.5e-05 ∣ avg_100 : 32094.926370 ∣ critic_nllloss : 25950.140820 ∣ critic_ganloss : -112.473009 ∣ generator_nllloss : 5119.618164 ∣ generator_ganloss : 1089.254395 ∣     [  std_z : 1.00  real_sub_fake : 395.47 ]
[  epoch 0024/0040] 4580/4800, lr:2.5e-05 ∣ avg_100 : 32096.637960 ∣ critic_nllloss : 26051.358203 ∣ critic_ganloss : -146.600681 ∣ generator_nllloss : 5149.511328 ∣ generator_ganloss : 1059.456445 ∣     [  std_z : 0.99  real_sub_fake : 578.84 ]
[  epoch 0024/0040] 4590/4800, lr:2.5e-05 ∣ avg_100 : 32095.437264 ∣ critic_nllloss : 25927.772266 ∣ critic_ganloss : -168.179021 ∣ generator_nllloss : 5305.866992 ∣ generator_ganloss : 1055.184717 ∣     [  std_z : 0.99  real_sub_fake : 598.73 ]
[  epoch 0024/0040] 4600/4800, lr:2.5e-05 ∣ avg_100 : 32095.674728 ∣ critic_nllloss : 26017.951758 ∣ critic_ganloss : -136.585030 ∣ generator_nllloss : 5138.641797 ∣ generator_ganloss : 1054.717529 ∣     [  std_z : 0.99  real_sub_fake : 599.19 ]
[  epoch 0024/0040] 4610/4800, lr:2.5e-05 ∣ avg_100 : 32091.348012 ∣ critic_nllloss : 25882.943750 ∣ critic_ganloss : -169.697823 ∣ generator_nllloss : 5122.964063 ∣ generator_ganloss : 1060.316162 ∣     [  std_z : 1.00  real_sub_fake : 514.83 ]
[  epoch 0024/0040] 4620/4800, lr:2.5e-05 ∣ avg_100 : 32090.008139 ∣ critic_nllloss : 25909.034180 ∣ critic_ganloss : -119.307864 ∣ generator_nllloss : 5161.920313 ∣ generator_ganloss : 1051.699805 ∣     [  std_z : 1.00  real_sub_fake : 518.41 ]
[  epoch 0024/0040] 4630/4800, lr:2.5e-05 ∣ avg_100 : 32090.709774 ∣ critic_nllloss : 25869.780273 ∣ critic_ganloss : -163.313920 ∣ generator_nllloss : 5295.209766 ∣ generator_ganloss : 1051.747559 ∣     [  std_z : 1.00  real_sub_fake : 522.87 ]
[  epoch 0024/0040] 4640/4800, lr:2.5e-05 ∣ avg_100 : 32090.228694 ∣ critic_nllloss : 25856.873437 ∣ critic_ganloss : -114.283862 ∣ generator_nllloss : 5177.676562 ∣ generator_ganloss : 1069.497363 ∣     [  std_z : 1.00  real_sub_fake : 506.26 ]
[  epoch 0024/0040] 4650/4800, lr:2.5e-05 ∣ avg_100 : 32088.328528 ∣ critic_nllloss : 25922.889258 ∣ critic_ganloss : -141.430874 ∣ generator_nllloss : 5137.560547 ∣ generator_ganloss : 1076.192725 ∣     [  std_z : 0.99  real_sub_fake : 437.20 ]
[  epoch 0024/0040] 4660/4800, lr:2.5e-05 ∣ avg_100 : 32088.190271 ∣ critic_nllloss : 25942.907617 ∣ critic_ganloss : -122.583815 ∣ generator_nllloss : 5324.165234 ∣ generator_ganloss : 1067.983740 ∣     [  std_z : 0.98  real_sub_fake : 480.29 ]
[  epoch 0024/0040] 4670/4800, lr:2.5e-05 ∣ avg_100 : 32088.994269 ∣ critic_nllloss : 26069.101172 ∣ critic_ganloss : -133.495984 ∣ generator_nllloss : 5270.678906 ∣ generator_ganloss : 1079.936328 ∣     [  std_z : 0.99  real_sub_fake : 497.44 ]
[  epoch 0024/0040] 4680/4800, lr:2.5e-05 ∣ avg_100 : 32088.227166 ∣ critic_nllloss : 25839.062500 ∣ critic_ganloss : -133.902846 ∣ generator_nllloss : 5199.011133 ∣ generator_ganloss : 1093.176074 ∣     [  std_z : 0.99  real_sub_fake : 472.34 ]
[  epoch 0024/0040] 4690/4800, lr:2.5e-05 ∣ avg_100 : 32088.589059 ∣ critic_nllloss : 25885.102930 ∣ critic_ganloss : -115.666788 ∣ generator_nllloss : 5189.686328 ∣ generator_ganloss : 1081.909229 ∣     [  std_z : 1.00  real_sub_fake : 518.01 ]
[  epoch 0024/0040] 4700/4800, lr:2.5e-05 ∣ avg_100 : 32084.957345 ∣ critic_nllloss : 25727.048828 ∣ critic_ganloss : -163.932919 ∣ generator_nllloss : 5159.799219 ∣ generator_ganloss : 1069.723535 ∣     [  std_z : 1.00  real_sub_fake : 537.62 ]
[  epoch 0024/0040] 4710/4800, lr:2.5e-05 ∣ avg_100 : 32083.872209 ∣ critic_nllloss : 25857.015234 ∣ critic_ganloss : -108.477583 ∣ generator_nllloss : 5158.007422 ∣ generator_ganloss : 1091.351758 ∣     [  std_z : 0.99  real_sub_fake : 494.52 ]
[  epoch 0024/0040] 4720/4800, lr:2.5e-05 ∣ avg_100 : 32079.951120 ∣ critic_nllloss : 25593.512695 ∣ critic_ganloss : -123.461556 ∣ generator_nllloss : 5162.367188 ∣ generator_ganloss : 1078.780029 ∣     [  std_z : 0.99  real_sub_fake : 367.06 ]
[  epoch 0024/0040] 4730/4800, lr:2.5e-05 ∣ avg_100 : 32079.462450 ∣ critic_nllloss : 26010.158594 ∣ critic_ganloss : -156.340508 ∣ generator_nllloss : 5268.171875 ∣ generator_ganloss : 1046.310645 ∣     [  std_z : 1.00  real_sub_fake : 570.05 ]
[  epoch 0024/0040] 4740/4800, lr:2.5e-05 ∣ avg_100 : 32082.954823 ∣ critic_nllloss : 26230.328125 ∣ critic_ganloss : -160.325670 ∣ generator_nllloss : 5253.592969 ∣ generator_ganloss : 1068.802930 ∣     [  std_z : 0.99  real_sub_fake : 548.59 ]
[  epoch 0024/0040] 4750/4800, lr:2.5e-05 ∣ avg_100 : 32083.607452 ∣ critic_nllloss : 26021.047266 ∣ critic_ganloss : -147.309900 ∣ generator_nllloss : 5320.446289 ∣ generator_ganloss : 1048.129102 ∣     [  std_z : 0.98  real_sub_fake : 554.59 ]
[  epoch 0024/0040] 4760/4800, lr:2.5e-05 ∣ avg_100 : 32083.855854 ∣ critic_nllloss : 25935.177344 ∣ critic_ganloss : -117.795305 ∣ generator_nllloss : 5189.253516 ∣ generator_ganloss : 1072.461377 ∣     [  std_z : 0.99  real_sub_fake : 520.11 ]
[  epoch 0024/0040] 4770/4800, lr:2.5e-05 ∣ avg_100 : 32081.158797 ∣ critic_nllloss : 25854.021484 ∣ critic_ganloss : -138.095235 ∣ generator_nllloss : 5168.006055 ∣ generator_ganloss : 1068.529590 ∣     [  std_z : 0.99  real_sub_fake : 462.36 ]
[  epoch 0024/0040] 4780/4800, lr:2.5e-05 ∣ avg_100 : 32081.953556 ∣ critic_nllloss : 25953.894531 ∣ critic_ganloss : -114.796333 ∣ generator_nllloss : 5180.222266 ∣ generator_ganloss : 1059.928564 ∣     [  std_z : 0.99  real_sub_fake : 481.04 ]
[  epoch 0024/0040] 4790/4800, lr:2.5e-05 ∣ avg_100 : 32078.776052 ∣ critic_nllloss : 25941.666016 ∣ critic_ganloss : -114.014971 ∣ generator_nllloss : 5096.173437 ∣ generator_ganloss : 1089.241162 ∣     [  std_z : 0.99  real_sub_fake : 376.38 ]
[  epoch 0024/0040] 4800/4800, lr:2.5e-05 ∣ avg_100 : 32078.017401 ∣ critic_nllloss : 25953.420508 ∣ critic_ganloss : -151.284913 ∣ generator_nllloss : 5218.843164 ∣ generator_ganloss : 1054.328906 ∣     [  std_z : 0.99  real_sub_fake : 511.35 ]
[    val 024    ] Done! KLD: 0.029706: 0.00681509:12, total: 1 day, 6:22:58                     
[  epoch 0025/0040] 0010/4800, lr:2.5e-05 ∣ avg_100 : 32078.764292 ∣ critic_nllloss : 26033.600000 ∣ critic_ganloss : -122.954156 ∣ generator_nllloss : 5173.680859 ∣ generator_ganloss : 1082.664258 ∣     [  std_z : 0.99  real_sub_fake : 469.47 ]
[  epoch 0025/0040] 0020/4800, lr:2.5e-05 ∣ avg_100 : 32073.158131 ∣ critic_nllloss : 25643.462695 ∣ critic_ganloss : -109.301509 ∣ generator_nllloss : 5058.473828 ∣ generator_ganloss : 1067.117383 ∣     [  std_z : 1.00  real_sub_fake : 493.01 ]
[  epoch 0025/0040] 0030/4800, lr:2.5e-05 ∣ avg_100 : 32074.650794 ∣ critic_nllloss : 26069.538867 ∣ critic_ganloss : -155.775901 ∣ generator_nllloss : 5254.227930 ∣ generator_ganloss : 1083.085938 ∣     [  std_z : 1.00  real_sub_fake : 529.00 ]
[  epoch 0025/0040] 0040/4800, lr:2.5e-05 ∣ avg_100 : 32071.296143 ∣ critic_nllloss : 25841.120117 ∣ critic_ganloss : -169.296655 ∣ generator_nllloss : 5077.951758 ∣ generator_ganloss : 1073.904346 ∣     [  std_z : 1.00  real_sub_fake : 559.82 ]
[  epoch 0025/0040] 0050/4800, lr:2.5e-05 ∣ avg_100 : 32074.734458 ∣ critic_nllloss : 25970.378906 ∣ critic_ganloss : -128.623296 ∣ generator_nllloss : 5178.083398 ∣ generator_ganloss : 1083.964697 ∣     [  std_z : 1.00  real_sub_fake : 549.44 ]
[  epoch 0025/0040] 0060/4800, lr:2.5e-05 ∣ avg_100 : 32074.910758 ∣ critic_nllloss : 26070.304297 ∣ critic_ganloss : -138.175882 ∣ generator_nllloss : 5239.188867 ∣ generator_ganloss : 1059.046387 ∣     [  std_z : 0.99  real_sub_fake : 580.25 ]
[  epoch 0025/0040] 0070/4800, lr:2.5e-05 ∣ avg_100 : 32077.141903 ∣ critic_nllloss : 26038.718164 ∣ critic_ganloss : -122.583811 ∣ generator_nllloss : 5132.257031 ∣ generator_ganloss : 1085.733398 ∣     [  std_z : 0.98  real_sub_fake : 511.62 ]
[  epoch 0025/0040] 0080/4800, lr:2.5e-05 ∣ avg_100 : 32079.706874 ∣ critic_nllloss : 25986.978320 ∣ critic_ganloss : -143.843625 ∣ generator_nllloss : 5285.111523 ∣ generator_ganloss : 1079.125098 ∣     [  std_z : 0.99  real_sub_fake : 420.87 ]
[  epoch 0025/0040] 0090/4800, lr:2.5e-05 ∣ avg_100 : 32078.487903 ∣ critic_nllloss : 26056.857422 ∣ critic_ganloss : -131.176191 ∣ generator_nllloss : 5159.263281 ∣ generator_ganloss : 1056.503906 ∣     [  std_z : 0.98  real_sub_fake : 553.98 ]
[  epoch 0025/0040] 0100/4800, lr:2.5e-05 ∣ avg_100 : 32079.636328 ∣ critic_nllloss : 26078.249805 ∣ critic_ganloss : -163.405278 ∣ generator_nllloss : 5222.294141 ∣ generator_ganloss : 1074.546289 ∣     [  std_z : 1.00  real_sub_fake : 578.50 ]
[  epoch 0025/0040] 0110/4800, lr:2.5e-05 ∣ avg_100 : 32079.656666 ∣ critic_nllloss : 25976.407227 ∣ critic_ganloss : -150.551468 ∣ generator_nllloss : 5149.226562 ∣ generator_ganloss : 1072.484180 ∣     [  std_z : 1.00  real_sub_fake : 547.96 ]
[  epoch 0025/0040] 0120/4800, lr:2.5e-05 ∣ avg_100 : 32078.954871 ∣ critic_nllloss : 26041.789453 ∣ critic_ganloss : -168.360793 ∣ generator_nllloss : 5148.574609 ∣ generator_ganloss : 1082.121680 ∣     [  std_z : 1.00  real_sub_fake : 584.48 ]
[  epoch 0025/0040] 0130/4800, lr:2.5e-05 ∣ avg_100 : 32080.696241 ∣ critic_nllloss : 25997.072070 ∣ critic_ganloss : -174.850407 ∣ generator_nllloss : 5261.163672 ∣ generator_ganloss : 1087.292676 ∣     [  std_z : 0.99  real_sub_fake : 611.35 ]
[  epoch 0025/0040] 0140/4800, lr:2.5e-05 ∣ avg_100 : 32078.945684 ∣ critic_nllloss : 25877.244727 ∣ critic_ganloss : -126.571588 ∣ generator_nllloss : 5222.064062 ∣ generator_ganloss : 1085.877539 ∣     [  std_z : 0.98  real_sub_fake : 614.58 ]
[  epoch 0025/0040] 0150/4800, lr:2.5e-05 ∣ avg_100 : 32082.886968 ∣ critic_nllloss : 26115.546680 ∣ critic_ganloss : -145.696125 ∣ generator_nllloss : 5242.390430 ∣ generator_ganloss : 1079.157080 ∣     [  std_z : 0.99  real_sub_fake : 500.76 ]
[  epoch 0025/0040] 0160/4800, lr:2.5e-05 ∣ avg_100 : 32081.346063 ∣ critic_nllloss : 25747.896289 ∣ critic_ganloss : -111.226730 ∣ generator_nllloss : 5221.067578 ∣ generator_ganloss : 1087.917627 ∣     [  std_z : 0.99  real_sub_fake : 505.29 ]
[  epoch 0025/0040] 0170/4800, lr:2.5e-05 ∣ avg_100 : 32082.759453 ∣ critic_nllloss : 26032.595313 ∣ critic_ganloss : -139.188452 ∣ generator_nllloss : 5256.972852 ∣ generator_ganloss : 1074.356982 ∣     [  std_z : 0.99  real_sub_fake : 430.40 ]
[  epoch 0025/0040] 0180/4800, lr:2.5e-05 ∣ avg_100 : 32081.845830 ∣ critic_nllloss : 25752.423242 ∣ critic_ganloss : -141.142020 ∣ generator_nllloss : 5212.802344 ∣ generator_ganloss : 1069.618262 ∣     [  std_z : 1.00  real_sub_fake : 539.18 ]
[  epoch 0025/0040] 0190/4800, lr:2.5e-05 ∣ avg_100 : 32081.717162 ∣ critic_nllloss : 25779.993945 ∣ critic_ganloss : -97.105290 ∣ generator_nllloss : 5073.621875 ∣ generator_ganloss : 1079.885205 ∣  [  std_z : 1.00  real_sub_fake : 464.37 ]
[  epoch 0025/0040] 0200/4800, lr:2.5e-05 ∣ avg_100 : 32081.426177 ∣ critic_nllloss : 25846.376172 ∣ critic_ganloss : -125.421636 ∣ generator_nllloss : 5190.115430 ∣ generator_ganloss : 1069.041943 ∣     [  std_z : 0.99  real_sub_fake : 390.86 ]
[  epoch 0025/0040] 0210/4800, lr:2.5e-05 ∣ avg_100 : 32079.574806 ∣ critic_nllloss : 26124.454492 ∣ critic_ganloss : -172.953247 ∣ generator_nllloss : 5221.449609 ∣ generator_ganloss : 1041.649316 ∣     [  std_z : 0.99  real_sub_fake : 570.44 ]
[  epoch 0025/0040] 0220/4800, lr:2.5e-05 ∣ avg_100 : 32080.374558 ∣ critic_nllloss : 25999.035156 ∣ critic_ganloss : -158.141776 ∣ generator_nllloss : 5200.488281 ∣ generator_ganloss : 1072.802539 ∣     [  std_z : 0.99  real_sub_fake : 634.31 ]
[  epoch 0025/0040] 0230/4800, lr:2.5e-05 ∣ avg_100 : 32077.838784 ∣ critic_nllloss : 25836.057227 ∣ critic_ganloss : -129.355794 ∣ generator_nllloss : 5028.753906 ∣ generator_ganloss : 1073.869824 ∣     [  std_z : 0.99  real_sub_fake : 561.28 ]
[  epoch 0025/0040] 0240/4800, lr:2.5e-05 ∣ avg_100 : 32077.940458 ∣ critic_nllloss : 26063.177539 ∣ critic_ganloss : -122.916225 ∣ generator_nllloss : 5146.179492 ∣ generator_ganloss : 1078.439697 ∣     [  std_z : 1.00  real_sub_fake : 481.70 ]
[  epoch 0025/0040] 0250/4800, lr:2.5e-05 ∣ avg_100 : 32078.043786 ∣ critic_nllloss : 25903.106250 ∣ critic_ganloss : -93.229711 ∣ generator_nllloss : 5151.759375 ∣ generator_ganloss : 1046.750293 ∣  [  std_z : 0.99  real_sub_fake : 446.10 ]
[  epoch 0025/0040] 0260/4800, lr:2.5e-05 ∣ avg_100 : 32079.791205 ∣ critic_nllloss : 25880.823047 ∣ critic_ganloss : -114.568256 ∣ generator_nllloss : 5279.251172 ∣ generator_ganloss : 1079.351807 ∣     [  std_z : 0.99  real_sub_fake : 404.70 ]
[  epoch 0025/0040] 0270/4800, lr:2.5e-05 ∣ avg_100 : 32084.183240 ∣ critic_nllloss : 26078.478320 ∣ critic_ganloss : -132.606071 ∣ generator_nllloss : 5246.251172 ∣ generator_ganloss : 1059.143848 ∣     [  std_z : 0.99  real_sub_fake : 415.55 ]
[  epoch 0025/0040] 0280/4800, lr:2.5e-05 ∣ avg_100 : 32086.985551 ∣ critic_nllloss : 26151.332813 ∣ critic_ganloss : -125.671170 ∣ generator_nllloss : 5245.233789 ∣ generator_ganloss : 1071.876611 ∣     [  std_z : 0.99  real_sub_fake : 440.52 ]
[  epoch 0025/0040] 0290/4800, lr:2.5e-05 ∣ avg_100 : 32086.824925 ∣ critic_nllloss : 26023.892773 ∣ critic_ganloss : -119.472559 ∣ generator_nllloss : 5159.541406 ∣ generator_ganloss : 1077.209766 ∣     [  std_z : 0.99  real_sub_fake : 493.62 ]
[  epoch 0025/0040] 0300/4800, lr:2.5e-05 ∣ avg_100 : 32084.564695 ∣ critic_nllloss : 25952.745117 ∣ critic_ganloss : -130.942897 ∣ generator_nllloss : 5126.598437 ∣ generator_ganloss : 1075.500098 ∣     [  std_z : 0.99  real_sub_fake : 481.06 ]
[  epoch 0025/0040] 0310/4800, lr:2.5e-05 ∣ avg_100 : 32081.854424 ∣ critic_nllloss : 25842.257031 ∣ critic_ganloss : -165.968817 ∣ generator_nllloss : 5145.596484 ∣ generator_ganloss : 1081.900586 ∣     [  std_z : 1.00  real_sub_fake : 502.83 ]
[  epoch 0025/0040] 0320/4800, lr:2.5e-05 ∣ avg_100 : 32079.416165 ∣ critic_nllloss : 25720.415039 ∣ critic_ganloss : -165.910131 ∣ generator_nllloss : 5207.803125 ∣ generator_ganloss : 1076.382031 ∣     [  std_z : 1.00  real_sub_fake : 526.12 ]
[  epoch 0025/0040] 0330/4800, lr:2.5e-05 ∣ avg_100 : 32080.315018 ∣ critic_nllloss : 25980.184180 ∣ critic_ganloss : -111.999779 ∣ generator_nllloss : 5224.283203 ∣ generator_ganloss : 1089.436914 ∣     [  std_z : 1.00  real_sub_fake : 564.81 ]
[  epoch 0025/0040] 0340/4800, lr:2.5e-05 ∣ avg_100 : 32078.572562 ∣ critic_nllloss : 26022.598633 ∣ critic_ganloss : -139.092784 ∣ generator_nllloss : 5188.492969 ∣ generator_ganloss : 1080.553320 ∣     [  std_z : 0.99  real_sub_fake : 490.98 ]
[  epoch 0025/0040] 0350/4800, lr:2.5e-05 ∣ avg_100 : 32074.173525 ∣ critic_nllloss : 25798.292969 ∣ critic_ganloss : -140.937483 ∣ generator_nllloss : 5192.767187 ∣ generator_ganloss : 1080.249121 ∣     [  std_z : 1.00  real_sub_fake : 493.24 ]
[  epoch 0025/0040] 0360/4800, lr:2.5e-05 ∣ avg_100 : 32071.566324 ∣ critic_nllloss : 25944.215625 ∣ critic_ganloss : -174.134332 ∣ generator_nllloss : 5109.383398 ∣ generator_ganloss : 1062.248828 ∣     [  std_z : 0.99  real_sub_fake : 591.84 ]
[  epoch 0025/0040] 0370/4800, lr:2.5e-05 ∣ avg_100 : 32070.780718 ∣ critic_nllloss : 26001.577148 ∣ critic_ganloss : -100.844205 ∣ generator_nllloss : 5177.635352 ∣ generator_ganloss : 1109.015527 ∣     [  std_z : 0.99  real_sub_fake : 489.42 ]
[  epoch 0025/0040] 0380/4800, lr:2.5e-05 ∣ avg_100 : 32070.646016 ∣ critic_nllloss : 26071.248242 ∣ critic_ganloss : -110.476077 ∣ generator_nllloss : 5260.842188 ∣ generator_ganloss : 1080.495898 ∣     [  std_z : 0.99  real_sub_fake : 435.05 ]
[  epoch 0025/0040] 0390/4800, lr:2.5e-05 ∣ avg_100 : 32067.163473 ∣ critic_nllloss : 26085.552539 ∣ critic_ganloss : -122.817948 ∣ generator_nllloss : 5161.957031 ∣ generator_ganloss : 1068.298682 ∣     [  std_z : 0.99  real_sub_fake : 463.53 ]
[  epoch 0025/0040] 0400/4800, lr:2.5e-05 ∣ avg_100 : 32068.072395 ∣ critic_nllloss : 26096.851367 ∣ critic_ganloss : -129.304681 ∣ generator_nllloss : 5267.820898 ∣ generator_ganloss : 1063.524463 ∣     [  std_z : 0.99  real_sub_fake : 465.44 ]
[  epoch 0025/0040] 0410/4800, lr:2.5e-05 ∣ avg_100 : 32063.742598 ∣ critic_nllloss : 25687.934766 ∣ critic_ganloss : -136.573726 ∣ generator_nllloss : 5089.114062 ∣ generator_ganloss : 1067.941113 ∣     [  std_z : 0.99  real_sub_fake : 468.99 ]
[  epoch 0025/0040] 0420/4800, lr:2.5e-05 ∣ avg_100 : 32062.056112 ∣ critic_nllloss : 25871.363281 ∣ critic_ganloss : -116.740987 ∣ generator_nllloss : 5075.162109 ∣ generator_ganloss : 1079.455518 ∣     [  std_z : 0.99  real_sub_fake : 531.65 ]
[  epoch 0025/0040] 0430/4800, lr:2.5e-05 ∣ avg_100 : 32063.138821 ∣ critic_nllloss : 25900.249023 ∣ critic_ganloss : -150.736575 ∣ generator_nllloss : 5150.198633 ∣ generator_ganloss : 1080.092920 ∣     [  std_z : 1.00  real_sub_fake : 447.38 ]
[  epoch 0025/0040] 0440/4800, lr:2.5e-05 ∣ avg_100 : 32065.506392 ∣ critic_nllloss : 26152.885937 ∣ critic_ganloss : -144.555524 ∣ generator_nllloss : 5260.747656 ∣ generator_ganloss : 1077.265918 ∣     [  std_z : 1.00  real_sub_fake : 517.02 ]
[  epoch 0025/0040] 0450/4800, lr:2.5e-05 ∣ avg_100 : 32069.817366 ∣ critic_nllloss : 26060.006445 ∣ critic_ganloss : -121.870432 ∣ generator_nllloss : 5194.173437 ∣ generator_ganloss : 1064.294678 ∣     [  std_z : 1.00  real_sub_fake : 489.37 ]
[  epoch 0025/0040] 0460/4800, lr:2.5e-05 ∣ avg_100 : 32070.526822 ∣ critic_nllloss : 25938.244531 ∣ critic_ganloss : -133.645859 ∣ generator_nllloss : 5127.782422 ∣ generator_ganloss : 1074.854932 ∣     [  std_z : 0.99  real_sub_fake : 543.19 ]
[  epoch 0025/0040] 0470/4800, lr:2.5e-05 ∣ avg_100 : 32070.444201 ∣ critic_nllloss : 26066.964453 ∣ critic_ganloss : -108.992635 ∣ generator_nllloss : 5121.993555 ∣ generator_ganloss : 1066.646582 ∣     [  std_z : 0.99  real_sub_fake : 503.32 ]
[  epoch 0025/0040] 0480/4800, lr:2.5e-05 ∣ avg_100 : 32070.047007 ∣ critic_nllloss : 25722.427930 ∣ critic_ganloss : -112.673829 ∣ generator_nllloss : 5085.133984 ∣ generator_ganloss : 1075.922852 ∣     [  std_z : 0.99  real_sub_fake : 348.03 ]
[  epoch 0025/0040] 0490/4800, lr:2.5e-05 ∣ avg_100 : 32069.285306 ∣ critic_nllloss : 25846.898242 ∣ critic_ganloss : -141.119602 ∣ generator_nllloss : 5149.958789 ∣ generator_ganloss : 1050.923877 ∣     [  std_z : 1.00  real_sub_fake : 520.78 ]
[  epoch 0025/0040] 0500/4800, lr:2.5e-05 ∣ avg_100 : 32068.632502 ∣ critic_nllloss : 25917.668555 ∣ critic_ganloss : -163.162660 ∣ generator_nllloss : 5192.655664 ∣ generator_ganloss : 1065.816211 ∣     [  std_z : 0.99  real_sub_fake : 516.67 ]
[  epoch 0025/0040] 0510/4800, lr:2.5e-05 ∣ avg_100 : 32070.387567 ∣ critic_nllloss : 25986.231250 ∣ critic_ganloss : -118.613524 ∣ generator_nllloss : 5228.515430 ∣ generator_ganloss : 1053.389551 ∣     [  std_z : 0.99  real_sub_fake : 595.79 ]
[  epoch 0025/0040] 0520/4800, lr:2.5e-05 ∣ avg_100 : 32067.540088 ∣ critic_nllloss : 25794.294727 ∣ critic_ganloss : -151.903969 ∣ generator_nllloss : 5080.957422 ∣ generator_ganloss : 1065.937256 ∣     [  std_z : 0.99  real_sub_fake : 462.41 ]
[  epoch 0025/0040] 0530/4800, lr:2.5e-05 ∣ avg_100 : 32066.478300 ∣ critic_nllloss : 26080.740820 ∣ critic_ganloss : -158.491568 ∣ generator_nllloss : 5246.148047 ∣ generator_ganloss : 1041.822266 ∣     [  std_z : 0.99  real_sub_fake : 570.37 ]
[  epoch 0025/0040] 0540/4800, lr:2.5e-05 ∣ avg_100 : 32065.105623 ∣ critic_nllloss : 25844.512695 ∣ critic_ganloss : -147.401131 ∣ generator_nllloss : 5139.130273 ∣ generator_ganloss : 1068.010937 ∣     [  std_z : 1.00  real_sub_fake : 501.31 ]
[  epoch 0025/0040] 0550/4800, lr:2.5e-05 ∣ avg_100 : 32063.999170 ∣ critic_nllloss : 26007.155273 ∣ critic_ganloss : -90.140977 ∣ generator_nllloss : 5155.781641 ∣ generator_ganloss : 1077.889551 ∣  [  std_z : 1.00  real_sub_fake : 483.04 ]
[  epoch 0025/0040] 0560/4800, lr:2.5e-05 ∣ avg_100 : 32060.370052 ∣ critic_nllloss : 25805.128906 ∣ critic_ganloss : -142.796724 ∣ generator_nllloss : 5112.386523 ∣ generator_ganloss : 1059.842187 ∣     [  std_z : 0.99  real_sub_fake : 483.55 ]
[  epoch 0025/0040] 0570/4800, lr:2.5e-05 ∣ avg_100 : 32061.365717 ∣ critic_nllloss : 25884.840234 ∣ critic_ganloss : -112.762456 ∣ generator_nllloss : 5187.126953 ∣ generator_ganloss : 1089.832080 ∣     [  std_z : 0.99  real_sub_fake : 440.73 ]
[  epoch 0025/0040] 0580/4800, lr:2.5e-05 ∣ avg_100 : 32063.940986 ∣ critic_nllloss : 25949.201758 ∣ critic_ganloss : -139.973711 ∣ generator_nllloss : 5256.746680 ∣ generator_ganloss : 1063.245557 ∣     [  std_z : 0.99  real_sub_fake : 496.12 ]
[  epoch 0025/0040] 0590/4800, lr:2.5e-05 ∣ avg_100 : 32064.574255 ∣ critic_nllloss : 25851.477539 ∣ critic_ganloss : -105.939590 ∣ generator_nllloss : 5132.721289 ∣ generator_ganloss : 1079.730029 ∣     [  std_z : 0.99  real_sub_fake : 439.06 ]
[  epoch 0025/0040] 0600/4800, lr:2.5e-05 ∣ avg_100 : 32069.326982 ∣ critic_nllloss : 25790.970703 ∣ critic_ganloss : -86.297363 ∣ generator_nllloss : 5282.682422 ∣ generator_ganloss : 1072.711279 ∣  [  std_z : 0.99  real_sub_fake : 407.91 ]
[  epoch 0025/0040] 0610/4800, lr:2.5e-05 ∣ avg_100 : 32067.976828 ∣ critic_nllloss : 25836.335938 ∣ critic_ganloss : -134.354436 ∣ generator_nllloss : 5117.161719 ∣ generator_ganloss : 1056.192285 ∣     [  std_z : 0.99  real_sub_fake : 367.67 ]
[  epoch 0025/0040] 0620/4800, lr:2.5e-05 ∣ avg_100 : 32065.906350 ∣ critic_nllloss : 25903.565430 ∣ critic_ganloss : -89.832875 ∣ generator_nllloss : 5184.229883 ∣ generator_ganloss : 1066.012793 ∣  [  std_z : 1.00  real_sub_fake : 461.67 ]
[  epoch 0025/0040] 0630/4800, lr:2.5e-05 ∣ avg_100 : 32065.645374 ∣ critic_nllloss : 25798.491406 ∣ critic_ganloss : -90.960519 ∣ generator_nllloss : 5161.386328 ∣ generator_ganloss : 1112.409180 ∣  [  std_z : 1.00  real_sub_fake : 290.02 ]
[  epoch 0025/0040] 0640/4800, lr:2.5e-05 ∣ avg_100 : 32061.555649 ∣ critic_nllloss : 25922.366797 ∣ critic_ganloss : -158.208600 ∣ generator_nllloss : 5091.760938 ∣ generator_ganloss : 1066.775488 ∣     [  std_z : 1.01  real_sub_fake : 502.38 ]
[  epoch 0025/0040] 0650/4800, lr:2.5e-05 ∣ avg_100 : 32063.995765 ∣ critic_nllloss : 26172.999219 ∣ critic_ganloss : -112.280672 ∣ generator_nllloss : 5254.452344 ∣ generator_ganloss : 1072.979492 ∣     [  std_z : 0.99  real_sub_fake : 518.53 ]
[  epoch 0025/0040] 0660/4800, lr:2.5e-05 ∣ avg_100 : 32063.468781 ∣ critic_nllloss : 25882.580273 ∣ critic_ganloss : -122.222957 ∣ generator_nllloss : 5159.794336 ∣ generator_ganloss : 1074.324902 ∣     [  std_z : 0.98  real_sub_fake : 415.29 ]
[  epoch 0025/0040] 0670/4800, lr:2.5e-05 ∣ avg_100 : 32065.088081 ∣ critic_nllloss : 25941.766406 ∣ critic_ganloss : -102.064422 ∣ generator_nllloss : 5163.681055 ∣ generator_ganloss : 1054.789160 ∣     [  std_z : 0.99  real_sub_fake : 451.50 ]
[  epoch 0025/0040] 0680/4800, lr:2.5e-05 ∣ avg_100 : 32063.381982 ∣ critic_nllloss : 26045.023242 ∣ critic_ganloss : -123.035716 ∣ generator_nllloss : 5175.709570 ∣ generator_ganloss : 1073.430957 ∣     [  std_z : 1.00  real_sub_fake : 384.76 ]
[  epoch 0025/0040] 0690/4800, lr:2.5e-05 ∣ avg_100 : 32065.197935 ∣ critic_nllloss : 26082.663477 ∣ critic_ganloss : -147.121428 ∣ generator_nllloss : 5238.782617 ∣ generator_ganloss : 1054.148242 ∣     [  std_z : 1.01  real_sub_fake : 483.89 ]
[  epoch 0025/0040] 0700/4800, lr:2.5e-05 ∣ avg_100 : 32068.478939 ∣ critic_nllloss : 25995.358789 ∣ critic_ganloss : -133.684577 ∣ generator_nllloss : 5268.456641 ∣ generator_ganloss : 1091.857764 ∣     [  std_z : 0.99  real_sub_fake : 488.67 ]
[  epoch 0025/0040] 0710/4800, lr:2.5e-05 ∣ avg_100 : 32066.350141 ∣ critic_nllloss : 25883.175781 ∣ critic_ganloss : -172.219617 ∣ generator_nllloss : 5276.365820 ∣ generator_ganloss : 1050.854395 ∣     [  std_z : 0.97  real_sub_fake : 691.68 ]
[  epoch 0025/0040] 0720/4800, lr:2.5e-05 ∣ avg_100 : 32065.990212 ∣ critic_nllloss : 25906.711523 ∣ critic_ganloss : 7.338572 ∣ generator_nllloss : 5137.031250 ∣ generator_ganloss : 1112.881738 ∣    [  std_z : 0.98  real_sub_fake : 263.07 ]
[  epoch 0025/0040] 0730/4800, lr:2.5e-05 ∣ avg_100 : 32067.683419 ∣ critic_nllloss : 26023.948828 ∣ critic_ganloss : -8.824759 ∣ generator_nllloss : 5148.919531 ∣ generator_ganloss : 1105.767236 ∣   [  std_z : 1.00  real_sub_fake : 87.73 ]
[  epoch 0025/0040] 0740/4800, lr:2.5e-05 ∣ avg_100 : 32071.000540 ∣ critic_nllloss : 26047.644727 ∣ critic_ganloss : -28.405828 ∣ generator_nllloss : 5185.076563 ∣ generator_ganloss : 1098.360840 ∣  [  std_z : 1.01  real_sub_fake : 94.15 ]
[  epoch 0025/0040] 0750/4800, lr:2.5e-05 ∣ avg_100 : 32073.751120 ∣ critic_nllloss : 25943.525977 ∣ critic_ganloss : -43.348968 ∣ generator_nllloss : 5192.105273 ∣ generator_ganloss : 1095.210303 ∣  [  std_z : 1.01  real_sub_fake : 111.27 ]
[  epoch 0025/0040] 0760/4800, lr:2.5e-05 ∣ avg_100 : 32072.499603 ∣ critic_nllloss : 26060.648242 ∣ critic_ganloss : -51.542712 ∣ generator_nllloss : 5123.341602 ∣ generator_ganloss : 1086.201416 ∣  [  std_z : 1.00  real_sub_fake : 154.31 ]
[  epoch 0025/0040] 0770/4800, lr:2.5e-05 ∣ avg_100 : 32072.754395 ∣ critic_nllloss : 25897.858984 ∣ critic_ganloss : -84.672984 ∣ generator_nllloss : 5202.653711 ∣ generator_ganloss : 1056.179834 ∣  [  std_z : 1.00  real_sub_fake : 250.32 ]
[  epoch 0025/0040] 0780/4800, lr:2.5e-05 ∣ avg_100 : 32073.025270 ∣ critic_nllloss : 25978.328516 ∣ critic_ganloss : -59.239015 ∣ generator_nllloss : 5181.459961 ∣ generator_ganloss : 1040.263330 ∣  [  std_z : 0.98  real_sub_fake : 305.32 ]
[  epoch 0025/0040] 0790/4800, lr:2.5e-05 ∣ avg_100 : 32071.143039 ∣ critic_nllloss : 25825.597656 ∣ critic_ganloss : -137.235799 ∣ generator_nllloss : 5172.925586 ∣ generator_ganloss : 1071.134424 ∣     [  std_z : 0.98  real_sub_fake : 385.89 ]
[  epoch 0025/0040] 0800/4800, lr:2.5e-05 ∣ avg_100 : 32072.104263 ∣ critic_nllloss : 26053.472461 ∣ critic_ganloss : -165.163374 ∣ generator_nllloss : 5242.716211 ∣ generator_ganloss : 1039.823193 ∣     [  std_z : 0.99  real_sub_fake : 541.16 ]
[  epoch 0025/0040] 0810/4800, lr:2.5e-05 ∣ avg_100 : 32075.962182 ∣ critic_nllloss : 26152.326953 ∣ critic_ganloss : -126.972632 ∣ generator_nllloss : 5183.864453 ∣ generator_ganloss : 1073.099268 ∣     [  std_z : 1.00  real_sub_fake : 472.83 ]
[  epoch 0025/0040] 0820/4800, lr:2.5e-05 ∣ avg_100 : 32075.714221 ∣ critic_nllloss : 25875.241016 ∣ critic_ganloss : -125.863332 ∣ generator_nllloss : 5157.100781 ∣ generator_ganloss : 1072.071875 ∣     [  std_z : 1.01  real_sub_fake : 499.54 ]
[  epoch 0025/0040] 0830/4800, lr:2.5e-05 ∣ avg_100 : 32078.798800 ∣ critic_nllloss : 26131.379102 ∣ critic_ganloss : -135.835284 ∣ generator_nllloss : 5275.210352 ∣ generator_ganloss : 1091.127344 ∣     [  std_z : 1.00  real_sub_fake : 471.09 ]
[  epoch 0025/0040] 0840/4800, lr:2.5e-05 ∣ avg_100 : 32078.670370 ∣ critic_nllloss : 25718.992188 ∣ critic_ganloss : -135.919389 ∣ generator_nllloss : 5306.315625 ∣ generator_ganloss : 1087.532080 ∣     [  std_z : 0.98  real_sub_fake : 460.59 ]
[  epoch 0025/0040] 0850/4800, lr:2.5e-05 ∣ avg_100 : 32077.139116 ∣ critic_nllloss : 25738.668164 ∣ critic_ganloss : -71.001301 ∣ generator_nllloss : 5096.423047 ∣ generator_ganloss : 1077.996387 ∣  [  std_z : 0.98  real_sub_fake : 471.76 ]
[  epoch 0025/0040] 0860/4800, lr:2.5e-05 ∣ avg_100 : 32073.399482 ∣ critic_nllloss : 25817.042578 ∣ critic_ganloss : -133.867941 ∣ generator_nllloss : 5079.116016 ∣ generator_ganloss : 1076.218750 ∣     [  std_z : 0.99  real_sub_fake : 435.71 ]
[  epoch 0025/0040] 0870/4800, lr:2.5e-05 ∣ avg_100 : 32070.226715 ∣ critic_nllloss : 25904.994922 ∣ critic_ganloss : -122.117783 ∣ generator_nllloss : 5114.750000 ∣ generator_ganloss : 1071.316504 ∣     [  std_z : 1.00  real_sub_fake : 519.26 ]
[  epoch 0025/0040] 0880/4800, lr:2.5e-05 ∣ avg_100 : 32074.548240 ∣ critic_nllloss : 26221.141797 ∣ critic_ganloss : -117.677889 ∣ generator_nllloss : 5232.230273 ∣ generator_ganloss : 1093.805273 ∣     [  std_z : 1.00  real_sub_fake : 439.35 ]
[  epoch 0025/0040] 0890/4800, lr:2.5e-05 ∣ avg_100 : 32078.324817 ∣ critic_nllloss : 26211.270703 ∣ critic_ganloss : -150.738936 ∣ generator_nllloss : 5280.928125 ∣ generator_ganloss : 1077.229443 ∣     [  std_z : 0.99  real_sub_fake : 481.27 ]
[  epoch 0025/0040] 0900/4800, lr:2.5e-05 ∣ avg_100 : 32080.676285 ∣ critic_nllloss : 25962.747266 ∣ critic_ganloss : -145.919371 ∣ generator_nllloss : 5145.234570 ∣ generator_ganloss : 1065.722998 ∣     [  std_z : 0.98  real_sub_fake : 493.29 ]
[  epoch 0025/0040] 0910/4800, lr:2.5e-05 ∣ avg_100 : 32081.813618 ∣ critic_nllloss : 25952.317578 ∣ critic_ganloss : -148.202716 ∣ generator_nllloss : 5241.740430 ∣ generator_ganloss : 1065.774902 ∣     [  std_z : 0.99  real_sub_fake : 554.50 ]
[  epoch 0025/0040] 0920/4800, lr:2.5e-05 ∣ avg_100 : 32082.754800 ∣ critic_nllloss : 25783.377344 ∣ critic_ganloss : -85.849760 ∣ generator_nllloss : 5022.808594 ∣ generator_ganloss : 1084.980371 ∣  [  std_z : 0.99  real_sub_fake : 427.38 ]
[  epoch 0025/0040] 0930/4800, lr:2.5e-05 ∣ avg_100 : 32081.131474 ∣ critic_nllloss : 25870.678711 ∣ critic_ganloss : -91.925150 ∣ generator_nllloss : 5152.652930 ∣ generator_ganloss : 1074.561523 ∣  [  std_z : 0.99  real_sub_fake : 325.41 ]
[  epoch 0025/0040] 0940/4800, lr:2.5e-05 ∣ avg_100 : 32079.561969 ∣ critic_nllloss : 26079.194531 ∣ critic_ganloss : -127.971267 ∣ generator_nllloss : 5219.664844 ∣ generator_ganloss : 1064.559668 ∣     [  std_z : 1.00  real_sub_fake : 420.87 ]
[  epoch 0025/0040] 0950/4800, lr:2.5e-05 ∣ avg_100 : 32075.358699 ∣ critic_nllloss : 25746.205859 ∣ critic_ganloss : -102.832494 ∣ generator_nllloss : 5115.191992 ∣ generator_ganloss : 1063.420410 ∣     [  std_z : 0.99  real_sub_fake : 397.09 ]
[  epoch 0025/0040] 0960/4800, lr:2.5e-05 ∣ avg_100 : 32078.088189 ∣ critic_nllloss : 26179.750195 ∣ critic_ganloss : -122.740040 ∣ generator_nllloss : 5205.200391 ∣ generator_ganloss : 1089.835449 ∣     [  std_z : 0.99  real_sub_fake : 487.30 ]
[  epoch 0025/0040] 0970/4800, lr:2.5e-05 ∣ avg_100 : 32079.548318 ∣ critic_nllloss : 26009.421875 ∣ critic_ganloss : -127.138071 ∣ generator_nllloss : 5128.219531 ∣ generator_ganloss : 1087.971387 ∣     [  std_z : 0.99  real_sub_fake : 374.53 ]
[  epoch 0025/0040] 0980/4800, lr:2.5e-05 ∣ avg_100 : 32079.502817 ∣ critic_nllloss : 25880.883008 ∣ critic_ganloss : -87.720756 ∣ generator_nllloss : 5204.955078 ∣ generator_ganloss : 1076.581641 ∣  [  std_z : 0.99  real_sub_fake : 455.59 ]
[  epoch 0025/0040] 0990/4800, lr:2.5e-05 ∣ avg_100 : 32082.122220 ∣ critic_nllloss : 26070.544141 ∣ critic_ganloss : -101.626296 ∣ generator_nllloss : 5191.152344 ∣ generator_ganloss : 1114.935791 ∣     [  std_z : 0.99  real_sub_fake : 367.48 ]
[  epoch 0025/0040] 1000/4800, lr:2.5e-05 ∣ avg_100 : 32082.339707 ∣ critic_nllloss : 25988.492578 ∣ critic_ganloss : -130.836553 ∣ generator_nllloss : 5167.808398 ∣ generator_ganloss : 1071.591895 ∣     [  std_z : 0.99  real_sub_fake : 460.63 ]
[  epoch 0025/0040] 1010/4800, lr:2.5e-05 ∣ avg_100 : 32078.844285 ∣ critic_nllloss : 25766.182617 ∣ critic_ganloss : -156.961900 ∣ generator_nllloss : 5136.613086 ∣ generator_ganloss : 1071.614941 ∣     [  std_z : 0.99  real_sub_fake : 538.74 ]
[  epoch 0025/0040] 1020/4800, lr:2.5e-05 ∣ avg_100 : 32084.791523 ∣ critic_nllloss : 26100.728125 ∣ critic_ganloss : -158.203847 ∣ generator_nllloss : 5231.338477 ∣ generator_ganloss : 1080.613477 ∣     [  std_z : 0.98  real_sub_fake : 585.58 ]
[  epoch 0025/0040] 1030/4800, lr:2.5e-05 ∣ avg_100 : 32085.225124 ∣ critic_nllloss : 26230.924023 ∣ critic_ganloss : -181.469792 ∣ generator_nllloss : 5170.527344 ∣ generator_ganloss : 1074.455371 ∣     [  std_z : 0.99  real_sub_fake : 594.78 ]
[  epoch 0025/0040] 1040/4800, lr:2.5e-05 ∣ avg_100 : 32089.441554 ∣ critic_nllloss : 26054.773828 ∣ critic_ganloss : -141.882274 ∣ generator_nllloss : 5250.585547 ∣ generator_ganloss : 1081.845459 ∣     [  std_z : 1.00  real_sub_fake : 601.16 ]
[  epoch 0025/0040] 1050/4800, lr:2.5e-05 ∣ avg_100 : 32088.055132 ∣ critic_nllloss : 25872.263672 ∣ critic_ganloss : -132.421317 ∣ generator_nllloss : 5143.318359 ∣ generator_ganloss : 1082.000732 ∣     [  std_z : 1.00  real_sub_fake : 544.63 ]
[  epoch 0025/0040] 1060/4800, lr:2.5e-05 ∣ avg_100 : 32088.283226 ∣ critic_nllloss : 26100.348242 ∣ critic_ganloss : -103.020998 ∣ generator_nllloss : 5157.434766 ∣ generator_ganloss : 1098.411084 ∣     [  std_z : 1.00  real_sub_fake : 392.60 ]
[  epoch 0025/0040] 1070/4800, lr:2.5e-05 ∣ avg_100 : 32091.625691 ∣ critic_nllloss : 26300.662109 ∣ critic_ganloss : -116.631409 ∣ generator_nllloss : 5213.827734 ∣ generator_ganloss : 1070.512842 ∣     [  std_z : 0.99  real_sub_fake : 440.94 ]
[  epoch 0025/0040] 1080/4800, lr:2.5e-05 ∣ avg_100 : 32087.389165 ∣ critic_nllloss : 25751.504492 ∣ critic_ganloss : -134.903543 ∣ generator_nllloss : 5098.211719 ∣ generator_ganloss : 1068.906055 ∣     [  std_z : 0.99  real_sub_fake : 459.38 ]
[  epoch 0025/0040] 1090/4800, lr:2.5e-05 ∣ avg_100 : 32086.740475 ∣ critic_nllloss : 25997.269141 ∣ critic_ganloss : -163.983028 ∣ generator_nllloss : 5188.303906 ∣ generator_ganloss : 1054.989453 ∣     [  std_z : 0.99  real_sub_fake : 584.28 ]
[  epoch 0025/0040] 1100/4800, lr:2.5e-05 ∣ avg_100 : 32079.703727 ∣ critic_nllloss : 25597.419727 ∣ critic_ganloss : -163.245467 ∣ generator_nllloss : 5017.661328 ∣ generator_ganloss : 1056.174512 ∣     [  std_z : 0.99  real_sub_fake : 569.00 ]
[  epoch 0025/0040] 1110/4800, lr:2.5e-05 ∣ avg_100 : 32077.085285 ∣ critic_nllloss : 25625.660742 ∣ critic_ganloss : -122.080980 ∣ generator_nllloss : 5187.374219 ∣ generator_ganloss : 1094.768311 ∣     [  std_z : 1.00  real_sub_fake : 474.14 ]
[  epoch 0025/0040] 1120/4800, lr:2.5e-05 ∣ avg_100 : 32078.231553 ∣ critic_nllloss : 26047.480273 ∣ critic_ganloss : -154.699818 ∣ generator_nllloss : 5260.978125 ∣ generator_ganloss : 1064.993164 ∣     [  std_z : 1.00  real_sub_fake : 572.99 ]
[  epoch 0025/0040] 1130/4800, lr:2.5e-05 ∣ avg_100 : 32077.618654 ∣ critic_nllloss : 25996.743359 ∣ critic_ganloss : -147.073781 ∣ generator_nllloss : 5176.685352 ∣ generator_ganloss : 1083.033203 ∣     [  std_z : 0.99  real_sub_fake : 513.67 ]
[  epoch 0025/0040] 1140/4800, lr:2.5e-05 ∣ avg_100 : 32080.888781 ∣ critic_nllloss : 26116.839844 ∣ critic_ganloss : -152.235588 ∣ generator_nllloss : 5330.264063 ∣ generator_ganloss : 1090.759082 ∣     [  std_z : 0.99  real_sub_fake : 604.57 ]
[  epoch 0025/0040] 1150/4800, lr:2.5e-05 ∣ avg_100 : 32079.473872 ∣ critic_nllloss : 26042.609961 ∣ critic_ganloss : -113.210817 ∣ generator_nllloss : 5132.982617 ∣ generator_ganloss : 1087.525439 ∣     [  std_z : 0.99  real_sub_fake : 551.68 ]
[  epoch 0025/0040] 1160/4800, lr:2.5e-05 ∣ avg_100 : 32080.503973 ∣ critic_nllloss : 25892.168750 ∣ critic_ganloss : -126.828023 ∣ generator_nllloss : 5211.442187 ∣ generator_ganloss : 1071.881934 ∣     [  std_z : 1.00  real_sub_fake : 475.34 ]
[  epoch 0025/0040] 1170/4800, lr:2.5e-05 ∣ avg_100 : 32078.473484 ∣ critic_nllloss : 25918.024609 ∣ critic_ganloss : -128.341280 ∣ generator_nllloss : 5149.771484 ∣ generator_ganloss : 1082.233008 ∣     [  std_z : 1.00  real_sub_fake : 475.70 ]
[  epoch 0025/0040] 1180/4800, lr:2.5e-05 ∣ avg_100 : 32080.666846 ∣ critic_nllloss : 25986.724805 ∣ critic_ganloss : -139.317152 ∣ generator_nllloss : 5191.262500 ∣ generator_ganloss : 1074.367822 ∣     [  std_z : 1.00  real_sub_fake : 540.28 ]
[  epoch 0025/0040] 1190/4800, lr:2.5e-05 ∣ avg_100 : 32083.141753 ∣ critic_nllloss : 26009.044141 ∣ critic_ganloss : -132.295898 ∣ generator_nllloss : 5139.376172 ∣ generator_ganloss : 1067.762061 ∣     [  std_z : 0.99  real_sub_fake : 451.62 ]
[  epoch 0025/0040] 1200/4800, lr:2.5e-05 ∣ avg_100 : 32081.452492 ∣ critic_nllloss : 25836.394141 ∣ critic_ganloss : -163.812440 ∣ generator_nllloss : 5079.477344 ∣ generator_ganloss : 1059.126758 ∣     [  std_z : 0.99  real_sub_fake : 551.52 ]
[  epoch 0025/0040] 1210/4800, lr:2.5e-05 ∣ avg_100 : 32078.546751 ∣ critic_nllloss : 25862.136328 ∣ critic_ganloss : -126.384557 ∣ generator_nllloss : 5133.138672 ∣ generator_ganloss : 1055.135596 ∣     [  std_z : 0.99  real_sub_fake : 527.76 ]
[  epoch 0025/0040] 1220/4800, lr:2.5e-05 ∣ avg_100 : 32078.155286 ∣ critic_nllloss : 25887.577930 ∣ critic_ganloss : -65.488640 ∣ generator_nllloss : 5190.702930 ∣ generator_ganloss : 1062.245557 ∣  [  std_z : 0.99  real_sub_fake : 458.53 ]
[  epoch 0025/0040] 1230/4800, lr:2.5e-05 ∣ avg_100 : 32080.938673 ∣ critic_nllloss : 26028.151953 ∣ critic_ganloss : -132.550377 ∣ generator_nllloss : 5148.333594 ∣ generator_ganloss : 1043.728662 ∣     [  std_z : 1.00  real_sub_fake : 450.14 ]
[  epoch 0025/0040] 1240/4800, lr:2.5e-05 ∣ avg_100 : 32077.800803 ∣ critic_nllloss : 25711.159961 ∣ critic_ganloss : -135.685674 ∣ generator_nllloss : 5232.414453 ∣ generator_ganloss : 1043.204736 ∣     [  std_z : 1.00  real_sub_fake : 434.72 ]
[  epoch 0025/0040] 1250/4800, lr:2.5e-05 ∣ avg_100 : 32077.075254 ∣ critic_nllloss : 25796.892773 ∣ critic_ganloss : -143.309444 ∣ generator_nllloss : 5239.873438 ∣ generator_ganloss : 1042.374561 ∣     [  std_z : 0.99  real_sub_fake : 483.61 ]
[  epoch 0025/0040] 1260/4800, lr:2.5e-05 ∣ avg_100 : 32076.850805 ∣ critic_nllloss : 25896.401953 ∣ critic_ganloss : -119.243443 ∣ generator_nllloss : 5256.190039 ∣ generator_ganloss : 1069.064355 ∣     [  std_z : 0.99  real_sub_fake : 490.95 ]
[  epoch 0025/0040] 1270/4800, lr:2.5e-05 ∣ avg_100 : 32074.297106 ∣ critic_nllloss : 26008.916602 ∣ critic_ganloss : -152.460864 ∣ generator_nllloss : 5096.808789 ∣ generator_ganloss : 1042.632812 ∣     [  std_z : 0.98  real_sub_fake : 553.46 ]
[  epoch 0025/0040] 1280/4800, lr:2.5e-05 ∣ avg_100 : 32068.586072 ∣ critic_nllloss : 25783.150781 ∣ critic_ganloss : -165.137660 ∣ generator_nllloss : 5088.970508 ∣ generator_ganloss : 1064.685059 ∣     [  std_z : 0.99  real_sub_fake : 500.22 ]
[  epoch 0025/0040] 1290/4800, lr:2.5e-05 ∣ avg_100 : 32068.372141 ∣ critic_nllloss : 26012.046289 ∣ critic_ganloss : -173.290172 ∣ generator_nllloss : 5214.133398 ∣ generator_ganloss : 1066.888721 ∣     [  std_z : 1.00  real_sub_fake : 588.17 ]
[  epoch 0025/0040] 1300/4800, lr:2.5e-05 ∣ avg_100 : 32066.438825 ∣ critic_nllloss : 25828.641992 ∣ critic_ganloss : -179.410114 ∣ generator_nllloss : 5099.436719 ∣ generator_ganloss : 1081.900586 ∣     [  std_z : 0.99  real_sub_fake : 657.71 ]
[  epoch 0025/0040] 1310/4800, lr:2.5e-05 ∣ avg_100 : 32070.949794 ∣ critic_nllloss : 26153.959766 ∣ critic_ganloss : -163.988751 ∣ generator_nllloss : 5298.238867 ∣ generator_ganloss : 1066.672266 ∣     [  std_z : 0.99  real_sub_fake : 696.04 ]
[  epoch 0025/0040] 1320/4800, lr:2.5e-05 ∣ avg_100 : 32074.102895 ∣ critic_nllloss : 25961.623047 ∣ critic_ganloss : -115.873607 ∣ generator_nllloss : 5228.286914 ∣ generator_ganloss : 1079.963818 ∣     [  std_z : 0.99  real_sub_fake : 486.39 ]
[  epoch 0025/0040] 1330/4800, lr:2.5e-05 ∣ avg_100 : 32070.440572 ∣ critic_nllloss : 25765.372461 ∣ critic_ganloss : -113.595712 ∣ generator_nllloss : 5111.255859 ∣ generator_ganloss : 1052.639600 ∣     [  std_z : 0.99  real_sub_fake : 451.17 ]
[  epoch 0025/0040] 1340/4800, lr:2.5e-05 ∣ avg_100 : 32070.095232 ∣ critic_nllloss : 25945.477930 ∣ critic_ganloss : -136.083772 ∣ generator_nllloss : 5247.987695 ∣ generator_ganloss : 1060.636328 ∣     [  std_z : 0.99  real_sub_fake : 466.91 ]
[  epoch 0025/0040] 1350/4800, lr:2.5e-05 ∣ avg_100 : 32069.895286 ∣ critic_nllloss : 25928.534961 ∣ critic_ganloss : -159.357288 ∣ generator_nllloss : 5083.397266 ∣ generator_ganloss : 1057.802197 ∣     [  std_z : 0.99  real_sub_fake : 508.50 ]
[  epoch 0025/0040] 1360/4800, lr:2.5e-05 ∣ avg_100 : 32074.915675 ∣ critic_nllloss : 26266.568164 ∣ critic_ganloss : -150.096608 ∣ generator_nllloss : 5270.471289 ∣ generator_ganloss : 1056.809570 ∣     [  std_z : 1.00  real_sub_fake : 536.99 ]
[  epoch 0025/0040] 1370/4800, lr:2.5e-05 ∣ avg_100 : 32075.364218 ∣ critic_nllloss : 26035.230664 ∣ critic_ganloss : -126.502116 ∣ generator_nllloss : 5257.147070 ∣ generator_ganloss : 1066.362549 ∣     [  std_z : 1.00  real_sub_fake : 566.50 ]
[  epoch 0025/0040] 1380/4800, lr:2.5e-05 ∣ avg_100 : 32072.321189 ∣ critic_nllloss : 25912.771680 ∣ critic_ganloss : -123.065374 ∣ generator_nllloss : 5142.316016 ∣ generator_ganloss : 1065.785059 ∣     [  std_z : 0.99  real_sub_fake : 412.30 ]
[  epoch 0025/0040] 1390/4800, lr:2.5e-05 ∣ avg_100 : 32072.140751 ∣ critic_nllloss : 26023.830859 ∣ critic_ganloss : -122.117368 ∣ generator_nllloss : 5222.114258 ∣ generator_ganloss : 1051.118701 ∣     [  std_z : 0.99  real_sub_fake : 508.37 ]
[  epoch 0025/0040] 1400/4800, lr:2.5e-05 ∣ avg_100 : 32066.963790 ∣ critic_nllloss : 25780.438672 ∣ critic_ganloss : -147.248341 ∣ generator_nllloss : 5102.019141 ∣ generator_ganloss : 1045.986475 ∣     [  std_z : 0.99  real_sub_fake : 491.14 ]
[  epoch 0025/0040] 1410/4800, lr:2.5e-05 ∣ avg_100 : 32072.532966 ∣ critic_nllloss : 26049.070898 ∣ critic_ganloss : -80.838081 ∣ generator_nllloss : 5229.799414 ∣ generator_ganloss : 1067.301563 ∣  [  std_z : 0.99  real_sub_fake : 552.37 ]
[  epoch 0025/0040] 1420/4800, lr:2.5e-05 ∣ avg_100 : 32072.273690 ∣ critic_nllloss : 25828.587500 ∣ critic_ganloss : -126.782672 ∣ generator_nllloss : 5113.811914 ∣ generator_ganloss : 1067.695654 ∣     [  std_z : 0.99  real_sub_fake : 392.34 ]
[  epoch 0025/0040] 1430/4800, lr:2.5e-05 ∣ avg_100 : 32070.764534 ∣ critic_nllloss : 25770.568164 ∣ critic_ganloss : -114.756454 ∣ generator_nllloss : 5119.417578 ∣ generator_ganloss : 1053.659033 ∣     [  std_z : 1.00  real_sub_fake : 415.68 ]
[  epoch 0025/0040] 1440/4800, lr:2.5e-05 ∣ avg_100 : 32070.891179 ∣ critic_nllloss : 26152.033984 ∣ critic_ganloss : -91.342001 ∣ generator_nllloss : 5241.658398 ∣ generator_ganloss : 1056.658105 ∣  [  std_z : 1.00  real_sub_fake : 398.53 ]
[  epoch 0025/0040] 1450/4800, lr:2.5e-05 ∣ avg_100 : 32066.930128 ∣ critic_nllloss : 25765.557031 ∣ critic_ganloss : -133.087498 ∣ generator_nllloss : 5125.771680 ∣ generator_ganloss : 1042.257861 ∣     [  std_z : 1.00  real_sub_fake : 416.62 ]
[  epoch 0025/0040] 1460/4800, lr:2.5e-05 ∣ avg_100 : 32069.747401 ∣ critic_nllloss : 26114.435937 ∣ critic_ganloss : -152.112270 ∣ generator_nllloss : 5267.396680 ∣ generator_ganloss : 1059.242969 ∣     [  std_z : 0.99  real_sub_fake : 459.38 ]
[  epoch 0025/0040] 1470/4800, lr:2.5e-05 ∣ avg_100 : 32069.359491 ∣ critic_nllloss : 26031.016797 ∣ critic_ganloss : -137.356552 ∣ generator_nllloss : 5153.276172 ∣ generator_ganloss : 1060.884570 ∣     [  std_z : 0.99  real_sub_fake : 512.04 ]
[  epoch 0025/0040] 1480/4800, lr:2.5e-05 ∣ avg_100 : 32074.181342 ∣ critic_nllloss : 26014.618750 ∣ critic_ganloss : -114.642334 ∣ generator_nllloss : 5289.949805 ∣ generator_ganloss : 1063.069775 ∣     [  std_z : 0.99  real_sub_fake : 503.81 ]
[  epoch 0025/0040] 1490/4800, lr:2.5e-05 ∣ avg_100 : 32075.489496 ∣ critic_nllloss : 25926.811523 ∣ critic_ganloss : -132.564682 ∣ generator_nllloss : 5175.319141 ∣ generator_ganloss : 1067.910742 ∣     [  std_z : 0.99  real_sub_fake : 495.34 ]
[  epoch 0025/0040] 1500/4800, lr:2.5e-05 ∣ avg_100 : 32074.632220 ∣ critic_nllloss : 25736.790820 ∣ critic_ganloss : -106.200841 ∣ generator_nllloss : 5227.441602 ∣ generator_ganloss : 1069.218555 ∣     [  std_z : 1.00  real_sub_fake : 465.42 ]
[  epoch 0025/0040] 1510/4800, lr:2.5e-05 ∣ avg_100 : 32073.398337 ∣ critic_nllloss : 26016.663477 ∣ critic_ganloss : -153.870576 ∣ generator_nllloss : 5107.039453 ∣ generator_ganloss : 1056.302100 ∣     [  std_z : 1.00  real_sub_fake : 461.05 ]
[  epoch 0025/0040] 1520/4800, lr:2.5e-05 ∣ avg_100 : 32074.430279 ∣ critic_nllloss : 25907.936719 ∣ critic_ganloss : -147.700223 ∣ generator_nllloss : 5090.887109 ∣ generator_ganloss : 1041.356006 ∣     [  std_z : 1.00  real_sub_fake : 550.57 ]
[  epoch 0025/0040] 1530/4800, lr:2.5e-05 ∣ avg_100 : 32073.158645 ∣ critic_nllloss : 25905.087109 ∣ critic_ganloss : -124.361687 ∣ generator_nllloss : 5237.014648 ∣ generator_ganloss : 1065.316113 ∣     [  std_z : 0.99  real_sub_fake : 465.31 ]
[  epoch 0025/0040] 1540/4800, lr:2.5e-05 ∣ avg_100 : 32075.174830 ∣ critic_nllloss : 26000.619336 ∣ critic_ganloss : -148.617099 ∣ generator_nllloss : 5189.896875 ∣ generator_ganloss : 1063.972119 ∣     [  std_z : 0.99  real_sub_fake : 518.82 ]
[  epoch 0025/0040] 1550/4800, lr:2.5e-05 ∣ avg_100 : 32074.019426 ∣ critic_nllloss : 25896.160156 ∣ critic_ganloss : -155.754256 ∣ generator_nllloss : 5234.646484 ∣ generator_ganloss : 1060.092773 ∣     [  std_z : 0.99  real_sub_fake : 536.39 ]
[  epoch 0025/0040] 1560/4800, lr:2.5e-05 ∣ avg_100 : 32076.864754 ∣ critic_nllloss : 26040.340625 ∣ critic_ganloss : -135.459377 ∣ generator_nllloss : 5139.080469 ∣ generator_ganloss : 1075.131934 ∣     [  std_z : 0.99  real_sub_fake : 514.35 ]
[  epoch 0025/0040] 1570/4800, lr:2.5e-05 ∣ avg_100 : 32075.613987 ∣ critic_nllloss : 25814.880859 ∣ critic_ganloss : -127.783365 ∣ generator_nllloss : 5158.330078 ∣ generator_ganloss : 1078.532520 ∣     [  std_z : 1.00  real_sub_fake : 493.66 ]
[  epoch 0025/0040] 1580/4800, lr:2.5e-05 ∣ avg_100 : 32072.076985 ∣ critic_nllloss : 25710.630273 ∣ critic_ganloss : -95.756451 ∣ generator_nllloss : 5070.119141 ∣ generator_ganloss : 1090.527148 ∣  [  std_z : 1.00  real_sub_fake : 424.45 ]
[  epoch 0025/0040] 1590/4800, lr:2.5e-05 ∣ avg_100 : 32072.843065 ∣ critic_nllloss : 25889.886914 ∣ critic_ganloss : -136.598972 ∣ generator_nllloss : 5200.183398 ∣ generator_ganloss : 1081.125879 ∣     [  std_z : 1.00  real_sub_fake : 481.01 ]
[  epoch 0025/0040] 1600/4800, lr:2.5e-05 ∣ avg_100 : 32071.896248 ∣ critic_nllloss : 25845.313672 ∣ critic_ganloss : -157.083632 ∣ generator_nllloss : 5208.807422 ∣ generator_ganloss : 1068.347900 ∣     [  std_z : 0.99  real_sub_fake : 495.65 ]
[  epoch 0025/0040] 1610/4800, lr:2.5e-05 ∣ avg_100 : 32075.600973 ∣ critic_nllloss : 26027.370117 ∣ critic_ganloss : -155.395673 ∣ generator_nllloss : 5306.005664 ∣ generator_ganloss : 1067.827930 ∣     [  std_z : 0.98  real_sub_fake : 625.80 ]
[  epoch 0025/0040] 1620/4800, lr:2.5e-05 ∣ avg_100 : 32075.808756 ∣ critic_nllloss : 25959.204688 ∣ critic_ganloss : -97.366406 ∣ generator_nllloss : 5134.198438 ∣ generator_ganloss : 1088.716846 ∣  [  std_z : 0.99  real_sub_fake : 511.69 ]
[  epoch 0025/0040] 1630/4800, lr:2.5e-05 ∣ avg_100 : 32077.553200 ∣ critic_nllloss : 25990.219141 ∣ critic_ganloss : -134.425668 ∣ generator_nllloss : 5211.479297 ∣ generator_ganloss : 1088.497949 ∣     [  std_z : 1.01  real_sub_fake : 415.76 ]
[  epoch 0025/0040] 1640/4800, lr:2.5e-05 ∣ avg_100 : 32080.513708 ∣ critic_nllloss : 26117.737695 ∣ critic_ganloss : -156.389081 ∣ generator_nllloss : 5190.350586 ∣ generator_ganloss : 1067.046240 ∣     [  std_z : 1.01  real_sub_fake : 541.63 ]
[  epoch 0025/0040] 1650/4800, lr:2.5e-05 ∣ avg_100 : 32077.922715 ∣ critic_nllloss : 25945.947070 ∣ critic_ganloss : -138.528354 ∣ generator_nllloss : 5246.501172 ∣ generator_ganloss : 1075.131201 ∣     [  std_z : 1.00  real_sub_fake : 528.60 ]
[  epoch 0025/0040] 1660/4800, lr:2.5e-05 ∣ avg_100 : 32076.587740 ∣ critic_nllloss : 25817.201172 ∣ critic_ganloss : -113.214848 ∣ generator_nllloss : 5092.899805 ∣ generator_ganloss : 1064.092920 ∣     [  std_z : 0.99  real_sub_fake : 431.75 ]
[  epoch 0025/0040] 1670/4800, lr:2.5e-05 ∣ avg_100 : 32075.968103 ∣ critic_nllloss : 25948.725586 ∣ critic_ganloss : -123.827687 ∣ generator_nllloss : 5104.630273 ∣ generator_ganloss : 1066.680371 ∣     [  std_z : 0.98  real_sub_fake : 451.33 ]
[  epoch 0025/0040] 1680/4800, lr:2.5e-05 ∣ avg_100 : 32072.710071 ∣ critic_nllloss : 25794.785156 ∣ critic_ganloss : -152.662462 ∣ generator_nllloss : 5150.830469 ∣ generator_ganloss : 1052.371680 ∣     [  std_z : 0.99  real_sub_fake : 511.53 ]
[  epoch 0025/0040] 1690/4800, lr:2.5e-05 ∣ avg_100 : 32071.339939 ∣ critic_nllloss : 25976.909961 ∣ critic_ganloss : -107.654507 ∣ generator_nllloss : 5158.608984 ∣ generator_ganloss : 1063.595264 ∣     [  std_z : 1.00  real_sub_fake : 495.38 ]
[  epoch 0025/0040] 1700/4800, lr:2.5e-05 ∣ avg_100 : 32069.762189 ∣ critic_nllloss : 25926.204883 ∣ critic_ganloss : -120.768307 ∣ generator_nllloss : 5180.029297 ∣ generator_ganloss : 1078.747754 ∣     [  std_z : 1.00  real_sub_fake : 439.08 ]
[  epoch 0025/0040] 1710/4800, lr:2.5e-05 ∣ avg_100 : 32071.141862 ∣ critic_nllloss : 26011.017188 ∣ critic_ganloss : -136.966179 ∣ generator_nllloss : 5227.873828 ∣ generator_ganloss : 1074.218848 ∣     [  std_z : 0.99  real_sub_fake : 515.67 ]
[  epoch 0025/0040] 1720/4800, lr:2.5e-05 ∣ avg_100 : 32068.334973 ∣ critic_nllloss : 25810.894531 ∣ critic_ganloss : -140.552764 ∣ generator_nllloss : 5122.063672 ∣ generator_ganloss : 1090.868701 ∣     [  std_z : 0.98  real_sub_fake : 481.82 ]
[  epoch 0025/0040] 1730/4800, lr:2.5e-05 ∣ avg_100 : 32064.944643 ∣ critic_nllloss : 25849.645703 ∣ critic_ganloss : -151.347664 ∣ generator_nllloss : 5165.501953 ∣ generator_ganloss : 1066.977881 ∣     [  std_z : 0.98  real_sub_fake : 507.37 ]
[  epoch 0025/0040] 1740/4800, lr:2.5e-05 ∣ avg_100 : 32060.709961 ∣ critic_nllloss : 25755.973828 ∣ critic_ganloss : -156.052234 ∣ generator_nllloss : 5203.520898 ∣ generator_ganloss : 1075.765576 ∣     [  std_z : 1.00  real_sub_fake : 528.89 ]
[  epoch 0025/0040] 1750/4800, lr:2.5e-05 ∣ avg_100 : 32059.233633 ∣ critic_nllloss : 25945.471094 ∣ critic_ganloss : -164.051390 ∣ generator_nllloss : 5188.254687 ∣ generator_ganloss : 1070.185449 ∣     [  std_z : 1.01  real_sub_fake : 656.42 ]
[  epoch 0025/0040] 1760/4800, lr:2.5e-05 ∣ avg_100 : 32056.909347 ∣ critic_nllloss : 25923.582422 ∣ critic_ganloss : -140.278130 ∣ generator_nllloss : 5107.911133 ∣ generator_ganloss : 1095.004492 ∣     [  std_z : 1.00  real_sub_fake : 554.64 ]
[  epoch 0025/0040] 1770/4800, lr:2.5e-05 ∣ avg_100 : 32054.812157 ∣ critic_nllloss : 25778.568945 ∣ critic_ganloss : -138.135497 ∣ generator_nllloss : 5148.550000 ∣ generator_ganloss : 1073.317090 ∣     [  std_z : 1.00  real_sub_fake : 491.42 ]
[  epoch 0025/0040] 1780/4800, lr:2.5e-05 ∣ avg_100 : 32053.606369 ∣ critic_nllloss : 25844.789453 ∣ critic_ganloss : -107.195867 ∣ generator_nllloss : 5207.981250 ∣ generator_ganloss : 1074.659180 ∣     [  std_z : 0.99  real_sub_fake : 500.08 ]
[  epoch 0025/0040] 1790/4800, lr:2.5e-05 ∣ avg_100 : 32055.475228 ∣ critic_nllloss : 25979.700391 ∣ critic_ganloss : -115.197118 ∣ generator_nllloss : 5173.904297 ∣ generator_ganloss : 1080.900195 ∣     [  std_z : 0.98  real_sub_fake : 360.59 ]
[  epoch 0025/0040] 1800/4800, lr:2.5e-05 ∣ avg_100 : 32054.565395 ∣ critic_nllloss : 25905.919922 ∣ critic_ganloss : -142.929793 ∣ generator_nllloss : 5250.539062 ∣ generator_ganloss : 1066.335986 ∣     [  std_z : 0.99  real_sub_fake : 517.19 ]
[  epoch 0025/0040] 1810/4800, lr:2.5e-05 ∣ avg_100 : 32051.969974 ∣ critic_nllloss : 25900.722266 ∣ critic_ganloss : -105.142920 ∣ generator_nllloss : 5124.535547 ∣ generator_ganloss : 1102.661084 ∣     [  std_z : 0.99  real_sub_fake : 453.57 ]
[  epoch 0025/0040] 1820/4800, lr:2.5e-05 ∣ avg_100 : 32053.005513 ∣ critic_nllloss : 25927.276758 ∣ critic_ganloss : -133.514541 ∣ generator_nllloss : 5206.530078 ∣ generator_ganloss : 1081.811914 ∣     [  std_z : 1.00  real_sub_fake : 465.93 ]
[  epoch 0025/0040] 1830/4800, lr:2.5e-05 ∣ avg_100 : 32050.428715 ∣ critic_nllloss : 25994.274023 ∣ critic_ganloss : -155.012992 ∣ generator_nllloss : 5173.319141 ∣ generator_ganloss : 1091.621484 ∣     [  std_z : 1.00  real_sub_fake : 482.67 ]
[  epoch 0025/0040] 1840/4800, lr:2.5e-05 ∣ avg_100 : 32056.244620 ∣ critic_nllloss : 26270.543164 ∣ critic_ganloss : -115.191729 ∣ generator_nllloss : 5302.655859 ∣ generator_ganloss : 1100.503760 ∣     [  std_z : 0.99  real_sub_fake : 454.51 ]
[  epoch 0025/0040] 1850/4800, lr:2.5e-05 ∣ avg_100 : 32059.830268 ∣ critic_nllloss : 26024.465234 ∣ critic_ganloss : -83.746992 ∣ generator_nllloss : 5163.547852 ∣ generator_ganloss : 1096.384961 ∣  [  std_z : 0.99  real_sub_fake : 474.68 ]
[  epoch 0025/0040] 1860/4800, lr:2.5e-05 ∣ avg_100 : 32062.221041 ∣ critic_nllloss : 25892.915430 ∣ critic_ganloss : -121.849368 ∣ generator_nllloss : 5206.323438 ∣ generator_ganloss : 1100.197217 ∣     [  std_z : 0.99  real_sub_fake : 385.58 ]
[  epoch 0025/0040] 1870/4800, lr:2.5e-05 ∣ avg_100 : 32063.757339 ∣ critic_nllloss : 25877.296289 ∣ critic_ganloss : -106.866297 ∣ generator_nllloss : 5270.047266 ∣ generator_ganloss : 1082.096191 ∣     [  std_z : 1.00  real_sub_fake : 447.05 ]
[  epoch 0025/0040] 1880/4800, lr:2.5e-05 ∣ avg_100 : 32059.484673 ∣ critic_nllloss : 25968.216602 ∣ critic_ganloss : -149.058418 ∣ generator_nllloss : 5113.180664 ∣ generator_ganloss : 1069.893994 ∣     [  std_z : 0.99  real_sub_fake : 527.62 ]
[  epoch 0025/0040] 1890/4800, lr:2.5e-05 ∣ avg_100 : 32056.316991 ∣ critic_nllloss : 25931.866602 ∣ critic_ganloss : -108.330204 ∣ generator_nllloss : 5186.025000 ∣ generator_ganloss : 1092.359766 ∣     [  std_z : 0.99  real_sub_fake : 433.04 ]
[  epoch 0025/0040] 1900/4800, lr:2.5e-05 ∣ avg_100 : 32057.260516 ∣ critic_nllloss : 25972.577539 ∣ critic_ganloss : -154.804796 ∣ generator_nllloss : 5244.386719 ∣ generator_ganloss : 1059.978516 ∣     [  std_z : 0.99  real_sub_fake : 480.46 ]
[  epoch 0025/0040] 1910/4800, lr:2.5e-05 ∣ avg_100 : 32054.718407 ∣ critic_nllloss : 25704.973633 ∣ critic_ganloss : -106.529296 ∣ generator_nllloss : 5176.142187 ∣ generator_ganloss : 1082.832715 ∣     [  std_z : 0.99  real_sub_fake : 453.75 ]
[  epoch 0025/0040] 1920/4800, lr:2.5e-05 ∣ avg_100 : 32059.145706 ∣ critic_nllloss : 26133.589453 ∣ critic_ganloss : -149.621321 ∣ generator_nllloss : 5202.367969 ∣ generator_ganloss : 1061.710352 ∣     [  std_z : 0.99  real_sub_fake : 535.02 ]
[  epoch 0025/0040] 1930/4800, lr:2.5e-05 ∣ avg_100 : 32060.916090 ∣ critic_nllloss : 26032.801758 ∣ critic_ganloss : -133.093196 ∣ generator_nllloss : 5214.077930 ∣ generator_ganloss : 1069.219971 ∣     [  std_z : 0.99  real_sub_fake : 507.51 ]
[  epoch 0025/0040] 1940/4800, lr:2.5e-05 ∣ avg_100 : 32062.478061 ∣ critic_nllloss : 26193.971289 ∣ critic_ganloss : -108.095065 ∣ generator_nllloss : 5225.160937 ∣ generator_ganloss : 1080.607715 ∣     [  std_z : 0.99  real_sub_fake : 469.09 ]
[  epoch 0025/0040] 1950/4800, lr:2.5e-05 ∣ avg_100 : 32064.787962 ∣ critic_nllloss : 25884.088672 ∣ critic_ganloss : -107.229918 ∣ generator_nllloss : 5198.236914 ∣ generator_ganloss : 1077.880176 ∣     [  std_z : 0.99  real_sub_fake : 444.48 ]
[  epoch 0025/0040] 1960/4800, lr:2.5e-05 ∣ avg_100 : 32062.687080 ∣ critic_nllloss : 26044.670703 ∣ critic_ganloss : -143.564980 ∣ generator_nllloss : 5175.008398 ∣ generator_ganloss : 1065.843701 ∣     [  std_z : 0.99  real_sub_fake : 424.99 ]
[  epoch 0025/0040] 1970/4800, lr:2.5e-05 ∣ avg_100 : 32064.816196 ∣ critic_nllloss : 26083.888477 ∣ critic_ganloss : -126.811957 ∣ generator_nllloss : 5286.906836 ∣ generator_ganloss : 1067.402930 ∣     [  std_z : 1.00  real_sub_fake : 511.56 ]
[  epoch 0025/0040] 1980/4800, lr:2.5e-05 ∣ avg_100 : 32062.791227 ∣ critic_nllloss : 25794.040430 ∣ critic_ganloss : -146.901895 ∣ generator_nllloss : 5169.263281 ∣ generator_ganloss : 1055.800293 ∣     [  std_z : 0.99  real_sub_fake : 522.81 ]
[  epoch 0025/0040] 1990/4800, lr:2.5e-05 ∣ avg_100 : 32063.357308 ∣ critic_nllloss : 26206.830469 ∣ critic_ganloss : -194.278516 ∣ generator_nllloss : 5255.955469 ∣ generator_ganloss : 1063.106641 ∣     [  std_z : 1.00  real_sub_fake : 633.84 ]
[  epoch 0025/0040] 2000/4800, lr:2.5e-05 ∣ avg_100 : 32062.616310 ∣ critic_nllloss : 25925.882617 ∣ critic_ganloss : -144.268613 ∣ generator_nllloss : 5163.161914 ∣ generator_ganloss : 1078.180566 ∣     [  std_z : 0.99  real_sub_fake : 549.26 ]
[  epoch 0025/0040] 2010/4800, lr:2.5e-05 ∣ avg_100 : 32062.833761 ∣ critic_nllloss : 25714.272852 ∣ critic_ganloss : -118.607146 ∣ generator_nllloss : 5180.572656 ∣ generator_ganloss : 1062.955469 ∣     [  std_z : 0.99  real_sub_fake : 539.50 ]
[  epoch 0025/0040] 2020/4800, lr:2.5e-05 ∣ avg_100 : 32063.392686 ∣ critic_nllloss : 26156.247656 ∣ critic_ganloss : -119.502283 ∣ generator_nllloss : 5184.405469 ∣ generator_ganloss : 1089.217920 ∣     [  std_z : 0.99  real_sub_fake : 427.29 ]
[  epoch 0025/0040] 2030/4800, lr:2.5e-05 ∣ avg_100 : 32062.462646 ∣ critic_nllloss : 25998.348438 ∣ critic_ganloss : -157.240228 ∣ generator_nllloss : 5301.800391 ∣ generator_ganloss : 1058.524316 ∣     [  std_z : 1.00  real_sub_fake : 586.89 ]
[  epoch 0025/0040] 2040/4800, lr:2.5e-05 ∣ avg_100 : 32062.666499 ∣ critic_nllloss : 26062.540234 ∣ critic_ganloss : -144.767767 ∣ generator_nllloss : 5247.678516 ∣ generator_ganloss : 1100.256934 ∣     [  std_z : 1.00  real_sub_fake : 482.91 ]
[  epoch 0025/0040] 2050/4800, lr:2.5e-05 ∣ avg_100 : 32064.150728 ∣ critic_nllloss : 25992.773633 ∣ critic_ganloss : -108.274992 ∣ generator_nllloss : 5147.304492 ∣ generator_ganloss : 1081.781152 ∣     [  std_z : 1.00  real_sub_fake : 493.66 ]
[  epoch 0025/0040] 2060/4800, lr:2.5e-05 ∣ avg_100 : 32063.783337 ∣ critic_nllloss : 26042.997266 ∣ critic_ganloss : -139.946572 ∣ generator_nllloss : 5227.856250 ∣ generator_ganloss : 1085.527100 ∣     [  std_z : 1.00  real_sub_fake : 449.87 ]
[  epoch 0025/0040] 2070/4800, lr:2.5e-05 ∣ avg_100 : 32058.360744 ∣ critic_nllloss : 25850.777539 ∣ critic_ganloss : -183.148154 ∣ generator_nllloss : 5199.091406 ∣ generator_ganloss : 1059.391162 ∣     [  std_z : 1.00  real_sub_fake : 599.84 ]
[  epoch 0025/0040] 2080/4800, lr:2.5e-05 ∣ avg_100 : 32062.635586 ∣ critic_nllloss : 26143.560352 ∣ critic_ganloss : -199.719559 ∣ generator_nllloss : 5197.945312 ∣ generator_ganloss : 1069.416797 ∣     [  std_z : 0.99  real_sub_fake : 746.83 ]
[  epoch 0025/0040] 2090/4800, lr:2.5e-05 ∣ avg_100 : 32060.264862 ∣ critic_nllloss : 25737.348828 ∣ critic_ganloss : -142.324278 ∣ generator_nllloss : 5167.262500 ∣ generator_ganloss : 1077.220020 ∣     [  std_z : 0.99  real_sub_fake : 624.98 ]
[  epoch 0025/0040] 2100/4800, lr:2.5e-05 ∣ avg_100 : 32069.253902 ∣ critic_nllloss : 26214.516016 ∣ critic_ganloss : -97.753758 ∣ generator_nllloss : 5209.075781 ∣ generator_ganloss : 1081.076074 ∣  [  std_z : 0.99  real_sub_fake : 448.50 ]
[  epoch 0025/0040] 2110/4800, lr:2.5e-05 ∣ avg_100 : 32072.503178 ∣ critic_nllloss : 26034.008203 ∣ critic_ganloss : -161.872868 ∣ generator_nllloss : 5197.352539 ∣ generator_ganloss : 1041.162061 ∣     [  std_z : 0.99  real_sub_fake : 462.28 ]
[  epoch 0025/0040] 2120/4800, lr:2.5e-05 ∣ avg_100 : 32071.646615 ∣ critic_nllloss : 25923.028906 ∣ critic_ganloss : -110.084848 ∣ generator_nllloss : 5269.779102 ∣ generator_ganloss : 1050.372314 ∣     [  std_z : 0.99  real_sub_fake : 494.44 ]
[  epoch 0025/0040] 2130/4800, lr:2.5e-05 ∣ avg_100 : 32072.349707 ∣ critic_nllloss : 26075.315430 ∣ critic_ganloss : -148.255376 ∣ generator_nllloss : 5185.599219 ∣ generator_ganloss : 1067.037988 ∣     [  std_z : 0.99  real_sub_fake : 519.06 ]
[  epoch 0025/0040] 2140/4800, lr:2.5e-05 ∣ avg_100 : 32070.086399 ∣ critic_nllloss : 26014.623242 ∣ critic_ganloss : -118.023874 ∣ generator_nllloss : 5199.878516 ∣ generator_ganloss : 1062.818701 ∣     [  std_z : 1.00  real_sub_fake : 598.61 ]
[  epoch 0025/0040] 2150/4800, lr:2.5e-05 ∣ avg_100 : 32069.086524 ∣ critic_nllloss : 26024.616211 ∣ critic_ganloss : -135.065137 ∣ generator_nllloss : 5089.147070 ∣ generator_ganloss : 1071.221582 ∣     [  std_z : 1.00  real_sub_fake : 469.62 ]
[  epoch 0025/0040] 2160/4800, lr:2.5e-05 ∣ avg_100 : 32069.709556 ∣ critic_nllloss : 25966.979297 ∣ critic_ganloss : -117.429680 ∣ generator_nllloss : 5192.307617 ∣ generator_ganloss : 1069.110840 ∣     [  std_z : 0.99  real_sub_fake : 420.50 ]
[  epoch 0025/0040] 2170/4800, lr:2.5e-05 ∣ avg_100 : 32072.134875 ∣ critic_nllloss : 26083.750391 ∣ critic_ganloss : -92.990501 ∣ generator_nllloss : 5219.308984 ∣ generator_ganloss : 1054.150879 ∣  [  std_z : 0.98  real_sub_fake : 413.02 ]
[  epoch 0025/0040] 2180/4800, lr:2.5e-05 ∣ avg_100 : 32072.046523 ∣ critic_nllloss : 25924.017578 ∣ critic_ganloss : -154.814999 ∣ generator_nllloss : 5293.171484 ∣ generator_ganloss : 1041.828711 ∣     [  std_z : 0.98  real_sub_fake : 455.96 ]
[  epoch 0025/0040] 2190/4800, lr:2.5e-05 ∣ avg_100 : 32068.413245 ∣ critic_nllloss : 25687.072070 ∣ critic_ganloss : -123.407762 ∣ generator_nllloss : 5107.507812 ∣ generator_ganloss : 1049.386523 ∣     [  std_z : 0.99  real_sub_fake : 497.67 ]
[  epoch 0025/0040] 2200/4800, lr:2.5e-05 ∣ avg_100 : 32069.961163 ∣ critic_nllloss : 25900.954297 ∣ critic_ganloss : -161.446503 ∣ generator_nllloss : 5174.294531 ∣ generator_ganloss : 1052.175293 ∣     [  std_z : 1.00  real_sub_fake : 516.54 ]
[  epoch 0025/0040] 2210/4800, lr:2.5e-05 ∣ avg_100 : 32069.280891 ∣ critic_nllloss : 25832.141992 ∣ critic_ganloss : -135.423109 ∣ generator_nllloss : 5090.136328 ∣ generator_ganloss : 1069.143604 ∣     [  std_z : 1.00  real_sub_fake : 518.76 ]
[  epoch 0025/0040] 2220/4800, lr:2.5e-05 ∣ avg_100 : 32072.093850 ∣ critic_nllloss : 26202.985352 ∣ critic_ganloss : -151.637479 ∣ generator_nllloss : 5239.210938 ∣ generator_ganloss : 1065.774902 ∣     [  std_z : 0.99  real_sub_fake : 543.14 ]
[  epoch 0025/0040] 2230/4800, lr:2.5e-05 ∣ avg_100 : 32071.170658 ∣ critic_nllloss : 25879.156641 ∣ critic_ganloss : -123.033072 ∣ generator_nllloss : 5171.572461 ∣ generator_ganloss : 1067.648535 ∣     [  std_z : 0.99  real_sub_fake : 506.02 ]
[  epoch 0025/0040] 2240/4800, lr:2.5e-05 ∣ avg_100 : 32072.425366 ∣ critic_nllloss : 25851.685547 ∣ critic_ganloss : -162.380134 ∣ generator_nllloss : 5227.581641 ∣ generator_ganloss : 1059.677295 ∣     [  std_z : 0.99  real_sub_fake : 563.36 ]
[  epoch 0025/0040] 2250/4800, lr:2.5e-05 ∣ avg_100 : 32073.557978 ∣ critic_nllloss : 25951.560352 ∣ critic_ganloss : -177.034016 ∣ generator_nllloss : 5204.261523 ∣ generator_ganloss : 1070.304590 ∣     [  std_z : 1.00  real_sub_fake : 542.36 ]
[  epoch 0025/0040] 2260/4800, lr:2.5e-05 ∣ avg_100 : 32076.032392 ∣ critic_nllloss : 26091.908984 ∣ critic_ganloss : -77.024541 ∣ generator_nllloss : 5254.408594 ∣ generator_ganloss : 1080.561328 ∣  [  std_z : 1.00  real_sub_fake : 478.47 ]
[  epoch 0025/0040] 2270/4800, lr:2.5e-05 ∣ avg_100 : 32080.027480 ∣ critic_nllloss : 26159.943750 ∣ critic_ganloss : -83.986428 ∣ generator_nllloss : 5226.140820 ∣ generator_ganloss : 1093.308008 ∣  [  std_z : 0.99  real_sub_fake : 387.98 ]
[  epoch 0025/0040] 2280/4800, lr:2.5e-05 ∣ avg_100 : 32084.976185 ∣ critic_nllloss : 26086.443164 ∣ critic_ganloss : -118.324360 ∣ generator_nllloss : 5212.810156 ∣ generator_ganloss : 1085.610156 ∣     [  std_z : 0.98  real_sub_fake : 387.97 ]
[  epoch 0025/0040] 2290/4800, lr:2.5e-05 ∣ avg_100 : 32085.908107 ∣ critic_nllloss : 26066.256836 ∣ critic_ganloss : -121.461927 ∣ generator_nllloss : 5186.606836 ∣ generator_ganloss : 1081.568750 ∣     [  std_z : 0.99  real_sub_fake : 398.49 ]
[  epoch 0025/0040] 2300/4800, lr:2.5e-05 ∣ avg_100 : 32086.722576 ∣ critic_nllloss : 25885.346484 ∣ critic_ganloss : -147.631076 ∣ generator_nllloss : 5112.650781 ∣ generator_ganloss : 1061.649902 ∣     [  std_z : 0.99  real_sub_fake : 526.64 ]
[  epoch 0025/0040] 2310/4800, lr:2.5e-05 ∣ avg_100 : 32083.439543 ∣ critic_nllloss : 25903.652344 ∣ critic_ganloss : -189.543211 ∣ generator_nllloss : 5246.776953 ∣ generator_ganloss : 1065.692773 ∣     [  std_z : 1.00  real_sub_fake : 613.92 ]
[  epoch 0025/0040] 2320/4800, lr:2.5e-05 ∣ avg_100 : 32080.876680 ∣ critic_nllloss : 25824.808594 ∣ critic_ganloss : -157.569576 ∣ generator_nllloss : 5181.910937 ∣ generator_ganloss : 1048.563916 ∣     [  std_z : 0.99  real_sub_fake : 633.29 ]
[  epoch 0025/0040] 2330/4800, lr:2.5e-05 ∣ avg_100 : 32083.346047 ∣ critic_nllloss : 25960.560742 ∣ critic_ganloss : -172.210408 ∣ generator_nllloss : 5223.971484 ∣ generator_ganloss : 1050.287012 ∣     [  std_z : 0.99  real_sub_fake : 650.41 ]
[  epoch 0025/0040] 2340/4800, lr:2.5e-05 ∣ avg_100 : 32082.338830 ∣ critic_nllloss : 25939.119531 ∣ critic_ganloss : -187.790633 ∣ generator_nllloss : 5196.444141 ∣ generator_ganloss : 1069.523486 ∣     [  std_z : 0.99  real_sub_fake : 647.50 ]
[  epoch 0025/0040] 2350/4800, lr:2.5e-05 ∣ avg_100 : 32083.285815 ∣ critic_nllloss : 25972.272070 ∣ critic_ganloss : -169.253082 ∣ generator_nllloss : 5131.787109 ∣ generator_ganloss : 1070.269531 ∣     [  std_z : 0.99  real_sub_fake : 603.64 ]
[  epoch 0025/0040] 2360/4800, lr:2.5e-05 ∣ avg_100 : 32080.701221 ∣ critic_nllloss : 26025.440039 ∣ critic_ganloss : -132.095564 ∣ generator_nllloss : 5202.301172 ∣ generator_ganloss : 1089.647412 ∣     [  std_z : 1.00  real_sub_fake : 553.60 ]
[  epoch 0025/0040] 2370/4800, lr:2.5e-05 ∣ avg_100 : 32077.136868 ∣ critic_nllloss : 25825.230664 ∣ critic_ganloss : -147.878496 ∣ generator_nllloss : 5124.083008 ∣ generator_ganloss : 1074.367676 ∣     [  std_z : 1.00  real_sub_fake : 549.83 ]
[  epoch 0025/0040] 2380/4800, lr:2.5e-05 ∣ avg_100 : 32080.189573 ∣ critic_nllloss : 26075.322852 ∣ critic_ganloss : -143.698483 ∣ generator_nllloss : 5286.534375 ∣ generator_ganloss : 1084.919141 ∣     [  std_z : 1.00  real_sub_fake : 507.27 ]
[  epoch 0025/0040] 2390/4800, lr:2.5e-05 ∣ avg_100 : 32080.535125 ∣ critic_nllloss : 25992.402930 ∣ critic_ganloss : -89.941393 ∣ generator_nllloss : 5221.463867 ∣ generator_ganloss : 1085.576221 ∣  [  std_z : 1.00  real_sub_fake : 476.27 ]
[  epoch 0025/0040] 2400/4800, lr:2.5e-05 ∣ avg_100 : 32084.462743 ∣ critic_nllloss : 25954.854687 ∣ critic_ganloss : -96.639178 ∣ generator_nllloss : 5224.467188 ∣ generator_ganloss : 1091.275000 ∣  [  std_z : 0.98  real_sub_fake : 348.16 ]
[  epoch 0025/0040] 2410/4800, lr:2.5e-05 ∣ avg_100 : 32084.267292 ∣ critic_nllloss : 26081.291602 ∣ critic_ganloss : -99.265735 ∣ generator_nllloss : 5176.414844 ∣ generator_ganloss : 1087.347998 ∣  [  std_z : 0.98  real_sub_fake : 355.36 ]
[  epoch 0025/0040] 2420/4800, lr:2.5e-05 ∣ avg_100 : 32086.949519 ∣ critic_nllloss : 25988.583594 ∣ critic_ganloss : -167.509617 ∣ generator_nllloss : 5269.340039 ∣ generator_ganloss : 1061.121094 ∣     [  std_z : 0.99  real_sub_fake : 510.33 ]
[  epoch 0025/0040] 2430/4800, lr:2.5e-05 ∣ avg_100 : 32092.660497 ∣ critic_nllloss : 26233.333398 ∣ critic_ganloss : -137.612675 ∣ generator_nllloss : 5237.703320 ∣ generator_ganloss : 1066.562109 ∣     [  std_z : 1.00  real_sub_fake : 645.80 ]
[  epoch 0025/0040] 2440/4800, lr:2.5e-05 ∣ avg_100 : 32091.935652 ∣ critic_nllloss : 26162.210352 ∣ critic_ganloss : -203.761674 ∣ generator_nllloss : 5248.527148 ∣ generator_ganloss : 1079.548145 ∣     [  std_z : 1.00  real_sub_fake : 609.70 ]
[  epoch 0025/0040] 2450/4800, lr:2.5e-05 ∣ avg_100 : 32094.761129 ∣ critic_nllloss : 26043.358789 ∣ critic_ganloss : -96.425763 ∣ generator_nllloss : 5061.363672 ∣ generator_ganloss : 1074.750098 ∣  [  std_z : 1.00  real_sub_fake : 663.52 ]
[  epoch 0025/0040] 2460/4800, lr:2.5e-05 ∣ avg_100 : 32089.828580 ∣ critic_nllloss : 25820.759570 ∣ critic_ganloss : -152.782116 ∣ generator_nllloss : 5068.832617 ∣ generator_ganloss : 1058.898291 ∣     [  std_z : 0.99  real_sub_fake : 500.29 ]
[  epoch 0025/0040] 2470/4800, lr:2.5e-05 ∣ avg_100 : 32090.467408 ∣ critic_nllloss : 26039.772070 ∣ critic_ganloss : -163.213422 ∣ generator_nllloss : 5284.994336 ∣ generator_ganloss : 1010.150830 ∣     [  std_z : 0.99  real_sub_fake : 527.88 ]
[  epoch 0025/0040] 2480/4800, lr:2.5e-05 ∣ avg_100 : 32088.868347 ∣ critic_nllloss : 26065.412891 ∣ critic_ganloss : -147.004935 ∣ generator_nllloss : 5144.764844 ∣ generator_ganloss : 1029.917090 ∣     [  std_z : 0.98  real_sub_fake : 520.80 ]
[  epoch 0025/0040] 2490/4800, lr:2.5e-05 ∣ avg_100 : 32086.613839 ∣ critic_nllloss : 25857.252930 ∣ critic_ganloss : -131.120143 ∣ generator_nllloss : 5065.378906 ∣ generator_ganloss : 1020.514258 ∣     [  std_z : 0.99  real_sub_fake : 516.21 ]
[  epoch 0025/0040] 2500/4800, lr:2.5e-05 ∣ avg_100 : 32087.573995 ∣ critic_nllloss : 25821.819531 ∣ critic_ganloss : -86.616084 ∣ generator_nllloss : 5230.677539 ∣ generator_ganloss : 1057.384766 ∣  [  std_z : 1.00  real_sub_fake : 399.50 ]
[  epoch 0025/0040] 2510/4800, lr:2.5e-05 ∣ avg_100 : 32085.792436 ∣ critic_nllloss : 25786.876563 ∣ critic_ganloss : -103.280232 ∣ generator_nllloss : 5097.842969 ∣ generator_ganloss : 1066.539258 ∣     [  std_z : 1.00  real_sub_fake : 428.99 ]
[  epoch 0025/0040] 2520/4800, lr:2.5e-05 ∣ avg_100 : 32086.474392 ∣ critic_nllloss : 25872.001172 ∣ critic_ganloss : -132.394306 ∣ generator_nllloss : 5159.565039 ∣ generator_ganloss : 1061.503320 ∣     [  std_z : 1.00  real_sub_fake : 448.94 ]
[  epoch 0025/0040] 2530/4800, lr:2.5e-05 ∣ avg_100 : 32086.676453 ∣ critic_nllloss : 25912.206641 ∣ critic_ganloss : -125.647319 ∣ generator_nllloss : 5259.189648 ∣ generator_ganloss : 1057.513281 ∣     [  std_z : 0.99  real_sub_fake : 496.14 ]
[  epoch 0025/0040] 2540/4800, lr:2.5e-05 ∣ avg_100 : 32082.749276 ∣ critic_nllloss : 25738.655273 ∣ critic_ganloss : -181.080876 ∣ generator_nllloss : 5124.161719 ∣ generator_ganloss : 1031.417383 ∣     [  std_z : 0.98  real_sub_fake : 543.42 ]
[  epoch 0025/0040] 2550/4800, lr:2.5e-05 ∣ avg_100 : 32082.683517 ∣ critic_nllloss : 25869.834961 ∣ critic_ganloss : -128.770676 ∣ generator_nllloss : 5224.932813 ∣ generator_ganloss : 1062.572217 ∣     [  std_z : 0.99  real_sub_fake : 539.85 ]
[  epoch 0025/0040] 2560/4800, lr:2.5e-05 ∣ avg_100 : 32081.864677 ∣ critic_nllloss : 25967.836719 ∣ critic_ganloss : -148.916133 ∣ generator_nllloss : 5163.741211 ∣ generator_ganloss : 1054.547852 ∣     [  std_z : 0.99  real_sub_fake : 563.92 ]
[  epoch 0025/0040] 2570/4800, lr:2.5e-05 ∣ avg_100 : 32082.872437 ∣ critic_nllloss : 25919.038672 ∣ critic_ganloss : -132.419742 ∣ generator_nllloss : 5172.121484 ∣ generator_ganloss : 1065.995654 ∣     [  std_z : 1.00  real_sub_fake : 521.25 ]
[  epoch 0025/0040] 2580/4800, lr:2.5e-05 ∣ avg_100 : 32085.373016 ∣ critic_nllloss : 25943.407617 ∣ critic_ganloss : -181.782892 ∣ generator_nllloss : 5221.956250 ∣ generator_ganloss : 1041.997070 ∣     [  std_z : 1.00  real_sub_fake : 564.79 ]
[  epoch 0025/0040] 2590/4800, lr:2.5e-05 ∣ avg_100 : 32087.729391 ∣ critic_nllloss : 26147.962695 ∣ critic_ganloss : -158.526294 ∣ generator_nllloss : 5219.972266 ∣ generator_ganloss : 1060.825977 ∣     [  std_z : 0.99  real_sub_fake : 616.70 ]
[  epoch 0025/0040] 2600/4800, lr:2.5e-05 ∣ avg_100 : 32089.733670 ∣ critic_nllloss : 26049.391797 ∣ critic_ganloss : -122.441971 ∣ generator_nllloss : 5168.304297 ∣ generator_ganloss : 1070.559131 ∣     [  std_z : 0.99  real_sub_fake : 577.60 ]
[  epoch 0025/0040] 2610/4800, lr:2.5e-05 ∣ avg_100 : 32087.969906 ∣ critic_nllloss : 26004.569336 ∣ critic_ganloss : -160.952633 ∣ generator_nllloss : 5163.741016 ∣ generator_ganloss : 1062.073926 ∣     [  std_z : 1.00  real_sub_fake : 532.36 ]
[  epoch 0025/0040] 2620/4800, lr:2.5e-05 ∣ avg_100 : 32086.973892 ∣ critic_nllloss : 25994.782813 ∣ critic_ganloss : -168.336223 ∣ generator_nllloss : 5099.959375 ∣ generator_ganloss : 1058.746191 ∣     [  std_z : 1.00  real_sub_fake : 548.38 ]
[  epoch 0025/0040] 2630/4800, lr:2.5e-05 ∣ avg_100 : 32086.398589 ∣ critic_nllloss : 25966.808594 ∣ critic_ganloss : -143.352167 ∣ generator_nllloss : 5193.035742 ∣ generator_ganloss : 1081.748242 ∣     [  std_z : 1.00  real_sub_fake : 507.57 ]
[  epoch 0025/0040] 2640/4800, lr:2.5e-05 ∣ avg_100 : 32084.874731 ∣ critic_nllloss : 25980.797266 ∣ critic_ganloss : -185.279790 ∣ generator_nllloss : 5200.564453 ∣ generator_ganloss : 1070.277734 ∣     [  std_z : 1.00  real_sub_fake : 622.73 ]
[  epoch 0025/0040] 2650/4800, lr:2.5e-05 ∣ avg_100 : 32084.445486 ∣ critic_nllloss : 26024.986328 ∣ critic_ganloss : -187.243730 ∣ generator_nllloss : 5171.407422 ∣ generator_ganloss : 1076.976562 ∣     [  std_z : 0.99  real_sub_fake : 662.07 ]
[  epoch 0025/0040] 2660/4800, lr:2.5e-05 ∣ avg_100 : 32091.011189 ∣ critic_nllloss : 26361.169727 ∣ critic_ganloss : -119.929344 ∣ generator_nllloss : 5194.228516 ∣ generator_ganloss : 1082.080469 ∣     [  std_z : 0.99  real_sub_fake : 722.32 ]
[  epoch 0025/0040] 2670/4800, lr:2.5e-05 ∣ avg_100 : 32095.046814 ∣ critic_nllloss : 26159.038867 ∣ critic_ganloss : -153.310323 ∣ generator_nllloss : 5308.486719 ∣ generator_ganloss : 1085.555762 ∣     [  std_z : 1.00  real_sub_fake : 477.86 ]
[  epoch 0025/0040] 2680/4800, lr:2.5e-05 ∣ avg_100 : 32095.596392 ∣ critic_nllloss : 25867.094336 ∣ critic_ganloss : -156.400177 ∣ generator_nllloss : 5154.604883 ∣ generator_ganloss : 1034.983594 ∣     [  std_z : 0.99  real_sub_fake : 532.74 ]
[  epoch 0025/0040] 2690/4800, lr:2.5e-05 ∣ avg_100 : 32095.324396 ∣ critic_nllloss : 25981.076953 ∣ critic_ganloss : -119.322346 ∣ generator_nllloss : 5136.278516 ∣ generator_ganloss : 1066.227051 ∣     [  std_z : 0.99  real_sub_fake : 499.33 ]
[  epoch 0025/0040] 2700/4800, lr:2.5e-05 ∣ avg_100 : 32094.133215 ∣ critic_nllloss : 25913.766016 ∣ critic_ganloss : -140.619393 ∣ generator_nllloss : 5127.252734 ∣ generator_ganloss : 1044.696094 ∣     [  std_z : 1.00  real_sub_fake : 490.51 ]
[  epoch 0025/0040] 2710/4800, lr:2.5e-05 ∣ avg_100 : 32092.998712 ∣ critic_nllloss : 26031.119336 ∣ critic_ganloss : -153.917371 ∣ generator_nllloss : 5127.798437 ∣ generator_ganloss : 1057.693066 ∣     [  std_z : 1.00  real_sub_fake : 591.65 ]
[  epoch 0025/0040] 2720/4800, lr:2.5e-05 ∣ avg_100 : 32093.960529 ∣ critic_nllloss : 25965.775391 ∣ critic_ganloss : -174.434164 ∣ generator_nllloss : 5144.473633 ∣ generator_ganloss : 1043.640967 ∣     [  std_z : 1.00  real_sub_fake : 586.81 ]
[  epoch 0025/0040] 2730/4800, lr:2.5e-05 ∣ avg_100 : 32093.447695 ∣ critic_nllloss : 25829.403711 ∣ critic_ganloss : -139.650149 ∣ generator_nllloss : 5133.257031 ∣ generator_ganloss : 1056.483838 ∣     [  std_z : 0.99  real_sub_fake : 569.73 ]
[  epoch 0025/0040] 2740/4800, lr:2.5e-05 ∣ avg_100 : 32096.422916 ∣ critic_nllloss : 26150.360742 ∣ critic_ganloss : -148.975703 ∣ generator_nllloss : 5123.733984 ∣ generator_ganloss : 1051.611182 ∣     [  std_z : 0.99  real_sub_fake : 497.19 ]
[  epoch 0025/0040] 2750/4800, lr:2.5e-05 ∣ avg_100 : 32095.241468 ∣ critic_nllloss : 25861.484570 ∣ critic_ganloss : -140.400191 ∣ generator_nllloss : 5150.302734 ∣ generator_ganloss : 1050.327930 ∣     [  std_z : 0.99  real_sub_fake : 612.08 ]
[  epoch 0025/0040] 2760/4800, lr:2.5e-05 ∣ avg_100 : 32096.879603 ∣ critic_nllloss : 25963.257422 ∣ critic_ganloss : -128.857359 ∣ generator_nllloss : 5275.174023 ∣ generator_ganloss : 1040.459326 ∣     [  std_z : 0.99  real_sub_fake : 511.83 ]
[  epoch 0025/0040] 2770/4800, lr:2.5e-05 ∣ avg_100 : 32100.004100 ∣ critic_nllloss : 26101.640625 ∣ critic_ganloss : -154.483208 ∣ generator_nllloss : 5200.541211 ∣ generator_ganloss : 1027.051563 ∣     [  std_z : 1.00  real_sub_fake : 606.95 ]
[  epoch 0025/0040] 2780/4800, lr:2.5e-05 ∣ avg_100 : 32102.290452 ∣ critic_nllloss : 26004.611719 ∣ critic_ganloss : -106.999947 ∣ generator_nllloss : 5291.938672 ∣ generator_ganloss : 1059.318848 ∣     [  std_z : 0.99  real_sub_fake : 488.03 ]
[  epoch 0025/0040] 2790/4800, lr:2.5e-05 ∣ avg_100 : 32100.969636 ∣ critic_nllloss : 25898.632031 ∣ critic_ganloss : -130.845628 ∣ generator_nllloss : 5177.614453 ∣ generator_ganloss : 1041.825293 ∣     [  std_z : 0.99  real_sub_fake : 416.81 ]
[  epoch 0025/0040] 2800/4800, lr:2.5e-05 ∣ avg_100 : 32101.655656 ∣ critic_nllloss : 25915.060547 ∣ critic_ganloss : -145.651323 ∣ generator_nllloss : 5320.049414 ∣ generator_ganloss : 1059.008545 ∣     [  std_z : 1.00  real_sub_fake : 524.34 ]
[  epoch 0025/0040] 2810/4800, lr:2.5e-05 ∣ avg_100 : 32102.149105 ∣ critic_nllloss : 26012.053711 ∣ critic_ganloss : -185.956892 ∣ generator_nllloss : 5189.758789 ∣ generator_ganloss : 1056.265186 ∣     [  std_z : 1.00  real_sub_fake : 630.40 ]
[  epoch 0025/0040] 2820/4800, lr:2.5e-05 ∣ avg_100 : 32104.291934 ∣ critic_nllloss : 26179.669531 ∣ critic_ganloss : -176.508899 ∣ generator_nllloss : 5236.072656 ∣ generator_ganloss : 1057.153906 ∣     [  std_z : 1.00  real_sub_fake : 736.90 ]
[  epoch 0025/0040] 2830/4800, lr:2.5e-05 ∣ avg_100 : 32102.579606 ∣ critic_nllloss : 25880.501172 ∣ critic_ganloss : -115.180916 ∣ generator_nllloss : 5095.873438 ∣ generator_ganloss : 1071.775098 ∣     [  std_z : 0.99  real_sub_fake : 481.97 ]
[  epoch 0025/0040] 2840/4800, lr:2.5e-05 ∣ avg_100 : 32097.940155 ∣ critic_nllloss : 25933.008008 ∣ critic_ganloss : -114.971991 ∣ generator_nllloss : 5205.956445 ∣ generator_ganloss : 1070.573535 ∣     [  std_z : 0.99  real_sub_fake : 399.18 ]
[  epoch 0025/0040] 2850/4800, lr:2.5e-05 ∣ avg_100 : 32097.716620 ∣ critic_nllloss : 26100.654687 ∣ critic_ganloss : -136.236774 ∣ generator_nllloss : 5162.637305 ∣ generator_ganloss : 1051.242285 ∣     [  std_z : 0.99  real_sub_fake : 460.78 ]
[  epoch 0025/0040] 2860/4800, lr:2.5e-05 ∣ avg_100 : 32098.655709 ∣ critic_nllloss : 25969.351758 ∣ critic_ganloss : -120.095221 ∣ generator_nllloss : 5267.794336 ∣ generator_ganloss : 1054.444824 ∣     [  std_z : 0.99  real_sub_fake : 448.17 ]
[  epoch 0025/0040] 2870/4800, lr:2.5e-05 ∣ avg_100 : 32099.488200 ∣ critic_nllloss : 26066.446875 ∣ critic_ganloss : -118.564671 ∣ generator_nllloss : 5197.866797 ∣ generator_ganloss : 1060.073535 ∣     [  std_z : 0.99  real_sub_fake : 478.31 ]
[  epoch 0025/0040] 2880/4800, lr:2.5e-05 ∣ avg_100 : 32100.760748 ∣ critic_nllloss : 26028.872461 ∣ critic_ganloss : -135.516267 ∣ generator_nllloss : 5198.573047 ∣ generator_ganloss : 1037.558398 ∣     [  std_z : 0.99  real_sub_fake : 577.76 ]
[  epoch 0025/0040] 2890/4800, lr:2.5e-05 ∣ avg_100 : 32098.895441 ∣ critic_nllloss : 25825.358203 ∣ critic_ganloss : -150.444662 ∣ generator_nllloss : 5190.984180 ∣ generator_ganloss : 1049.492725 ∣     [  std_z : 1.00  real_sub_fake : 564.45 ]
[  epoch 0025/0040] 2900/4800, lr:2.5e-05 ∣ avg_100 : 32101.374634 ∣ critic_nllloss : 26165.367773 ∣ critic_ganloss : -172.008119 ∣ generator_nllloss : 5327.463477 ∣ generator_ganloss : 1049.234131 ∣     [  std_z : 1.00  real_sub_fake : 621.25 ]
[  epoch 0025/0040] 2910/4800, lr:2.5e-05 ∣ avg_100 : 32103.544345 ∣ critic_nllloss : 25913.163086 ∣ critic_ganloss : -139.742596 ∣ generator_nllloss : 5248.205078 ∣ generator_ganloss : 1052.764746 ∣     [  std_z : 1.00  real_sub_fake : 463.26 ]
[  epoch 0025/0040] 2920/4800, lr:2.5e-05 ∣ avg_100 : 32102.775156 ∣ critic_nllloss : 26033.538672 ∣ critic_ganloss : -126.516515 ∣ generator_nllloss : 5217.313281 ∣ generator_ganloss : 1046.792187 ∣     [  std_z : 0.99  real_sub_fake : 507.08 ]
[  epoch 0025/0040] 2930/4800, lr:2.5e-05 ∣ avg_100 : 32104.067194 ∣ critic_nllloss : 26089.752344 ∣ critic_ganloss : -71.934135 ∣ generator_nllloss : 5212.017773 ∣ generator_ganloss : 1082.374219 ∣  [  std_z : 0.99  real_sub_fake : 346.06 ]
[  epoch 0025/0040] 2940/4800, lr:2.5e-05 ∣ avg_100 : 32101.159313 ∣ critic_nllloss : 26008.995508 ∣ critic_ganloss : -149.732693 ∣ generator_nllloss : 5205.415234 ∣ generator_ganloss : 1036.178760 ∣     [  std_z : 0.99  real_sub_fake : 437.82 ]
[  epoch 0025/0040] 2950/4800, lr:2.5e-05 ∣ avg_100 : 32100.053835 ∣ critic_nllloss : 25803.827539 ∣ critic_ganloss : -121.579160 ∣ generator_nllloss : 5222.574609 ∣ generator_ganloss : 1037.605078 ∣     [  std_z : 0.99  real_sub_fake : 586.57 ]
[  epoch 0025/0040] 2960/4800, lr:2.5e-05 ∣ avg_100 : 32102.918309 ∣ critic_nllloss : 26196.523633 ∣ critic_ganloss : -118.170696 ∣ generator_nllloss : 5274.914258 ∣ generator_ganloss : 1075.137939 ∣     [  std_z : 0.99  real_sub_fake : 422.56 ]
[  epoch 0025/0040] 2970/4800, lr:2.5e-05 ∣ avg_100 : 32099.294038 ∣ critic_nllloss : 25865.774023 ∣ critic_ganloss : -131.441556 ∣ generator_nllloss : 5162.284375 ∣ generator_ganloss : 1052.342432 ∣     [  std_z : 0.99  real_sub_fake : 457.78 ]
[  epoch 0025/0040] 2980/4800, lr:2.5e-05 ∣ avg_100 : 32100.755637 ∣ critic_nllloss : 25891.116992 ∣ critic_ganloss : -109.597560 ∣ generator_nllloss : 5165.100195 ∣ generator_ganloss : 1071.742383 ∣     [  std_z : 1.00  real_sub_fake : 429.06 ]
[  epoch 0025/0040] 2990/4800, lr:2.5e-05 ∣ avg_100 : 32098.177317 ∣ critic_nllloss : 25969.362109 ∣ critic_ganloss : -159.794370 ∣ generator_nllloss : 5200.576563 ∣ generator_ganloss : 1063.637744 ∣     [  std_z : 1.00  real_sub_fake : 500.68 ]
[  epoch 0025/0040] 3000/4800, lr:2.5e-05 ∣ avg_100 : 32100.730936 ∣ critic_nllloss : 26122.067188 ∣ critic_ganloss : -171.850850 ∣ generator_nllloss : 5258.404102 ∣ generator_ganloss : 1069.697900 ∣     [  std_z : 1.00  real_sub_fake : 583.05 ]
[  epoch 0025/0040] 3010/4800, lr:2.5e-05 ∣ avg_100 : 32102.589608 ∣ critic_nllloss : 25956.961133 ∣ critic_ganloss : -131.028456 ∣ generator_nllloss : 5128.586328 ∣ generator_ganloss : 1070.542041 ∣     [  std_z : 0.99  real_sub_fake : 557.74 ]
[  epoch 0025/0040] 3020/4800, lr:2.5e-05 ∣ avg_100 : 32100.143764 ∣ critic_nllloss : 26002.141406 ∣ critic_ganloss : -158.199950 ∣ generator_nllloss : 5163.629492 ∣ generator_ganloss : 1058.213379 ∣     [  std_z : 0.99  real_sub_fake : 603.57 ]
[  epoch 0025/0040] 3030/4800, lr:2.5e-05 ∣ avg_100 : 32100.351365 ∣ critic_nllloss : 26128.369336 ∣ critic_ganloss : -162.683064 ∣ generator_nllloss : 5189.648242 ∣ generator_ganloss : 1066.858496 ∣     [  std_z : 1.00  real_sub_fake : 571.65 ]
[  epoch 0025/0040] 3040/4800, lr:2.5e-05 ∣ avg_100 : 32097.129710 ∣ critic_nllloss : 25915.538672 ∣ critic_ganloss : -186.055475 ∣ generator_nllloss : 5161.261328 ∣ generator_ganloss : 1052.797900 ∣     [  std_z : 1.00  real_sub_fake : 684.17 ]
[  epoch 0025/0040] 3050/4800, lr:2.5e-05 ∣ avg_100 : 32096.560102 ∣ critic_nllloss : 25915.161719 ∣ critic_ganloss : -125.073314 ∣ generator_nllloss : 5207.541992 ∣ generator_ganloss : 1058.993115 ∣     [  std_z : 1.00  real_sub_fake : 570.04 ]
[  epoch 0025/0040] 3060/4800, lr:2.5e-05 ∣ avg_100 : 32094.010736 ∣ critic_nllloss : 25849.289062 ∣ critic_ganloss : -121.229211 ∣ generator_nllloss : 5183.025391 ∣ generator_ganloss : 1050.412207 ∣     [  std_z : 0.99  real_sub_fake : 453.35 ]
[  epoch 0025/0040] 3070/4800, lr:2.5e-05 ∣ avg_100 : 32094.212937 ∣ critic_nllloss : 25925.833008 ∣ critic_ganloss : -144.177608 ∣ generator_nllloss : 5124.732422 ∣ generator_ganloss : 1039.944238 ∣     [  std_z : 0.98  real_sub_fake : 452.94 ]
[  epoch 0025/0040] 3080/4800, lr:2.5e-05 ∣ avg_100 : 32092.812764 ∣ critic_nllloss : 25947.290820 ∣ critic_ganloss : -144.025844 ∣ generator_nllloss : 5218.551953 ∣ generator_ganloss : 1049.368701 ∣     [  std_z : 0.99  real_sub_fake : 474.34 ]
[  epoch 0025/0040] 3090/4800, lr:2.5e-05 ∣ avg_100 : 32093.134183 ∣ critic_nllloss : 25824.914844 ∣ critic_ganloss : -142.968391 ∣ generator_nllloss : 5141.426953 ∣ generator_ganloss : 1048.275537 ∣     [  std_z : 1.00  real_sub_fake : 535.58 ]
[  epoch 0025/0040] 3100/4800, lr:2.5e-05 ∣ avg_100 : 32087.400179 ∣ critic_nllloss : 25851.171289 ∣ critic_ganloss : -136.105850 ∣ generator_nllloss : 5060.233984 ∣ generator_ganloss : 1058.214258 ∣     [  std_z : 1.00  real_sub_fake : 566.78 ]
[  epoch 0025/0040] 3110/4800, lr:2.5e-05 ∣ avg_100 : 32089.443135 ∣ critic_nllloss : 26196.932227 ∣ critic_ganloss : -209.499779 ∣ generator_nllloss : 5274.709375 ∣ generator_ganloss : 1052.803760 ∣     [  std_z : 0.99  real_sub_fake : 639.01 ]
[  epoch 0025/0040] 3120/4800, lr:2.5e-05 ∣ avg_100 : 32089.157481 ∣ critic_nllloss : 26030.578516 ∣ critic_ganloss : -186.407199 ∣ generator_nllloss : 5205.192187 ∣ generator_ganloss : 1055.166553 ∣     [  std_z : 0.98  real_sub_fake : 842.14 ]
[  epoch 0025/0040] 3130/4800, lr:2.5e-05 ∣ avg_100 : 32086.838775 ∣ critic_nllloss : 25829.800977 ∣ critic_ganloss : -102.674176 ∣ generator_nllloss : 5131.671484 ∣ generator_ganloss : 1089.028418 ∣     [  std_z : 0.98  real_sub_fake : 579.52 ]
[  epoch 0025/0040] 3140/4800, lr:2.5e-05 ∣ avg_100 : 32085.427816 ∣ critic_nllloss : 25944.323633 ∣ critic_ganloss : -114.522884 ∣ generator_nllloss : 5113.228516 ∣ generator_ganloss : 1075.171387 ∣     [  std_z : 0.99  real_sub_fake : 406.47 ]
[  epoch 0025/0040] 3150/4800, lr:2.5e-05 ∣ avg_100 : 32086.545838 ∣ critic_nllloss : 25922.623047 ∣ critic_ganloss : -75.077548 ∣ generator_nllloss : 5236.235156 ∣ generator_ganloss : 1077.941309 ∣  [  std_z : 1.00  real_sub_fake : 321.51 ]
[  epoch 0025/0040] 3160/4800, lr:2.5e-05 ∣ avg_100 : 32084.850831 ∣ critic_nllloss : 25803.035156 ∣ critic_ganloss : -118.425364 ∣ generator_nllloss : 5179.741406 ∣ generator_ganloss : 1077.116113 ∣     [  std_z : 1.01  real_sub_fake : 332.36 ]
[  epoch 0025/0040] 3170/4800, lr:2.5e-05 ∣ avg_100 : 32079.305291 ∣ critic_nllloss : 25628.741211 ∣ critic_ganloss : -133.852382 ∣ generator_nllloss : 5156.793164 ∣ generator_ganloss : 1057.983789 ∣     [  std_z : 1.01  real_sub_fake : 488.81 ]
[  epoch 0025/0040] 3180/4800, lr:2.5e-05 ∣ avg_100 : 32077.221053 ∣ critic_nllloss : 25849.587305 ∣ critic_ganloss : -139.714964 ∣ generator_nllloss : 5123.891797 ∣ generator_ganloss : 1062.014844 ∣     [  std_z : 1.00  real_sub_fake : 539.96 ]
[  epoch 0025/0040] 3190/4800, lr:2.5e-05 ∣ avg_100 : 32082.464130 ∣ critic_nllloss : 26049.516797 ∣ critic_ganloss : -52.428522 ∣ generator_nllloss : 5152.524609 ∣ generator_ganloss : 1095.253467 ∣  [  std_z : 1.00  real_sub_fake : 321.81 ]
[  epoch 0025/0040] 3200/4800, lr:2.5e-05 ∣ avg_100 : 32083.937498 ∣ critic_nllloss : 25889.425586 ∣ critic_ganloss : -77.646219 ∣ generator_nllloss : 5235.706836 ∣ generator_ganloss : 1065.828223 ∣  [  std_z : 0.99  real_sub_fake : 287.42 ]
[  epoch 0025/0040] 3210/4800, lr:2.5e-05 ∣ avg_100 : 32083.669269 ∣ critic_nllloss : 25790.312695 ∣ critic_ganloss : -121.154641 ∣ generator_nllloss : 5107.150781 ∣ generator_ganloss : 1052.867041 ∣     [  std_z : 0.98  real_sub_fake : 347.77 ]
[  epoch 0025/0040] 3220/4800, lr:2.5e-05 ∣ avg_100 : 32081.469026 ∣ critic_nllloss : 26049.715039 ∣ critic_ganloss : -150.834094 ∣ generator_nllloss : 5195.844922 ∣ generator_ganloss : 1041.583594 ∣     [  std_z : 0.99  real_sub_fake : 464.74 ]
[  epoch 0025/0040] 3230/4800, lr:2.5e-05 ∣ avg_100 : 32082.121429 ∣ critic_nllloss : 25928.178320 ∣ critic_ganloss : -163.486772 ∣ generator_nllloss : 5236.303516 ∣ generator_ganloss : 1059.589746 ∣     [  std_z : 1.00  real_sub_fake : 550.50 ]
[  epoch 0025/0040] 3240/4800, lr:2.5e-05 ∣ avg_100 : 32085.344266 ∣ critic_nllloss : 26088.256445 ∣ critic_ganloss : -148.264546 ∣ generator_nllloss : 5302.131250 ∣ generator_ganloss : 1056.724902 ∣     [  std_z : 0.99  real_sub_fake : 670.64 ]
[  epoch 0025/0040] 3250/4800, lr:2.5e-05 ∣ avg_100 : 32084.928728 ∣ critic_nllloss : 25912.496875 ∣ critic_ganloss : -140.336075 ∣ generator_nllloss : 5182.456055 ∣ generator_ganloss : 1052.921826 ∣     [  std_z : 0.99  real_sub_fake : 529.25 ]
[  epoch 0025/0040] 3260/4800, lr:2.5e-05 ∣ avg_100 : 32081.666283 ∣ critic_nllloss : 25907.988086 ∣ critic_ganloss : -76.845330 ∣ generator_nllloss : 5115.812891 ∣ generator_ganloss : 1076.654199 ∣  [  std_z : 0.98  real_sub_fake : 355.85 ]
[  epoch 0025/0040] 3270/4800, lr:2.5e-05 ∣ avg_100 : 32078.707751 ∣ critic_nllloss : 26037.219727 ∣ critic_ganloss : -131.141849 ∣ generator_nllloss : 5152.977148 ∣ generator_ganloss : 1040.497900 ∣     [  std_z : 1.00  real_sub_fake : 447.24 ]
[  epoch 0025/0040] 3280/4800, lr:2.5e-05 ∣ avg_100 : 32078.704790 ∣ critic_nllloss : 26126.867188 ∣ critic_ganloss : -154.107455 ∣ generator_nllloss : 5244.696289 ∣ generator_ganloss : 1048.787061 ∣     [  std_z : 1.00  real_sub_fake : 507.90 ]
[  epoch 0025/0040] 3290/4800, lr:2.5e-05 ∣ avg_100 : 32076.480155 ∣ critic_nllloss : 25846.729492 ∣ critic_ganloss : -127.096093 ∣ generator_nllloss : 5198.937109 ∣ generator_ganloss : 1071.936426 ∣     [  std_z : 1.00  real_sub_fake : 466.78 ]
[  epoch 0025/0040] 3300/4800, lr:2.5e-05 ∣ avg_100 : 32079.958066 ∣ critic_nllloss : 26234.687695 ∣ critic_ganloss : -165.714908 ∣ generator_nllloss : 5145.036328 ∣ generator_ganloss : 1045.798096 ∣     [  std_z : 1.00  real_sub_fake : 599.86 ]
[  epoch 0025/0040] 3310/4800, lr:2.5e-05 ∣ avg_100 : 32080.392202 ∣ critic_nllloss : 25959.225391 ∣ critic_ganloss : -123.279351 ∣ generator_nllloss : 5160.825000 ∣ generator_ganloss : 1073.221436 ∣     [  std_z : 0.99  real_sub_fake : 477.95 ]
[  epoch 0025/0040] 3320/4800, lr:2.5e-05 ∣ avg_100 : 32082.864187 ∣ critic_nllloss : 25920.507422 ∣ critic_ganloss : -121.499744 ∣ generator_nllloss : 5301.640234 ∣ generator_ganloss : 1044.264404 ∣     [  std_z : 0.99  real_sub_fake : 499.29 ]
[  epoch 0025/0040] 3330/4800, lr:2.5e-05 ∣ avg_100 : 32085.092100 ∣ critic_nllloss : 26064.468945 ∣ critic_ganloss : -116.465969 ∣ generator_nllloss : 5274.204297 ∣ generator_ganloss : 1063.192871 ∣     [  std_z : 1.00  real_sub_fake : 489.11 ]
[  epoch 0025/0040] 3340/4800, lr:2.5e-05 ∣ avg_100 : 32086.168948 ∣ critic_nllloss : 26005.604883 ∣ critic_ganloss : -132.433844 ∣ generator_nllloss : 5198.998242 ∣ generator_ganloss : 1052.812012 ∣     [  std_z : 1.01  real_sub_fake : 449.56 ]
[  epoch 0025/0040] 3350/4800, lr:2.5e-05 ∣ avg_100 : 32083.145326 ∣ critic_nllloss : 25726.549805 ∣ critic_ganloss : -157.132858 ∣ generator_nllloss : 5086.057227 ∣ generator_ganloss : 1047.239355 ∣     [  std_z : 1.00  real_sub_fake : 472.83 ]
[  epoch 0025/0040] 3360/4800, lr:2.5e-05 ∣ avg_100 : 32081.213406 ∣ critic_nllloss : 25906.942773 ∣ critic_ganloss : -134.495061 ∣ generator_nllloss : 5155.670313 ∣ generator_ganloss : 1063.982959 ∣     [  std_z : 0.99  real_sub_fake : 507.30 ]
[  epoch 0025/0040] 3370/4800, lr:2.5e-05 ∣ avg_100 : 32087.252382 ∣ critic_nllloss : 26250.777734 ∣ critic_ganloss : -168.016431 ∣ generator_nllloss : 5354.310156 ∣ generator_ganloss : 1042.629004 ∣     [  std_z : 0.99  real_sub_fake : 631.86 ]
[  epoch 0025/0040] 3380/4800, lr:2.5e-05 ∣ avg_100 : 32082.816237 ∣ critic_nllloss : 25807.431641 ∣ critic_ganloss : -164.548868 ∣ generator_nllloss : 5182.156055 ∣ generator_ganloss : 1034.424609 ∣     [  std_z : 0.99  real_sub_fake : 655.67 ]
[  epoch 0025/0040] 3390/4800, lr:2.5e-05 ∣ avg_100 : 32078.127306 ∣ critic_nllloss : 25627.097070 ∣ critic_ganloss : -98.195268 ∣ generator_nllloss : 5127.199219 ∣ generator_ganloss : 1084.507422 ∣  [  std_z : 1.00  real_sub_fake : 497.30 ]
[  epoch 0025/0040] 3400/4800, lr:2.5e-05 ∣ avg_100 : 32079.922801 ∣ critic_nllloss : 26139.602148 ∣ critic_ganloss : -99.995673 ∣ generator_nllloss : 5256.206055 ∣ generator_ganloss : 1057.694727 ∣  [  std_z : 1.00  real_sub_fake : 406.21 ]
[  epoch 0025/0040] 3410/4800, lr:2.5e-05 ∣ avg_100 : 32079.498796 ∣ critic_nllloss : 26143.251758 ∣ critic_ganloss : -139.157957 ∣ generator_nllloss : 5130.658984 ∣ generator_ganloss : 1068.635400 ∣     [  std_z : 0.99  real_sub_fake : 444.68 ]
[  epoch 0025/0040] 3420/4800, lr:2.5e-05 ∣ avg_100 : 32078.927174 ∣ critic_nllloss : 25984.891211 ∣ critic_ganloss : -131.981075 ∣ generator_nllloss : 5171.527930 ∣ generator_ganloss : 1069.934863 ∣     [  std_z : 1.00  real_sub_fake : 549.01 ]
[  epoch 0025/0040] 3430/4800, lr:2.5e-05 ∣ avg_100 : 32075.158493 ∣ critic_nllloss : 25823.341211 ∣ critic_ganloss : -141.745354 ∣ generator_nllloss : 5270.364453 ∣ generator_ganloss : 1071.157715 ∣     [  std_z : 1.00  real_sub_fake : 436.00 ]
[  epoch 0025/0040] 3440/4800, lr:2.5e-05 ∣ avg_100 : 32072.552810 ∣ critic_nllloss : 25927.588867 ∣ critic_ganloss : -102.639943 ∣ generator_nllloss : 5119.803125 ∣ generator_ganloss : 1081.203662 ∣     [  std_z : 0.99  real_sub_fake : 449.45 ]
[  epoch 0025/0040] 3450/4800, lr:2.5e-05 ∣ avg_100 : 32071.641702 ∣ critic_nllloss : 25924.261328 ∣ critic_ganloss : -124.102256 ∣ generator_nllloss : 5121.505469 ∣ generator_ganloss : 1070.271387 ∣     [  std_z : 0.99  real_sub_fake : 467.72 ]
[  epoch 0025/0040] 3460/4800, lr:2.5e-05 ∣ avg_100 : 32073.367773 ∣ critic_nllloss : 25840.597852 ∣ critic_ganloss : -137.287646 ∣ generator_nllloss : 5203.362109 ∣ generator_ganloss : 1061.643164 ∣     [  std_z : 0.99  real_sub_fake : 481.83 ]
[  epoch 0025/0040] 3470/4800, lr:2.5e-05 ∣ avg_100 : 32075.859858 ∣ critic_nllloss : 26268.066406 ∣ critic_ganloss : -143.948941 ∣ generator_nllloss : 5229.321875 ∣ generator_ganloss : 1067.473047 ∣     [  std_z : 0.99  real_sub_fake : 543.32 ]
[  epoch 0025/0040] 3480/4800, lr:2.5e-05 ∣ avg_100 : 32073.547595 ∣ critic_nllloss : 25791.685547 ∣ critic_ganloss : -166.168681 ∣ generator_nllloss : 5181.631445 ∣ generator_ganloss : 1054.715186 ∣     [  std_z : 0.99  real_sub_fake : 537.08 ]
[  epoch 0025/0040] 3490/4800, lr:2.5e-05 ∣ avg_100 : 32073.591197 ∣ critic_nllloss : 25686.874414 ∣ critic_ganloss : -118.711201 ∣ generator_nllloss : 5172.957227 ∣ generator_ganloss : 1075.265723 ∣     [  std_z : 0.99  real_sub_fake : 485.40 ]
[  epoch 0025/0040] 3500/4800, lr:2.5e-05 ∣ avg_100 : 32071.963190 ∣ critic_nllloss : 25877.235352 ∣ critic_ganloss : -135.783066 ∣ generator_nllloss : 5059.236328 ∣ generator_ganloss : 1059.776465 ∣     [  std_z : 1.00  real_sub_fake : 510.22 ]
[  epoch 0025/0040] 3510/4800, lr:2.5e-05 ∣ avg_100 : 32073.954635 ∣ critic_nllloss : 25904.200586 ∣ critic_ganloss : -143.464903 ∣ generator_nllloss : 5199.806641 ∣ generator_ganloss : 1086.580713 ∣     [  std_z : 1.00  real_sub_fake : 489.73 ]
[  epoch 0025/0040] 3520/4800, lr:2.5e-05 ∣ avg_100 : 32077.523716 ∣ critic_nllloss : 26124.462891 ∣ critic_ganloss : -101.795085 ∣ generator_nllloss : 5221.903711 ∣ generator_ganloss : 1073.011816 ∣     [  std_z : 1.01  real_sub_fake : 560.17 ]
[  epoch 0025/0040] 3530/4800, lr:2.5e-05 ∣ avg_100 : 32075.763211 ∣ critic_nllloss : 25800.888281 ∣ critic_ganloss : -126.720766 ∣ generator_nllloss : 5171.025781 ∣ generator_ganloss : 1082.018457 ∣     [  std_z : 0.99  real_sub_fake : 386.05 ]
[  epoch 0025/0040] 3540/4800, lr:2.5e-05 ∣ avg_100 : 32078.369408 ∣ critic_nllloss : 25947.322070 ∣ critic_ganloss : -189.434518 ∣ generator_nllloss : 5171.972461 ∣ generator_ganloss : 1043.913184 ∣     [  std_z : 0.99  real_sub_fake : 516.93 ]
[  epoch 0025/0040] 3550/4800, lr:2.5e-05 ∣ avg_100 : 32078.840570 ∣ critic_nllloss : 25997.471680 ∣ critic_ganloss : -180.746817 ∣ generator_nllloss : 5202.783594 ∣ generator_ganloss : 1056.177100 ∣     [  std_z : 0.98  real_sub_fake : 631.73 ]
[  epoch 0025/0040] 3560/4800, lr:2.5e-05 ∣ avg_100 : 32081.825138 ∣ critic_nllloss : 26076.091016 ∣ critic_ganloss : -60.767909 ∣ generator_nllloss : 5246.040625 ∣ generator_ganloss : 1074.302734 ∣  [  std_z : 0.99  real_sub_fake : 538.23 ]
[  epoch 0025/0040] 3570/4800, lr:2.5e-05 ∣ avg_100 : 32082.796850 ∣ critic_nllloss : 25949.064063 ∣ critic_ganloss : -116.797785 ∣ generator_nllloss : 5180.680078 ∣ generator_ganloss : 1108.960840 ∣     [  std_z : 1.00  real_sub_fake : 417.43 ]
[  epoch 0025/0040] 3580/4800, lr:2.5e-05 ∣ avg_100 : 32081.220196 ∣ critic_nllloss : 25835.061719 ∣ critic_ganloss : -158.205476 ∣ generator_nllloss : 5152.392187 ∣ generator_ganloss : 1038.664258 ∣     [  std_z : 0.99  real_sub_fake : 519.27 ]
[  epoch 0025/0040] 3590/4800, lr:2.5e-05 ∣ avg_100 : 32082.346986 ∣ critic_nllloss : 26128.685742 ∣ critic_ganloss : -30.034000 ∣ generator_nllloss : 5207.166992 ∣ generator_ganloss : 1077.094922 ∣  [  std_z : 1.00  real_sub_fake : 389.62 ]
[  epoch 0025/0040] 3600/4800, lr:2.5e-05 ∣ avg_100 : 32081.895321 ∣ critic_nllloss : 25825.694922 ∣ critic_ganloss : -48.190774 ∣ generator_nllloss : 5236.075195 ∣ generator_ganloss : 1107.067383 ∣  [  std_z : 1.00  real_sub_fake : 156.32 ]
[  epoch 0025/0040] 3610/4800, lr:2.5e-05 ∣ avg_100 : 32084.143298 ∣ critic_nllloss : 26047.727734 ∣ critic_ganloss : -63.802105 ∣ generator_nllloss : 5229.756836 ∣ generator_ganloss : 1080.546875 ∣  [  std_z : 0.99  real_sub_fake : 202.48 ]
[  epoch 0025/0040] 3620/4800, lr:2.5e-05 ∣ avg_100 : 32087.764407 ∣ critic_nllloss : 26169.366406 ∣ critic_ganloss : -149.256885 ∣ generator_nllloss : 5291.686914 ∣ generator_ganloss : 1035.466602 ∣     [  std_z : 0.99  real_sub_fake : 404.98 ]
[  epoch 0025/0040] 3630/4800, lr:2.5e-05 ∣ avg_100 : 32085.856660 ∣ critic_nllloss : 25899.347461 ∣ critic_ganloss : -167.361494 ∣ generator_nllloss : 5159.359180 ∣ generator_ganloss : 1016.120605 ∣     [  std_z : 0.99  real_sub_fake : 590.79 ]
[  epoch 0025/0040] 3640/4800, lr:2.5e-05 ∣ avg_100 : 32085.014499 ∣ critic_nllloss : 25878.331641 ∣ critic_ganloss : -151.961359 ∣ generator_nllloss : 5189.964258 ∣ generator_ganloss : 1065.809033 ∣     [  std_z : 0.99  real_sub_fake : 520.20 ]
[  epoch 0025/0040] 3650/4800, lr:2.5e-05 ∣ avg_100 : 32083.763221 ∣ critic_nllloss : 25911.696875 ∣ critic_ganloss : -136.353098 ∣ generator_nllloss : 5120.544727 ∣ generator_ganloss : 1065.110254 ∣     [  std_z : 1.00  real_sub_fake : 522.04 ]
[  epoch 0025/0040] 3660/4800, lr:2.5e-05 ∣ avg_100 : 32079.708257 ∣ critic_nllloss : 25978.865234 ∣ critic_ganloss : -109.821581 ∣ generator_nllloss : 5144.065430 ∣ generator_ganloss : 1098.943896 ∣     [  std_z : 1.00  real_sub_fake : 446.37 ]
[  epoch 0025/0040] 3670/4800, lr:2.5e-05 ∣ avg_100 : 32075.919812 ∣ critic_nllloss : 25913.734375 ∣ critic_ganloss : -115.420485 ∣ generator_nllloss : 5130.508008 ∣ generator_ganloss : 1092.104590 ∣     [  std_z : 0.99  real_sub_fake : 424.88 ]
[  epoch 0025/0040] 3680/4800, lr:2.5e-05 ∣ avg_100 : 32076.121940 ∣ critic_nllloss : 25844.915625 ∣ critic_ganloss : -165.423833 ∣ generator_nllloss : 5159.955664 ∣ generator_ganloss : 1081.047998 ∣     [  std_z : 0.99  real_sub_fake : 530.16 ]
[  epoch 0025/0040] 3690/4800, lr:2.5e-05 ∣ avg_100 : 32076.187291 ∣ critic_nllloss : 25916.172070 ∣ critic_ganloss : -168.059140 ∣ generator_nllloss : 5243.465820 ∣ generator_ganloss : 1079.216553 ∣     [  std_z : 1.00  real_sub_fake : 669.66 ]
[  epoch 0025/0040] 3700/4800, lr:2.5e-05 ∣ avg_100 : 32074.174939 ∣ critic_nllloss : 25766.071875 ∣ critic_ganloss : -164.741409 ∣ generator_nllloss : 5106.010156 ∣ generator_ganloss : 1036.519629 ∣     [  std_z : 0.99  real_sub_fake : 722.87 ]
[  epoch 0025/0040] 3710/4800, lr:2.5e-05 ∣ avg_100 : 32073.891772 ∣ critic_nllloss : 25894.106055 ∣ critic_ganloss : -108.593295 ∣ generator_nllloss : 5155.805859 ∣ generator_ganloss : 1093.058105 ∣     [  std_z : 0.99  real_sub_fake : 470.03 ]
[  epoch 0025/0040] 3720/4800, lr:2.5e-05 ∣ avg_100 : 32070.992332 ∣ critic_nllloss : 25665.602930 ∣ critic_ganloss : -138.941045 ∣ generator_nllloss : 5109.526563 ∣ generator_ganloss : 1053.323437 ∣     [  std_z : 0.99  real_sub_fake : 448.64 ]
[  epoch 0025/0040] 3730/4800, lr:2.5e-05 ∣ avg_100 : 32073.650669 ∣ critic_nllloss : 25970.404883 ∣ critic_ganloss : -146.615359 ∣ generator_nllloss : 5275.342188 ∣ generator_ganloss : 1046.196436 ∣     [  std_z : 1.00  real_sub_fake : 490.67 ]
[  epoch 0025/0040] 3740/4800, lr:2.5e-05 ∣ avg_100 : 32073.382023 ∣ critic_nllloss : 26069.129883 ∣ critic_ganloss : -171.213892 ∣ generator_nllloss : 5214.306641 ∣ generator_ganloss : 1037.642969 ∣     [  std_z : 1.00  real_sub_fake : 522.78 ]
[  epoch 0025/0040] 3750/4800, lr:2.5e-05 ∣ avg_100 : 32071.024107 ∣ critic_nllloss : 25706.569531 ∣ critic_ganloss : -203.329520 ∣ generator_nllloss : 5132.148438 ∣ generator_ganloss : 1050.534912 ∣     [  std_z : 1.00  real_sub_fake : 669.66 ]
[  epoch 0025/0040] 3760/4800, lr:2.5e-05 ∣ avg_100 : 32069.529816 ∣ critic_nllloss : 25980.238477 ∣ critic_ganloss : -149.744492 ∣ generator_nllloss : 5104.824219 ∣ generator_ganloss : 1065.286182 ∣     [  std_z : 0.99  real_sub_fake : 687.55 ]
[  epoch 0025/0040] 3770/4800, lr:2.5e-05 ∣ avg_100 : 32070.491433 ∣ critic_nllloss : 26071.808203 ∣ critic_ganloss : -199.237988 ∣ generator_nllloss : 5336.506055 ∣ generator_ganloss : 1061.835596 ∣     [  std_z : 0.99  real_sub_fake : 718.89 ]
[  epoch 0025/0040] 3780/4800, lr:2.5e-05 ∣ avg_100 : 32068.563894 ∣ critic_nllloss : 25961.870898 ∣ critic_ganloss : -154.256303 ∣ generator_nllloss : 5185.453906 ∣ generator_ganloss : 1063.046924 ∣     [  std_z : 0.98  real_sub_fake : 675.40 ]
[  epoch 0025/0040] 3790/4800, lr:2.5e-05 ∣ avg_100 : 32067.133402 ∣ critic_nllloss : 25672.434375 ∣ critic_ganloss : -93.229185 ∣ generator_nllloss : 5194.505664 ∣ generator_ganloss : 1070.466064 ∣  [  std_z : 0.99  real_sub_fake : 443.46 ]
[  epoch 0025/0040] 3800/4800, lr:2.5e-05 ∣ avg_100 : 32067.333029 ∣ critic_nllloss : 26022.533984 ∣ critic_ganloss : -121.799306 ∣ generator_nllloss : 5201.335938 ∣ generator_ganloss : 1066.359229 ∣     [  std_z : 1.00  real_sub_fake : 413.40 ]
[  epoch 0025/0040] 3810/4800, lr:2.5e-05 ∣ avg_100 : 32067.254341 ∣ critic_nllloss : 25991.221289 ∣ critic_ganloss : -121.465301 ∣ generator_nllloss : 5122.466406 ∣ generator_ganloss : 1072.029590 ∣     [  std_z : 1.00  real_sub_fake : 386.28 ]
[  epoch 0025/0040] 3820/4800, lr:2.5e-05 ∣ avg_100 : 32065.820607 ∣ critic_nllloss : 26014.544922 ∣ critic_ganloss : -128.041380 ∣ generator_nllloss : 5191.607227 ∣ generator_ganloss : 1074.903076 ∣     [  std_z : 0.99  real_sub_fake : 438.40 ]
[  epoch 0025/0040] 3830/4800, lr:2.5e-05 ∣ avg_100 : 32067.740067 ∣ critic_nllloss : 25989.564648 ∣ critic_ganloss : -157.671236 ∣ generator_nllloss : 5220.436719 ∣ generator_ganloss : 1072.584619 ∣     [  std_z : 0.98  real_sub_fake : 506.04 ]
[  epoch 0025/0040] 3840/4800, lr:2.5e-05 ∣ avg_100 : 32066.313674 ∣ critic_nllloss : 25875.894922 ∣ critic_ganloss : -144.971157 ∣ generator_nllloss : 5167.461523 ∣ generator_ganloss : 1053.541455 ∣     [  std_z : 0.98  real_sub_fake : 528.59 ]
[  epoch 0025/0040] 3850/4800, lr:2.5e-05 ∣ avg_100 : 32065.010391 ∣ critic_nllloss : 25938.242188 ∣ critic_ganloss : -145.793539 ∣ generator_nllloss : 5186.573047 ∣ generator_ganloss : 1068.947461 ∣     [  std_z : 1.00  real_sub_fake : 633.18 ]
[  epoch 0025/0040] 3860/4800, lr:2.5e-05 ∣ avg_100 : 32062.101557 ∣ critic_nllloss : 25858.025781 ∣ critic_ganloss : -153.207803 ∣ generator_nllloss : 5127.831445 ∣ generator_ganloss : 1047.962891 ∣     [  std_z : 1.00  real_sub_fake : 600.22 ]
[  epoch 0025/0040] 3870/4800, lr:2.5e-05 ∣ avg_100 : 32060.270404 ∣ critic_nllloss : 25932.773242 ∣ critic_ganloss : -102.464621 ∣ generator_nllloss : 5124.345703 ∣ generator_ganloss : 1068.052930 ∣     [  std_z : 1.00  real_sub_fake : 408.08 ]
[  epoch 0025/0040] 3880/4800, lr:2.5e-05 ∣ avg_100 : 32060.798166 ∣ critic_nllloss : 26045.108008 ∣ critic_ganloss : -100.891762 ∣ generator_nllloss : 5198.417578 ∣ generator_ganloss : 1039.629980 ∣     [  std_z : 0.99  real_sub_fake : 411.01 ]
[  epoch 0025/0040] 3890/4800, lr:2.5e-05 ∣ avg_100 : 32062.379681 ∣ critic_nllloss : 26025.406641 ∣ critic_ganloss : -154.639336 ∣ generator_nllloss : 5177.451563 ∣ generator_ganloss : 1025.323145 ∣     [  std_z : 0.99  real_sub_fake : 489.20 ]
[  epoch 0025/0040] 3900/4800, lr:2.5e-05 ∣ avg_100 : 32062.653648 ∣ critic_nllloss : 26165.562891 ∣ critic_ganloss : -140.378418 ∣ generator_nllloss : 5332.832031 ∣ generator_ganloss : 1039.437451 ∣     [  std_z : 0.99  real_sub_fake : 537.55 ]
[  epoch 0025/0040] 3910/4800, lr:2.5e-05 ∣ avg_100 : 32062.674994 ∣ critic_nllloss : 25912.833594 ∣ critic_ganloss : -121.062608 ∣ generator_nllloss : 5237.990234 ∣ generator_ganloss : 1046.763672 ∣     [  std_z : 0.99  real_sub_fake : 527.66 ]
[  epoch 0025/0040] 3920/4800, lr:2.5e-05 ∣ avg_100 : 32064.640370 ∣ critic_nllloss : 26125.509766 ∣ critic_ganloss : -131.635110 ∣ generator_nllloss : 5325.451563 ∣ generator_ganloss : 1048.338965 ∣     [  std_z : 1.00  real_sub_fake : 489.69 ]
[  epoch 0025/0040] 3930/4800, lr:2.5e-05 ∣ avg_100 : 32065.672216 ∣ critic_nllloss : 26205.993359 ∣ critic_ganloss : -128.638634 ∣ generator_nllloss : 5297.410156 ∣ generator_ganloss : 1040.629980 ∣     [  std_z : 1.00  real_sub_fake : 478.41 ]
[  epoch 0025/0040] 3940/4800, lr:2.5e-05 ∣ avg_100 : 32066.152404 ∣ critic_nllloss : 26009.096094 ∣ critic_ganloss : -114.842162 ∣ generator_nllloss : 5189.201953 ∣ generator_ganloss : 1065.419678 ∣     [  std_z : 1.00  real_sub_fake : 445.19 ]
[  epoch 0025/0040] 3950/4800, lr:2.5e-05 ∣ avg_100 : 32067.602412 ∣ critic_nllloss : 25987.643164 ∣ critic_ganloss : -113.620576 ∣ generator_nllloss : 5145.491797 ∣ generator_ganloss : 1067.914502 ∣     [  std_z : 0.99  real_sub_fake : 436.97 ]
[  epoch 0025/0040] 3960/4800, lr:2.5e-05 ∣ avg_100 : 32062.496979 ∣ critic_nllloss : 25832.950000 ∣ critic_ganloss : -152.801942 ∣ generator_nllloss : 5196.300781 ∣ generator_ganloss : 1041.413037 ∣     [  std_z : 0.99  real_sub_fake : 491.05 ]
[  epoch 0025/0040] 3970/4800, lr:2.5e-05 ∣ avg_100 : 32065.297947 ∣ critic_nllloss : 26077.442578 ∣ critic_ganloss : -167.796832 ∣ generator_nllloss : 5269.728906 ∣ generator_ganloss : 1049.681396 ∣     [  std_z : 0.99  real_sub_fake : 555.72 ]
[  epoch 0025/0040] 3980/4800, lr:2.5e-05 ∣ avg_100 : 32066.523457 ∣ critic_nllloss : 25921.211914 ∣ critic_ganloss : -110.944055 ∣ generator_nllloss : 5257.028711 ∣ generator_ganloss : 1073.616406 ∣     [  std_z : 1.00  real_sub_fake : 516.55 ]
[  epoch 0025/0040] 3990/4800, lr:2.5e-05 ∣ avg_100 : 32062.467556 ∣ critic_nllloss : 25635.684961 ∣ critic_ganloss : -147.467011 ∣ generator_nllloss : 5122.681445 ∣ generator_ganloss : 1057.292578 ∣     [  std_z : 0.99  real_sub_fake : 501.52 ]
[  epoch 0025/0040] 4000/4800, lr:2.5e-05 ∣ avg_100 : 32060.084658 ∣ critic_nllloss : 25993.445312 ∣ critic_ganloss : -155.612798 ∣ generator_nllloss : 5132.236719 ∣ generator_ganloss : 1069.959326 ∣     [  std_z : 0.99  real_sub_fake : 513.55 ]
[  epoch 0025/0040] 4010/4800, lr:2.5e-05 ∣ avg_100 : 32060.818110 ∣ critic_nllloss : 25871.826367 ∣ critic_ganloss : -134.059947 ∣ generator_nllloss : 5283.867773 ∣ generator_ganloss : 1076.771973 ∣     [  std_z : 0.99  real_sub_fake : 501.18 ]
[  epoch 0025/0040] 4020/4800, lr:2.5e-05 ∣ avg_100 : 32061.709685 ∣ critic_nllloss : 25981.043555 ∣ critic_ganloss : -141.032348 ∣ generator_nllloss : 5257.464453 ∣ generator_ganloss : 1057.466260 ∣     [  std_z : 0.99  real_sub_fake : 518.27 ]
[  epoch 0025/0040] 4030/4800, lr:2.5e-05 ∣ avg_100 : 32062.839930 ∣ critic_nllloss : 26056.988281 ∣ critic_ganloss : -116.066826 ∣ generator_nllloss : 5330.589063 ∣ generator_ganloss : 1063.706934 ∣     [  std_z : 0.99  real_sub_fake : 507.98 ]
[  epoch 0025/0040] 4040/4800, lr:2.5e-05 ∣ avg_100 : 32064.089690 ∣ critic_nllloss : 25909.949414 ∣ critic_ganloss : -74.048516 ∣ generator_nllloss : 5154.809961 ∣ generator_ganloss : 1077.807568 ∣  [  std_z : 0.99  real_sub_fake : 384.13 ]
[  epoch 0025/0040] 4050/4800, lr:2.5e-05 ∣ avg_100 : 32062.918842 ∣ critic_nllloss : 25837.842773 ∣ critic_ganloss : -112.388455 ∣ generator_nllloss : 5151.734961 ∣ generator_ganloss : 1062.349414 ∣     [  std_z : 0.99  real_sub_fake : 357.60 ]
[  epoch 0025/0040] 4060/4800, lr:2.5e-05 ∣ avg_100 : 32067.775098 ∣ critic_nllloss : 26270.487305 ∣ critic_ganloss : -150.871239 ∣ generator_nllloss : 5270.141406 ∣ generator_ganloss : 1057.365576 ∣     [  std_z : 0.99  real_sub_fake : 454.56 ]
[  epoch 0025/0040] 4070/4800, lr:2.5e-05 ∣ avg_100 : 32067.197226 ∣ critic_nllloss : 25834.606641 ∣ critic_ganloss : -144.333498 ∣ generator_nllloss : 5137.378125 ∣ generator_ganloss : 1060.893604 ∣     [  std_z : 0.99  real_sub_fake : 510.74 ]
[  epoch 0025/0040] 4080/4800, lr:2.5e-05 ∣ avg_100 : 32064.764625 ∣ critic_nllloss : 25764.408203 ∣ critic_ganloss : -150.175563 ∣ generator_nllloss : 5145.577148 ∣ generator_ganloss : 1068.115771 ∣     [  std_z : 1.00  real_sub_fake : 532.18 ]
[  epoch 0025/0040] 4090/4800, lr:2.5e-05 ∣ avg_100 : 32066.555316 ∣ critic_nllloss : 25949.794336 ∣ critic_ganloss : -180.750546 ∣ generator_nllloss : 5210.590625 ∣ generator_ganloss : 1071.083594 ∣     [  std_z : 1.00  real_sub_fake : 574.46 ]
[  epoch 0025/0040] 4100/4800, lr:2.5e-05 ∣ avg_100 : 32068.930005 ∣ critic_nllloss : 25969.343555 ∣ critic_ganloss : -90.157127 ∣ generator_nllloss : 5114.819922 ∣ generator_ganloss : 1076.976221 ∣  [  std_z : 0.99  real_sub_fake : 511.31 ]
[  epoch 0025/0040] 4110/4800, lr:2.5e-05 ∣ avg_100 : 32066.722106 ∣ critic_nllloss : 25967.359961 ∣ critic_ganloss : -129.682468 ∣ generator_nllloss : 5166.843164 ∣ generator_ganloss : 1089.635059 ∣     [  std_z : 0.99  real_sub_fake : 461.35 ]
[  epoch 0025/0040] 4120/4800, lr:2.5e-05 ∣ avg_100 : 32065.594824 ∣ critic_nllloss : 25866.613281 ∣ critic_ganloss : -152.341661 ∣ generator_nllloss : 5237.372656 ∣ generator_ganloss : 1040.157568 ∣     [  std_z : 0.99  real_sub_fake : 620.54 ]
[  epoch 0025/0040] 4130/4800, lr:2.5e-05 ∣ avg_100 : 32065.711703 ∣ critic_nllloss : 25776.703320 ∣ critic_ganloss : -136.796643 ∣ generator_nllloss : 5226.304297 ∣ generator_ganloss : 1093.303613 ∣     [  std_z : 0.98  real_sub_fake : 504.88 ]
[  epoch 0025/0040] 4140/4800, lr:2.5e-05 ∣ avg_100 : 32066.354201 ∣ critic_nllloss : 26044.784961 ∣ critic_ganloss : -167.892928 ∣ generator_nllloss : 5117.763477 ∣ generator_ganloss : 1087.795020 ∣     [  std_z : 0.98  real_sub_fake : 501.29 ]
[  epoch 0025/0040] 4150/4800, lr:2.5e-05 ∣ avg_100 : 32064.064023 ∣ critic_nllloss : 25894.666016 ∣ critic_ganloss : -199.004305 ∣ generator_nllloss : 5180.315820 ∣ generator_ganloss : 1056.726562 ∣     [  std_z : 0.99  real_sub_fake : 653.87 ]
[  epoch 0025/0040] 4160/4800, lr:2.5e-05 ∣ avg_100 : 32066.393658 ∣ critic_nllloss : 26055.798828 ∣ critic_ganloss : -108.848639 ∣ generator_nllloss : 5142.648828 ∣ generator_ganloss : 1084.831836 ∣     [  std_z : 0.99  real_sub_fake : 540.64 ]
[  epoch 0025/0040] 4170/4800, lr:2.5e-05 ∣ avg_100 : 32068.142438 ∣ critic_nllloss : 25749.697266 ∣ critic_ganloss : -93.592201 ∣ generator_nllloss : 5171.192187 ∣ generator_ganloss : 1057.246533 ∣  [  std_z : 1.00  real_sub_fake : 491.23 ]
[  epoch 0025/0040] 4180/4800, lr:2.5e-05 ∣ avg_100 : 32070.162106 ∣ critic_nllloss : 25878.868945 ∣ critic_ganloss : -64.500578 ∣ generator_nllloss : 5190.052930 ∣ generator_ganloss : 1093.324414 ∣  [  std_z : 0.99  real_sub_fake : 351.67 ]
[  epoch 0025/0040] 4190/4800, lr:2.5e-05 ∣ avg_100 : 32071.044344 ∣ critic_nllloss : 26100.270508 ∣ critic_ganloss : -136.662919 ∣ generator_nllloss : 5283.375781 ∣ generator_ganloss : 1086.106787 ∣     [  std_z : 0.99  real_sub_fake : 351.28 ]
[  epoch 0025/0040] 4200/4800, lr:2.5e-05 ∣ avg_100 : 32070.966068 ∣ critic_nllloss : 26030.091016 ∣ critic_ganloss : -140.707830 ∣ generator_nllloss : 5167.526953 ∣ generator_ganloss : 1048.576709 ∣     [  std_z : 0.99  real_sub_fake : 477.48 ]
[  epoch 0025/0040] 4210/4800, lr:2.5e-05 ∣ avg_100 : 32072.716363 ∣ critic_nllloss : 25903.785742 ∣ critic_ganloss : -127.009471 ∣ generator_nllloss : 5147.667969 ∣ generator_ganloss : 1079.761133 ∣     [  std_z : 0.99  real_sub_fake : 463.51 ]
[  epoch 0025/0040] 4220/4800, lr:2.5e-05 ∣ avg_100 : 32074.377077 ∣ critic_nllloss : 26102.694336 ∣ critic_ganloss : -142.033371 ∣ generator_nllloss : 5265.367773 ∣ generator_ganloss : 1076.352100 ∣     [  std_z : 0.99  real_sub_fake : 508.73 ]
[  epoch 0025/0040] 4230/4800, lr:2.5e-05 ∣ avg_100 : 32075.115554 ∣ critic_nllloss : 26003.560156 ∣ critic_ganloss : -163.659373 ∣ generator_nllloss : 5231.776172 ∣ generator_ganloss : 1062.755566 ∣     [  std_z : 0.99  real_sub_fake : 573.43 ]
[  epoch 0025/0040] 4240/4800, lr:2.5e-05 ∣ avg_100 : 32072.003565 ∣ critic_nllloss : 25935.691797 ∣ critic_ganloss : -135.770180 ∣ generator_nllloss : 5120.977930 ∣ generator_ganloss : 1066.749609 ∣     [  std_z : 1.00  real_sub_fake : 564.08 ]
[  epoch 0025/0040] 4250/4800, lr:2.5e-05 ∣ avg_100 : 32071.328946 ∣ critic_nllloss : 25859.213672 ∣ critic_ganloss : -152.469899 ∣ generator_nllloss : 5152.785742 ∣ generator_ganloss : 1080.547266 ∣     [  std_z : 1.00  real_sub_fake : 495.68 ]
[  epoch 0025/0040] 4260/4800, lr:2.5e-05 ∣ avg_100 : 32073.643090 ∣ critic_nllloss : 26118.666992 ∣ critic_ganloss : -126.110581 ∣ generator_nllloss : 5194.794727 ∣ generator_ganloss : 1067.673145 ∣     [  std_z : 0.99  real_sub_fake : 472.98 ]
[  epoch 0025/0040] 4270/4800, lr:2.5e-05 ∣ avg_100 : 32070.994417 ∣ critic_nllloss : 25816.958789 ∣ critic_ganloss : -113.624787 ∣ generator_nllloss : 5065.147461 ∣ generator_ganloss : 1066.204199 ∣     [  std_z : 0.98  real_sub_fake : 440.46 ]
[  epoch 0025/0040] 4280/4800, lr:2.5e-05 ∣ avg_100 : 32069.512105 ∣ critic_nllloss : 25971.657617 ∣ critic_ganloss : -117.281483 ∣ generator_nllloss : 5191.179883 ∣ generator_ganloss : 1072.455811 ∣     [  std_z : 0.99  real_sub_fake : 437.49 ]
[  epoch 0025/0040] 4290/4800, lr:2.5e-05 ∣ avg_100 : 32071.247115 ∣ critic_nllloss : 26020.024609 ∣ critic_ganloss : -126.766188 ∣ generator_nllloss : 5219.943750 ∣ generator_ganloss : 1050.805811 ∣     [  std_z : 1.01  real_sub_fake : 426.72 ]
[  epoch 0025/0040] 4300/4800, lr:2.5e-05 ∣ avg_100 : 32068.436548 ∣ critic_nllloss : 25948.212695 ∣ critic_ganloss : -162.844836 ∣ generator_nllloss : 5132.631250 ∣ generator_ganloss : 1060.751367 ∣     [  std_z : 1.01  real_sub_fake : 634.59 ]
[  epoch 0025/0040] 4310/4800, lr:2.5e-05 ∣ avg_100 : 32064.148437 ∣ critic_nllloss : 25582.528125 ∣ critic_ganloss : -130.249327 ∣ generator_nllloss : 5106.195703 ∣ generator_ganloss : 1082.706885 ∣     [  std_z : 0.99  real_sub_fake : 502.92 ]
[  epoch 0025/0040] 4320/4800, lr:2.5e-05 ∣ avg_100 : 32059.892444 ∣ critic_nllloss : 25695.749414 ∣ critic_ganloss : -116.020436 ∣ generator_nllloss : 5063.037109 ∣ generator_ganloss : 1076.546875 ∣     [  std_z : 0.99  real_sub_fake : 611.90 ]
[  epoch 0025/0040] 4330/4800, lr:2.5e-05 ∣ avg_100 : 32059.856583 ∣ critic_nllloss : 26141.704688 ∣ critic_ganloss : -134.069539 ∣ generator_nllloss : 5191.242578 ∣ generator_ganloss : 1082.936328 ∣     [  std_z : 0.99  real_sub_fake : 451.53 ]
[  epoch 0025/0040] 4340/4800, lr:2.5e-05 ∣ avg_100 : 32056.831109 ∣ critic_nllloss : 25763.735547 ∣ critic_ganloss : -89.734986 ∣ generator_nllloss : 5078.915625 ∣ generator_ganloss : 1069.517773 ∣  [  std_z : 1.00  real_sub_fake : 380.30 ]
[  epoch 0025/0040] 4350/4800, lr:2.5e-05 ∣ avg_100 : 32060.957142 ∣ critic_nllloss : 25987.502930 ∣ critic_ganloss : -126.731641 ∣ generator_nllloss : 5190.561719 ∣ generator_ganloss : 1063.983740 ∣     [  std_z : 1.00  real_sub_fake : 400.59 ]
[  epoch 0025/0040] 4360/4800, lr:2.5e-05 ∣ avg_100 : 32059.375883 ∣ critic_nllloss : 25689.745703 ∣ critic_ganloss : -146.429781 ∣ generator_nllloss : 5249.511328 ∣ generator_ganloss : 1041.147900 ∣     [  std_z : 0.99  real_sub_fake : 539.61 ]
[  epoch 0025/0040] 4370/4800, lr:2.5e-05 ∣ avg_100 : 32056.504533 ∣ critic_nllloss : 25951.579492 ∣ critic_ganloss : -111.480435 ∣ generator_nllloss : 5279.093359 ∣ generator_ganloss : 1073.373047 ∣     [  std_z : 0.99  real_sub_fake : 438.49 ]
[  epoch 0025/0040] 4380/4800, lr:2.5e-05 ∣ avg_100 : 32061.957561 ∣ critic_nllloss : 26244.318164 ∣ critic_ganloss : -147.881853 ∣ generator_nllloss : 5238.205273 ∣ generator_ganloss : 1070.124609 ∣     [  std_z : 0.98  real_sub_fake : 476.65 ]
[  epoch 0025/0040] 4390/4800, lr:2.5e-05 ∣ avg_100 : 32064.048794 ∣ critic_nllloss : 25976.650000 ∣ critic_ganloss : -146.623708 ∣ generator_nllloss : 5063.921289 ∣ generator_ganloss : 1055.784180 ∣     [  std_z : 0.99  real_sub_fake : 534.76 ]
[  epoch 0025/0040] 4400/4800, lr:2.5e-05 ∣ avg_100 : 32060.845158 ∣ critic_nllloss : 25987.669336 ∣ critic_ganloss : -190.599983 ∣ generator_nllloss : 5184.321680 ∣ generator_ganloss : 1051.752588 ∣     [  std_z : 1.00  real_sub_fake : 597.45 ]
[  epoch 0025/0040] 4410/4800, lr:2.5e-05 ∣ avg_100 : 32060.335138 ∣ critic_nllloss : 26099.507422 ∣ critic_ganloss : -129.522807 ∣ generator_nllloss : 5109.900781 ∣ generator_ganloss : 1072.500879 ∣     [  std_z : 1.00  real_sub_fake : 630.39 ]
[  epoch 0025/0040] 4420/4800, lr:2.5e-05 ∣ avg_100 : 32058.535969 ∣ critic_nllloss : 25887.243945 ∣ critic_ganloss : -181.162415 ∣ generator_nllloss : 5138.945898 ∣ generator_ganloss : 1069.428516 ∣     [  std_z : 0.99  real_sub_fake : 626.10 ]
[  epoch 0025/0040] 4430/4800, lr:2.5e-05 ∣ avg_100 : 32060.628029 ∣ critic_nllloss : 26107.565625 ∣ critic_ganloss : -143.767166 ∣ generator_nllloss : 5178.624805 ∣ generator_ganloss : 1089.900830 ∣     [  std_z : 0.98  real_sub_fake : 557.56 ]
[  epoch 0025/0040] 4440/4800, lr:2.5e-05 ∣ avg_100 : 32063.455210 ∣ critic_nllloss : 26097.849414 ∣ critic_ganloss : -125.696635 ∣ generator_nllloss : 5251.323438 ∣ generator_ganloss : 1085.197559 ∣     [  std_z : 0.98  real_sub_fake : 614.03 ]
[  epoch 0025/0040] 4450/4800, lr:2.5e-05 ∣ avg_100 : 32065.343574 ∣ critic_nllloss : 25985.203516 ∣ critic_ganloss : -121.005780 ∣ generator_nllloss : 5207.542578 ∣ generator_ganloss : 1109.032031 ∣     [  std_z : 0.98  real_sub_fake : 437.18 ]
[  epoch 0025/0040] 4460/4800, lr:2.5e-05 ∣ avg_100 : 32066.051976 ∣ critic_nllloss : 25847.264648 ∣ critic_ganloss : -145.640358 ∣ generator_nllloss : 5276.397656 ∣ generator_ganloss : 1061.133740 ∣     [  std_z : 0.99  real_sub_fake : 498.30 ]
[  epoch 0025/0040] 4470/4800, lr:2.5e-05 ∣ avg_100 : 32058.515021 ∣ critic_nllloss : 25686.736133 ∣ critic_ganloss : -119.366148 ∣ generator_nllloss : 5032.291406 ∣ generator_ganloss : 1067.555469 ∣     [  std_z : 1.00  real_sub_fake : 496.04 ]
[  epoch 0025/0040] 4480/4800, lr:2.5e-05 ∣ avg_100 : 32057.656268 ∣ critic_nllloss : 25711.175000 ∣ critic_ganloss : -128.726496 ∣ generator_nllloss : 5138.813867 ∣ generator_ganloss : 1054.725830 ∣     [  std_z : 1.00  real_sub_fake : 436.08 ]
[  epoch 0025/0040] 4490/4800, lr:2.5e-05 ∣ avg_100 : 32062.884482 ∣ critic_nllloss : 26186.412109 ∣ critic_ganloss : -137.421480 ∣ generator_nllloss : 5247.241797 ∣ generator_ganloss : 1042.975098 ∣     [  std_z : 1.00  real_sub_fake : 548.45 ]
[  epoch 0025/0040] 4500/4800, lr:2.5e-05 ∣ avg_100 : 32066.043101 ∣ critic_nllloss : 26010.768555 ∣ critic_ganloss : -122.801879 ∣ generator_nllloss : 5228.046094 ∣ generator_ganloss : 1060.314209 ∣     [  std_z : 1.00  real_sub_fake : 448.42 ]
[  epoch 0025/0040] 4510/4800, lr:2.5e-05 ∣ avg_100 : 32067.584655 ∣ critic_nllloss : 26084.659766 ∣ critic_ganloss : -166.208231 ∣ generator_nllloss : 5229.903516 ∣ generator_ganloss : 1052.923438 ∣     [  std_z : 0.99  real_sub_fake : 587.61 ]
[  epoch 0025/0040] 4520/4800, lr:2.5e-05 ∣ avg_100 : 32064.790049 ∣ critic_nllloss : 25953.334961 ∣ critic_ganloss : -184.687643 ∣ generator_nllloss : 5227.470508 ∣ generator_ganloss : 1042.004883 ∣     [  std_z : 0.98  real_sub_fake : 609.01 ]
[  epoch 0025/0040] 4530/4800, lr:2.5e-05 ∣ avg_100 : 32065.503228 ∣ critic_nllloss : 26008.340820 ∣ critic_ganloss : -172.755174 ∣ generator_nllloss : 5103.147266 ∣ generator_ganloss : 1059.796777 ∣     [  std_z : 0.98  real_sub_fake : 667.49 ]
[  epoch 0025/0040] 4540/4800, lr:2.5e-05 ∣ avg_100 : 32065.241386 ∣ critic_nllloss : 25883.241797 ∣ critic_ganloss : -179.048750 ∣ generator_nllloss : 5186.494141 ∣ generator_ganloss : 1056.901758 ∣     [  std_z : 1.00  real_sub_fake : 706.61 ]
[  epoch 0025/0040] 4550/4800, lr:2.5e-05 ∣ avg_100 : 32064.734778 ∣ critic_nllloss : 25987.539844 ∣ critic_ganloss : -197.472925 ∣ generator_nllloss : 5168.894336 ∣ generator_ganloss : 1066.063525 ∣     [  std_z : 1.01  real_sub_fake : 766.55 ]
[  epoch 0025/0040] 4560/4800, lr:2.5e-05 ∣ avg_100 : 32060.041465 ∣ critic_nllloss : 25791.723047 ∣ critic_ganloss : -141.934807 ∣ generator_nllloss : 5141.829883 ∣ generator_ganloss : 1074.717090 ∣     [  std_z : 1.00  real_sub_fake : 627.31 ]
[  epoch 0025/0040] 4570/4800, lr:2.5e-05 ∣ avg_100 : 32056.716162 ∣ critic_nllloss : 25801.392773 ∣ critic_ganloss : -135.362553 ∣ generator_nllloss : 5048.584180 ∣ generator_ganloss : 1074.762451 ∣     [  std_z : 0.99  real_sub_fake : 482.93 ]
[  epoch 0025/0040] 4580/4800, lr:2.5e-05 ∣ avg_100 : 32057.010093 ∣ critic_nllloss : 25843.244922 ∣ critic_ganloss : -122.201987 ∣ generator_nllloss : 5107.070508 ∣ generator_ganloss : 1069.192383 ∣     [  std_z : 0.98  real_sub_fake : 488.06 ]
[  epoch 0025/0040] 4590/4800, lr:2.5e-05 ∣ avg_100 : 32053.151026 ∣ critic_nllloss : 25871.955664 ∣ critic_ganloss : -148.303445 ∣ generator_nllloss : 5195.986719 ∣ generator_ganloss : 1077.368018 ∣     [  std_z : 0.99  real_sub_fake : 514.41 ]
[  epoch 0025/0040] 4600/4800, lr:2.5e-05 ∣ avg_100 : 32049.946103 ∣ critic_nllloss : 25714.565820 ∣ critic_ganloss : -138.071440 ∣ generator_nllloss : 5153.557617 ∣ generator_ganloss : 1070.102441 ∣     [  std_z : 1.00  real_sub_fake : 462.20 ]
[  epoch 0025/0040] 4610/4800, lr:2.5e-05 ∣ avg_100 : 32047.013066 ∣ critic_nllloss : 25940.081641 ∣ critic_ganloss : -129.379776 ∣ generator_nllloss : 5121.975195 ∣ generator_ganloss : 1068.248535 ∣     [  std_z : 1.00  real_sub_fake : 487.73 ]
[  epoch 0025/0040] 4620/4800, lr:2.5e-05 ∣ avg_100 : 32044.052067 ∣ critic_nllloss : 26010.445898 ∣ critic_ganloss : -131.220747 ∣ generator_nllloss : 5092.700977 ∣ generator_ganloss : 1079.236963 ∣     [  std_z : 1.00  real_sub_fake : 503.08 ]
[  epoch 0025/0040] 4630/4800, lr:2.5e-05 ∣ avg_100 : 32048.718444 ∣ critic_nllloss : 26164.721680 ∣ critic_ganloss : -173.254694 ∣ generator_nllloss : 5335.802539 ∣ generator_ganloss : 1046.833936 ∣     [  std_z : 1.00  real_sub_fake : 615.91 ]
[  epoch 0025/0040] 4640/4800, lr:2.5e-05 ∣ avg_100 : 32048.557775 ∣ critic_nllloss : 26020.801563 ∣ critic_ganloss : -207.066096 ∣ generator_nllloss : 5096.060156 ∣ generator_ganloss : 1056.281104 ∣     [  std_z : 0.98  real_sub_fake : 667.30 ]
[  epoch 0025/0040] 4650/4800, lr:2.5e-05 ∣ avg_100 : 32054.085035 ∣ critic_nllloss : 26366.992969 ∣ critic_ganloss : -150.987993 ∣ generator_nllloss : 5217.527734 ∣ generator_ganloss : 1080.191992 ∣     [  std_z : 0.98  real_sub_fake : 642.62 ]
[  epoch 0025/0040] 4660/4800, lr:2.5e-05 ∣ avg_100 : 32054.668853 ∣ critic_nllloss : 26048.858008 ∣ critic_ganloss : -130.069035 ∣ generator_nllloss : 5177.550195 ∣ generator_ganloss : 1074.095605 ∣     [  std_z : 0.99  real_sub_fake : 551.86 ]
[  epoch 0025/0040] 4670/4800, lr:2.5e-05 ∣ avg_100 : 32053.798167 ∣ critic_nllloss : 25869.292578 ∣ critic_ganloss : -136.728390 ∣ generator_nllloss : 5124.420898 ∣ generator_ganloss : 1076.872852 ∣     [  std_z : 1.01  real_sub_fake : 428.53 ]
[  epoch 0025/0040] 4680/4800, lr:2.5e-05 ∣ avg_100 : 32056.761906 ∣ critic_nllloss : 26059.786914 ∣ critic_ganloss : -103.180025 ∣ generator_nllloss : 5174.420313 ∣ generator_ganloss : 1085.842139 ∣     [  std_z : 1.00  real_sub_fake : 466.87 ]
[  epoch 0025/0040] 4690/4800, lr:2.5e-05 ∣ avg_100 : 32056.271142 ∣ critic_nllloss : 25913.120898 ∣ critic_ganloss : -141.116327 ∣ generator_nllloss : 5169.030859 ∣ generator_ganloss : 1080.683496 ∣     [  std_z : 0.99  real_sub_fake : 485.61 ]
[  epoch 0025/0040] 4700/4800, lr:2.5e-05 ∣ avg_100 : 32057.549598 ∣ critic_nllloss : 25796.055469 ∣ critic_ganloss : -120.584257 ∣ generator_nllloss : 5138.699609 ∣ generator_ganloss : 1057.535059 ∣     [  std_z : 0.99  real_sub_fake : 547.16 ]
[  epoch 0025/0040] 4710/4800, lr:2.5e-05 ∣ avg_100 : 32057.427858 ∣ critic_nllloss : 26004.705078 ∣ critic_ganloss : -163.995274 ∣ generator_nllloss : 5113.660937 ∣ generator_ganloss : 1067.831982 ∣     [  std_z : 0.99  real_sub_fake : 511.47 ]
[  epoch 0025/0040] 4720/4800, lr:2.5e-05 ∣ avg_100 : 32063.830052 ∣ critic_nllloss : 26172.650000 ∣ critic_ganloss : -129.198257 ∣ generator_nllloss : 5226.214453 ∣ generator_ganloss : 1060.065088 ∣     [  std_z : 0.99  real_sub_fake : 508.71 ]
[  epoch 0025/0040] 4730/4800, lr:2.5e-05 ∣ avg_100 : 32058.516892 ∣ critic_nllloss : 25598.493750 ∣ critic_ganloss : -145.076327 ∣ generator_nllloss : 5121.546094 ∣ generator_ganloss : 1039.048584 ∣     [  std_z : 0.99  real_sub_fake : 515.00 ]
[  epoch 0025/0040] 4740/4800, lr:2.5e-05 ∣ avg_100 : 32055.723753 ∣ critic_nllloss : 25776.528516 ∣ critic_ganloss : -155.151366 ∣ generator_nllloss : 5195.725586 ∣ generator_ganloss : 1053.448975 ∣     [  std_z : 0.99  real_sub_fake : 550.75 ]
[  epoch 0025/0040] 4750/4800, lr:2.5e-05 ∣ avg_100 : 32060.803103 ∣ critic_nllloss : 26043.868750 ∣ critic_ganloss : -157.028728 ∣ generator_nllloss : 5256.784375 ∣ generator_ganloss : 1050.233936 ∣     [  std_z : 0.99  real_sub_fake : 587.72 ]
[  epoch 0025/0040] 4760/4800, lr:2.5e-05 ∣ avg_100 : 32061.983589 ∣ critic_nllloss : 25923.447070 ∣ critic_ganloss : -122.948056 ∣ generator_nllloss : 5240.876758 ∣ generator_ganloss : 1077.277246 ∣     [  std_z : 0.99  real_sub_fake : 532.64 ]
[  epoch 0025/0040] 4770/4800, lr:2.5e-05 ∣ avg_100 : 32058.315859 ∣ critic_nllloss : 25801.276758 ∣ critic_ganloss : -100.003565 ∣ generator_nllloss : 5139.003125 ∣ generator_ganloss : 1063.862500 ∣     [  std_z : 0.99  real_sub_fake : 470.65 ]
[  epoch 0025/0040] 4780/4800, lr:2.5e-05 ∣ avg_100 : 32058.811852 ∣ critic_nllloss : 26004.156836 ∣ critic_ganloss : -131.809866 ∣ generator_nllloss : 5168.703711 ∣ generator_ganloss : 1064.664111 ∣     [  std_z : 0.99  real_sub_fake : 419.18 ]
[  epoch 0025/0040] 4790/4800, lr:2.5e-05 ∣ avg_100 : 32061.005801 ∣ critic_nllloss : 26008.864063 ∣ critic_ganloss : -131.602554 ∣ generator_nllloss : 5135.366797 ∣ generator_ganloss : 1050.943457 ∣     [  std_z : 0.99  real_sub_fake : 539.81 ]
[  epoch 0025/0040] 4800/4800, lr:2.5e-05 ∣ avg_100 : 32058.636817 ∣ critic_nllloss : 25840.961328 ∣ critic_ganloss : -166.277938 ∣ generator_nllloss : 5195.339648 ∣ generator_ganloss : 1061.508398 ∣     [  std_z : 1.00  real_sub_fake : 525.33 ]
[    val 025    ] Done! KLD: 0.023659: 0.00416023:42, total: 1 day, 6:23:11                     
[  epoch 0026/0040] 0010/4800, lr:2.5e-05 ∣ avg_100 : 32057.605744 ∣ critic_nllloss : 25884.963477 ∣ critic_ganloss : -161.613963 ∣ generator_nllloss : 5169.485156 ∣ generator_ganloss : 1068.310059 ∣     [  std_z : 1.00  real_sub_fake : 594.00 ]
[  epoch 0026/0040] 0020/4800, lr:2.5e-05 ∣ avg_100 : 32057.775108 ∣ critic_nllloss : 26124.672070 ∣ critic_ganloss : -111.838341 ∣ generator_nllloss : 5085.079297 ∣ generator_ganloss : 1072.037207 ∣     [  std_z : 1.00  real_sub_fake : 607.39 ]
[  epoch 0026/0040] 0030/4800, lr:2.5e-05 ∣ avg_100 : 32058.753467 ∣ critic_nllloss : 26049.758398 ∣ critic_ganloss : -105.866441 ∣ generator_nllloss : 5190.156250 ∣ generator_ganloss : 1088.702393 ∣     [  std_z : 0.99  real_sub_fake : 424.48 ]
[  epoch 0026/0040] 0040/4800, lr:2.5e-05 ∣ avg_100 : 32059.048434 ∣ critic_nllloss : 25876.187695 ∣ critic_ganloss : -91.410866 ∣ generator_nllloss : 5131.009766 ∣ generator_ganloss : 1065.636914 ∣  [  std_z : 0.98  real_sub_fake : 381.95 ]
[  epoch 0026/0040] 0050/4800, lr:2.5e-05 ∣ avg_100 : 32061.694782 ∣ critic_nllloss : 26127.206250 ∣ critic_ganloss : -128.579106 ∣ generator_nllloss : 5248.249219 ∣ generator_ganloss : 1065.727539 ∣     [  std_z : 0.98  real_sub_fake : 423.42 ]
[  epoch 0026/0040] 0060/4800, lr:2.5e-05 ∣ avg_100 : 32064.244685 ∣ critic_nllloss : 25993.496680 ∣ critic_ganloss : -138.679449 ∣ generator_nllloss : 5211.870313 ∣ generator_ganloss : 1068.915088 ∣     [  std_z : 0.99  real_sub_fake : 512.71 ]
[  epoch 0026/0040] 0070/4800, lr:2.5e-05 ∣ avg_100 : 32063.030079 ∣ critic_nllloss : 25800.625000 ∣ critic_ganloss : -133.422858 ∣ generator_nllloss : 5157.819141 ∣ generator_ganloss : 1076.225439 ∣     [  std_z : 1.00  real_sub_fake : 490.90 ]
[  epoch 0026/0040] 0080/4800, lr:2.5e-05 ∣ avg_100 : 32063.119090 ∣ critic_nllloss : 26021.414844 ∣ critic_ganloss : -144.345087 ∣ generator_nllloss : 5238.569727 ∣ generator_ganloss : 1075.525342 ∣     [  std_z : 1.00  real_sub_fake : 554.98 ]
[  epoch 0026/0040] 0090/4800, lr:2.5e-05 ∣ avg_100 : 32060.011964 ∣ critic_nllloss : 25694.104492 ∣ critic_ganloss : -132.321999 ∣ generator_nllloss : 5126.904297 ∣ generator_ganloss : 1074.142676 ∣     [  std_z : 0.98  real_sub_fake : 499.24 ]
[  epoch 0026/0040] 0100/4800, lr:2.5e-05 ∣ avg_100 : 32055.644607 ∣ critic_nllloss : 25875.627148 ∣ critic_ganloss : -88.357297 ∣ generator_nllloss : 5093.921875 ∣ generator_ganloss : 1079.526514 ∣  [  std_z : 0.98  real_sub_fake : 406.84 ]
[  epoch 0026/0040] 0110/4800, lr:2.5e-05 ∣ avg_100 : 32054.206938 ∣ critic_nllloss : 25854.687109 ∣ critic_ganloss : -151.113136 ∣ generator_nllloss : 5174.100391 ∣ generator_ganloss : 1055.083643 ∣     [  std_z : 0.99  real_sub_fake : 451.64 ]
[  epoch 0026/0040] 0120/4800, lr:2.5e-05 ∣ avg_100 : 32051.629510 ∣ critic_nllloss : 25954.077734 ∣ critic_ganloss : -146.348040 ∣ generator_nllloss : 5222.897070 ∣ generator_ganloss : 1079.295557 ∣     [  std_z : 1.00  real_sub_fake : 466.50 ]
[  epoch 0026/0040] 0130/4800, lr:2.5e-05 ∣ avg_100 : 32048.548071 ∣ critic_nllloss : 26011.553906 ∣ critic_ganloss : -171.359612 ∣ generator_nllloss : 5213.549609 ∣ generator_ganloss : 1053.507129 ∣     [  std_z : 1.01  real_sub_fake : 625.76 ]
[  epoch 0026/0040] 0140/4800, lr:2.5e-05 ∣ avg_100 : 32046.759012 ∣ critic_nllloss : 25866.377539 ∣ critic_ganloss : -119.750400 ∣ generator_nllloss : 5134.889258 ∣ generator_ganloss : 1088.453223 ∣     [  std_z : 1.00  real_sub_fake : 495.53 ]
[  epoch 0026/0040] 0150/4800, lr:2.5e-05 ∣ avg_100 : 32045.027555 ∣ critic_nllloss : 25869.977734 ∣ critic_ganloss : -122.198322 ∣ generator_nllloss : 5088.094922 ∣ generator_ganloss : 1078.408838 ∣     [  std_z : 0.99  real_sub_fake : 527.88 ]
[  epoch 0026/0040] 0160/4800, lr:2.5e-05 ∣ avg_100 : 32048.458933 ∣ critic_nllloss : 26127.777344 ∣ critic_ganloss : -147.272251 ∣ generator_nllloss : 5206.407617 ∣ generator_ganloss : 1074.086963 ∣     [  std_z : 0.99  real_sub_fake : 474.36 ]
[  epoch 0026/0040] 0170/4800, lr:2.5e-05 ∣ avg_100 : 32047.412161 ∣ critic_nllloss : 25976.470313 ∣ critic_ganloss : -146.110039 ∣ generator_nllloss : 5226.215039 ∣ generator_ganloss : 1067.803516 ∣     [  std_z : 0.99  real_sub_fake : 518.15 ]
[  epoch 0026/0040] 0180/4800, lr:2.5e-05 ∣ avg_100 : 32046.432860 ∣ critic_nllloss : 25978.816602 ∣ critic_ganloss : -183.822920 ∣ generator_nllloss : 5185.854688 ∣ generator_ganloss : 1062.134521 ∣     [  std_z : 0.99  real_sub_fake : 577.23 ]
[  epoch 0026/0040] 0190/4800, lr:2.5e-05 ∣ avg_100 : 32057.175320 ∣ critic_nllloss : 26427.586133 ∣ critic_ganloss : -90.465004 ∣ generator_nllloss : 5299.801367 ∣ generator_ganloss : 1105.515527 ∣  [  std_z : 1.00  real_sub_fake : 507.03 ]
[  epoch 0026/0040] 0200/4800, lr:2.5e-05 ∣ avg_100 : 32058.660233 ∣ critic_nllloss : 25994.258984 ∣ critic_ganloss : -131.539503 ∣ generator_nllloss : 5260.929492 ∣ generator_ganloss : 1064.870898 ∣     [  std_z : 0.99  real_sub_fake : 479.91 ]
[  epoch 0026/0040] 0210/4800, lr:2.5e-05 ∣ avg_100 : 32059.872251 ∣ critic_nllloss : 26085.663867 ∣ critic_ganloss : -154.881847 ∣ generator_nllloss : 5237.929688 ∣ generator_ganloss : 1050.896191 ∣     [  std_z : 0.99  real_sub_fake : 584.67 ]
[  epoch 0026/0040] 0220/4800, lr:2.5e-05 ∣ avg_100 : 32064.073571 ∣ critic_nllloss : 26266.125391 ∣ critic_ganloss : -135.750194 ∣ generator_nllloss : 5355.087109 ∣ generator_ganloss : 1089.611670 ∣     [  std_z : 0.99  real_sub_fake : 521.19 ]
[  epoch 0026/0040] 0230/4800, lr:2.5e-05 ∣ avg_100 : 32061.151380 ∣ critic_nllloss : 25893.631445 ∣ critic_ganloss : -130.232424 ∣ generator_nllloss : 5213.329297 ∣ generator_ganloss : 1066.269971 ∣     [  std_z : 0.98  real_sub_fake : 496.56 ]
[  epoch 0026/0040] 0240/4800, lr:2.5e-05 ∣ avg_100 : 32059.617891 ∣ critic_nllloss : 25880.630664 ∣ critic_ganloss : -150.980843 ∣ generator_nllloss : 5115.910156 ∣ generator_ganloss : 1069.609570 ∣     [  std_z : 0.99  real_sub_fake : 516.04 ]
[  epoch 0026/0040] 0250/4800, lr:2.5e-05 ∣ avg_100 : 32061.147444 ∣ critic_nllloss : 26029.793750 ∣ critic_ganloss : -165.255014 ∣ generator_nllloss : 5163.167188 ∣ generator_ganloss : 1064.788135 ∣     [  std_z : 0.99  real_sub_fake : 543.60 ]
[  epoch 0026/0040] 0260/4800, lr:2.5e-05 ∣ avg_100 : 32057.798383 ∣ critic_nllloss : 25912.110547 ∣ critic_ganloss : -144.520689 ∣ generator_nllloss : 5262.224609 ∣ generator_ganloss : 1082.402393 ∣     [  std_z : 0.99  real_sub_fake : 526.61 ]
[  epoch 0026/0040] 0270/4800, lr:2.5e-05 ∣ avg_100 : 32061.802607 ∣ critic_nllloss : 26093.751563 ∣ critic_ganloss : -160.186052 ∣ generator_nllloss : 5269.256641 ∣ generator_ganloss : 1086.145215 ∣     [  std_z : 1.00  real_sub_fake : 595.79 ]
[  epoch 0026/0040] 0280/4800, lr:2.5e-05 ∣ avg_100 : 32065.285872 ∣ critic_nllloss : 25950.155469 ∣ critic_ganloss : -122.129312 ∣ generator_nllloss : 5259.494727 ∣ generator_ganloss : 1088.731104 ∣     [  std_z : 1.00  real_sub_fake : 585.71 ]
[  epoch 0026/0040] 0290/4800, lr:2.5e-05 ∣ avg_100 : 32067.344567 ∣ critic_nllloss : 26073.913477 ∣ critic_ganloss : -162.054984 ∣ generator_nllloss : 5238.262891 ∣ generator_ganloss : 1106.466113 ∣     [  std_z : 0.99  real_sub_fake : 502.33 ]
[  epoch 0026/0040] 0300/4800, lr:2.5e-05 ∣ avg_100 : 32069.117358 ∣ critic_nllloss : 26074.522852 ∣ critic_ganloss : -157.189507 ∣ generator_nllloss : 5245.240039 ∣ generator_ganloss : 1085.688281 ∣     [  std_z : 0.98  real_sub_fake : 594.11 ]
[  epoch 0026/0040] 0310/4800, lr:2.5e-05 ∣ avg_100 : 32071.537810 ∣ critic_nllloss : 26193.840820 ∣ critic_ganloss : -170.316087 ∣ generator_nllloss : 5225.066602 ∣ generator_ganloss : 1087.609619 ∣     [  std_z : 0.98  real_sub_fake : 608.76 ]
[  epoch 0026/0040] 0320/4800, lr:2.5e-05 ∣ avg_100 : 32075.539511 ∣ critic_nllloss : 26219.651953 ∣ critic_ganloss : -141.996890 ∣ generator_nllloss : 5224.715430 ∣ generator_ganloss : 1089.601416 ∣     [  std_z : 0.99  real_sub_fake : 591.27 ]
[  epoch 0026/0040] 0330/4800, lr:2.5e-05 ∣ avg_100 : 32075.752302 ∣ critic_nllloss : 25847.528711 ∣ critic_ganloss : -134.251900 ∣ generator_nllloss : 5211.470312 ∣ generator_ganloss : 1056.046582 ∣     [  std_z : 1.00  real_sub_fake : 570.67 ]
[  epoch 0026/0040] 0340/4800, lr:2.5e-05 ∣ avg_100 : 32072.577216 ∣ critic_nllloss : 25765.436328 ∣ critic_ganloss : -126.694606 ∣ generator_nllloss : 5055.847070 ∣ generator_ganloss : 1070.353174 ∣     [  std_z : 1.01  real_sub_fake : 509.40 ]
[  epoch 0026/0040] 0350/4800, lr:2.5e-05 ∣ avg_100 : 32074.157531 ∣ critic_nllloss : 26012.186523 ∣ critic_ganloss : -125.566554 ∣ generator_nllloss : 5128.137891 ∣ generator_ganloss : 1075.977686 ∣     [  std_z : 1.01  real_sub_fake : 463.33 ]
[  epoch 0026/0040] 0360/4800, lr:2.5e-05 ∣ avg_100 : 32074.165879 ∣ critic_nllloss : 25980.187695 ∣ critic_ganloss : -113.629543 ∣ generator_nllloss : 5255.729688 ∣ generator_ganloss : 1052.977881 ∣     [  std_z : 0.99  real_sub_fake : 464.68 ]
[  epoch 0026/0040] 0370/4800, lr:2.5e-05 ∣ avg_100 : 32077.582465 ∣ critic_nllloss : 26004.453711 ∣ critic_ganloss : -59.890035 ∣ generator_nllloss : 5208.732617 ∣ generator_ganloss : 1072.906055 ∣  [  std_z : 0.98  real_sub_fake : 354.84 ]
[  epoch 0026/0040] 0380/4800, lr:2.5e-05 ∣ avg_100 : 32078.127163 ∣ critic_nllloss : 25979.765234 ∣ critic_ganloss : -102.186726 ∣ generator_nllloss : 5196.260156 ∣ generator_ganloss : 1078.376855 ∣     [  std_z : 0.98  real_sub_fake : 320.54 ]
[  epoch 0026/0040] 0390/4800, lr:2.5e-05 ∣ avg_100 : 32074.773271 ∣ critic_nllloss : 25920.925586 ∣ critic_ganloss : -101.318474 ∣ generator_nllloss : 5128.100391 ∣ generator_ganloss : 1049.993408 ∣     [  std_z : 1.00  real_sub_fake : 371.46 ]
[  epoch 0026/0040] 0400/4800, lr:2.5e-05 ∣ avg_100 : 32075.249852 ∣ critic_nllloss : 26066.137695 ∣ critic_ganloss : -115.946680 ∣ generator_nllloss : 5148.848242 ∣ generator_ganloss : 1054.105762 ∣     [  std_z : 1.01  real_sub_fake : 389.44 ]
[  epoch 0026/0040] 0410/4800, lr:2.5e-05 ∣ avg_100 : 32074.282829 ∣ critic_nllloss : 25801.116992 ∣ critic_ganloss : -132.218684 ∣ generator_nllloss : 5202.007031 ∣ generator_ganloss : 1036.597705 ∣     [  std_z : 1.00  real_sub_fake : 464.48 ]
[  epoch 0026/0040] 0420/4800, lr:2.5e-05 ∣ avg_100 : 32070.630249 ∣ critic_nllloss : 25808.902148 ∣ critic_ganloss : -136.793163 ∣ generator_nllloss : 5202.344336 ∣ generator_ganloss : 1062.669531 ∣     [  std_z : 0.99  real_sub_fake : 456.52 ]
[  epoch 0026/0040] 0430/4800, lr:2.5e-05 ∣ avg_100 : 32071.738079 ∣ critic_nllloss : 26166.684766 ∣ critic_ganloss : -160.961115 ∣ generator_nllloss : 5184.263477 ∣ generator_ganloss : 1055.228418 ∣     [  std_z : 0.98  real_sub_fake : 595.06 ]
[  epoch 0026/0040] 0440/4800, lr:2.5e-05 ∣ avg_100 : 32074.003607 ∣ critic_nllloss : 26024.425195 ∣ critic_ganloss : -135.195726 ∣ generator_nllloss : 5259.275391 ∣ generator_ganloss : 1065.697070 ∣     [  std_z : 0.99  real_sub_fake : 542.66 ]
[  epoch 0026/0040] 0450/4800, lr:2.5e-05 ∣ avg_100 : 32077.533088 ∣ critic_nllloss : 26082.805469 ∣ critic_ganloss : -140.269028 ∣ generator_nllloss : 5281.680078 ∣ generator_ganloss : 1068.808301 ∣     [  std_z : 0.99  real_sub_fake : 620.44 ]
[  epoch 0026/0040] 0460/4800, lr:2.5e-05 ∣ avg_100 : 32075.953084 ∣ critic_nllloss : 25946.199023 ∣ critic_ganloss : -120.556147 ∣ generator_nllloss : 5194.024414 ∣ generator_ganloss : 1077.356641 ∣     [  std_z : 0.99  real_sub_fake : 412.70 ]
[  epoch 0026/0040] 0470/4800, lr:2.5e-05 ∣ avg_100 : 32080.205372 ∣ critic_nllloss : 26085.158984 ∣ critic_ganloss : -155.279193 ∣ generator_nllloss : 5266.056250 ∣ generator_ganloss : 1063.978418 ∣     [  std_z : 0.99  real_sub_fake : 544.84 ]
[  epoch 0026/0040] 0480/4800, lr:2.5e-05 ∣ avg_100 : 32081.045678 ∣ critic_nllloss : 26060.492188 ∣ critic_ganloss : -163.006512 ∣ generator_nllloss : 5244.964258 ∣ generator_ganloss : 1059.592480 ∣     [  std_z : 0.99  real_sub_fake : 530.32 ]
[  epoch 0026/0040] 0490/4800, lr:2.5e-05 ∣ avg_100 : 32077.681753 ∣ critic_nllloss : 25760.027344 ∣ critic_ganloss : -150.228714 ∣ generator_nllloss : 5148.389648 ∣ generator_ganloss : 1069.427246 ∣     [  std_z : 1.00  real_sub_fake : 518.48 ]
[  epoch 0026/0040] 0500/4800, lr:2.5e-05 ∣ avg_100 : 32078.955098 ∣ critic_nllloss : 25980.789648 ∣ critic_ganloss : -152.370189 ∣ generator_nllloss : 5213.818750 ∣ generator_ganloss : 1063.846777 ∣     [  std_z : 1.00  real_sub_fake : 557.87 ]
[  epoch 0026/0040] 0510/4800, lr:2.5e-05 ∣ avg_100 : 32081.094984 ∣ critic_nllloss : 25760.037305 ∣ critic_ganloss : -119.697408 ∣ generator_nllloss : 5123.883203 ∣ generator_ganloss : 1090.946875 ∣     [  std_z : 0.99  real_sub_fake : 473.82 ]
[  epoch 0026/0040] 0520/4800, lr:2.5e-05 ∣ avg_100 : 32085.434068 ∣ critic_nllloss : 25933.158789 ∣ critic_ganloss : -131.193748 ∣ generator_nllloss : 5285.120703 ∣ generator_ganloss : 1066.135596 ∣     [  std_z : 1.00  real_sub_fake : 449.51 ]
[  epoch 0026/0040] 0530/4800, lr:2.5e-05 ∣ avg_100 : 32083.467740 ∣ critic_nllloss : 25901.267188 ∣ critic_ganloss : -122.791036 ∣ generator_nllloss : 5230.586328 ∣ generator_ganloss : 1076.118799 ∣     [  std_z : 0.98  real_sub_fake : 517.74 ]
[  epoch 0026/0040] 0540/4800, lr:2.5e-05 ∣ avg_100 : 32082.459785 ∣ critic_nllloss : 25694.999609 ∣ critic_ganloss : -102.230582 ∣ generator_nllloss : 5058.031250 ∣ generator_ganloss : 1070.838135 ∣     [  std_z : 0.98  real_sub_fake : 398.79 ]
[  epoch 0026/0040] 0550/4800, lr:2.5e-05 ∣ avg_100 : 32082.433688 ∣ critic_nllloss : 26038.377930 ∣ critic_ganloss : -135.460419 ∣ generator_nllloss : 5153.499609 ∣ generator_ganloss : 1056.289990 ∣     [  std_z : 0.99  real_sub_fake : 501.73 ]
[  epoch 0026/0040] 0560/4800, lr:2.5e-05 ∣ avg_100 : 32084.893791 ∣ critic_nllloss : 25923.664062 ∣ critic_ganloss : -117.441823 ∣ generator_nllloss : 5185.860937 ∣ generator_ganloss : 1087.902246 ∣     [  std_z : 1.00  real_sub_fake : 466.05 ]
[  epoch 0026/0040] 0570/4800, lr:2.5e-05 ∣ avg_100 : 32084.157636 ∣ critic_nllloss : 25945.831641 ∣ critic_ganloss : -100.002977 ∣ generator_nllloss : 5190.627734 ∣ generator_ganloss : 1082.493555 ∣     [  std_z : 1.00  real_sub_fake : 355.13 ]
[  epoch 0026/0040] 0580/4800, lr:2.5e-05 ∣ avg_100 : 32083.557158 ∣ critic_nllloss : 26155.754492 ∣ critic_ganloss : -138.375711 ∣ generator_nllloss : 5282.690820 ∣ generator_ganloss : 1044.648828 ∣     [  std_z : 1.00  real_sub_fake : 488.91 ]
[  epoch 0026/0040] 0590/4800, lr:2.5e-05 ∣ avg_100 : 32083.983849 ∣ critic_nllloss : 25949.958789 ∣ critic_ganloss : -162.737090 ∣ generator_nllloss : 5142.617383 ∣ generator_ganloss : 1062.561719 ∣     [  std_z : 0.99  real_sub_fake : 498.85 ]
[  epoch 0026/0040] 0600/4800, lr:2.5e-05 ∣ avg_100 : 32086.318661 ∣ critic_nllloss : 26059.253711 ∣ critic_ganloss : -148.265986 ∣ generator_nllloss : 5284.676367 ∣ generator_ganloss : 1070.960791 ∣     [  std_z : 0.99  real_sub_fake : 599.86 ]
[  epoch 0026/0040] 0610/4800, lr:2.5e-05 ∣ avg_100 : 32082.088575 ∣ critic_nllloss : 25632.143555 ∣ critic_ganloss : -121.045706 ∣ generator_nllloss : 5147.283984 ∣ generator_ganloss : 1070.995801 ∣     [  std_z : 1.00  real_sub_fake : 506.97 ]
[  epoch 0026/0040] 0620/4800, lr:2.5e-05 ∣ avg_100 : 32081.460428 ∣ critic_nllloss : 25699.284375 ∣ critic_ganloss : -117.266596 ∣ generator_nllloss : 5192.637695 ∣ generator_ganloss : 1076.985742 ∣     [  std_z : 1.00  real_sub_fake : 527.73 ]
[  epoch 0026/0040] 0630/4800, lr:2.5e-05 ∣ avg_100 : 32081.667165 ∣ critic_nllloss : 25981.966406 ∣ critic_ganloss : -92.331326 ∣ generator_nllloss : 5258.888477 ∣ generator_ganloss : 1104.474219 ∣  [  std_z : 1.00  real_sub_fake : 297.97 ]
[  epoch 0026/0040] 0640/4800, lr:2.5e-05 ∣ avg_100 : 32083.447022 ∣ critic_nllloss : 26232.127734 ∣ critic_ganloss : -84.565097 ∣ generator_nllloss : 5276.624219 ∣ generator_ganloss : 1062.472656 ∣  [  std_z : 0.99  real_sub_fake : 441.44 ]
[  epoch 0026/0040] 0650/4800, lr:2.5e-05 ∣ avg_100 : 32082.663048 ∣ critic_nllloss : 25953.728906 ∣ critic_ganloss : -133.675400 ∣ generator_nllloss : 5207.550391 ∣ generator_ganloss : 1074.771094 ∣     [  std_z : 0.99  real_sub_fake : 371.66 ]
[  epoch 0026/0040] 0660/4800, lr:2.5e-05 ∣ avg_100 : 32085.238667 ∣ critic_nllloss : 26107.221484 ∣ critic_ganloss : -123.352968 ∣ generator_nllloss : 5245.713086 ∣ generator_ganloss : 1067.135986 ∣     [  std_z : 0.99  real_sub_fake : 467.92 ]
[  epoch 0026/0040] 0670/4800, lr:2.5e-05 ∣ avg_100 : 32087.819759 ∣ critic_nllloss : 25867.438477 ∣ critic_ganloss : -167.119614 ∣ generator_nllloss : 5157.247070 ∣ generator_ganloss : 1067.760059 ∣     [  std_z : 0.99  real_sub_fake : 537.16 ]
[  epoch 0026/0040] 0680/4800, lr:2.5e-05 ∣ avg_100 : 32092.776994 ∣ critic_nllloss : 26092.558008 ∣ critic_ganloss : -111.959975 ∣ generator_nllloss : 5209.195312 ∣ generator_ganloss : 1081.918408 ∣     [  std_z : 1.00  real_sub_fake : 556.30 ]
[  epoch 0026/0040] 0690/4800, lr:2.5e-05 ∣ avg_100 : 32086.985448 ∣ critic_nllloss : 25672.443359 ∣ critic_ganloss : -147.493182 ∣ generator_nllloss : 5161.220508 ∣ generator_ganloss : 1073.882227 ∣     [  std_z : 0.99  real_sub_fake : 482.66 ]
[  epoch 0026/0040] 0700/4800, lr:2.5e-05 ∣ avg_100 : 32085.213608 ∣ critic_nllloss : 25772.275195 ∣ critic_ganloss : -113.535915 ∣ generator_nllloss : 5261.454492 ∣ generator_ganloss : 1078.949219 ∣     [  std_z : 0.99  real_sub_fake : 461.87 ]
[  epoch 0026/0040] 0710/4800, lr:2.5e-05 ∣ avg_100 : 32083.537410 ∣ critic_nllloss : 25933.332227 ∣ critic_ganloss : -144.277454 ∣ generator_nllloss : 5167.179492 ∣ generator_ganloss : 1077.424365 ∣     [  std_z : 0.98  real_sub_fake : 473.55 ]
[  epoch 0026/0040] 0720/4800, lr:2.5e-05 ∣ avg_100 : 32079.234907 ∣ critic_nllloss : 25659.164648 ∣ critic_ganloss : -127.853603 ∣ generator_nllloss : 5009.839063 ∣ generator_ganloss : 1066.722363 ∣     [  std_z : 0.99  real_sub_fake : 512.90 ]
[  epoch 0026/0040] 0730/4800, lr:2.5e-05 ∣ avg_100 : 32080.165890 ∣ critic_nllloss : 25940.127344 ∣ critic_ganloss : -124.565675 ∣ generator_nllloss : 5188.439062 ∣ generator_ganloss : 1087.627246 ∣     [  std_z : 1.00  real_sub_fake : 419.44 ]
[  epoch 0026/0040] 0740/4800, lr:2.5e-05 ∣ avg_100 : 32078.966470 ∣ critic_nllloss : 25736.130469 ∣ critic_ganloss : -129.771767 ∣ generator_nllloss : 5149.273438 ∣ generator_ganloss : 1072.014795 ∣     [  std_z : 1.01  real_sub_fake : 506.28 ]
[  epoch 0026/0040] 0750/4800, lr:2.5e-05 ∣ avg_100 : 32079.365259 ∣ critic_nllloss : 25932.736523 ∣ critic_ganloss : -148.026809 ∣ generator_nllloss : 5184.010938 ∣ generator_ganloss : 1096.183057 ∣     [  std_z : 1.00  real_sub_fake : 503.67 ]
[  epoch 0026/0040] 0760/4800, lr:2.5e-05 ∣ avg_100 : 32079.377702 ∣ critic_nllloss : 25828.943945 ∣ critic_ganloss : -213.796774 ∣ generator_nllloss : 5196.961719 ∣ generator_ganloss : 1055.470557 ∣     [  std_z : 0.99  real_sub_fake : 617.13 ]
[  epoch 0026/0040] 0770/4800, lr:2.5e-05 ∣ avg_100 : 32084.916917 ∣ critic_nllloss : 26142.172852 ∣ critic_ganloss : -145.354196 ∣ generator_nllloss : 5248.005859 ∣ generator_ganloss : 1098.473877 ∣     [  std_z : 0.98  real_sub_fake : 671.43 ]
[  epoch 0026/0040] 0780/4800, lr:2.5e-05 ∣ avg_100 : 32087.115418 ∣ critic_nllloss : 25942.074219 ∣ critic_ganloss : -125.782502 ∣ generator_nllloss : 5200.424805 ∣ generator_ganloss : 1100.439355 ∣     [  std_z : 0.99  real_sub_fake : 564.70 ]
[  epoch 0026/0040] 0790/4800, lr:2.5e-05 ∣ avg_100 : 32089.239137 ∣ critic_nllloss : 26089.239648 ∣ critic_ganloss : -131.931890 ∣ generator_nllloss : 5154.229492 ∣ generator_ganloss : 1097.841602 ∣     [  std_z : 0.99  real_sub_fake : 436.87 ]
[  epoch 0026/0040] 0800/4800, lr:2.5e-05 ∣ avg_100 : 32092.753020 ∣ critic_nllloss : 25985.548242 ∣ critic_ganloss : -144.065945 ∣ generator_nllloss : 5234.739844 ∣ generator_ganloss : 1075.320605 ∣     [  std_z : 1.00  real_sub_fake : 573.66 ]
[  epoch 0026/0040] 0810/4800, lr:2.5e-05 ∣ avg_100 : 32089.591266 ∣ critic_nllloss : 25595.460938 ∣ critic_ganloss : -115.357051 ∣ generator_nllloss : 5093.956641 ∣ generator_ganloss : 1110.689697 ∣     [  std_z : 0.99  real_sub_fake : 415.73 ]
[  epoch 0026/0040] 0820/4800, lr:2.5e-05 ∣ avg_100 : 32087.835669 ∣ critic_nllloss : 25781.855078 ∣ critic_ganloss : -130.211183 ∣ generator_nllloss : 5148.116602 ∣ generator_ganloss : 1075.842871 ∣     [  std_z : 0.99  real_sub_fake : 507.68 ]
[  epoch 0026/0040] 0830/4800, lr:2.5e-05 ∣ avg_100 : 32084.289912 ∣ critic_nllloss : 25979.317578 ∣ critic_ganloss : -147.353499 ∣ generator_nllloss : 5106.680078 ∣ generator_ganloss : 1080.883643 ∣     [  std_z : 0.99  real_sub_fake : 523.58 ]
[  epoch 0026/0040] 0840/4800, lr:2.5e-05 ∣ avg_100 : 32084.897549 ∣ critic_nllloss : 25893.322461 ∣ critic_ganloss : -153.224692 ∣ generator_nllloss : 5204.745313 ∣ generator_ganloss : 1081.997314 ∣     [  std_z : 1.00  real_sub_fake : 513.28 ]
[  epoch 0026/0040] 0850/4800, lr:2.5e-05 ∣ avg_100 : 32080.105494 ∣ critic_nllloss : 25939.736719 ∣ critic_ganloss : -144.874529 ∣ generator_nllloss : 5165.819727 ∣ generator_ganloss : 1073.837305 ∣     [  std_z : 0.98  real_sub_fake : 575.44 ]
[  epoch 0026/0040] 0860/4800, lr:2.5e-05 ∣ avg_100 : 32081.181598 ∣ critic_nllloss : 26163.535352 ∣ critic_ganloss : -137.457072 ∣ generator_nllloss : 5187.228125 ∣ generator_ganloss : 1064.738721 ∣     [  std_z : 0.99  real_sub_fake : 650.14 ]
[  epoch 0026/0040] 0870/4800, lr:2.5e-05 ∣ avg_100 : 32083.867433 ∣ critic_nllloss : 26042.729687 ∣ critic_ganloss : -129.408179 ∣ generator_nllloss : 5180.391797 ∣ generator_ganloss : 1108.728223 ∣     [  std_z : 0.99  real_sub_fake : 446.31 ]
[  epoch 0026/0040] 0880/4800, lr:2.5e-05 ∣ avg_100 : 32081.234566 ∣ critic_nllloss : 25875.918750 ∣ critic_ganloss : -133.516991 ∣ generator_nllloss : 5150.182227 ∣ generator_ganloss : 1060.998633 ∣     [  std_z : 0.99  real_sub_fake : 518.14 ]
[  epoch 0026/0040] 0890/4800, lr:2.5e-05 ∣ avg_100 : 32084.522835 ∣ critic_nllloss : 26129.185352 ∣ critic_ganloss : -99.247230 ∣ generator_nllloss : 5228.117188 ∣ generator_ganloss : 1092.490479 ∣  [  std_z : 0.99  real_sub_fake : 446.26 ]
[  epoch 0026/0040] 0900/4800, lr:2.5e-05 ∣ avg_100 : 32087.289585 ∣ critic_nllloss : 25864.245117 ∣ critic_ganloss : -106.706170 ∣ generator_nllloss : 5281.441016 ∣ generator_ganloss : 1109.400928 ∣     [  std_z : 0.99  real_sub_fake : 355.64 ]
[  epoch 0026/0040] 0910/4800, lr:2.5e-05 ∣ avg_100 : 32088.136313 ∣ critic_nllloss : 25952.498047 ∣ critic_ganloss : -121.105521 ∣ generator_nllloss : 5210.931055 ∣ generator_ganloss : 1064.551904 ∣     [  std_z : 0.98  real_sub_fake : 502.01 ]
[  epoch 0026/0040] 0920/4800, lr:2.5e-05 ∣ avg_100 : 32086.258924 ∣ critic_nllloss : 25963.809961 ∣ critic_ganloss : -131.844473 ∣ generator_nllloss : 5225.010352 ∣ generator_ganloss : 1085.016602 ∣     [  std_z : 0.99  real_sub_fake : 471.75 ]
[  epoch 0026/0040] 0930/4800, lr:2.5e-05 ∣ avg_100 : 32090.899997 ∣ critic_nllloss : 25955.401758 ∣ critic_ganloss : -127.359413 ∣ generator_nllloss : 5180.560547 ∣ generator_ganloss : 1069.516504 ∣     [  std_z : 1.00  real_sub_fake : 476.62 ]
[  epoch 0026/0040] 0940/4800, lr:2.5e-05 ∣ avg_100 : 32091.490594 ∣ critic_nllloss : 25827.096875 ∣ critic_ganloss : -184.708945 ∣ generator_nllloss : 5220.172656 ∣ generator_ganloss : 1067.050781 ∣     [  std_z : 1.00  real_sub_fake : 567.76 ]
[  epoch 0026/0040] 0950/4800, lr:2.5e-05 ∣ avg_100 : 32091.797865 ∣ critic_nllloss : 25999.984766 ∣ critic_ganloss : -138.229008 ∣ generator_nllloss : 5284.159570 ∣ generator_ganloss : 1078.670117 ∣     [  std_z : 0.99  real_sub_fake : 617.83 ]
[  epoch 0026/0040] 0960/4800, lr:2.5e-05 ∣ avg_100 : 32087.918773 ∣ critic_nllloss : 25759.158398 ∣ critic_ganloss : -150.325271 ∣ generator_nllloss : 5044.200781 ∣ generator_ganloss : 1077.709912 ∣     [  std_z : 0.99  real_sub_fake : 561.76 ]
[  epoch 0026/0040] 0970/4800, lr:2.5e-05 ∣ avg_100 : 32090.290815 ∣ critic_nllloss : 25970.037109 ∣ critic_ganloss : -128.152991 ∣ generator_nllloss : 5225.900391 ∣ generator_ganloss : 1073.558545 ∣     [  std_z : 0.99  real_sub_fake : 483.84 ]
[  epoch 0026/0040] 0980/4800, lr:2.5e-05 ∣ avg_100 : 32092.969075 ∣ critic_nllloss : 26044.216992 ∣ critic_ganloss : -119.835138 ∣ generator_nllloss : 5367.816406 ∣ generator_ganloss : 1081.342480 ∣     [  std_z : 1.00  real_sub_fake : 478.70 ]
[  epoch 0026/0040] 0990/4800, lr:2.5e-05 ∣ avg_100 : 32093.369503 ∣ critic_nllloss : 25998.270508 ∣ critic_ganloss : -142.414091 ∣ generator_nllloss : 5189.522266 ∣ generator_ganloss : 1058.235889 ∣     [  std_z : 0.99  real_sub_fake : 467.59 ]
[  epoch 0026/0040] 1000/4800, lr:2.5e-05 ∣ avg_100 : 32095.039431 ∣ critic_nllloss : 26022.304883 ∣ critic_ganloss : -147.077313 ∣ generator_nllloss : 5155.062891 ∣ generator_ganloss : 1068.233789 ∣     [  std_z : 0.99  real_sub_fake : 559.83 ]
[  epoch 0026/0040] 1010/4800, lr:2.5e-05 ∣ avg_100 : 32096.601088 ∣ critic_nllloss : 25924.271875 ∣ critic_ganloss : -168.191290 ∣ generator_nllloss : 5303.714063 ∣ generator_ganloss : 1057.515771 ∣     [  std_z : 0.98  real_sub_fake : 660.31 ]
[  epoch 0026/0040] 1020/4800, lr:2.5e-05 ∣ avg_100 : 32095.312480 ∣ critic_nllloss : 25914.147070 ∣ critic_ganloss : -150.315311 ∣ generator_nllloss : 5201.569531 ∣ generator_ganloss : 1075.688184 ∣     [  std_z : 0.99  real_sub_fake : 535.51 ]
[  epoch 0026/0040] 1030/4800, lr:2.5e-05 ∣ avg_100 : 32093.109898 ∣ critic_nllloss : 25854.604297 ∣ critic_ganloss : -117.539024 ∣ generator_nllloss : 5187.698242 ∣ generator_ganloss : 1077.728857 ∣     [  std_z : 1.00  real_sub_fake : 457.75 ]
[  epoch 0026/0040] 1040/4800, lr:2.5e-05 ∣ avg_100 : 32098.122626 ∣ critic_nllloss : 26262.205469 ∣ critic_ganloss : -127.788038 ∣ generator_nllloss : 5270.028125 ∣ generator_ganloss : 1078.250781 ∣     [  std_z : 1.00  real_sub_fake : 501.68 ]
[  epoch 0026/0040] 1050/4800, lr:2.5e-05 ∣ avg_100 : 32096.110864 ∣ critic_nllloss : 25850.673633 ∣ critic_ganloss : -131.285766 ∣ generator_nllloss : 5299.744922 ∣ generator_ganloss : 1092.294873 ∣     [  std_z : 0.99  real_sub_fake : 449.79 ]
[  epoch 0026/0040] 1060/4800, lr:2.5e-05 ∣ avg_100 : 32096.098447 ∣ critic_nllloss : 25879.266406 ∣ critic_ganloss : -89.460675 ∣ generator_nllloss : 5233.140625 ∣ generator_ganloss : 1111.414648 ∣  [  std_z : 0.99  real_sub_fake : 402.43 ]
[  epoch 0026/0040] 1070/4800, lr:2.5e-05 ∣ avg_100 : 32099.976200 ∣ critic_nllloss : 26102.701367 ∣ critic_ganloss : -129.756218 ∣ generator_nllloss : 5245.825391 ∣ generator_ganloss : 1070.251465 ∣     [  std_z : 0.99  real_sub_fake : 448.48 ]
[  epoch 0026/0040] 1080/4800, lr:2.5e-05 ∣ avg_100 : 32096.532237 ∣ critic_nllloss : 25764.668750 ∣ critic_ganloss : -126.733970 ∣ generator_nllloss : 5126.744141 ∣ generator_ganloss : 1082.089600 ∣     [  std_z : 0.99  real_sub_fake : 512.71 ]
[  epoch 0026/0040] 1090/4800, lr:2.5e-05 ∣ avg_100 : 32096.913934 ∣ critic_nllloss : 25664.287891 ∣ critic_ganloss : -121.249310 ∣ generator_nllloss : 5172.235547 ∣ generator_ganloss : 1085.725049 ∣     [  std_z : 0.99  real_sub_fake : 413.11 ]
[  epoch 0026/0040] 1100/4800, lr:2.5e-05 ∣ avg_100 : 32098.217807 ∣ critic_nllloss : 25996.588281 ∣ critic_ganloss : -163.727548 ∣ generator_nllloss : 5197.370313 ∣ generator_ganloss : 1060.874463 ∣     [  std_z : 0.99  real_sub_fake : 596.50 ]
[  epoch 0026/0040] 1110/4800, lr:2.5e-05 ∣ avg_100 : 32098.074349 ∣ critic_nllloss : 25878.826562 ∣ critic_ganloss : -167.307406 ∣ generator_nllloss : 5136.089844 ∣ generator_ganloss : 1070.803174 ∣     [  std_z : 0.99  real_sub_fake : 571.95 ]
[  epoch 0026/0040] 1120/4800, lr:2.5e-05 ∣ avg_100 : 32099.458908 ∣ critic_nllloss : 25924.508984 ∣ critic_ganloss : -47.099913 ∣ generator_nllloss : 5274.416016 ∣ generator_ganloss : 1096.553125 ∣  [  std_z : 0.99  real_sub_fake : 453.91 ]
[  epoch 0026/0040] 1130/4800, lr:2.5e-05 ∣ avg_100 : 32104.790710 ∣ critic_nllloss : 26288.217187 ∣ critic_ganloss : -101.942005 ∣ generator_nllloss : 5381.711328 ∣ generator_ganloss : 1072.444727 ∣     [  std_z : 1.00  real_sub_fake : 348.47 ]
[  epoch 0026/0040] 1140/4800, lr:2.5e-05 ∣ avg_100 : 32109.266383 ∣ critic_nllloss : 26239.829297 ∣ critic_ganloss : -120.439005 ∣ generator_nllloss : 5266.032422 ∣ generator_ganloss : 1032.114258 ∣     [  std_z : 0.99  real_sub_fake : 460.27 ]
[  epoch 0026/0040] 1150/4800, lr:2.5e-05 ∣ avg_100 : 32111.591108 ∣ critic_nllloss : 25939.509570 ∣ critic_ganloss : -132.444643 ∣ generator_nllloss : 5283.753125 ∣ generator_ganloss : 1055.937598 ∣     [  std_z : 0.99  real_sub_fake : 453.75 ]
[  epoch 0026/0040] 1160/4800, lr:2.5e-05 ∣ avg_100 : 32111.206529 ∣ critic_nllloss : 26057.517578 ∣ critic_ganloss : -128.934428 ∣ generator_nllloss : 5230.639063 ∣ generator_ganloss : 1063.319531 ∣     [  std_z : 0.99  real_sub_fake : 464.76 ]
[  epoch 0026/0040] 1170/4800, lr:2.5e-05 ∣ avg_100 : 32108.930688 ∣ critic_nllloss : 25851.887695 ∣ critic_ganloss : -149.093172 ∣ generator_nllloss : 5134.044531 ∣ generator_ganloss : 1059.955664 ∣     [  std_z : 0.99  real_sub_fake : 493.94 ]
[  epoch 0026/0040] 1180/4800, lr:2.5e-05 ∣ avg_100 : 32107.184051 ∣ critic_nllloss : 25815.359961 ∣ critic_ganloss : -160.244145 ∣ generator_nllloss : 5143.476172 ∣ generator_ganloss : 1069.727197 ∣     [  std_z : 1.00  real_sub_fake : 520.99 ]
[  epoch 0026/0040] 1190/4800, lr:2.5e-05 ∣ avg_100 : 32100.408861 ∣ critic_nllloss : 25966.442773 ∣ critic_ganloss : -178.450259 ∣ generator_nllloss : 5210.916406 ∣ generator_ganloss : 1066.010107 ∣     [  std_z : 0.99  real_sub_fake : 633.56 ]
[  epoch 0026/0040] 1200/4800, lr:2.5e-05 ∣ avg_100 : 32097.240171 ∣ critic_nllloss : 25742.222852 ∣ critic_ganloss : -133.067699 ∣ generator_nllloss : 5163.003125 ∣ generator_ganloss : 1099.492676 ∣     [  std_z : 1.00  real_sub_fake : 500.45 ]
[  epoch 0026/0040] 1210/4800, lr:2.5e-05 ∣ avg_100 : 32099.474037 ∣ critic_nllloss : 26123.152539 ∣ critic_ganloss : -127.803926 ∣ generator_nllloss : 5360.385156 ∣ generator_ganloss : 1087.260645 ∣     [  std_z : 1.00  real_sub_fake : 504.20 ]
[  epoch 0026/0040] 1220/4800, lr:2.5e-05 ∣ avg_100 : 32094.125240 ∣ critic_nllloss : 26034.036914 ∣ critic_ganloss : -189.397079 ∣ generator_nllloss : 5129.309961 ∣ generator_ganloss : 1066.244482 ∣     [  std_z : 0.99  real_sub_fake : 641.68 ]
[  epoch 0026/0040] 1230/4800, lr:2.5e-05 ∣ avg_100 : 32096.525928 ∣ critic_nllloss : 26087.031250 ∣ critic_ganloss : -148.271198 ∣ generator_nllloss : 5254.300000 ∣ generator_ganloss : 1090.007031 ∣     [  std_z : 0.98  real_sub_fake : 620.55 ]
[  epoch 0026/0040] 1240/4800, lr:2.5e-05 ∣ avg_100 : 32098.169464 ∣ critic_nllloss : 25971.005469 ∣ critic_ganloss : -127.927357 ∣ generator_nllloss : 5148.036523 ∣ generator_ganloss : 1088.408594 ∣     [  std_z : 0.99  real_sub_fake : 499.82 ]
[  epoch 0026/0040] 1250/4800, lr:2.5e-05 ∣ avg_100 : 32098.143018 ∣ critic_nllloss : 25976.241016 ∣ critic_ganloss : -117.397318 ∣ generator_nllloss : 5138.421484 ∣ generator_ganloss : 1092.584277 ∣     [  std_z : 1.00  real_sub_fake : 472.43 ]
[  epoch 0026/0040] 1260/4800, lr:2.5e-05 ∣ avg_100 : 32098.852091 ∣ critic_nllloss : 25956.628125 ∣ critic_ganloss : -78.724673 ∣ generator_nllloss : 5206.242383 ∣ generator_ganloss : 1098.978320 ∣  [  std_z : 0.99  real_sub_fake : 405.86 ]
[  epoch 0026/0040] 1270/4800, lr:2.5e-05 ∣ avg_100 : 32096.249183 ∣ critic_nllloss : 25883.800586 ∣ critic_ganloss : -110.885524 ∣ generator_nllloss : 5176.858203 ∣ generator_ganloss : 1078.903320 ∣     [  std_z : 0.99  real_sub_fake : 444.39 ]
[  epoch 0026/0040] 1280/4800, lr:2.5e-05 ∣ avg_100 : 32097.634879 ∣ critic_nllloss : 26090.355859 ∣ critic_ganloss : -106.836910 ∣ generator_nllloss : 5238.015625 ∣ generator_ganloss : 1093.287012 ∣     [  std_z : 0.99  real_sub_fake : 398.57 ]
[  epoch 0026/0040] 1290/4800, lr:2.5e-05 ∣ avg_100 : 32093.607377 ∣ critic_nllloss : 25728.709180 ∣ critic_ganloss : -82.002464 ∣ generator_nllloss : 5127.684375 ∣ generator_ganloss : 1079.446143 ∣  [  std_z : 1.00  real_sub_fake : 375.15 ]
[  epoch 0026/0040] 1300/4800, lr:2.5e-05 ∣ avg_100 : 32090.295475 ∣ critic_nllloss : 25814.224805 ∣ critic_ganloss : -110.462401 ∣ generator_nllloss : 5139.569336 ∣ generator_ganloss : 1073.739697 ∣     [  std_z : 1.00  real_sub_fake : 419.27 ]
[  epoch 0026/0040] 1310/4800, lr:2.5e-05 ∣ avg_100 : 32085.124478 ∣ critic_nllloss : 25714.645117 ∣ critic_ganloss : -137.672514 ∣ generator_nllloss : 5165.141211 ∣ generator_ganloss : 1076.987451 ∣     [  std_z : 1.00  real_sub_fake : 381.00 ]
[  epoch 0026/0040] 1320/4800, lr:2.5e-05 ∣ avg_100 : 32085.166643 ∣ critic_nllloss : 26274.743945 ∣ critic_ganloss : -185.322873 ∣ generator_nllloss : 5244.789062 ∣ generator_ganloss : 1061.978320 ∣     [  std_z : 1.00  real_sub_fake : 533.42 ]
[  epoch 0026/0040] 1330/4800, lr:2.5e-05 ∣ avg_100 : 32083.769828 ∣ critic_nllloss : 25719.199219 ∣ critic_ganloss : -130.819786 ∣ generator_nllloss : 5175.108398 ∣ generator_ganloss : 1077.624316 ∣     [  std_z : 0.99  real_sub_fake : 538.15 ]
[  epoch 0026/0040] 1340/4800, lr:2.5e-05 ∣ avg_100 : 32089.362142 ∣ critic_nllloss : 26101.320312 ∣ critic_ganloss : -154.772867 ∣ generator_nllloss : 5285.446484 ∣ generator_ganloss : 1092.179443 ∣     [  std_z : 0.99  real_sub_fake : 592.45 ]
[  epoch 0026/0040] 1350/4800, lr:2.5e-05 ∣ avg_100 : 32088.157162 ∣ critic_nllloss : 25745.537305 ∣ critic_ganloss : -80.411198 ∣ generator_nllloss : 5199.504297 ∣ generator_ganloss : 1105.607227 ∣  [  std_z : 0.99  real_sub_fake : 477.35 ]
[  epoch 0026/0040] 1360/4800, lr:2.5e-05 ∣ avg_100 : 32088.579982 ∣ critic_nllloss : 25983.978320 ∣ critic_ganloss : -122.987969 ∣ generator_nllloss : 5255.764844 ∣ generator_ganloss : 1100.792480 ∣     [  std_z : 1.00  real_sub_fake : 424.09 ]
[  epoch 0026/0040] 1370/4800, lr:2.5e-05 ∣ avg_100 : 32087.760415 ∣ critic_nllloss : 25913.345508 ∣ critic_ganloss : -108.080288 ∣ generator_nllloss : 5234.989844 ∣ generator_ganloss : 1103.990625 ∣     [  std_z : 0.99  real_sub_fake : 401.55 ]
[  epoch 0026/0040] 1380/4800, lr:2.5e-05 ∣ avg_100 : 32084.608753 ∣ critic_nllloss : 25726.114648 ∣ critic_ganloss : -135.448723 ∣ generator_nllloss : 5163.866992 ∣ generator_ganloss : 1082.516309 ∣     [  std_z : 0.98  real_sub_fake : 401.34 ]
[  epoch 0026/0040] 1390/4800, lr:2.5e-05 ∣ avg_100 : 32083.419118 ∣ critic_nllloss : 25747.306641 ∣ critic_ganloss : -145.440410 ∣ generator_nllloss : 5200.742383 ∣ generator_ganloss : 1076.128809 ∣     [  std_z : 0.99  real_sub_fake : 515.88 ]
[  epoch 0026/0040] 1400/4800, lr:2.5e-05 ∣ avg_100 : 32083.955712 ∣ critic_nllloss : 25959.582813 ∣ critic_ganloss : -118.500668 ∣ generator_nllloss : 5277.947266 ∣ generator_ganloss : 1087.775000 ∣     [  std_z : 0.98  real_sub_fake : 518.27 ]
[  epoch 0026/0040] 1410/4800, lr:2.5e-05 ∣ avg_100 : 32086.506292 ∣ critic_nllloss : 26052.813477 ∣ critic_ganloss : -138.584166 ∣ generator_nllloss : 5151.694531 ∣ generator_ganloss : 1096.637207 ∣     [  std_z : 0.99  real_sub_fake : 554.82 ]
[  epoch 0026/0040] 1420/4800, lr:2.5e-05 ∣ avg_100 : 32086.693095 ∣ critic_nllloss : 25878.226953 ∣ critic_ganloss : -152.589139 ∣ generator_nllloss : 5155.164453 ∣ generator_ganloss : 1075.000977 ∣     [  std_z : 1.00  real_sub_fake : 587.48 ]
[  epoch 0026/0040] 1430/4800, lr:2.5e-05 ∣ avg_100 : 32087.092027 ∣ critic_nllloss : 26128.471484 ∣ critic_ganloss : -166.400696 ∣ generator_nllloss : 5247.987891 ∣ generator_ganloss : 1075.050000 ∣     [  std_z : 1.01  real_sub_fake : 588.11 ]
[  epoch 0026/0040] 1440/4800, lr:2.5e-05 ∣ avg_100 : 32084.316285 ∣ critic_nllloss : 25849.097656 ∣ critic_ganloss : -131.883820 ∣ generator_nllloss : 5146.778320 ∣ generator_ganloss : 1072.635596 ∣     [  std_z : 1.00  real_sub_fake : 560.64 ]
[  epoch 0026/0040] 1450/4800, lr:2.5e-05 ∣ avg_100 : 32084.377033 ∣ critic_nllloss : 26083.743164 ∣ critic_ganloss : -140.109910 ∣ generator_nllloss : 5274.842773 ∣ generator_ganloss : 1080.623633 ∣     [  std_z : 0.99  real_sub_fake : 492.01 ]
[  epoch 0026/0040] 1460/4800, lr:2.5e-05 ∣ avg_100 : 32086.968075 ∣ critic_nllloss : 26172.467383 ∣ critic_ganloss : -150.509871 ∣ generator_nllloss : 5263.518164 ∣ generator_ganloss : 1070.652441 ∣     [  std_z : 0.98  real_sub_fake : 560.48 ]
[  epoch 0026/0040] 1470/4800, lr:2.5e-05 ∣ avg_100 : 32082.335176 ∣ critic_nllloss : 25733.003906 ∣ critic_ganloss : -159.672925 ∣ generator_nllloss : 5133.812109 ∣ generator_ganloss : 1089.481445 ∣     [  std_z : 0.98  real_sub_fake : 551.18 ]
[  epoch 0026/0040] 1480/4800, lr:2.5e-05 ∣ avg_100 : 32082.491185 ∣ critic_nllloss : 26006.332422 ∣ critic_ganloss : -84.100046 ∣ generator_nllloss : 5188.334180 ∣ generator_ganloss : 1107.076758 ∣  [  std_z : 0.99  real_sub_fake : 491.36 ]
[  epoch 0026/0040] 1490/4800, lr:2.5e-05 ∣ avg_100 : 32084.755788 ∣ critic_nllloss : 25822.992969 ∣ critic_ganloss : -97.938172 ∣ generator_nllloss : 5237.110937 ∣ generator_ganloss : 1091.910107 ∣  [  std_z : 1.00  real_sub_fake : 370.72 ]
[  epoch 0026/0040] 1500/4800, lr:2.5e-05 ∣ avg_100 : 32084.809367 ∣ critic_nllloss : 25914.067578 ∣ critic_ganloss : -128.569143 ∣ generator_nllloss : 5249.788281 ∣ generator_ganloss : 1076.156104 ∣     [  std_z : 1.00  real_sub_fake : 459.13 ]
[  epoch 0026/0040] 1510/4800, lr:2.5e-05 ∣ avg_100 : 32086.248833 ∣ critic_nllloss : 25937.329102 ∣ critic_ganloss : -163.846588 ∣ generator_nllloss : 5145.745313 ∣ generator_ganloss : 1079.888770 ∣     [  std_z : 1.00  real_sub_fake : 467.75 ]
[  epoch 0026/0040] 1520/4800, lr:2.5e-05 ∣ avg_100 : 32083.195129 ∣ critic_nllloss : 25677.543359 ∣ critic_ganloss : -143.354726 ∣ generator_nllloss : 5218.520508 ∣ generator_ganloss : 1095.141797 ∣     [  std_z : 0.98  real_sub_fake : 461.09 ]
[  epoch 0026/0040] 1530/4800, lr:2.5e-05 ∣ avg_100 : 32082.821579 ∣ critic_nllloss : 25873.264258 ∣ critic_ganloss : -106.805893 ∣ generator_nllloss : 5193.177734 ∣ generator_ganloss : 1088.190186 ∣     [  std_z : 0.98  real_sub_fake : 528.93 ]
[  epoch 0026/0040] 1540/4800, lr:2.5e-05 ∣ avg_100 : 32086.500851 ∣ critic_nllloss : 25891.507031 ∣ critic_ganloss : -148.895979 ∣ generator_nllloss : 5246.614062 ∣ generator_ganloss : 1100.340479 ∣     [  std_z : 0.99  real_sub_fake : 485.04 ]
[  epoch 0026/0040] 1550/4800, lr:2.5e-05 ∣ avg_100 : 32086.160324 ∣ critic_nllloss : 25979.095313 ∣ critic_ganloss : -132.765632 ∣ generator_nllloss : 5151.461719 ∣ generator_ganloss : 1080.863086 ∣     [  std_z : 0.99  real_sub_fake : 513.08 ]
[  epoch 0026/0040] 1560/4800, lr:2.5e-05 ∣ avg_100 : 32084.546406 ∣ critic_nllloss : 25784.866602 ∣ critic_ganloss : -109.035266 ∣ generator_nllloss : 5128.254883 ∣ generator_ganloss : 1114.507324 ∣     [  std_z : 1.00  real_sub_fake : 404.69 ]
[  epoch 0026/0040] 1570/4800, lr:2.5e-05 ∣ avg_100 : 32083.633601 ∣ critic_nllloss : 25971.173242 ∣ critic_ganloss : -116.728960 ∣ generator_nllloss : 5106.718164 ∣ generator_ganloss : 1066.507031 ∣     [  std_z : 1.00  real_sub_fake : 475.07 ]
[  epoch 0026/0040] 1580/4800, lr:2.5e-05 ∣ avg_100 : 32082.926973 ∣ critic_nllloss : 26039.443750 ∣ critic_ganloss : -142.605269 ∣ generator_nllloss : 5293.196680 ∣ generator_ganloss : 1084.020508 ∣     [  std_z : 0.99  real_sub_fake : 529.08 ]
[  epoch 0026/0040] 1590/4800, lr:2.5e-05 ∣ avg_100 : 32081.229624 ∣ critic_nllloss : 25752.175977 ∣ critic_ganloss : -141.528896 ∣ generator_nllloss : 5107.276172 ∣ generator_ganloss : 1104.742627 ∣     [  std_z : 0.98  real_sub_fake : 441.95 ]
[  epoch 0026/0040] 1600/4800, lr:2.5e-05 ∣ avg_100 : 32076.675570 ∣ critic_nllloss : 25700.408203 ∣ critic_ganloss : -116.382276 ∣ generator_nllloss : 5157.289453 ∣ generator_ganloss : 1069.904053 ∣     [  std_z : 0.99  real_sub_fake : 537.69 ]
[  epoch 0026/0040] 1610/4800, lr:2.5e-05 ∣ avg_100 : 32080.745956 ∣ critic_nllloss : 25913.290625 ∣ critic_ganloss : -127.602777 ∣ generator_nllloss : 5261.662109 ∣ generator_ganloss : 1089.066309 ∣     [  std_z : 1.00  real_sub_fake : 505.08 ]
[  epoch 0026/0040] 1620/4800, lr:2.5e-05 ∣ avg_100 : 32083.108423 ∣ critic_nllloss : 25953.580859 ∣ critic_ganloss : -131.268228 ∣ generator_nllloss : 5192.610547 ∣ generator_ganloss : 1072.964746 ∣     [  std_z : 1.00  real_sub_fake : 491.57 ]
[  epoch 0026/0040] 1630/4800, lr:2.5e-05 ∣ avg_100 : 32082.734796 ∣ critic_nllloss : 26067.863281 ∣ critic_ganloss : -153.424982 ∣ generator_nllloss : 5241.767187 ∣ generator_ganloss : 1059.429590 ∣     [  std_z : 1.00  real_sub_fake : 533.60 ]
[  epoch 0026/0040] 1640/4800, lr:2.5e-05 ∣ avg_100 : 32080.193453 ∣ critic_nllloss : 26146.300977 ∣ critic_ganloss : -158.320540 ∣ generator_nllloss : 5171.733789 ∣ generator_ganloss : 1072.811035 ∣     [  std_z : 1.00  real_sub_fake : 544.38 ]
[  epoch 0026/0040] 1650/4800, lr:2.5e-05 ∣ avg_100 : 32081.861458 ∣ critic_nllloss : 26145.636719 ∣ critic_ganloss : -183.461993 ∣ generator_nllloss : 5220.774609 ∣ generator_ganloss : 1086.226074 ∣     [  std_z : 0.99  real_sub_fake : 615.58 ]
[  epoch 0026/0040] 1660/4800, lr:2.5e-05 ∣ avg_100 : 32082.306479 ∣ critic_nllloss : 26096.718945 ∣ critic_ganloss : -154.623457 ∣ generator_nllloss : 5302.775977 ∣ generator_ganloss : 1096.348242 ∣     [  std_z : 0.99  real_sub_fake : 593.35 ]
[  epoch 0026/0040] 1670/4800, lr:2.5e-05 ∣ avg_100 : 32084.075875 ∣ critic_nllloss : 25996.927930 ∣ critic_ganloss : -208.704163 ∣ generator_nllloss : 5215.127344 ∣ generator_ganloss : 1098.914502 ∣     [  std_z : 0.99  real_sub_fake : 656.27 ]
[  epoch 0026/0040] 1680/4800, lr:2.5e-05 ∣ avg_100 : 32082.971544 ∣ critic_nllloss : 25967.344141 ∣ critic_ganloss : -85.064911 ∣ generator_nllloss : 5146.861523 ∣ generator_ganloss : 1132.137939 ∣  [  std_z : 1.00  real_sub_fake : 487.80 ]
[  epoch 0026/0040] 1690/4800, lr:2.5e-05 ∣ avg_100 : 32086.026194 ∣ critic_nllloss : 25919.024609 ∣ critic_ganloss : -125.891901 ∣ generator_nllloss : 5192.157812 ∣ generator_ganloss : 1080.227344 ∣     [  std_z : 1.00  real_sub_fake : 410.29 ]
[  epoch 0026/0040] 1700/4800, lr:2.5e-05 ∣ avg_100 : 32087.913640 ∣ critic_nllloss : 26033.849219 ∣ critic_ganloss : -99.115605 ∣ generator_nllloss : 5176.205859 ∣ generator_ganloss : 1076.948145 ∣  [  std_z : 0.99  real_sub_fake : 383.06 ]
[  epoch 0026/0040] 1710/4800, lr:2.5e-05 ∣ avg_100 : 32089.032175 ∣ critic_nllloss : 26011.496680 ∣ critic_ganloss : -176.618847 ∣ generator_nllloss : 5262.637891 ∣ generator_ganloss : 1047.996387 ∣     [  std_z : 0.99  real_sub_fake : 501.39 ]
[  epoch 0026/0040] 1720/4800, lr:2.5e-05 ∣ avg_100 : 32095.825643 ∣ critic_nllloss : 26205.021289 ∣ critic_ganloss : -209.184546 ∣ generator_nllloss : 5245.058984 ∣ generator_ganloss : 1046.323584 ∣     [  std_z : 1.00  real_sub_fake : 674.64 ]
[  epoch 0026/0040] 1730/4800, lr:2.5e-05 ∣ avg_100 : 32094.997700 ∣ critic_nllloss : 25921.036914 ∣ critic_ganloss : -154.227185 ∣ generator_nllloss : 5183.909570 ∣ generator_ganloss : 1058.114307 ∣     [  std_z : 1.00  real_sub_fake : 666.35 ]
[  epoch 0026/0040] 1740/4800, lr:2.5e-05 ∣ avg_100 : 32097.940221 ∣ critic_nllloss : 25971.139648 ∣ critic_ganloss : -171.651326 ∣ generator_nllloss : 5275.217383 ∣ generator_ganloss : 1047.193408 ∣     [  std_z : 1.00  real_sub_fake : 658.48 ]
[  epoch 0026/0040] 1750/4800, lr:2.5e-05 ∣ avg_100 : 32097.935408 ∣ critic_nllloss : 25896.575781 ∣ critic_ganloss : -115.197844 ∣ generator_nllloss : 5218.076172 ∣ generator_ganloss : 1064.968213 ∣     [  std_z : 0.99  real_sub_fake : 522.69 ]
[  epoch 0026/0040] 1760/4800, lr:2.5e-05 ∣ avg_100 : 32100.902971 ∣ critic_nllloss : 26076.752930 ∣ critic_ganloss : -149.523088 ∣ generator_nllloss : 5172.445312 ∣ generator_ganloss : 1064.660645 ∣     [  std_z : 0.98  real_sub_fake : 527.78 ]
[  epoch 0026/0040] 1770/4800, lr:2.5e-05 ∣ avg_100 : 32096.444801 ∣ critic_nllloss : 25818.428320 ∣ critic_ganloss : -147.438986 ∣ generator_nllloss : 5145.052344 ∣ generator_ganloss : 1081.439697 ∣     [  std_z : 0.99  real_sub_fake : 484.00 ]
[  epoch 0026/0040] 1780/4800, lr:2.5e-05 ∣ avg_100 : 32095.791295 ∣ critic_nllloss : 25947.760547 ∣ critic_ganloss : -110.165846 ∣ generator_nllloss : 5148.144922 ∣ generator_ganloss : 1066.065674 ∣     [  std_z : 0.99  real_sub_fake : 498.32 ]
[  epoch 0026/0040] 1790/4800, lr:2.5e-05 ∣ avg_100 : 32095.649259 ∣ critic_nllloss : 26046.667187 ∣ critic_ganloss : -168.408331 ∣ generator_nllloss : 5274.179102 ∣ generator_ganloss : 1042.737305 ∣     [  std_z : 1.00  real_sub_fake : 587.66 ]
[  epoch 0026/0040] 1800/4800, lr:2.5e-05 ∣ avg_100 : 32094.022599 ∣ critic_nllloss : 25841.782617 ∣ critic_ganloss : -126.894682 ∣ generator_nllloss : 5204.329102 ∣ generator_ganloss : 1069.659717 ∣     [  std_z : 0.99  real_sub_fake : 511.50 ]
[  epoch 0026/0040] 1810/4800, lr:2.5e-05 ∣ avg_100 : 32100.163492 ∣ critic_nllloss : 26107.259961 ∣ critic_ganloss : -72.884971 ∣ generator_nllloss : 5195.832812 ∣ generator_ganloss : 1068.631689 ∣  [  std_z : 0.99  real_sub_fake : 404.50 ]
[  epoch 0026/0040] 1820/4800, lr:2.5e-05 ∣ avg_100 : 32104.935309 ∣ critic_nllloss : 26161.334180 ∣ critic_ganloss : -141.843831 ∣ generator_nllloss : 5277.302344 ∣ generator_ganloss : 1055.992334 ∣     [  std_z : 0.99  real_sub_fake : 419.58 ]
[  epoch 0026/0040] 1830/4800, lr:2.5e-05 ∣ avg_100 : 32105.188565 ∣ critic_nllloss : 25958.509180 ∣ critic_ganloss : -102.373712 ∣ generator_nllloss : 5127.232227 ∣ generator_ganloss : 1061.485791 ∣     [  std_z : 0.99  real_sub_fake : 459.31 ]
[  epoch 0026/0040] 1840/4800, lr:2.5e-05 ∣ avg_100 : 32104.743877 ∣ critic_nllloss : 25886.144922 ∣ critic_ganloss : -146.470566 ∣ generator_nllloss : 5161.483008 ∣ generator_ganloss : 1081.214209 ∣     [  std_z : 0.99  real_sub_fake : 433.45 ]
[  epoch 0026/0040] 1850/4800, lr:2.5e-05 ∣ avg_100 : 32107.218333 ∣ critic_nllloss : 26177.184766 ∣ critic_ganloss : -113.890031 ∣ generator_nllloss : 5156.703906 ∣ generator_ganloss : 1061.966162 ∣     [  std_z : 0.99  real_sub_fake : 534.17 ]
[  epoch 0026/0040] 1860/4800, lr:2.5e-05 ∣ avg_100 : 32106.025958 ∣ critic_nllloss : 25971.801367 ∣ critic_ganloss : -191.065501 ∣ generator_nllloss : 5315.256055 ∣ generator_ganloss : 1062.815674 ∣     [  std_z : 1.00  real_sub_fake : 586.00 ]
[  epoch 0026/0040] 1870/4800, lr:2.5e-05 ∣ avg_100 : 32104.017586 ∣ critic_nllloss : 25884.696289 ∣ critic_ganloss : -170.087306 ∣ generator_nllloss : 5229.222266 ∣ generator_ganloss : 1057.773096 ∣     [  std_z : 0.99  real_sub_fake : 559.59 ]
[  epoch 0026/0040] 1880/4800, lr:2.5e-05 ∣ avg_100 : 32104.460818 ∣ critic_nllloss : 25791.640234 ∣ critic_ganloss : -32.601968 ∣ generator_nllloss : 5146.411133 ∣ generator_ganloss : 1092.456396 ∣  [  std_z : 0.99  real_sub_fake : 396.09 ]
[  epoch 0026/0040] 1890/4800, lr:2.5e-05 ∣ avg_100 : 32100.202655 ∣ critic_nllloss : 25800.892773 ∣ critic_ganloss : -104.631290 ∣ generator_nllloss : 5172.380469 ∣ generator_ganloss : 1056.087598 ∣     [  std_z : 1.00  real_sub_fake : 304.97 ]
[  epoch 0026/0040] 1900/4800, lr:2.5e-05 ∣ avg_100 : 32097.381260 ∣ critic_nllloss : 25759.904492 ∣ critic_ganloss : -79.510953 ∣ generator_nllloss : 5152.794531 ∣ generator_ganloss : 1033.053320 ∣  [  std_z : 0.99  real_sub_fake : 473.25 ]
[  epoch 0026/0040] 1910/4800, lr:2.5e-05 ∣ avg_100 : 32095.829412 ∣ critic_nllloss : 25876.753125 ∣ critic_ganloss : -124.792532 ∣ generator_nllloss : 5140.510547 ∣ generator_ganloss : 1059.219531 ∣     [  std_z : 0.99  real_sub_fake : 395.65 ]
[  epoch 0026/0040] 1920/4800, lr:2.5e-05 ∣ avg_100 : 32091.686498 ∣ critic_nllloss : 25754.535352 ∣ critic_ganloss : -150.024637 ∣ generator_nllloss : 5065.354492 ∣ generator_ganloss : 1057.835791 ∣     [  std_z : 0.99  real_sub_fake : 435.61 ]
[  epoch 0026/0040] 1930/4800, lr:2.5e-05 ∣ avg_100 : 32089.117824 ∣ critic_nllloss : 25745.944141 ∣ critic_ganloss : -150.521927 ∣ generator_nllloss : 5170.478906 ∣ generator_ganloss : 1055.350928 ∣     [  std_z : 1.00  real_sub_fake : 522.72 ]
[  epoch 0026/0040] 1940/4800, lr:2.5e-05 ∣ avg_100 : 32088.302679 ∣ critic_nllloss : 25818.142969 ∣ critic_ganloss : -179.070828 ∣ generator_nllloss : 5163.575195 ∣ generator_ganloss : 1045.449463 ∣     [  std_z : 1.00  real_sub_fake : 606.60 ]
[  epoch 0026/0040] 1950/4800, lr:2.5e-05 ∣ avg_100 : 32090.226302 ∣ critic_nllloss : 26228.713867 ∣ critic_ganloss : -146.637868 ∣ generator_nllloss : 5258.428320 ∣ generator_ganloss : 1076.443457 ∣     [  std_z : 1.00  real_sub_fake : 600.83 ]
[  epoch 0026/0040] 1960/4800, lr:2.5e-05 ∣ avg_100 : 32093.993315 ∣ critic_nllloss : 25992.084375 ∣ critic_ganloss : -138.085538 ∣ generator_nllloss : 5195.371094 ∣ generator_ganloss : 1058.075244 ∣     [  std_z : 1.00  real_sub_fake : 508.21 ]
[  epoch 0026/0040] 1970/4800, lr:2.5e-05 ∣ avg_100 : 32091.754829 ∣ critic_nllloss : 25774.417578 ∣ critic_ganloss : -118.433100 ∣ generator_nllloss : 5177.071875 ∣ generator_ganloss : 1084.438086 ∣     [  std_z : 1.00  real_sub_fake : 468.69 ]
[  epoch 0026/0040] 1980/4800, lr:2.5e-05 ∣ avg_100 : 32087.731159 ∣ critic_nllloss : 25769.532227 ∣ critic_ganloss : -127.913167 ∣ generator_nllloss : 5252.921289 ∣ generator_ganloss : 1076.633350 ∣     [  std_z : 0.99  real_sub_fake : 481.55 ]
[  epoch 0026/0040] 1990/4800, lr:2.5e-05 ∣ avg_100 : 32090.359808 ∣ critic_nllloss : 26181.565820 ∣ critic_ganloss : -138.586968 ∣ generator_nllloss : 5234.119336 ∣ generator_ganloss : 1089.381299 ∣     [  std_z : 0.99  real_sub_fake : 498.46 ]
[  epoch 0026/0040] 2000/4800, lr:2.5e-05 ∣ avg_100 : 32091.063674 ∣ critic_nllloss : 26039.649414 ∣ critic_ganloss : -132.485352 ∣ generator_nllloss : 5168.266016 ∣ generator_ganloss : 1093.480762 ∣     [  std_z : 0.99  real_sub_fake : 493.55 ]
[  epoch 0026/0040] 2010/4800, lr:2.5e-05 ∣ avg_100 : 32090.176380 ∣ critic_nllloss : 25934.856641 ∣ critic_ganloss : -121.216821 ∣ generator_nllloss : 5150.614844 ∣ generator_ganloss : 1064.326318 ∣     [  std_z : 0.99  real_sub_fake : 523.12 ]
[  epoch 0026/0040] 2020/4800, lr:2.5e-05 ∣ avg_100 : 32088.370418 ∣ critic_nllloss : 25880.913672 ∣ critic_ganloss : -127.775111 ∣ generator_nllloss : 5036.255859 ∣ generator_ganloss : 1071.098877 ∣     [  std_z : 1.00  real_sub_fake : 464.02 ]
[  epoch 0026/0040] 2030/4800, lr:2.5e-05 ∣ avg_100 : 32088.272083 ∣ critic_nllloss : 25861.495508 ∣ critic_ganloss : -121.029967 ∣ generator_nllloss : 5190.972266 ∣ generator_ganloss : 1061.221094 ∣     [  std_z : 1.00  real_sub_fake : 466.69 ]
[  epoch 0026/0040] 2040/4800, lr:2.5e-05 ∣ avg_100 : 32083.076511 ∣ critic_nllloss : 25825.559375 ∣ critic_ganloss : -143.284179 ∣ generator_nllloss : 5217.764648 ∣ generator_ganloss : 1063.099316 ∣     [  std_z : 1.00  real_sub_fake : 488.17 ]
[  epoch 0026/0040] 2050/4800, lr:2.5e-05 ∣ avg_100 : 32080.746175 ∣ critic_nllloss : 25819.281055 ∣ critic_ganloss : -162.229395 ∣ generator_nllloss : 5165.887305 ∣ generator_ganloss : 1055.455029 ∣     [  std_z : 0.99  real_sub_fake : 536.67 ]
[  epoch 0026/0040] 2060/4800, lr:2.5e-05 ∣ avg_100 : 32078.779403 ∣ critic_nllloss : 25792.613867 ∣ critic_ganloss : -65.569157 ∣ generator_nllloss : 5147.273242 ∣ generator_ganloss : 1063.365869 ∣  [  std_z : 0.98  real_sub_fake : 454.87 ]
[  epoch 0026/0040] 2070/4800, lr:2.5e-05 ∣ avg_100 : 32077.794997 ∣ critic_nllloss : 25984.192773 ∣ critic_ganloss : -129.905804 ∣ generator_nllloss : 5295.904297 ∣ generator_ganloss : 1040.390137 ∣     [  std_z : 0.99  real_sub_fake : 434.91 ]
[  epoch 0026/0040] 2080/4800, lr:2.5e-05 ∣ avg_100 : 32079.229892 ∣ critic_nllloss : 25845.273242 ∣ critic_ganloss : -112.385678 ∣ generator_nllloss : 5235.763281 ∣ generator_ganloss : 1021.607227 ∣     [  std_z : 1.01  real_sub_fake : 499.93 ]
[  epoch 0026/0040] 2090/4800, lr:2.5e-05 ∣ avg_100 : 32079.721201 ∣ critic_nllloss : 25784.319922 ∣ critic_ganloss : -172.336732 ∣ generator_nllloss : 5192.620313 ∣ generator_ganloss : 1045.526562 ∣     [  std_z : 1.01  real_sub_fake : 487.87 ]
[  epoch 0026/0040] 2100/4800, lr:2.5e-05 ∣ avg_100 : 32081.668790 ∣ critic_nllloss : 26092.978125 ∣ critic_ganloss : -104.479884 ∣ generator_nllloss : 5245.021680 ∣ generator_ganloss : 1052.344434 ∣     [  std_z : 1.00  real_sub_fake : 506.61 ]
[  epoch 0026/0040] 2110/4800, lr:2.5e-05 ∣ avg_100 : 32082.320652 ∣ critic_nllloss : 25895.510156 ∣ critic_ganloss : -100.119746 ∣ generator_nllloss : 5139.668555 ∣ generator_ganloss : 1048.539502 ∣     [  std_z : 0.99  real_sub_fake : 449.63 ]
[  epoch 0026/0040] 2120/4800, lr:2.5e-05 ∣ avg_100 : 32082.359304 ∣ critic_nllloss : 26157.379492 ∣ critic_ganloss : -151.172134 ∣ generator_nllloss : 5205.472266 ∣ generator_ganloss : 1040.563770 ∣     [  std_z : 0.99  real_sub_fake : 520.20 ]
[  epoch 0026/0040] 2130/4800, lr:2.5e-05 ∣ avg_100 : 32078.542917 ∣ critic_nllloss : 26112.018359 ∣ critic_ganloss : -166.600491 ∣ generator_nllloss : 5267.208984 ∣ generator_ganloss : 1046.165625 ∣     [  std_z : 0.99  real_sub_fake : 509.12 ]
[  epoch 0026/0040] 2140/4800, lr:2.5e-05 ∣ avg_100 : 32074.212200 ∣ critic_nllloss : 25926.266797 ∣ critic_ganloss : -155.507759 ∣ generator_nllloss : 5153.906250 ∣ generator_ganloss : 1059.800049 ∣     [  std_z : 0.99  real_sub_fake : 562.73 ]
[  epoch 0026/0040] 2150/4800, lr:2.5e-05 ∣ avg_100 : 32071.960740 ∣ critic_nllloss : 25812.746484 ∣ critic_ganloss : -140.647116 ∣ generator_nllloss : 5176.063477 ∣ generator_ganloss : 1073.446729 ∣     [  std_z : 1.00  real_sub_fake : 515.57 ]
[  epoch 0026/0040] 2160/4800, lr:2.5e-05 ∣ avg_100 : 32069.921376 ∣ critic_nllloss : 25845.461719 ∣ critic_ganloss : -129.477579 ∣ generator_nllloss : 5226.685352 ∣ generator_ganloss : 1075.935889 ∣     [  std_z : 0.99  real_sub_fake : 588.33 ]
[  epoch 0026/0040] 2170/4800, lr:2.5e-05 ∣ avg_100 : 32072.689177 ∣ critic_nllloss : 26019.427539 ∣ critic_ganloss : -92.320975 ∣ generator_nllloss : 5151.806250 ∣ generator_ganloss : 1094.662012 ∣  [  std_z : 0.99  real_sub_fake : 435.73 ]
[  epoch 0026/0040] 2180/4800, lr:2.5e-05 ∣ avg_100 : 32075.703384 ∣ critic_nllloss : 25947.017969 ∣ critic_ganloss : -78.924846 ∣ generator_nllloss : 5227.595898 ∣ generator_ganloss : 1074.050879 ∣  [  std_z : 0.99  real_sub_fake : 364.02 ]
[  epoch 0026/0040] 2190/4800, lr:2.5e-05 ∣ avg_100 : 32076.840550 ∣ critic_nllloss : 26007.086328 ∣ critic_ganloss : -104.014409 ∣ generator_nllloss : 5203.023633 ∣ generator_ganloss : 1072.540039 ∣     [  std_z : 1.00  real_sub_fake : 322.73 ]
[  epoch 0026/0040] 2200/4800, lr:2.5e-05 ∣ avg_100 : 32078.891764 ∣ critic_nllloss : 25917.369531 ∣ critic_ganloss : -120.694563 ∣ generator_nllloss : 5232.131055 ∣ generator_ganloss : 1047.966309 ∣     [  std_z : 0.99  real_sub_fake : 398.25 ]
[  epoch 0026/0040] 2210/4800, lr:2.5e-05 ∣ avg_100 : 32075.009941 ∣ critic_nllloss : 25939.472461 ∣ critic_ganloss : -136.315353 ∣ generator_nllloss : 5200.724609 ∣ generator_ganloss : 1050.930469 ∣     [  std_z : 0.99  real_sub_fake : 449.29 ]
[  epoch 0026/0040] 2220/4800, lr:2.5e-05 ∣ avg_100 : 32080.644431 ∣ critic_nllloss : 26299.386328 ∣ critic_ganloss : -112.938939 ∣ generator_nllloss : 5345.515039 ∣ generator_ganloss : 1071.680859 ∣     [  std_z : 1.00  real_sub_fake : 523.88 ]
[  epoch 0026/0040] 2230/4800, lr:2.5e-05 ∣ avg_100 : 32076.561860 ∣ critic_nllloss : 25716.786328 ∣ critic_ganloss : -94.096433 ∣ generator_nllloss : 5184.208008 ∣ generator_ganloss : 1067.912061 ∣  [  std_z : 0.99  real_sub_fake : 430.80 ]
[  epoch 0026/0040] 2240/4800, lr:2.5e-05 ∣ avg_100 : 32075.321546 ∣ critic_nllloss : 25898.759180 ∣ critic_ganloss : -134.153159 ∣ generator_nllloss : 5152.172266 ∣ generator_ganloss : 1038.713477 ∣     [  std_z : 1.00  real_sub_fake : 456.07 ]
[  epoch 0026/0040] 2250/4800, lr:2.5e-05 ∣ avg_100 : 32074.105720 ∣ critic_nllloss : 25867.449023 ∣ critic_ganloss : -112.077055 ∣ generator_nllloss : 5142.648633 ∣ generator_ganloss : 1070.246289 ∣     [  std_z : 0.99  real_sub_fake : 424.10 ]
[  epoch 0026/0040] 2260/4800, lr:2.5e-05 ∣ avg_100 : 32072.021417 ∣ critic_nllloss : 25931.238867 ∣ critic_ganloss : -134.530937 ∣ generator_nllloss : 5133.633398 ∣ generator_ganloss : 1044.352539 ∣     [  std_z : 0.98  real_sub_fake : 505.93 ]
[  epoch 0026/0040] 2270/4800, lr:2.5e-05 ∣ avg_100 : 32074.983640 ∣ critic_nllloss : 26211.568750 ∣ critic_ganloss : -169.736266 ∣ generator_nllloss : 5226.744922 ∣ generator_ganloss : 1056.321484 ∣     [  std_z : 1.00  real_sub_fake : 557.50 ]
[  epoch 0026/0040] 2280/4800, lr:2.5e-05 ∣ avg_100 : 32071.910284 ∣ critic_nllloss : 25954.692969 ∣ critic_ganloss : -178.860501 ∣ generator_nllloss : 5175.873438 ∣ generator_ganloss : 1055.780078 ∣     [  std_z : 1.00  real_sub_fake : 609.75 ]
[  epoch 0026/0040] 2290/4800, lr:2.5e-05 ∣ avg_100 : 32075.366970 ∣ critic_nllloss : 25999.719141 ∣ critic_ganloss : -71.427581 ∣ generator_nllloss : 5203.534766 ∣ generator_ganloss : 1067.679541 ∣  [  std_z : 1.00  real_sub_fake : 443.82 ]
[  epoch 0026/0040] 2300/4800, lr:2.5e-05 ∣ avg_100 : 32077.424546 ∣ critic_nllloss : 25988.935352 ∣ critic_ganloss : -124.748385 ∣ generator_nllloss : 5194.209570 ∣ generator_ganloss : 1064.432422 ∣     [  std_z : 1.00  real_sub_fake : 463.53 ]
[  epoch 0026/0040] 2310/4800, lr:2.5e-05 ∣ avg_100 : 32076.185389 ∣ critic_nllloss : 25573.934180 ∣ critic_ganloss : -131.542879 ∣ generator_nllloss : 5183.160742 ∣ generator_ganloss : 1069.633594 ∣     [  std_z : 0.99  real_sub_fake : 458.79 ]
[  epoch 0026/0040] 2320/4800, lr:2.5e-05 ∣ avg_100 : 32073.265098 ∣ critic_nllloss : 25999.359766 ∣ critic_ganloss : -154.574811 ∣ generator_nllloss : 5215.469727 ∣ generator_ganloss : 1043.904687 ∣     [  std_z : 0.98  real_sub_fake : 494.95 ]
[  epoch 0026/0040] 2330/4800, lr:2.5e-05 ∣ avg_100 : 32071.646280 ∣ critic_nllloss : 25629.841992 ∣ critic_ganloss : -140.135083 ∣ generator_nllloss : 5126.195312 ∣ generator_ganloss : 1063.328125 ∣     [  std_z : 0.99  real_sub_fake : 498.62 ]
[  epoch 0026/0040] 2340/4800, lr:2.5e-05 ∣ avg_100 : 32068.492134 ∣ critic_nllloss : 25927.873633 ∣ critic_ganloss : -145.031923 ∣ generator_nllloss : 5169.470703 ∣ generator_ganloss : 1056.446338 ∣     [  std_z : 1.00  real_sub_fake : 531.44 ]
[  epoch 0026/0040] 2350/4800, lr:2.5e-05 ∣ avg_100 : 32071.136712 ∣ critic_nllloss : 26085.817773 ∣ critic_ganloss : -136.297538 ∣ generator_nllloss : 5204.284766 ∣ generator_ganloss : 1080.890381 ∣     [  std_z : 1.00  real_sub_fake : 498.58 ]
[  epoch 0026/0040] 2360/4800, lr:2.5e-05 ∣ avg_100 : 32071.444001 ∣ critic_nllloss : 26092.628125 ∣ critic_ganloss : -126.764122 ∣ generator_nllloss : 5205.866211 ∣ generator_ganloss : 1076.546436 ∣     [  std_z : 1.00  real_sub_fake : 543.58 ]
[  epoch 0026/0040] 2370/4800, lr:2.5e-05 ∣ avg_100 : 32071.939055 ∣ critic_nllloss : 26014.723047 ∣ critic_ganloss : -136.831114 ∣ generator_nllloss : 5232.228711 ∣ generator_ganloss : 1083.630420 ∣     [  std_z : 0.99  real_sub_fake : 462.20 ]
[  epoch 0026/0040] 2380/4800, lr:2.5e-05 ∣ avg_100 : 32075.839681 ∣ critic_nllloss : 26072.449023 ∣ critic_ganloss : -124.679364 ∣ generator_nllloss : 5215.989844 ∣ generator_ganloss : 1063.352344 ∣     [  std_z : 0.98  real_sub_fake : 566.73 ]
[  epoch 0026/0040] 2390/4800, lr:2.5e-05 ∣ avg_100 : 32078.550639 ∣ critic_nllloss : 25998.924023 ∣ critic_ganloss : -153.576865 ∣ generator_nllloss : 5229.746094 ∣ generator_ganloss : 1074.739893 ∣     [  std_z : 0.98  real_sub_fake : 497.90 ]
[  epoch 0026/0040] 2400/4800, lr:2.5e-05 ∣ avg_100 : 32076.438734 ∣ critic_nllloss : 25954.432812 ∣ critic_ganloss : -132.712793 ∣ generator_nllloss : 5113.480664 ∣ generator_ganloss : 1060.413232 ∣     [  std_z : 0.99  real_sub_fake : 487.17 ]
[  epoch 0026/0040] 2410/4800, lr:2.5e-05 ∣ avg_100 : 32077.857113 ∣ critic_nllloss : 26150.112695 ∣ critic_ganloss : -114.536310 ∣ generator_nllloss : 5174.880664 ∣ generator_ganloss : 1093.941895 ∣     [  std_z : 1.00  real_sub_fake : 428.78 ]
[  epoch 0026/0040] 2420/4800, lr:2.5e-05 ∣ avg_100 : 32080.157513 ∣ critic_nllloss : 26020.378516 ∣ critic_ganloss : -108.992250 ∣ generator_nllloss : 5190.738867 ∣ generator_ganloss : 1083.718115 ∣     [  std_z : 1.00  real_sub_fake : 497.74 ]
[  epoch 0026/0040] 2430/4800, lr:2.5e-05 ∣ avg_100 : 32075.930260 ∣ critic_nllloss : 25793.004297 ∣ critic_ganloss : -110.675124 ∣ generator_nllloss : 5099.389844 ∣ generator_ganloss : 1080.664355 ∣     [  std_z : 1.00  real_sub_fake : 437.22 ]
[  epoch 0026/0040] 2440/4800, lr:2.5e-05 ∣ avg_100 : 32077.699974 ∣ critic_nllloss : 25968.723047 ∣ critic_ganloss : -103.184694 ∣ generator_nllloss : 5175.549023 ∣ generator_ganloss : 1072.511816 ∣     [  std_z : 0.99  real_sub_fake : 397.23 ]
[  epoch 0026/0040] 2450/4800, lr:2.5e-05 ∣ avg_100 : 32077.484403 ∣ critic_nllloss : 26037.170703 ∣ critic_ganloss : -117.483754 ∣ generator_nllloss : 5290.060547 ∣ generator_ganloss : 1067.795117 ∣     [  std_z : 0.98  real_sub_fake : 374.46 ]
[  epoch 0026/0040] 2460/4800, lr:2.5e-05 ∣ avg_100 : 32073.020094 ∣ critic_nllloss : 25805.121680 ∣ critic_ganloss : -110.797823 ∣ generator_nllloss : 5162.332227 ∣ generator_ganloss : 1053.041064 ∣     [  std_z : 0.98  real_sub_fake : 449.85 ]
[  epoch 0026/0040] 2470/4800, lr:2.5e-05 ∣ avg_100 : 32075.787799 ∣ critic_nllloss : 25933.582227 ∣ critic_ganloss : -142.019239 ∣ generator_nllloss : 5239.222266 ∣ generator_ganloss : 1042.609766 ∣     [  std_z : 0.99  real_sub_fake : 491.95 ]
[  epoch 0026/0040] 2480/4800, lr:2.5e-05 ∣ avg_100 : 32070.576011 ∣ critic_nllloss : 25629.996680 ∣ critic_ganloss : -119.909368 ∣ generator_nllloss : 5137.796094 ∣ generator_ganloss : 1048.581104 ∣     [  std_z : 1.00  real_sub_fake : 462.42 ]
[  epoch 0026/0040] 2490/4800, lr:2.5e-05 ∣ avg_100 : 32074.587697 ∣ critic_nllloss : 26234.308594 ∣ critic_ganloss : -156.290572 ∣ generator_nllloss : 5320.516602 ∣ generator_ganloss : 1056.709863 ∣     [  std_z : 1.00  real_sub_fake : 551.24 ]
[  epoch 0026/0040] 2500/4800, lr:2.5e-05 ∣ avg_100 : 32075.138510 ∣ critic_nllloss : 26085.844727 ∣ critic_ganloss : -158.666669 ∣ generator_nllloss : 5170.828320 ∣ generator_ganloss : 1068.517725 ∣     [  std_z : 1.00  real_sub_fake : 541.60 ]
[  epoch 0026/0040] 2510/4800, lr:2.5e-05 ∣ avg_100 : 32076.250113 ∣ critic_nllloss : 25964.093164 ∣ critic_ganloss : -79.338134 ∣ generator_nllloss : 5151.380859 ∣ generator_ganloss : 1074.141016 ∣  [  std_z : 0.99  real_sub_fake : 482.52 ]
[  epoch 0026/0040] 2520/4800, lr:2.5e-05 ∣ avg_100 : 32078.266724 ∣ critic_nllloss : 25933.725781 ∣ critic_ganloss : -140.970082 ∣ generator_nllloss : 5169.326172 ∣ generator_ganloss : 1087.430176 ∣     [  std_z : 0.99  real_sub_fake : 398.61 ]
[  epoch 0026/0040] 2530/4800, lr:2.5e-05 ∣ avg_100 : 32081.978243 ∣ critic_nllloss : 26206.355273 ∣ critic_ganloss : -110.754347 ∣ generator_nllloss : 5267.076758 ∣ generator_ganloss : 1056.300537 ∣     [  std_z : 0.99  real_sub_fake : 503.08 ]
[  epoch 0026/0040] 2540/4800, lr:2.5e-05 ∣ avg_100 : 32081.204729 ∣ critic_nllloss : 25961.162500 ∣ critic_ganloss : -119.203046 ∣ generator_nllloss : 5092.888672 ∣ generator_ganloss : 1077.366064 ∣     [  std_z : 1.00  real_sub_fake : 397.03 ]
[  epoch 0026/0040] 2550/4800, lr:2.5e-05 ∣ avg_100 : 32079.242326 ∣ critic_nllloss : 25884.410938 ∣ critic_ganloss : -133.063750 ∣ generator_nllloss : 5074.127734 ∣ generator_ganloss : 1056.939258 ∣     [  std_z : 1.01  real_sub_fake : 457.25 ]
[  epoch 0026/0040] 2560/4800, lr:2.5e-05 ∣ avg_100 : 32080.877784 ∣ critic_nllloss : 25884.082813 ∣ critic_ganloss : -94.668326 ∣ generator_nllloss : 5229.587500 ∣ generator_ganloss : 1063.137354 ∣  [  std_z : 1.00  real_sub_fake : 476.62 ]
[  epoch 0026/0040] 2570/4800, lr:2.5e-05 ∣ avg_100 : 32081.278868 ∣ critic_nllloss : 25838.199609 ∣ critic_ganloss : -115.673441 ∣ generator_nllloss : 5259.861914 ∣ generator_ganloss : 1085.389795 ∣     [  std_z : 0.98  real_sub_fake : 368.69 ]
[  epoch 0026/0040] 2580/4800, lr:2.5e-05 ∣ avg_100 : 32082.083754 ∣ critic_nllloss : 26138.781836 ∣ critic_ganloss : -127.492130 ∣ generator_nllloss : 5289.927344 ∣ generator_ganloss : 1053.327197 ∣     [  std_z : 0.99  real_sub_fake : 472.39 ]
[  epoch 0026/0040] 2590/4800, lr:2.5e-05 ∣ avg_100 : 32085.068663 ∣ critic_nllloss : 25984.399609 ∣ critic_ganloss : -158.530647 ∣ generator_nllloss : 5233.555859 ∣ generator_ganloss : 1061.731982 ∣     [  std_z : 0.99  real_sub_fake : 515.85 ]
[  epoch 0026/0040] 2600/4800, lr:2.5e-05 ∣ avg_100 : 32088.350105 ∣ critic_nllloss : 25910.921680 ∣ critic_ganloss : -131.647945 ∣ generator_nllloss : 5285.089844 ∣ generator_ganloss : 1075.000049 ∣     [  std_z : 1.00  real_sub_fake : 512.70 ]
[  epoch 0026/0040] 2610/4800, lr:2.5e-05 ∣ avg_100 : 32089.383998 ∣ critic_nllloss : 26060.051563 ∣ critic_ganloss : -107.014279 ∣ generator_nllloss : 5214.249609 ∣ generator_ganloss : 1072.518604 ∣     [  std_z : 1.00  real_sub_fake : 425.43 ]
[  epoch 0026/0040] 2620/4800, lr:2.5e-05 ∣ avg_100 : 32088.401988 ∣ critic_nllloss : 25935.726367 ∣ critic_ganloss : -170.834885 ∣ generator_nllloss : 5179.067578 ∣ generator_ganloss : 1045.727881 ∣     [  std_z : 0.99  real_sub_fake : 521.80 ]
[  epoch 0026/0040] 2630/4800, lr:2.5e-05 ∣ avg_100 : 32086.604644 ∣ critic_nllloss : 26029.975781 ∣ critic_ganloss : -145.810170 ∣ generator_nllloss : 5089.482813 ∣ generator_ganloss : 1062.252246 ∣     [  std_z : 0.99  real_sub_fake : 556.76 ]
[  epoch 0026/0040] 2640/4800, lr:2.5e-05 ∣ avg_100 : 32082.942205 ∣ critic_nllloss : 25729.736523 ∣ critic_ganloss : -114.150836 ∣ generator_nllloss : 5186.038867 ∣ generator_ganloss : 1064.656885 ∣     [  std_z : 0.98  real_sub_fake : 512.22 ]
[  epoch 0026/0040] 2650/4800, lr:2.5e-05 ∣ avg_100 : 32082.437785 ∣ critic_nllloss : 26060.458789 ∣ critic_ganloss : -111.297931 ∣ generator_nllloss : 5188.842578 ∣ generator_ganloss : 1080.729883 ∣     [  std_z : 0.99  real_sub_fake : 445.47 ]
[  epoch 0026/0040] 2660/4800, lr:2.5e-05 ∣ avg_100 : 32077.517310 ∣ critic_nllloss : 25753.870898 ∣ critic_ganloss : -132.126510 ∣ generator_nllloss : 5155.170313 ∣ generator_ganloss : 1072.257568 ∣     [  std_z : 1.00  real_sub_fake : 470.18 ]
[  epoch 0026/0040] 2670/4800, lr:2.5e-05 ∣ avg_100 : 32078.316918 ∣ critic_nllloss : 26100.157813 ∣ critic_ganloss : -109.640376 ∣ generator_nllloss : 5113.033398 ∣ generator_ganloss : 1078.675586 ∣     [  std_z : 1.00  real_sub_fake : 511.89 ]
[  epoch 0026/0040] 2680/4800, lr:2.5e-05 ∣ avg_100 : 32075.747122 ∣ critic_nllloss : 25815.250586 ∣ critic_ganloss : -153.288847 ∣ generator_nllloss : 5170.302344 ∣ generator_ganloss : 1072.035010 ∣     [  std_z : 0.99  real_sub_fake : 533.73 ]
[  epoch 0026/0040] 2690/4800, lr:2.5e-05 ∣ avg_100 : 32077.444410 ∣ critic_nllloss : 26065.477930 ∣ critic_ganloss : -141.484823 ∣ generator_nllloss : 5230.200781 ∣ generator_ganloss : 1081.052783 ∣     [  std_z : 0.98  real_sub_fake : 486.93 ]
[  epoch 0026/0040] 2700/4800, lr:2.5e-05 ∣ avg_100 : 32074.368545 ∣ critic_nllloss : 25846.085547 ∣ critic_ganloss : -123.857712 ∣ generator_nllloss : 5085.629687 ∣ generator_ganloss : 1072.443555 ∣     [  std_z : 0.98  real_sub_fake : 519.51 ]
[  epoch 0026/0040] 2710/4800, lr:2.5e-05 ∣ avg_100 : 32076.983781 ∣ critic_nllloss : 26160.486719 ∣ critic_ganloss : -131.133221 ∣ generator_nllloss : 5307.091992 ∣ generator_ganloss : 1070.590186 ∣     [  std_z : 0.99  real_sub_fake : 410.76 ]
[  epoch 0026/0040] 2720/4800, lr:2.5e-05 ∣ avg_100 : 32075.898644 ∣ critic_nllloss : 25982.928125 ∣ critic_ganloss : -108.766862 ∣ generator_nllloss : 5249.491406 ∣ generator_ganloss : 1055.053027 ∣     [  std_z : 1.00  real_sub_fake : 448.01 ]
[  epoch 0026/0040] 2730/4800, lr:2.5e-05 ∣ avg_100 : 32077.145151 ∣ critic_nllloss : 25977.995312 ∣ critic_ganloss : -135.336732 ∣ generator_nllloss : 5202.552734 ∣ generator_ganloss : 1088.272949 ∣     [  std_z : 1.01  real_sub_fake : 463.24 ]
[  epoch 0026/0040] 2740/4800, lr:2.5e-05 ∣ avg_100 : 32078.688186 ∣ critic_nllloss : 26112.495508 ∣ critic_ganloss : -171.824770 ∣ generator_nllloss : 5255.910352 ∣ generator_ganloss : 1079.621533 ∣     [  std_z : 1.00  real_sub_fake : 611.21 ]
[  epoch 0026/0040] 2750/4800, lr:2.5e-05 ∣ avg_100 : 32079.062197 ∣ critic_nllloss : 26087.199023 ∣ critic_ganloss : -185.272404 ∣ generator_nllloss : 5126.754297 ∣ generator_ganloss : 1073.142480 ∣     [  std_z : 0.98  real_sub_fake : 618.96 ]
[  epoch 0026/0040] 2760/4800, lr:2.5e-05 ∣ avg_100 : 32077.697780 ∣ critic_nllloss : 25874.279687 ∣ critic_ganloss : -97.479176 ∣ generator_nllloss : 5157.813281 ∣ generator_ganloss : 1093.280273 ∣  [  std_z : 0.98  real_sub_fake : 555.95 ]
[  epoch 0026/0040] 2770/4800, lr:2.5e-05 ∣ avg_100 : 32079.024336 ∣ critic_nllloss : 25811.487695 ∣ critic_ganloss : -45.810537 ∣ generator_nllloss : 5165.815820 ∣ generator_ganloss : 1098.644043 ∣  [  std_z : 1.00  real_sub_fake : 195.08 ]
[  epoch 0026/0040] 2780/4800, lr:2.5e-05 ∣ avg_100 : 32080.573436 ∣ critic_nllloss : 26009.567383 ∣ critic_ganloss : -87.415941 ∣ generator_nllloss : 5215.438086 ∣ generator_ganloss : 1069.125732 ∣  [  std_z : 1.00  real_sub_fake : 286.01 ]
[  epoch 0026/0040] 2790/4800, lr:2.5e-05 ∣ avg_100 : 32080.341229 ∣ critic_nllloss : 26042.588867 ∣ critic_ganloss : -102.954237 ∣ generator_nllloss : 5167.812305 ∣ generator_ganloss : 1064.507617 ∣     [  std_z : 1.00  real_sub_fake : 362.22 ]
[  epoch 0026/0040] 2800/4800, lr:2.5e-05 ∣ avg_100 : 32083.089471 ∣ critic_nllloss : 25961.396289 ∣ critic_ganloss : -91.505510 ∣ generator_nllloss : 5303.266016 ∣ generator_ganloss : 1090.544189 ∣  [  std_z : 0.99  real_sub_fake : 346.46 ]
[  epoch 0026/0040] 2810/4800, lr:2.5e-05 ∣ avg_100 : 32082.377946 ∣ critic_nllloss : 26021.313086 ∣ critic_ganloss : -115.749080 ∣ generator_nllloss : 5241.055664 ∣ generator_ganloss : 1081.067383 ∣     [  std_z : 0.99  real_sub_fake : 347.48 ]
[  epoch 0026/0040] 2820/4800, lr:2.5e-05 ∣ avg_100 : 32078.689206 ∣ critic_nllloss : 25973.927539 ∣ critic_ganloss : -130.955149 ∣ generator_nllloss : 5085.211328 ∣ generator_ganloss : 1055.727295 ∣     [  std_z : 0.99  real_sub_fake : 489.48 ]
[  epoch 0026/0040] 2830/4800, lr:2.5e-05 ∣ avg_100 : 32079.118618 ∣ critic_nllloss : 25919.861523 ∣ critic_ganloss : -67.439215 ∣ generator_nllloss : 5153.105859 ∣ generator_ganloss : 1082.266455 ∣  [  std_z : 1.00  real_sub_fake : 380.93 ]
[  epoch 0026/0040] 2840/4800, lr:2.5e-05 ∣ avg_100 : 32081.247856 ∣ critic_nllloss : 25955.110352 ∣ critic_ganloss : -84.584869 ∣ generator_nllloss : 5243.441016 ∣ generator_ganloss : 1081.328857 ∣  [  std_z : 1.00  real_sub_fake : 284.46 ]
[  epoch 0026/0040] 2850/4800, lr:2.5e-05 ∣ avg_100 : 32082.116424 ∣ critic_nllloss : 26199.738281 ∣ critic_ganloss : -119.037676 ∣ generator_nllloss : 5230.168750 ∣ generator_ganloss : 1057.952246 ∣     [  std_z : 0.99  real_sub_fake : 430.30 ]
[  epoch 0026/0040] 2860/4800, lr:2.5e-05 ∣ avg_100 : 32080.170304 ∣ critic_nllloss : 25845.714453 ∣ critic_ganloss : -89.590530 ∣ generator_nllloss : 5133.964453 ∣ generator_ganloss : 1074.107275 ∣  [  std_z : 0.99  real_sub_fake : 399.35 ]
[  epoch 0026/0040] 2870/4800, lr:2.5e-05 ∣ avg_100 : 32078.508917 ∣ critic_nllloss : 25902.358789 ∣ critic_ganloss : -178.915486 ∣ generator_nllloss : 5069.694727 ∣ generator_ganloss : 1042.327637 ∣     [  std_z : 0.99  real_sub_fake : 516.42 ]
[  epoch 0026/0040] 2880/4800, lr:2.5e-05 ∣ avg_100 : 32078.105328 ∣ critic_nllloss : 25914.062500 ∣ critic_ganloss : -161.053622 ∣ generator_nllloss : 5169.578516 ∣ generator_ganloss : 1034.959473 ∣     [  std_z : 1.00  real_sub_fake : 592.31 ]
[  epoch 0026/0040] 2890/4800, lr:2.5e-05 ∣ avg_100 : 32079.688769 ∣ critic_nllloss : 25989.952930 ∣ critic_ganloss : -139.663104 ∣ generator_nllloss : 5156.087305 ∣ generator_ganloss : 1076.696484 ∣     [  std_z : 1.01  real_sub_fake : 544.80 ]
[  epoch 0026/0040] 2900/4800, lr:2.5e-05 ∣ avg_100 : 32078.526707 ∣ critic_nllloss : 25681.155078 ∣ critic_ganloss : -116.466632 ∣ generator_nllloss : 5119.450781 ∣ generator_ganloss : 1065.895996 ∣     [  std_z : 1.00  real_sub_fake : 547.20 ]
[  epoch 0026/0040] 2910/4800, lr:2.5e-05 ∣ avg_100 : 32079.114578 ∣ critic_nllloss : 25845.547070 ∣ critic_ganloss : -95.729047 ∣ generator_nllloss : 5167.888672 ∣ generator_ganloss : 1092.771045 ∣  [  std_z : 0.98  real_sub_fake : 380.66 ]
[  epoch 0026/0040] 2920/4800, lr:2.5e-05 ∣ avg_100 : 32083.923375 ∣ critic_nllloss : 26078.377344 ∣ critic_ganloss : -136.797716 ∣ generator_nllloss : 5197.317969 ∣ generator_ganloss : 1069.683105 ∣     [  std_z : 0.98  real_sub_fake : 456.05 ]
[  epoch 0026/0040] 2930/4800, lr:2.5e-05 ∣ avg_100 : 32084.034487 ∣ critic_nllloss : 25792.514648 ∣ critic_ganloss : -131.321828 ∣ generator_nllloss : 5101.167969 ∣ generator_ganloss : 1070.002441 ∣     [  std_z : 0.99  real_sub_fake : 458.26 ]
[  epoch 0026/0040] 2940/4800, lr:2.5e-05 ∣ avg_100 : 32085.497129 ∣ critic_nllloss : 25862.189063 ∣ critic_ganloss : -119.028547 ∣ generator_nllloss : 5173.333984 ∣ generator_ganloss : 1077.866553 ∣     [  std_z : 1.00  real_sub_fake : 475.97 ]
[  epoch 0026/0040] 2950/4800, lr:2.5e-05 ∣ avg_100 : 32082.929950 ∣ critic_nllloss : 25992.794922 ∣ critic_ganloss : -166.724049 ∣ generator_nllloss : 5263.018750 ∣ generator_ganloss : 1071.140283 ∣     [  std_z : 1.00  real_sub_fake : 529.63 ]
[  epoch 0026/0040] 2960/4800, lr:2.5e-05 ∣ avg_100 : 32083.554893 ∣ critic_nllloss : 26020.931250 ∣ critic_ganloss : -116.346344 ∣ generator_nllloss : 5184.583008 ∣ generator_ganloss : 1080.771533 ∣     [  std_z : 1.00  real_sub_fake : 567.64 ]
[  epoch 0026/0040] 2970/4800, lr:2.5e-05 ∣ avg_100 : 32086.399523 ∣ critic_nllloss : 26059.022852 ∣ critic_ganloss : -134.594740 ∣ generator_nllloss : 5195.185547 ∣ generator_ganloss : 1082.343799 ∣     [  std_z : 0.99  real_sub_fake : 489.20 ]
[  epoch 0026/0040] 2980/4800, lr:2.5e-05 ∣ avg_100 : 32084.152345 ∣ critic_nllloss : 25827.082813 ∣ critic_ganloss : -141.797769 ∣ generator_nllloss : 5008.426758 ∣ generator_ganloss : 1052.744043 ∣     [  std_z : 0.98  real_sub_fake : 586.68 ]
[  epoch 0026/0040] 2990/4800, lr:2.5e-05 ∣ avg_100 : 32082.145262 ∣ critic_nllloss : 25985.814258 ∣ critic_ganloss : -151.804012 ∣ generator_nllloss : 5274.864453 ∣ generator_ganloss : 1056.896484 ∣     [  std_z : 0.99  real_sub_fake : 582.18 ]
[  epoch 0026/0040] 3000/4800, lr:2.5e-05 ∣ avg_100 : 32083.973278 ∣ critic_nllloss : 26138.503516 ∣ critic_ganloss : -131.840344 ∣ generator_nllloss : 5273.613867 ∣ generator_ganloss : 1071.435400 ∣     [  std_z : 1.00  real_sub_fake : 482.80 ]
[  epoch 0026/0040] 3010/4800, lr:2.5e-05 ∣ avg_100 : 32084.560331 ∣ critic_nllloss : 25990.755273 ∣ critic_ganloss : -125.709776 ∣ generator_nllloss : 5168.205859 ∣ generator_ganloss : 1054.034912 ∣     [  std_z : 0.99  real_sub_fake : 444.10 ]
[  epoch 0026/0040] 3020/4800, lr:2.5e-05 ∣ avg_100 : 32088.042482 ∣ critic_nllloss : 26082.881641 ∣ critic_ganloss : -151.003758 ∣ generator_nllloss : 5218.996680 ∣ generator_ganloss : 1057.833887 ∣     [  std_z : 0.99  real_sub_fake : 558.08 ]
[  epoch 0026/0040] 3030/4800, lr:2.5e-05 ∣ avg_100 : 32088.104940 ∣ critic_nllloss : 25909.731641 ∣ critic_ganloss : -145.496396 ∣ generator_nllloss : 5167.332031 ∣ generator_ganloss : 1067.337402 ∣     [  std_z : 0.99  real_sub_fake : 502.52 ]
[  epoch 0026/0040] 3040/4800, lr:2.5e-05 ∣ avg_100 : 32090.282287 ∣ critic_nllloss : 26103.487695 ∣ critic_ganloss : -143.358957 ∣ generator_nllloss : 5154.344727 ∣ generator_ganloss : 1066.400439 ∣     [  std_z : 0.99  real_sub_fake : 553.84 ]
[  epoch 0026/0040] 3050/4800, lr:2.5e-05 ∣ avg_100 : 32090.663092 ∣ critic_nllloss : 25881.261914 ∣ critic_ganloss : -192.379890 ∣ generator_nllloss : 5172.741406 ∣ generator_ganloss : 1054.851074 ∣     [  std_z : 0.99  real_sub_fake : 618.49 ]
[  epoch 0026/0040] 3060/4800, lr:2.5e-05 ∣ avg_100 : 32089.306055 ∣ critic_nllloss : 25714.860352 ∣ critic_ganloss : -135.171747 ∣ generator_nllloss : 5149.912109 ∣ generator_ganloss : 1072.379346 ∣     [  std_z : 0.99  real_sub_fake : 613.37 ]
[  epoch 0026/0040] 3070/4800, lr:2.5e-05 ∣ avg_100 : 32089.259422 ∣ critic_nllloss : 26097.381641 ∣ critic_ganloss : -153.057167 ∣ generator_nllloss : 5181.089258 ∣ generator_ganloss : 1060.504395 ∣     [  std_z : 0.99  real_sub_fake : 584.50 ]
[  epoch 0026/0040] 3080/4800, lr:2.5e-05 ∣ avg_100 : 32089.945251 ∣ critic_nllloss : 25911.186328 ∣ critic_ganloss : -137.468846 ∣ generator_nllloss : 5217.100391 ∣ generator_ganloss : 1068.023096 ∣     [  std_z : 1.00  real_sub_fake : 555.40 ]
[  epoch 0026/0040] 3090/4800, lr:2.5e-05 ∣ avg_100 : 32093.506978 ∣ critic_nllloss : 26058.437695 ∣ critic_ganloss : -140.040170 ∣ generator_nllloss : 5228.912305 ∣ generator_ganloss : 1058.992920 ∣     [  std_z : 0.99  real_sub_fake : 502.29 ]
[  epoch 0026/0040] 3100/4800, lr:2.5e-05 ∣ avg_100 : 32093.461474 ∣ critic_nllloss : 26100.182617 ∣ critic_ganloss : -105.845299 ∣ generator_nllloss : 5215.810742 ∣ generator_ganloss : 1071.165918 ∣     [  std_z : 0.99  real_sub_fake : 499.77 ]
[  epoch 0026/0040] 3110/4800, lr:2.5e-05 ∣ avg_100 : 32096.398978 ∣ critic_nllloss : 26111.233594 ∣ critic_ganloss : -145.541274 ∣ generator_nllloss : 5219.948242 ∣ generator_ganloss : 1091.708301 ∣     [  std_z : 1.00  real_sub_fake : 458.90 ]
[  epoch 0026/0040] 3120/4800, lr:2.5e-05 ∣ avg_100 : 32092.544693 ∣ critic_nllloss : 25855.859570 ∣ critic_ganloss : -147.905368 ∣ generator_nllloss : 5085.242188 ∣ generator_ganloss : 1073.618457 ∣     [  std_z : 1.00  real_sub_fake : 485.77 ]
[  epoch 0026/0040] 3130/4800, lr:2.5e-05 ∣ avg_100 : 32090.991194 ∣ critic_nllloss : 26021.958984 ∣ critic_ganloss : -225.333064 ∣ generator_nllloss : 5255.397656 ∣ generator_ganloss : 1051.419092 ∣     [  std_z : 0.99  real_sub_fake : 722.21 ]
[  epoch 0026/0040] 3140/4800, lr:2.5e-05 ∣ avg_100 : 32091.888518 ∣ critic_nllloss : 25955.285352 ∣ critic_ganloss : -179.393655 ∣ generator_nllloss : 5206.179102 ∣ generator_ganloss : 1092.126855 ∣     [  std_z : 0.99  real_sub_fake : 779.93 ]
[  epoch 0026/0040] 3150/4800, lr:2.5e-05 ∣ avg_100 : 32095.177271 ∣ critic_nllloss : 26046.899219 ∣ critic_ganloss : -147.179756 ∣ generator_nllloss : 5265.178125 ∣ generator_ganloss : 1085.587305 ∣     [  std_z : 0.99  real_sub_fake : 598.47 ]
[  epoch 0026/0040] 3160/4800, lr:2.5e-05 ∣ avg_100 : 32097.007664 ∣ critic_nllloss : 25979.893164 ∣ critic_ganloss : -106.952840 ∣ generator_nllloss : 5231.544922 ∣ generator_ganloss : 1097.159424 ∣     [  std_z : 1.00  real_sub_fake : 456.02 ]
[  epoch 0026/0040] 3170/4800, lr:2.5e-05 ∣ avg_100 : 32096.001115 ∣ critic_nllloss : 25982.705469 ∣ critic_ganloss : -130.071133 ∣ generator_nllloss : 5142.020898 ∣ generator_ganloss : 1078.264746 ∣     [  std_z : 0.99  real_sub_fake : 454.44 ]
[  epoch 0026/0040] 3180/4800, lr:2.5e-05 ∣ avg_100 : 32093.155873 ∣ critic_nllloss : 25854.383008 ∣ critic_ganloss : -141.379961 ∣ generator_nllloss : 5101.453906 ∣ generator_ganloss : 1070.758740 ∣     [  std_z : 0.99  real_sub_fake : 553.88 ]
[  epoch 0026/0040] 3190/4800, lr:2.5e-05 ∣ avg_100 : 32093.794136 ∣ critic_nllloss : 26095.972461 ∣ critic_ganloss : -157.314825 ∣ generator_nllloss : 5227.548047 ∣ generator_ganloss : 1076.256201 ∣     [  std_z : 0.99  real_sub_fake : 543.04 ]
[  epoch 0026/0040] 3200/4800, lr:2.5e-05 ∣ avg_100 : 32094.103834 ∣ critic_nllloss : 25903.585352 ∣ critic_ganloss : -151.416145 ∣ generator_nllloss : 5279.791016 ∣ generator_ganloss : 1075.781934 ∣     [  std_z : 0.99  real_sub_fake : 509.25 ]
[  epoch 0026/0040] 3210/4800, lr:2.5e-05 ∣ avg_100 : 32094.666534 ∣ critic_nllloss : 25981.031250 ∣ critic_ganloss : -104.513698 ∣ generator_nllloss : 5160.020508 ∣ generator_ganloss : 1074.544043 ∣     [  std_z : 0.99  real_sub_fake : 489.17 ]
[  epoch 0026/0040] 3220/4800, lr:2.5e-05 ∣ avg_100 : 32086.623280 ∣ critic_nllloss : 25840.764258 ∣ critic_ganloss : -181.378697 ∣ generator_nllloss : 5101.297852 ∣ generator_ganloss : 1038.634570 ∣     [  std_z : 0.99  real_sub_fake : 567.22 ]
[  epoch 0026/0040] 3230/4800, lr:2.5e-05 ∣ avg_100 : 32088.097104 ∣ critic_nllloss : 25885.525195 ∣ critic_ganloss : -170.829460 ∣ generator_nllloss : 5246.397266 ∣ generator_ganloss : 1061.099268 ∣     [  std_z : 1.00  real_sub_fake : 574.09 ]
[  epoch 0026/0040] 3240/4800, lr:2.5e-05 ∣ avg_100 : 32088.955332 ∣ critic_nllloss : 25988.188867 ∣ critic_ganloss : -140.181903 ∣ generator_nllloss : 5124.175781 ∣ generator_ganloss : 1069.131836 ∣     [  std_z : 0.99  real_sub_fake : 596.37 ]
[  epoch 0026/0040] 3250/4800, lr:2.5e-05 ∣ avg_100 : 32087.557195 ∣ critic_nllloss : 25742.363672 ∣ critic_ganloss : -162.000258 ∣ generator_nllloss : 5186.332812 ∣ generator_ganloss : 1061.757031 ∣     [  std_z : 0.99  real_sub_fake : 595.83 ]
[  epoch 0026/0040] 3260/4800, lr:2.5e-05 ∣ avg_100 : 32089.288668 ∣ critic_nllloss : 26076.497266 ∣ critic_ganloss : -228.945985 ∣ generator_nllloss : 5256.202344 ∣ generator_ganloss : 1044.087549 ∣     [  std_z : 0.99  real_sub_fake : 757.04 ]
[  epoch 0026/0040] 3270/4800, lr:2.5e-05 ∣ avg_100 : 32088.391205 ∣ critic_nllloss : 26006.903906 ∣ critic_ganloss : -120.352809 ∣ generator_nllloss : 5261.005078 ∣ generator_ganloss : 1087.596387 ∣     [  std_z : 0.99  real_sub_fake : 690.21 ]
[  epoch 0026/0040] 3280/4800, lr:2.5e-05 ∣ avg_100 : 32090.838474 ∣ critic_nllloss : 25924.167773 ∣ critic_ganloss : 16.965870 ∣ generator_nllloss : 5194.247266 ∣ generator_ganloss : 1116.831934 ∣   [  std_z : 1.00  real_sub_fake : 160.13 ]
[  epoch 0026/0040] 3290/4800, lr:2.5e-05 ∣ avg_100 : 32088.920987 ∣ critic_nllloss : 25737.811719 ∣ critic_ganloss : -15.827944 ∣ generator_nllloss : 5175.470117 ∣ generator_ganloss : 1110.303271 ∣  [  std_z : 0.99  real_sub_fake : 94.37 ]
[  epoch 0026/0040] 3300/4800, lr:2.5e-05 ∣ avg_100 : 32091.941258 ∣ critic_nllloss : 26111.459180 ∣ critic_ganloss : -33.940311 ∣ generator_nllloss : 5244.767578 ∣ generator_ganloss : 1102.569629 ∣  [  std_z : 0.99  real_sub_fake : 117.70 ]
[  epoch 0026/0040] 3310/4800, lr:2.5e-05 ∣ avg_100 : 32098.130392 ∣ critic_nllloss : 26002.618750 ∣ critic_ganloss : -72.290749 ∣ generator_nllloss : 5294.752930 ∣ generator_ganloss : 1089.018115 ∣  [  std_z : 0.99  real_sub_fake : 188.29 ]
[  epoch 0026/0040] 3320/4800, lr:2.5e-05 ∣ avg_100 : 32096.966161 ∣ critic_nllloss : 25778.595898 ∣ critic_ganloss : -74.935686 ∣ generator_nllloss : 5203.645117 ∣ generator_ganloss : 1080.430908 ∣  [  std_z : 0.99  real_sub_fake : 216.19 ]
[  epoch 0026/0040] 3330/4800, lr:2.5e-05 ∣ avg_100 : 32100.651380 ∣ critic_nllloss : 25928.864648 ∣ critic_ganloss : -116.036581 ∣ generator_nllloss : 5156.892187 ∣ generator_ganloss : 1078.032031 ∣     [  std_z : 0.99  real_sub_fake : 323.23 ]
[  epoch 0026/0040] 3340/4800, lr:2.5e-05 ∣ avg_100 : 32101.502462 ∣ critic_nllloss : 25903.516602 ∣ critic_ganloss : -126.844125 ∣ generator_nllloss : 5258.461719 ∣ generator_ganloss : 1058.732715 ∣     [  std_z : 0.99  real_sub_fake : 430.61 ]
[  epoch 0026/0040] 3350/4800, lr:2.5e-05 ∣ avg_100 : 32098.335219 ∣ critic_nllloss : 25879.120312 ∣ critic_ganloss : -165.455389 ∣ generator_nllloss : 5141.434570 ∣ generator_ganloss : 1062.871582 ∣     [  std_z : 0.99  real_sub_fake : 493.89 ]
[  epoch 0026/0040] 3360/4800, lr:2.5e-05 ∣ avg_100 : 32098.327079 ∣ critic_nllloss : 26061.875586 ∣ critic_ganloss : -158.239343 ∣ generator_nllloss : 5271.604297 ∣ generator_ganloss : 1072.222119 ∣     [  std_z : 1.00  real_sub_fake : 560.87 ]
[  epoch 0026/0040] 3370/4800, lr:2.5e-05 ∣ avg_100 : 32095.476350 ∣ critic_nllloss : 25825.649609 ∣ critic_ganloss : -118.953000 ∣ generator_nllloss : 5134.077539 ∣ generator_ganloss : 1067.904053 ∣     [  std_z : 0.99  real_sub_fake : 538.17 ]
[  epoch 0026/0040] 3380/4800, lr:2.5e-05 ∣ avg_100 : 32093.030201 ∣ critic_nllloss : 25876.287305 ∣ critic_ganloss : -122.103220 ∣ generator_nllloss : 5149.995898 ∣ generator_ganloss : 1078.316992 ∣     [  std_z : 0.99  real_sub_fake : 494.95 ]
[  epoch 0026/0040] 3390/4800, lr:2.5e-05 ∣ avg_100 : 32092.511025 ∣ critic_nllloss : 25984.503711 ∣ critic_ganloss : -129.438660 ∣ generator_nllloss : 5176.691602 ∣ generator_ganloss : 1066.158887 ∣     [  std_z : 0.99  real_sub_fake : 524.89 ]
[  epoch 0026/0040] 3400/4800, lr:2.5e-05 ∣ avg_100 : 32092.819295 ∣ critic_nllloss : 25960.846484 ∣ critic_ganloss : -149.600223 ∣ generator_nllloss : 5154.203125 ∣ generator_ganloss : 1060.991504 ∣     [  std_z : 0.99  real_sub_fake : 580.64 ]
[  epoch 0026/0040] 3410/4800, lr:2.5e-05 ∣ avg_100 : 32091.051874 ∣ critic_nllloss : 26079.756055 ∣ critic_ganloss : -188.459578 ∣ generator_nllloss : 5189.945703 ∣ generator_ganloss : 1046.414648 ∣     [  std_z : 1.00  real_sub_fake : 607.37 ]
[  epoch 0026/0040] 3420/4800, lr:2.5e-05 ∣ avg_100 : 32087.922999 ∣ critic_nllloss : 25864.816992 ∣ critic_ganloss : -199.604295 ∣ generator_nllloss : 5156.681836 ∣ generator_ganloss : 1051.061230 ∣     [  std_z : 1.00  real_sub_fake : 683.24 ]
[  epoch 0026/0040] 3430/4800, lr:2.5e-05 ∣ avg_100 : 32088.179266 ∣ critic_nllloss : 25748.020703 ∣ critic_ganloss : -145.241299 ∣ generator_nllloss : 5229.334570 ∣ generator_ganloss : 1055.896094 ∣     [  std_z : 1.00  real_sub_fake : 583.52 ]
[  epoch 0026/0040] 3440/4800, lr:2.5e-05 ∣ avg_100 : 32089.692063 ∣ critic_nllloss : 26075.247461 ∣ critic_ganloss : -110.671252 ∣ generator_nllloss : 5232.783203 ∣ generator_ganloss : 1067.519531 ∣     [  std_z : 0.99  real_sub_fake : 495.87 ]
[  epoch 0026/0040] 3450/4800, lr:2.5e-05 ∣ avg_100 : 32084.762421 ∣ critic_nllloss : 25817.166602 ∣ critic_ganloss : -136.729706 ∣ generator_nllloss : 5038.793945 ∣ generator_ganloss : 1065.347559 ∣     [  std_z : 0.98  real_sub_fake : 503.75 ]
[  epoch 0026/0040] 3460/4800, lr:2.5e-05 ∣ avg_100 : 32086.440267 ∣ critic_nllloss : 25934.747852 ∣ critic_ganloss : -147.818318 ∣ generator_nllloss : 5223.166016 ∣ generator_ganloss : 1067.386133 ∣     [  std_z : 1.00  real_sub_fake : 589.31 ]
[  epoch 0026/0040] 3470/4800, lr:2.5e-05 ∣ avg_100 : 32088.486944 ∣ critic_nllloss : 26184.505273 ∣ critic_ganloss : -125.607790 ∣ generator_nllloss : 5130.880664 ∣ generator_ganloss : 1088.284619 ∣     [  std_z : 1.00  real_sub_fake : 510.18 ]
[  epoch 0026/0040] 3480/4800, lr:2.5e-05 ∣ avg_100 : 32094.527021 ∣ critic_nllloss : 26170.437891 ∣ critic_ganloss : -154.950696 ∣ generator_nllloss : 5220.800781 ∣ generator_ganloss : 1064.184180 ∣     [  std_z : 1.00  real_sub_fake : 534.12 ]
[  epoch 0026/0040] 3490/4800, lr:2.5e-05 ∣ avg_100 : 32090.858644 ∣ critic_nllloss : 25962.340625 ∣ critic_ganloss : -155.042058 ∣ generator_nllloss : 5207.686719 ∣ generator_ganloss : 1073.421533 ∣     [  std_z : 1.00  real_sub_fake : 516.99 ]
[  epoch 0026/0040] 3500/4800, lr:2.5e-05 ∣ avg_100 : 32087.493098 ∣ critic_nllloss : 25764.947070 ∣ critic_ganloss : -147.141359 ∣ generator_nllloss : 5134.246680 ∣ generator_ganloss : 1077.917090 ∣     [  std_z : 0.99  real_sub_fake : 509.02 ]
[  epoch 0026/0040] 3510/4800, lr:2.5e-05 ∣ avg_100 : 32087.739917 ∣ critic_nllloss : 26057.158984 ∣ critic_ganloss : -140.594316 ∣ generator_nllloss : 5154.207031 ∣ generator_ganloss : 1064.187158 ∣     [  std_z : 0.99  real_sub_fake : 530.28 ]
[  epoch 0026/0040] 3520/4800, lr:2.5e-05 ∣ avg_100 : 32086.285526 ∣ critic_nllloss : 25760.396094 ∣ critic_ganloss : -90.710524 ∣ generator_nllloss : 5146.378906 ∣ generator_ganloss : 1088.008496 ∣  [  std_z : 0.99  real_sub_fake : 412.43 ]
[  epoch 0026/0040] 3530/4800, lr:2.5e-05 ∣ avg_100 : 32083.450356 ∣ critic_nllloss : 26040.466797 ∣ critic_ganloss : -184.689076 ∣ generator_nllloss : 5218.609180 ∣ generator_ganloss : 1061.074316 ∣     [  std_z : 0.99  real_sub_fake : 598.50 ]
[  epoch 0026/0040] 3540/4800, lr:2.5e-05 ∣ avg_100 : 32083.122604 ∣ critic_nllloss : 25916.676172 ∣ critic_ganloss : -167.305693 ∣ generator_nllloss : 5160.228320 ∣ generator_ganloss : 1069.840137 ∣     [  std_z : 1.00  real_sub_fake : 651.72 ]
[  epoch 0026/0040] 3550/4800, lr:2.5e-05 ∣ avg_100 : 32084.239847 ∣ critic_nllloss : 25892.342578 ∣ critic_ganloss : -165.208890 ∣ generator_nllloss : 5179.475781 ∣ generator_ganloss : 1087.529004 ∣     [  std_z : 1.00  real_sub_fake : 650.25 ]
[  epoch 0026/0040] 3560/4800, lr:2.5e-05 ∣ avg_100 : 32084.868656 ∣ critic_nllloss : 26088.979687 ∣ critic_ganloss : -219.865494 ∣ generator_nllloss : 5234.045508 ∣ generator_ganloss : 1041.860547 ∣     [  std_z : 0.99  real_sub_fake : 678.90 ]
[  epoch 0026/0040] 3570/4800, lr:2.5e-05 ∣ avg_100 : 32084.718187 ∣ critic_nllloss : 25925.498242 ∣ critic_ganloss : -121.716231 ∣ generator_nllloss : 5202.894922 ∣ generator_ganloss : 1046.054004 ∣     [  std_z : 0.99  real_sub_fake : 640.24 ]
[  epoch 0026/0040] 3580/4800, lr:2.5e-05 ∣ avg_100 : 32083.107635 ∣ critic_nllloss : 26016.595508 ∣ critic_ganloss : -100.711230 ∣ generator_nllloss : 5185.764453 ∣ generator_ganloss : 1091.840381 ∣     [  std_z : 0.99  real_sub_fake : 352.25 ]
[  epoch 0026/0040] 3590/4800, lr:2.5e-05 ∣ avg_100 : 32082.697825 ∣ critic_nllloss : 26026.479687 ∣ critic_ganloss : -146.892177 ∣ generator_nllloss : 5150.752930 ∣ generator_ganloss : 1049.835352 ∣     [  std_z : 1.00  real_sub_fake : 475.33 ]
[  epoch 0026/0040] 3600/4800, lr:2.5e-05 ∣ avg_100 : 32082.082741 ∣ critic_nllloss : 25961.410938 ∣ critic_ganloss : -171.324875 ∣ generator_nllloss : 5231.758789 ∣ generator_ganloss : 1056.010400 ∣     [  std_z : 1.00  real_sub_fake : 594.63 ]
[  epoch 0026/0040] 3610/4800, lr:2.5e-05 ∣ avg_100 : 32080.547465 ∣ critic_nllloss : 25991.064453 ∣ critic_ganloss : -134.194441 ∣ generator_nllloss : 5157.027539 ∣ generator_ganloss : 1072.380322 ∣     [  std_z : 1.01  real_sub_fake : 611.55 ]
[  epoch 0026/0040] 3620/4800, lr:2.5e-05 ∣ avg_100 : 32081.229130 ∣ critic_nllloss : 25971.215430 ∣ critic_ganloss : -157.779765 ∣ generator_nllloss : 5157.008984 ∣ generator_ganloss : 1087.408740 ∣     [  std_z : 0.99  real_sub_fake : 596.68 ]
[  epoch 0026/0040] 3630/4800, lr:2.5e-05 ∣ avg_100 : 32079.073306 ∣ critic_nllloss : 25745.647266 ∣ critic_ganloss : -129.358220 ∣ generator_nllloss : 5117.849414 ∣ generator_ganloss : 1086.179834 ∣     [  std_z : 0.99  real_sub_fake : 503.70 ]
[  epoch 0026/0040] 3640/4800, lr:2.5e-05 ∣ avg_100 : 32080.620210 ∣ critic_nllloss : 25960.223438 ∣ critic_ganloss : -123.970552 ∣ generator_nllloss : 5115.509961 ∣ generator_ganloss : 1069.208984 ∣     [  std_z : 0.98  real_sub_fake : 508.27 ]
[  epoch 0026/0040] 3650/4800, lr:2.5e-05 ∣ avg_100 : 32079.036393 ∣ critic_nllloss : 25991.735156 ∣ critic_ganloss : -154.673578 ∣ generator_nllloss : 5143.214844 ∣ generator_ganloss : 1080.075195 ∣     [  std_z : 1.00  real_sub_fake : 497.14 ]
[  epoch 0026/0040] 3660/4800, lr:2.5e-05 ∣ avg_100 : 32082.488307 ∣ critic_nllloss : 26026.169141 ∣ critic_ganloss : -97.722621 ∣ generator_nllloss : 5171.800391 ∣ generator_ganloss : 1094.116797 ∣  [  std_z : 1.00  real_sub_fake : 431.21 ]
[  epoch 0026/0040] 3670/4800, lr:2.5e-05 ∣ avg_100 : 32083.775714 ∣ critic_nllloss : 26138.502930 ∣ critic_ganloss : -140.427509 ∣ generator_nllloss : 5227.205859 ∣ generator_ganloss : 1085.685791 ∣     [  std_z : 1.01  real_sub_fake : 476.07 ]
[  epoch 0026/0040] 3680/4800, lr:2.5e-05 ∣ avg_100 : 32085.425452 ∣ critic_nllloss : 25919.966016 ∣ critic_ganloss : -106.862445 ∣ generator_nllloss : 5185.850195 ∣ generator_ganloss : 1070.319141 ∣     [  std_z : 0.99  real_sub_fake : 503.81 ]
[  epoch 0026/0040] 3690/4800, lr:2.5e-05 ∣ avg_100 : 32080.212337 ∣ critic_nllloss : 25628.952148 ∣ critic_ganloss : -144.342577 ∣ generator_nllloss : 5144.948438 ∣ generator_ganloss : 1084.377197 ∣     [  std_z : 0.98  real_sub_fake : 421.30 ]
[  epoch 0026/0040] 3700/4800, lr:2.5e-05 ∣ avg_100 : 32079.016949 ∣ critic_nllloss : 25652.646680 ∣ critic_ganloss : -93.800101 ∣ generator_nllloss : 5135.264648 ∣ generator_ganloss : 1066.651025 ∣  [  std_z : 0.98  real_sub_fake : 499.69 ]
[  epoch 0026/0040] 3710/4800, lr:2.5e-05 ∣ avg_100 : 32076.948966 ∣ critic_nllloss : 26018.267578 ∣ critic_ganloss : -141.339134 ∣ generator_nllloss : 5268.169141 ∣ generator_ganloss : 1055.139795 ∣     [  std_z : 0.99  real_sub_fake : 512.95 ]
[  epoch 0026/0040] 3720/4800, lr:2.5e-05 ∣ avg_100 : 32077.569792 ∣ critic_nllloss : 26162.072656 ∣ critic_ganloss : -185.716035 ∣ generator_nllloss : 5222.875195 ∣ generator_ganloss : 1041.556494 ∣     [  std_z : 1.00  real_sub_fake : 548.01 ]
[  epoch 0026/0040] 3730/4800, lr:2.5e-05 ∣ avg_100 : 32076.553501 ∣ critic_nllloss : 25882.402734 ∣ critic_ganloss : -71.930928 ∣ generator_nllloss : 5143.399219 ∣ generator_ganloss : 1077.984180 ∣  [  std_z : 1.00  real_sub_fake : 442.68 ]
[  epoch 0026/0040] 3740/4800, lr:2.5e-05 ∣ avg_100 : 32072.657581 ∣ critic_nllloss : 25725.022266 ∣ critic_ganloss : -115.882938 ∣ generator_nllloss : 5213.869727 ∣ generator_ganloss : 1063.601562 ∣     [  std_z : 1.00  real_sub_fake : 402.40 ]
[  epoch 0026/0040] 3750/4800, lr:2.5e-05 ∣ avg_100 : 32075.501742 ∣ critic_nllloss : 26210.801367 ∣ critic_ganloss : -126.812368 ∣ generator_nllloss : 5238.967578 ∣ generator_ganloss : 1063.282861 ∣     [  std_z : 0.99  real_sub_fake : 454.06 ]
[  epoch 0026/0040] 3760/4800, lr:2.5e-05 ∣ avg_100 : 32072.986190 ∣ critic_nllloss : 25660.854297 ∣ critic_ganloss : -109.382758 ∣ generator_nllloss : 5153.943555 ∣ generator_ganloss : 1070.923779 ∣     [  std_z : 0.99  real_sub_fake : 403.75 ]
[  epoch 0026/0040] 3770/4800, lr:2.5e-05 ∣ avg_100 : 32073.112187 ∣ critic_nllloss : 25940.932227 ∣ critic_ganloss : -153.309434 ∣ generator_nllloss : 5188.839648 ∣ generator_ganloss : 1066.274316 ∣     [  std_z : 0.98  real_sub_fake : 480.60 ]
[  epoch 0026/0040] 3780/4800, lr:2.5e-05 ∣ avg_100 : 32073.887886 ∣ critic_nllloss : 26158.902344 ∣ critic_ganloss : -132.770261 ∣ generator_nllloss : 5175.480273 ∣ generator_ganloss : 1082.672803 ∣     [  std_z : 0.99  real_sub_fake : 564.48 ]
[  epoch 0026/0040] 3790/4800, lr:2.5e-05 ∣ avg_100 : 32074.757231 ∣ critic_nllloss : 26012.814844 ∣ critic_ganloss : -148.245229 ∣ generator_nllloss : 5304.652930 ∣ generator_ganloss : 1089.666455 ∣     [  std_z : 1.01  real_sub_fake : 512.88 ]
[  epoch 0026/0040] 3800/4800, lr:2.5e-05 ∣ avg_100 : 32073.042178 ∣ critic_nllloss : 26040.925781 ∣ critic_ganloss : -175.450134 ∣ generator_nllloss : 5156.071875 ∣ generator_ganloss : 1070.648242 ∣     [  std_z : 1.00  real_sub_fake : 556.19 ]
[  epoch 0026/0040] 3810/4800, lr:2.5e-05 ∣ avg_100 : 32070.883068 ∣ critic_nllloss : 25899.255469 ∣ critic_ganloss : -92.830545 ∣ generator_nllloss : 5114.139453 ∣ generator_ganloss : 1091.211621 ∣  [  std_z : 0.99  real_sub_fake : 521.36 ]
[  epoch 0026/0040] 3820/4800, lr:2.5e-05 ∣ avg_100 : 32072.557925 ∣ critic_nllloss : 25981.681836 ∣ critic_ganloss : -124.209134 ∣ generator_nllloss : 5197.309570 ∣ generator_ganloss : 1096.614453 ∣     [  std_z : 0.99  real_sub_fake : 450.23 ]
[  epoch 0026/0040] 3830/4800, lr:2.5e-05 ∣ avg_100 : 32072.359451 ∣ critic_nllloss : 25978.025195 ∣ critic_ganloss : -153.101683 ∣ generator_nllloss : 5177.526367 ∣ generator_ganloss : 1065.497314 ∣     [  std_z : 0.99  real_sub_fake : 525.98 ]
[  epoch 0026/0040] 3840/4800, lr:2.5e-05 ∣ avg_100 : 32073.495408 ∣ critic_nllloss : 26020.831836 ∣ critic_ganloss : -100.290662 ∣ generator_nllloss : 5300.387109 ∣ generator_ganloss : 1087.962793 ∣     [  std_z : 1.00  real_sub_fake : 427.43 ]
[  epoch 0026/0040] 3850/4800, lr:2.5e-05 ∣ avg_100 : 32071.328910 ∣ critic_nllloss : 26109.148828 ∣ critic_ganloss : -150.744710 ∣ generator_nllloss : 5137.903125 ∣ generator_ganloss : 1055.864600 ∣     [  std_z : 1.00  real_sub_fake : 512.00 ]
[  epoch 0026/0040] 3860/4800, lr:2.5e-05 ∣ avg_100 : 32075.272566 ∣ critic_nllloss : 26156.774805 ∣ critic_ganloss : -158.306219 ∣ generator_nllloss : 5285.898242 ∣ generator_ganloss : 1074.194434 ∣     [  std_z : 1.00  real_sub_fake : 511.28 ]
[  epoch 0026/0040] 3870/4800, lr:2.5e-05 ∣ avg_100 : 32076.888124 ∣ critic_nllloss : 25925.924219 ∣ critic_ganloss : -149.667638 ∣ generator_nllloss : 5152.669922 ∣ generator_ganloss : 1068.094922 ∣     [  std_z : 0.99  real_sub_fake : 508.60 ]
[  epoch 0026/0040] 3880/4800, lr:2.5e-05 ∣ avg_100 : 32077.229243 ∣ critic_nllloss : 25922.727734 ∣ critic_ganloss : -133.272331 ∣ generator_nllloss : 5148.736523 ∣ generator_ganloss : 1053.466797 ∣     [  std_z : 0.99  real_sub_fake : 536.11 ]
[  epoch 0026/0040] 3890/4800, lr:2.5e-05 ∣ avg_100 : 32075.073554 ∣ critic_nllloss : 25754.730664 ∣ critic_ganloss : -96.018674 ∣ generator_nllloss : 5135.971289 ∣ generator_ganloss : 1072.821436 ∣  [  std_z : 0.99  real_sub_fake : 445.92 ]
[  epoch 0026/0040] 3900/4800, lr:2.5e-05 ∣ avg_100 : 32075.968034 ∣ critic_nllloss : 25735.119727 ∣ critic_ganloss : -132.964873 ∣ generator_nllloss : 5171.077539 ∣ generator_ganloss : 1066.250879 ∣     [  std_z : 1.00  real_sub_fake : 481.65 ]
[  epoch 0026/0040] 3910/4800, lr:2.5e-05 ∣ avg_100 : 32073.964451 ∣ critic_nllloss : 25709.142188 ∣ critic_ganloss : -129.726733 ∣ generator_nllloss : 5151.537109 ∣ generator_ganloss : 1079.166846 ∣     [  std_z : 1.00  real_sub_fake : 444.12 ]
[  epoch 0026/0040] 3920/4800, lr:2.5e-05 ∣ avg_100 : 32073.391135 ∣ critic_nllloss : 26038.307227 ∣ critic_ganloss : -163.617554 ∣ generator_nllloss : 5202.720703 ∣ generator_ganloss : 1073.838770 ∣     [  std_z : 0.99  real_sub_fake : 508.61 ]
[  epoch 0026/0040] 3930/4800, lr:2.5e-05 ∣ avg_100 : 32075.031744 ∣ critic_nllloss : 25923.215625 ∣ critic_ganloss : -169.862195 ∣ generator_nllloss : 5171.560352 ∣ generator_ganloss : 1071.510303 ∣     [  std_z : 0.99  real_sub_fake : 618.31 ]
[  epoch 0026/0040] 3940/4800, lr:2.5e-05 ∣ avg_100 : 32077.345537 ∣ critic_nllloss : 26099.327734 ∣ critic_ganloss : -172.926395 ∣ generator_nllloss : 5190.965625 ∣ generator_ganloss : 1108.373389 ∣     [  std_z : 0.99  real_sub_fake : 657.78 ]
[  epoch 0026/0040] 3950/4800, lr:2.5e-05 ∣ avg_100 : 32074.792604 ∣ critic_nllloss : 25782.952734 ∣ critic_ganloss : -125.840068 ∣ generator_nllloss : 5145.855469 ∣ generator_ganloss : 1101.968506 ∣     [  std_z : 0.99  real_sub_fake : 557.93 ]
[  epoch 0026/0040] 3960/4800, lr:2.5e-05 ∣ avg_100 : 32075.209940 ∣ critic_nllloss : 26036.836719 ∣ critic_ganloss : -125.505173 ∣ generator_nllloss : 5188.354688 ∣ generator_ganloss : 1111.986816 ∣     [  std_z : 1.00  real_sub_fake : 502.73 ]
[  epoch 0026/0040] 3970/4800, lr:2.5e-05 ∣ avg_100 : 32074.363188 ∣ critic_nllloss : 25921.712891 ∣ critic_ganloss : -33.333205 ∣ generator_nllloss : 5113.151563 ∣ generator_ganloss : 1115.750977 ∣  [  std_z : 1.00  real_sub_fake : 342.98 ]
[  epoch 0026/0040] 3980/4800, lr:2.5e-05 ∣ avg_100 : 32077.446956 ∣ critic_nllloss : 25810.070703 ∣ critic_ganloss : -50.972032 ∣ generator_nllloss : 5186.789844 ∣ generator_ganloss : 1108.944189 ∣  [  std_z : 1.00  real_sub_fake : 182.15 ]
[  epoch 0026/0040] 3990/4800, lr:2.5e-05 ∣ avg_100 : 32079.053468 ∣ critic_nllloss : 26059.004492 ∣ critic_ganloss : -70.976995 ∣ generator_nllloss : 5248.387891 ∣ generator_ganloss : 1090.006934 ∣  [  std_z : 0.99  real_sub_fake : 230.43 ]
[  epoch 0026/0040] 4000/4800, lr:2.5e-05 ∣ avg_100 : 32076.192132 ∣ critic_nllloss : 25877.424414 ∣ critic_ganloss : -68.467934 ∣ generator_nllloss : 5199.981836 ∣ generator_ganloss : 1056.640576 ∣  [  std_z : 0.99  real_sub_fake : 334.04 ]
[  epoch 0026/0040] 4010/4800, lr:2.5e-05 ∣ avg_100 : 32077.452247 ∣ critic_nllloss : 25953.640625 ∣ critic_ganloss : -114.400773 ∣ generator_nllloss : 5301.465039 ∣ generator_ganloss : 1072.592871 ∣     [  std_z : 0.99  real_sub_fake : 378.05 ]
[  epoch 0026/0040] 4020/4800, lr:2.5e-05 ∣ avg_100 : 32073.488063 ∣ critic_nllloss : 25733.542773 ∣ critic_ganloss : -145.768419 ∣ generator_nllloss : 5155.772461 ∣ generator_ganloss : 1068.743164 ∣     [  std_z : 1.00  real_sub_fake : 481.16 ]
[  epoch 0026/0040] 4030/4800, lr:2.5e-05 ∣ avg_100 : 32072.675542 ∣ critic_nllloss : 25879.262109 ∣ critic_ganloss : -163.751540 ∣ generator_nllloss : 5133.544531 ∣ generator_ganloss : 1068.597559 ∣     [  std_z : 1.01  real_sub_fake : 609.51 ]
[  epoch 0026/0040] 4040/4800, lr:2.5e-05 ∣ avg_100 : 32072.580384 ∣ critic_nllloss : 26012.641406 ∣ critic_ganloss : -117.100429 ∣ generator_nllloss : 5201.625781 ∣ generator_ganloss : 1074.191260 ∣     [  std_z : 0.99  real_sub_fake : 518.42 ]
[  epoch 0026/0040] 4050/4800, lr:2.5e-05 ∣ avg_100 : 32075.528832 ∣ critic_nllloss : 26045.831641 ∣ critic_ganloss : -113.152871 ∣ generator_nllloss : 5189.337891 ∣ generator_ganloss : 1089.302686 ∣     [  std_z : 0.99  real_sub_fake : 353.83 ]
[  epoch 0026/0040] 4060/4800, lr:2.5e-05 ∣ avg_100 : 32074.396788 ∣ critic_nllloss : 25588.062695 ∣ critic_ganloss : -120.711034 ∣ generator_nllloss : 5158.375781 ∣ generator_ganloss : 1063.048193 ∣     [  std_z : 0.98  real_sub_fake : 396.17 ]
[  epoch 0026/0040] 4070/4800, lr:2.5e-05 ∣ avg_100 : 32073.624827 ∣ critic_nllloss : 26011.570117 ∣ critic_ganloss : -127.959558 ∣ generator_nllloss : 5156.425195 ∣ generator_ganloss : 1068.686328 ∣     [  std_z : 0.99  real_sub_fake : 483.28 ]
[  epoch 0026/0040] 4080/4800, lr:2.5e-05 ∣ avg_100 : 32072.287705 ∣ critic_nllloss : 25813.955469 ∣ critic_ganloss : -168.995665 ∣ generator_nllloss : 5221.260352 ∣ generator_ganloss : 1058.908594 ∣     [  std_z : 1.00  real_sub_fake : 515.94 ]
[  epoch 0026/0040] 4090/4800, lr:2.5e-05 ∣ avg_100 : 32070.316213 ∣ critic_nllloss : 25870.172461 ∣ critic_ganloss : -143.479533 ∣ generator_nllloss : 5220.214258 ∣ generator_ganloss : 1062.246387 ∣     [  std_z : 1.00  real_sub_fake : 594.01 ]
[  epoch 0026/0040] 4100/4800, lr:2.5e-05 ∣ avg_100 : 32066.825630 ∣ critic_nllloss : 25874.036133 ∣ critic_ganloss : -156.219572 ∣ generator_nllloss : 5147.897656 ∣ generator_ganloss : 1066.541406 ∣     [  std_z : 1.00  real_sub_fake : 570.72 ]
[  epoch 0026/0040] 4110/4800, lr:2.5e-05 ∣ avg_100 : 32062.393363 ∣ critic_nllloss : 25768.850195 ∣ critic_ganloss : -185.780693 ∣ generator_nllloss : 5190.853516 ∣ generator_ganloss : 1060.199121 ∣     [  std_z : 0.99  real_sub_fake : 682.33 ]
[  epoch 0026/0040] 4120/4800, lr:2.5e-05 ∣ avg_100 : 32062.213813 ∣ critic_nllloss : 25815.207031 ∣ critic_ganloss : -173.969250 ∣ generator_nllloss : 5126.001562 ∣ generator_ganloss : 1081.620557 ∣     [  std_z : 0.98  real_sub_fake : 652.73 ]
[  epoch 0026/0040] 4130/4800, lr:2.5e-05 ∣ avg_100 : 32061.147899 ∣ critic_nllloss : 25789.844922 ∣ critic_ganloss : -95.131900 ∣ generator_nllloss : 5220.878125 ∣ generator_ganloss : 1081.260156 ∣  [  std_z : 0.98  real_sub_fake : 569.90 ]
[  epoch 0026/0040] 4140/4800, lr:2.5e-05 ∣ avg_100 : 32059.752987 ∣ critic_nllloss : 25752.257227 ∣ critic_ganloss : -63.703292 ∣ generator_nllloss : 5130.201758 ∣ generator_ganloss : 1115.950732 ∣  [  std_z : 0.99  real_sub_fake : 250.72 ]
[  epoch 0026/0040] 4150/4800, lr:2.5e-05 ∣ avg_100 : 32058.406075 ∣ critic_nllloss : 26000.854102 ∣ critic_ganloss : -124.178584 ∣ generator_nllloss : 5149.698438 ∣ generator_ganloss : 1089.419727 ∣     [  std_z : 1.00  real_sub_fake : 352.99 ]
[  epoch 0026/0040] 4160/4800, lr:2.5e-05 ∣ avg_100 : 32057.401122 ∣ critic_nllloss : 25946.941406 ∣ critic_ganloss : -137.886974 ∣ generator_nllloss : 5232.262695 ∣ generator_ganloss : 1059.832227 ∣     [  std_z : 0.99  real_sub_fake : 564.18 ]
[  epoch 0026/0040] 4170/4800, lr:2.5e-05 ∣ avg_100 : 32059.845843 ∣ critic_nllloss : 26030.005469 ∣ critic_ganloss : 3.505579 ∣ generator_nllloss : 5191.867969 ∣ generator_ganloss : 1092.013086 ∣    [  std_z : 0.98  real_sub_fake : 324.36 ]
[  epoch 0026/0040] 4180/4800, lr:2.5e-05 ∣ avg_100 : 32062.363229 ∣ critic_nllloss : 25878.866211 ∣ critic_ganloss : -17.632871 ∣ generator_nllloss : 5171.098242 ∣ generator_ganloss : 1104.622705 ∣  [  std_z : 0.99  real_sub_fake : 117.72 ]
[  epoch 0026/0040] 4190/4800, lr:2.5e-05 ∣ avg_100 : 32059.702399 ∣ critic_nllloss : 25683.180859 ∣ critic_ganloss : -15.443276 ∣ generator_nllloss : 5209.059375 ∣ generator_ganloss : 1099.581934 ∣  [  std_z : 0.99  real_sub_fake : 73.20 ]
[  epoch 0026/0040] 4200/4800, lr:2.5e-05 ∣ avg_100 : 32062.267613 ∣ critic_nllloss : 26082.711328 ∣ critic_ganloss : -36.132261 ∣ generator_nllloss : 5231.384766 ∣ generator_ganloss : 1086.299707 ∣  [  std_z : 1.00  real_sub_fake : 107.75 ]
[  epoch 0026/0040] 4210/4800, lr:2.5e-05 ∣ avg_100 : 32060.011851 ∣ critic_nllloss : 25738.421094 ∣ critic_ganloss : -69.291938 ∣ generator_nllloss : 5151.289453 ∣ generator_ganloss : 1065.087305 ∣  [  std_z : 1.00  real_sub_fake : 193.88 ]
[  epoch 0026/0040] 4220/4800, lr:2.5e-05 ∣ avg_100 : 32063.329517 ∣ critic_nllloss : 25969.349805 ∣ critic_ganloss : -106.230954 ∣ generator_nllloss : 5233.063477 ∣ generator_ganloss : 1034.902246 ∣     [  std_z : 1.00  real_sub_fake : 320.51 ]
[  epoch 0026/0040] 4230/4800, lr:2.5e-05 ∣ avg_100 : 32062.242793 ∣ critic_nllloss : 25807.235156 ∣ critic_ganloss : -90.214425 ∣ generator_nllloss : 5163.124414 ∣ generator_ganloss : 1033.374756 ∣  [  std_z : 1.00  real_sub_fake : 341.15 ]
[  epoch 0026/0040] 4240/4800, lr:2.5e-05 ∣ avg_100 : 32061.527092 ∣ critic_nllloss : 25921.584570 ∣ critic_ganloss : -117.912481 ∣ generator_nllloss : 5112.581836 ∣ generator_ganloss : 1053.490527 ∣     [  std_z : 0.99  real_sub_fake : 370.27 ]
[  epoch 0026/0040] 4250/4800, lr:2.5e-05 ∣ avg_100 : 32062.437154 ∣ critic_nllloss : 25867.822852 ∣ critic_ganloss : -116.545621 ∣ generator_nllloss : 5117.938281 ∣ generator_ganloss : 1050.243896 ∣     [  std_z : 0.99  real_sub_fake : 405.12 ]
[  epoch 0026/0040] 4260/4800, lr:2.5e-05 ∣ avg_100 : 32060.582005 ∣ critic_nllloss : 25958.836914 ∣ critic_ganloss : -150.330270 ∣ generator_nllloss : 5108.759961 ∣ generator_ganloss : 1045.059668 ∣     [  std_z : 0.99  real_sub_fake : 463.41 ]
[  epoch 0026/0040] 4270/4800, lr:2.5e-05 ∣ avg_100 : 32059.498847 ∣ critic_nllloss : 25993.086914 ∣ critic_ganloss : -153.332812 ∣ generator_nllloss : 5226.478320 ∣ generator_ganloss : 1060.604346 ∣     [  std_z : 0.99  real_sub_fake : 488.99 ]
[  epoch 0026/0040] 4280/4800, lr:2.5e-05 ∣ avg_100 : 32058.244185 ∣ critic_nllloss : 26050.725195 ∣ critic_ganloss : -171.332425 ∣ generator_nllloss : 5192.226367 ∣ generator_ganloss : 1055.127539 ∣     [  std_z : 1.00  real_sub_fake : 572.46 ]
[  epoch 0026/0040] 4290/4800, lr:2.5e-05 ∣ avg_100 : 32058.046453 ∣ critic_nllloss : 25868.717773 ∣ critic_ganloss : -148.230450 ∣ generator_nllloss : 5191.593945 ∣ generator_ganloss : 1075.902734 ∣     [  std_z : 1.00  real_sub_fake : 595.15 ]
[  epoch 0026/0040] 4300/4800, lr:2.5e-05 ∣ avg_100 : 32055.977163 ∣ critic_nllloss : 25986.160547 ∣ critic_ganloss : -133.264459 ∣ generator_nllloss : 5280.248438 ∣ generator_ganloss : 1084.782520 ∣     [  std_z : 1.00  real_sub_fake : 546.18 ]
[  epoch 0026/0040] 4310/4800, lr:2.5e-05 ∣ avg_100 : 32052.845529 ∣ critic_nllloss : 25834.693750 ∣ critic_ganloss : -115.979237 ∣ generator_nllloss : 5187.365039 ∣ generator_ganloss : 1094.856104 ∣     [  std_z : 1.00  real_sub_fake : 465.99 ]
[  epoch 0026/0040] 4320/4800, lr:2.5e-05 ∣ avg_100 : 32054.041045 ∣ critic_nllloss : 25937.981641 ∣ critic_ganloss : -148.723376 ∣ generator_nllloss : 5250.107031 ∣ generator_ganloss : 1067.922510 ∣     [  std_z : 0.99  real_sub_fake : 520.46 ]
[  epoch 0026/0040] 4330/4800, lr:2.5e-05 ∣ avg_100 : 32052.127459 ∣ critic_nllloss : 25831.553516 ∣ critic_ganloss : -182.817941 ∣ generator_nllloss : 5140.050195 ∣ generator_ganloss : 1067.607910 ∣     [  std_z : 1.00  real_sub_fake : 562.47 ]
[  epoch 0026/0040] 4340/4800, lr:2.5e-05 ∣ avg_100 : 32051.387268 ∣ critic_nllloss : 25916.543750 ∣ critic_ganloss : -117.306355 ∣ generator_nllloss : 5117.490625 ∣ generator_ganloss : 1103.119775 ∣     [  std_z : 1.00  real_sub_fake : 546.05 ]
[  epoch 0026/0040] 4350/4800, lr:2.5e-05 ∣ avg_100 : 32051.330203 ∣ critic_nllloss : 25779.113672 ∣ critic_ganloss : -106.332322 ∣ generator_nllloss : 5168.180078 ∣ generator_ganloss : 1071.303223 ∣     [  std_z : 1.00  real_sub_fake : 485.11 ]
[  epoch 0026/0040] 4360/4800, lr:2.5e-05 ∣ avg_100 : 32047.113918 ∣ critic_nllloss : 25750.252344 ∣ critic_ganloss : -130.693040 ∣ generator_nllloss : 5121.863281 ∣ generator_ganloss : 1084.411572 ∣     [  std_z : 0.99  real_sub_fake : 443.02 ]
[  epoch 0026/0040] 4370/4800, lr:2.5e-05 ∣ avg_100 : 32046.934604 ∣ critic_nllloss : 25807.035352 ∣ critic_ganloss : -98.046708 ∣ generator_nllloss : 5109.449219 ∣ generator_ganloss : 1072.308887 ∣  [  std_z : 0.98  real_sub_fake : 364.68 ]
[  epoch 0026/0040] 4380/4800, lr:2.5e-05 ∣ avg_100 : 32049.117346 ∣ critic_nllloss : 26009.109961 ∣ critic_ganloss : -132.092017 ∣ generator_nllloss : 5247.285156 ∣ generator_ganloss : 1076.468066 ∣     [  std_z : 0.99  real_sub_fake : 434.92 ]
[  epoch 0026/0040] 4390/4800, lr:2.5e-05 ∣ avg_100 : 32050.107411 ∣ critic_nllloss : 25997.609570 ∣ critic_ganloss : -124.076084 ∣ generator_nllloss : 5240.432617 ∣ generator_ganloss : 1082.955957 ∣     [  std_z : 1.00  real_sub_fake : 487.53 ]
[  epoch 0026/0040] 4400/4800, lr:2.5e-05 ∣ avg_100 : 32052.736577 ∣ critic_nllloss : 26143.823242 ∣ critic_ganloss : -123.007710 ∣ generator_nllloss : 5174.224219 ∣ generator_ganloss : 1094.317725 ∣     [  std_z : 1.01  real_sub_fake : 472.48 ]
[  epoch 0026/0040] 4410/4800, lr:2.5e-05 ∣ avg_100 : 32056.453850 ∣ critic_nllloss : 26256.195508 ∣ critic_ganloss : -102.071889 ∣ generator_nllloss : 5230.735937 ∣ generator_ganloss : 1114.524609 ∣     [  std_z : 1.00  real_sub_fake : 378.85 ]
[  epoch 0026/0040] 4420/4800, lr:2.5e-05 ∣ avg_100 : 32059.767186 ∣ critic_nllloss : 26073.675977 ∣ critic_ganloss : -142.789066 ∣ generator_nllloss : 5180.828516 ∣ generator_ganloss : 1092.573926 ∣     [  std_z : 0.99  real_sub_fake : 484.47 ]
[  epoch 0026/0040] 4430/4800, lr:2.5e-05 ∣ avg_100 : 32062.810153 ∣ critic_nllloss : 26007.500781 ∣ critic_ganloss : -143.954733 ∣ generator_nllloss : 5224.558008 ∣ generator_ganloss : 1104.202686 ∣     [  std_z : 0.99  real_sub_fake : 489.95 ]
[  epoch 0026/0040] 4440/4800, lr:2.5e-05 ∣ avg_100 : 32063.326888 ∣ critic_nllloss : 26143.223828 ∣ critic_ganloss : -139.990479 ∣ generator_nllloss : 5205.993945 ∣ generator_ganloss : 1107.325146 ∣     [  std_z : 0.99  real_sub_fake : 535.28 ]
[  epoch 0026/0040] 4450/4800, lr:2.5e-05 ∣ avg_100 : 32068.190383 ∣ critic_nllloss : 26078.493359 ∣ critic_ganloss : -128.226723 ∣ generator_nllloss : 5217.274023 ∣ generator_ganloss : 1103.387305 ∣     [  std_z : 0.99  real_sub_fake : 500.66 ]
[  epoch 0026/0040] 4460/4800, lr:2.5e-05 ∣ avg_100 : 32068.056019 ∣ critic_nllloss : 25894.211914 ∣ critic_ganloss : -145.918323 ∣ generator_nllloss : 5212.513281 ∣ generator_ganloss : 1103.238379 ∣     [  std_z : 0.99  real_sub_fake : 535.86 ]
[  epoch 0026/0040] 4470/4800, lr:2.5e-05 ∣ avg_100 : 32067.532221 ∣ critic_nllloss : 26010.467187 ∣ critic_ganloss : -103.289395 ∣ generator_nllloss : 5219.602930 ∣ generator_ganloss : 1098.902246 ∣     [  std_z : 0.99  real_sub_fake : 503.16 ]
[  epoch 0026/0040] 4480/4800, lr:2.5e-05 ∣ avg_100 : 32064.373581 ∣ critic_nllloss : 25902.658789 ∣ critic_ganloss : -132.738412 ∣ generator_nllloss : 5121.058203 ∣ generator_ganloss : 1093.629541 ∣     [  std_z : 0.99  real_sub_fake : 410.19 ]
[  epoch 0026/0040] 4490/4800, lr:2.5e-05 ∣ avg_100 : 32061.274681 ∣ critic_nllloss : 25710.122656 ∣ critic_ganloss : -139.476664 ∣ generator_nllloss : 5140.484375 ∣ generator_ganloss : 1067.386475 ∣     [  std_z : 0.99  real_sub_fake : 478.07 ]
[  epoch 0026/0040] 4500/4800, lr:2.5e-05 ∣ avg_100 : 32066.156331 ∣ critic_nllloss : 26120.427734 ∣ critic_ganloss : -142.041980 ∣ generator_nllloss : 5264.549414 ∣ generator_ganloss : 1075.199316 ∣     [  std_z : 0.99  real_sub_fake : 514.30 ]
[  epoch 0026/0040] 4510/4800, lr:2.5e-05 ∣ avg_100 : 32066.132237 ∣ critic_nllloss : 26033.446680 ∣ critic_ganloss : -192.809798 ∣ generator_nllloss : 5221.088281 ∣ generator_ganloss : 1070.824268 ∣     [  std_z : 1.00  real_sub_fake : 622.16 ]
[  epoch 0026/0040] 4520/4800, lr:2.5e-05 ∣ avg_100 : 32066.268599 ∣ critic_nllloss : 25803.825977 ∣ critic_ganloss : -142.789876 ∣ generator_nllloss : 5179.542578 ∣ generator_ganloss : 1077.130566 ∣     [  std_z : 1.00  real_sub_fake : 658.25 ]
[  epoch 0026/0040] 4530/4800, lr:2.5e-05 ∣ avg_100 : 32065.871827 ∣ critic_nllloss : 26023.705664 ∣ critic_ganloss : -178.401016 ∣ generator_nllloss : 5141.340430 ∣ generator_ganloss : 1109.138867 ∣     [  std_z : 0.99  real_sub_fake : 593.27 ]
[  epoch 0026/0040] 4540/4800, lr:2.5e-05 ∣ avg_100 : 32064.716403 ∣ critic_nllloss : 25850.217578 ∣ critic_ganloss : -152.834138 ∣ generator_nllloss : 5088.380469 ∣ generator_ganloss : 1078.132617 ∣     [  std_z : 0.99  real_sub_fake : 614.44 ]
[  epoch 0026/0040] 4550/4800, lr:2.5e-05 ∣ avg_100 : 32066.250839 ∣ critic_nllloss : 25979.519922 ∣ critic_ganloss : -151.636095 ∣ generator_nllloss : 5241.957227 ∣ generator_ganloss : 1077.741064 ∣     [  std_z : 1.00  real_sub_fake : 531.52 ]
[  epoch 0026/0040] 4560/4800, lr:2.5e-05 ∣ avg_100 : 32065.644714 ∣ critic_nllloss : 25934.004102 ∣ critic_ganloss : -127.473277 ∣ generator_nllloss : 5190.328125 ∣ generator_ganloss : 1087.548779 ∣     [  std_z : 1.00  real_sub_fake : 503.18 ]
[  epoch 0026/0040] 4570/4800, lr:2.5e-05 ∣ avg_100 : 32067.487072 ∣ critic_nllloss : 26083.029492 ∣ critic_ganloss : -133.519533 ∣ generator_nllloss : 5210.347266 ∣ generator_ganloss : 1077.109521 ∣     [  std_z : 0.99  real_sub_fake : 573.03 ]
[  epoch 0026/0040] 4580/4800, lr:2.5e-05 ∣ avg_100 : 32066.656014 ∣ critic_nllloss : 25924.265430 ∣ critic_ganloss : -127.487061 ∣ generator_nllloss : 5202.130469 ∣ generator_ganloss : 1111.474512 ∣     [  std_z : 0.99  real_sub_fake : 476.00 ]
[  epoch 0026/0040] 4590/4800, lr:2.5e-05 ∣ avg_100 : 32064.585697 ∣ critic_nllloss : 25851.682617 ∣ critic_ganloss : -187.737534 ∣ generator_nllloss : 5123.089844 ∣ generator_ganloss : 1086.109082 ∣     [  std_z : 0.99  real_sub_fake : 569.70 ]
[  epoch 0026/0040] 4600/4800, lr:2.5e-05 ∣ avg_100 : 32065.625914 ∣ critic_nllloss : 25979.111133 ∣ critic_ganloss : -97.745590 ∣ generator_nllloss : 5188.129687 ∣ generator_ganloss : 1112.381787 ∣  [  std_z : 0.99  real_sub_fake : 514.21 ]
[  epoch 0026/0040] 4610/4800, lr:2.5e-05 ∣ avg_100 : 32066.950872 ∣ critic_nllloss : 25984.373047 ∣ critic_ganloss : -116.501901 ∣ generator_nllloss : 5241.276953 ∣ generator_ganloss : 1109.625537 ∣     [  std_z : 1.00  real_sub_fake : 385.31 ]
[  epoch 0026/0040] 4620/4800, lr:2.5e-05 ∣ avg_100 : 32066.514610 ∣ critic_nllloss : 25906.888477 ∣ critic_ganloss : -149.417950 ∣ generator_nllloss : 5209.304297 ∣ generator_ganloss : 1047.452393 ∣     [  std_z : 0.98  real_sub_fake : 454.71 ]
[  epoch 0026/0040] 4630/4800, lr:2.5e-05 ∣ avg_100 : 32069.051733 ∣ critic_nllloss : 25954.617578 ∣ critic_ganloss : -78.440160 ∣ generator_nllloss : 5134.302930 ∣ generator_ganloss : 1063.550195 ∣  [  std_z : 0.98  real_sub_fake : 468.02 ]
[  epoch 0026/0040] 4640/4800, lr:2.5e-05 ∣ avg_100 : 32067.721983 ∣ critic_nllloss : 25773.657422 ∣ critic_ganloss : -96.054102 ∣ generator_nllloss : 5118.331055 ∣ generator_ganloss : 1092.062500 ∣  [  std_z : 0.98  real_sub_fake : 302.72 ]
[  epoch 0026/0040] 4650/4800, lr:2.5e-05 ∣ avg_100 : 32066.773065 ∣ critic_nllloss : 25822.142383 ∣ critic_ganloss : -128.089138 ∣ generator_nllloss : 5216.437109 ∣ generator_ganloss : 1054.969482 ∣     [  std_z : 1.00  real_sub_fake : 423.53 ]
[  epoch 0026/0040] 4660/4800, lr:2.5e-05 ∣ avg_100 : 32064.834901 ∣ critic_nllloss : 25938.529687 ∣ critic_ganloss : -108.416838 ∣ generator_nllloss : 5119.661719 ∣ generator_ganloss : 1050.772705 ∣     [  std_z : 1.00  real_sub_fake : 442.90 ]
[  epoch 0026/0040] 4670/4800, lr:2.5e-05 ∣ avg_100 : 32061.898944 ∣ critic_nllloss : 25933.368359 ∣ critic_ganloss : -143.590972 ∣ generator_nllloss : 5191.911914 ∣ generator_ganloss : 1035.682080 ∣     [  std_z : 1.00  real_sub_fake : 507.42 ]
[  epoch 0026/0040] 4680/4800, lr:2.5e-05 ∣ avg_100 : 32063.409693 ∣ critic_nllloss : 26085.598633 ∣ critic_ganloss : -104.845093 ∣ generator_nllloss : 5182.030469 ∣ generator_ganloss : 1057.563770 ∣     [  std_z : 0.99  real_sub_fake : 492.94 ]
[  epoch 0026/0040] 4690/4800, lr:2.5e-05 ∣ avg_100 : 32065.378923 ∣ critic_nllloss : 25918.734961 ∣ critic_ganloss : -174.891568 ∣ generator_nllloss : 5134.810156 ∣ generator_ganloss : 1032.204688 ∣     [  std_z : 0.99  real_sub_fake : 543.73 ]
[  epoch 0026/0040] 4700/4800, lr:2.5e-05 ∣ avg_100 : 32065.173316 ∣ critic_nllloss : 25792.679297 ∣ critic_ganloss : -148.490535 ∣ generator_nllloss : 5055.886133 ∣ generator_ganloss : 1040.126611 ∣     [  std_z : 0.99  real_sub_fake : 588.75 ]
[  epoch 0026/0040] 4710/4800, lr:2.5e-05 ∣ avg_100 : 32065.545506 ∣ critic_nllloss : 26075.509766 ∣ critic_ganloss : -108.465892 ∣ generator_nllloss : 5221.540430 ∣ generator_ganloss : 1048.872070 ∣     [  std_z : 1.01  real_sub_fake : 501.34 ]
[  epoch 0026/0040] 4720/4800, lr:2.5e-05 ∣ avg_100 : 32064.614251 ∣ critic_nllloss : 25959.060547 ∣ critic_ganloss : -130.937637 ∣ generator_nllloss : 5252.499805 ∣ generator_ganloss : 1067.040137 ∣     [  std_z : 1.00  real_sub_fake : 458.90 ]
[  epoch 0026/0040] 4730/4800, lr:2.5e-05 ∣ avg_100 : 32065.074308 ∣ critic_nllloss : 25890.943555 ∣ critic_ganloss : -87.239404 ∣ generator_nllloss : 5210.809961 ∣ generator_ganloss : 1063.346826 ∣  [  std_z : 0.99  real_sub_fake : 399.30 ]
[  epoch 0026/0040] 4740/4800, lr:2.5e-05 ∣ avg_100 : 32066.324758 ∣ critic_nllloss : 25934.482227 ∣ critic_ganloss : -108.437306 ∣ generator_nllloss : 5128.340039 ∣ generator_ganloss : 1057.270654 ∣     [  std_z : 0.99  real_sub_fake : 377.12 ]
[  epoch 0026/0040] 4750/4800, lr:2.5e-05 ∣ avg_100 : 32064.343549 ∣ critic_nllloss : 25925.733984 ∣ critic_ganloss : -110.297385 ∣ generator_nllloss : 5319.147852 ∣ generator_ganloss : 1053.534082 ∣     [  std_z : 0.99  real_sub_fake : 388.20 ]
[  epoch 0026/0040] 4760/4800, lr:2.5e-05 ∣ avg_100 : 32068.284720 ∣ critic_nllloss : 26103.602539 ∣ critic_ganloss : -141.043694 ∣ generator_nllloss : 5178.079492 ∣ generator_ganloss : 1029.817627 ∣     [  std_z : 1.00  real_sub_fake : 481.23 ]
[  epoch 0026/0040] 4770/4800, lr:2.5e-05 ∣ avg_100 : 32068.157990 ∣ critic_nllloss : 25963.462305 ∣ critic_ganloss : -145.877817 ∣ generator_nllloss : 5177.876367 ∣ generator_ganloss : 1034.602930 ∣     [  std_z : 1.00  real_sub_fake : 540.68 ]
[  epoch 0026/0040] 4780/4800, lr:2.5e-05 ∣ avg_100 : 32067.367611 ∣ critic_nllloss : 26012.385156 ∣ critic_ganloss : -175.353902 ∣ generator_nllloss : 5331.019531 ∣ generator_ganloss : 1037.196484 ∣     [  std_z : 1.00  real_sub_fake : 585.81 ]
[  epoch 0026/0040] 4790/4800, lr:2.5e-05 ∣ avg_100 : 32066.201620 ∣ critic_nllloss : 25987.609766 ∣ critic_ganloss : -149.879150 ∣ generator_nllloss : 5278.977734 ∣ generator_ganloss : 1025.581543 ∣     [  std_z : 0.99  real_sub_fake : 552.64 ]
[  epoch 0026/0040] 4800/4800, lr:2.5e-05 ∣ avg_100 : 32064.068592 ∣ critic_nllloss : 25972.353320 ∣ critic_ganloss : -169.913734 ∣ generator_nllloss : 5052.548437 ∣ generator_ganloss : 1023.904883 ∣     [  std_z : 0.98  real_sub_fake : 645.60 ]
[    val 026    ] Done! KLD: 0.029653: 0.00849238:13, total: 1 day, 6:23:29                     
[  epoch 0027/0040] 0010/4800, lr:2.5e-05 ∣ avg_100 : 32064.134619 ∣ critic_nllloss : 25959.132422 ∣ critic_ganloss : -136.885425 ∣ generator_nllloss : 5149.544531 ∣ generator_ganloss : 1046.587158 ∣     [  std_z : 0.99  real_sub_fake : 512.58 ]
[  epoch 0027/0040] 0020/4800, lr:2.5e-05 ∣ avg_100 : 32060.388494 ∣ critic_nllloss : 25695.083789 ∣ critic_ganloss : -116.618999 ∣ generator_nllloss : 5155.248242 ∣ generator_ganloss : 1043.071191 ∣     [  std_z : 1.00  real_sub_fake : 470.60 ]
[  epoch 0027/0040] 0030/4800, lr:2.5e-05 ∣ avg_100 : 32059.022578 ∣ critic_nllloss : 25850.176367 ∣ critic_ganloss : -125.030603 ∣ generator_nllloss : 5161.681250 ∣ generator_ganloss : 1044.528613 ∣     [  std_z : 1.00  real_sub_fake : 471.51 ]
[  epoch 0027/0040] 0040/4800, lr:2.5e-05 ∣ avg_100 : 32058.667705 ∣ critic_nllloss : 26144.287695 ∣ critic_ganloss : -104.178020 ∣ generator_nllloss : 5189.861328 ∣ generator_ganloss : 1043.432812 ∣     [  std_z : 1.00  real_sub_fake : 486.57 ]
[  epoch 0027/0040] 0050/4800, lr:2.5e-05 ∣ avg_100 : 32060.844070 ∣ critic_nllloss : 26186.649414 ∣ critic_ganloss : -106.671314 ∣ generator_nllloss : 5242.791602 ∣ generator_ganloss : 1047.038574 ∣     [  std_z : 0.99  real_sub_fake : 361.10 ]
[  epoch 0027/0040] 0060/4800, lr:2.5e-05 ∣ avg_100 : 32055.617965 ∣ critic_nllloss : 25736.589648 ∣ critic_ganloss : -99.710226 ∣ generator_nllloss : 5183.250391 ∣ generator_ganloss : 1015.820996 ∣  [  std_z : 0.98  real_sub_fake : 414.18 ]
[  epoch 0027/0040] 0070/4800, lr:2.5e-05 ∣ avg_100 : 32055.165229 ∣ critic_nllloss : 25888.090234 ∣ critic_ganloss : -128.622518 ∣ generator_nllloss : 5157.926562 ∣ generator_ganloss : 1034.353564 ∣     [  std_z : 0.99  real_sub_fake : 462.66 ]
[  epoch 0027/0040] 0080/4800, lr:2.5e-05 ∣ avg_100 : 32053.590469 ∣ critic_nllloss : 25768.378711 ∣ critic_ganloss : -127.218556 ∣ generator_nllloss : 5159.327344 ∣ generator_ganloss : 1033.695215 ∣     [  std_z : 1.00  real_sub_fake : 444.05 ]
[  epoch 0027/0040] 0090/4800, lr:2.5e-05 ∣ avg_100 : 32053.711601 ∣ critic_nllloss : 25878.704297 ∣ critic_ganloss : -149.823600 ∣ generator_nllloss : 5122.020703 ∣ generator_ganloss : 1028.716504 ∣     [  std_z : 1.00  real_sub_fake : 479.49 ]
[  epoch 0027/0040] 0100/4800, lr:2.5e-05 ∣ avg_100 : 32055.723685 ∣ critic_nllloss : 25957.383789 ∣ critic_ganloss : -138.253688 ∣ generator_nllloss : 5182.486523 ∣ generator_ganloss : 1039.075049 ∣     [  std_z : 1.00  real_sub_fake : 531.89 ]
[  epoch 0027/0040] 0110/4800, lr:2.5e-05 ∣ avg_100 : 32057.383246 ∣ critic_nllloss : 25915.949414 ∣ critic_ganloss : -162.640244 ∣ generator_nllloss : 5172.031055 ∣ generator_ganloss : 1050.735254 ∣     [  std_z : 0.99  real_sub_fake : 548.30 ]
[  epoch 0027/0040] 0120/4800, lr:2.5e-05 ∣ avg_100 : 32052.146883 ∣ critic_nllloss : 25618.320508 ∣ critic_ganloss : -156.459941 ∣ generator_nllloss : 5114.237305 ∣ generator_ganloss : 1051.514990 ∣     [  std_z : 0.98  real_sub_fake : 573.06 ]
[  epoch 0027/0040] 0130/4800, lr:2.5e-05 ∣ avg_100 : 32053.292266 ∣ critic_nllloss : 26021.489063 ∣ critic_ganloss : -123.587376 ∣ generator_nllloss : 5153.784961 ∣ generator_ganloss : 1059.275781 ∣     [  std_z : 0.99  real_sub_fake : 506.45 ]
[  epoch 0027/0040] 0140/4800, lr:2.5e-05 ∣ avg_100 : 32051.634490 ∣ critic_nllloss : 25926.839844 ∣ critic_ganloss : -120.557827 ∣ generator_nllloss : 5210.781836 ∣ generator_ganloss : 1042.898828 ∣     [  std_z : 1.00  real_sub_fake : 500.24 ]
[  epoch 0027/0040] 0150/4800, lr:2.5e-05 ∣ avg_100 : 32051.516515 ∣ critic_nllloss : 25783.591602 ∣ critic_ganloss : -132.190235 ∣ generator_nllloss : 5193.224414 ∣ generator_ganloss : 1048.513379 ∣     [  std_z : 1.00  real_sub_fake : 438.60 ]
[  epoch 0027/0040] 0160/4800, lr:2.5e-05 ∣ avg_100 : 32051.305749 ∣ critic_nllloss : 26059.765234 ∣ critic_ganloss : -177.661783 ∣ generator_nllloss : 5281.789844 ∣ generator_ganloss : 1026.703125 ∣     [  std_z : 1.00  real_sub_fake : 581.38 ]
[  epoch 0027/0040] 0170/4800, lr:2.5e-05 ∣ avg_100 : 32051.646486 ∣ critic_nllloss : 26035.861133 ∣ critic_ganloss : -164.536467 ∣ generator_nllloss : 5251.141797 ∣ generator_ganloss : 1028.889453 ∣     [  std_z : 0.99  real_sub_fake : 699.70 ]
[  epoch 0027/0040] 0180/4800, lr:2.5e-05 ∣ avg_100 : 32050.175321 ∣ critic_nllloss : 25901.054883 ∣ critic_ganloss : -175.206993 ∣ generator_nllloss : 5134.440820 ∣ generator_ganloss : 1047.427490 ∣     [  std_z : 0.98  real_sub_fake : 656.85 ]
[  epoch 0027/0040] 0190/4800, lr:2.5e-05 ∣ avg_100 : 32050.882514 ∣ critic_nllloss : 26186.283203 ∣ critic_ganloss : -92.586700 ∣ generator_nllloss : 5247.653516 ∣ generator_ganloss : 1055.791602 ∣  [  std_z : 1.00  real_sub_fake : 577.08 ]
[  epoch 0027/0040] 0200/4800, lr:2.5e-05 ∣ avg_100 : 32048.675965 ∣ critic_nllloss : 25816.653516 ∣ critic_ganloss : -97.345855 ∣ generator_nllloss : 5057.237305 ∣ generator_ganloss : 1068.379102 ∣  [  std_z : 1.00  real_sub_fake : 346.68 ]
[  epoch 0027/0040] 0210/4800, lr:2.5e-05 ∣ avg_100 : 32047.214879 ∣ critic_nllloss : 25903.539844 ∣ critic_ganloss : -123.837725 ∣ generator_nllloss : 5235.408984 ∣ generator_ganloss : 1052.078076 ∣     [  std_z : 1.00  real_sub_fake : 418.89 ]
[  epoch 0027/0040] 0220/4800, lr:2.5e-05 ∣ avg_100 : 32051.888113 ∣ critic_nllloss : 26195.906836 ∣ critic_ganloss : -145.440739 ∣ generator_nllloss : 5188.100195 ∣ generator_ganloss : 1041.047070 ∣     [  std_z : 0.99  real_sub_fake : 467.49 ]
[  epoch 0027/0040] 0230/4800, lr:2.5e-05 ∣ avg_100 : 32052.532893 ∣ critic_nllloss : 25909.409180 ∣ critic_ganloss : -130.365106 ∣ generator_nllloss : 5158.248633 ∣ generator_ganloss : 1044.837891 ∣     [  std_z : 0.99  real_sub_fake : 485.44 ]
[  epoch 0027/0040] 0240/4800, lr:2.5e-05 ∣ avg_100 : 32050.952221 ∣ critic_nllloss : 25948.615625 ∣ critic_ganloss : -127.185133 ∣ generator_nllloss : 5146.054688 ∣ generator_ganloss : 1045.805664 ∣     [  std_z : 0.99  real_sub_fake : 481.89 ]
[  epoch 0027/0040] 0250/4800, lr:2.5e-05 ∣ avg_100 : 32048.979854 ∣ critic_nllloss : 25957.256641 ∣ critic_ganloss : -135.198367 ∣ generator_nllloss : 5148.583008 ∣ generator_ganloss : 1043.441406 ∣     [  std_z : 0.99  real_sub_fake : 518.18 ]
[  epoch 0027/0040] 0260/4800, lr:2.5e-05 ∣ avg_100 : 32052.977287 ∣ critic_nllloss : 25952.377148 ∣ critic_ganloss : -117.495741 ∣ generator_nllloss : 5207.416016 ∣ generator_ganloss : 1046.221484 ∣     [  std_z : 1.00  real_sub_fake : 441.45 ]
[  epoch 0027/0040] 0270/4800, lr:2.5e-05 ∣ avg_100 : 32054.095451 ∣ critic_nllloss : 26133.430469 ∣ critic_ganloss : -176.398541 ∣ generator_nllloss : 5239.526563 ∣ generator_ganloss : 1023.979980 ∣     [  std_z : 1.00  real_sub_fake : 612.40 ]
[  epoch 0027/0040] 0280/4800, lr:2.5e-05 ∣ avg_100 : 32055.685847 ∣ critic_nllloss : 25907.234375 ∣ critic_ganloss : -123.536583 ∣ generator_nllloss : 5238.614258 ∣ generator_ganloss : 1061.856348 ∣     [  std_z : 0.99  real_sub_fake : 495.18 ]
[  epoch 0027/0040] 0290/4800, lr:2.5e-05 ∣ avg_100 : 32057.615945 ∣ critic_nllloss : 26095.516016 ∣ critic_ganloss : -139.456198 ∣ generator_nllloss : 5215.446094 ∣ generator_ganloss : 1030.657422 ∣     [  std_z : 0.99  real_sub_fake : 558.79 ]
[  epoch 0027/0040] 0300/4800, lr:2.5e-05 ∣ avg_100 : 32060.948750 ∣ critic_nllloss : 26131.985156 ∣ critic_ganloss : -155.017158 ∣ generator_nllloss : 5237.694141 ∣ generator_ganloss : 1050.874023 ∣     [  std_z : 0.99  real_sub_fake : 473.18 ]
[  epoch 0027/0040] 0310/4800, lr:2.5e-05 ∣ avg_100 : 32061.621555 ∣ critic_nllloss : 25773.960156 ∣ critic_ganloss : -145.662299 ∣ generator_nllloss : 5222.267773 ∣ generator_ganloss : 1050.837012 ∣     [  std_z : 0.99  real_sub_fake : 555.29 ]
[  epoch 0027/0040] 0320/4800, lr:2.5e-05 ∣ avg_100 : 32060.618927 ∣ critic_nllloss : 25627.121484 ∣ critic_ganloss : -95.759309 ∣ generator_nllloss : 5147.284766 ∣ generator_ganloss : 1069.950098 ∣  [  std_z : 1.00  real_sub_fake : 430.89 ]
[  epoch 0027/0040] 0330/4800, lr:2.5e-05 ∣ avg_100 : 32059.243826 ∣ critic_nllloss : 25847.783984 ∣ critic_ganloss : -142.566457 ∣ generator_nllloss : 5096.245313 ∣ generator_ganloss : 1057.878418 ∣     [  std_z : 1.00  real_sub_fake : 524.27 ]
[  epoch 0027/0040] 0340/4800, lr:2.5e-05 ∣ avg_100 : 32061.065151 ∣ critic_nllloss : 26051.713281 ∣ critic_ganloss : -190.580458 ∣ generator_nllloss : 5210.079883 ∣ generator_ganloss : 1045.626172 ∣     [  std_z : 1.00  real_sub_fake : 627.19 ]
[  epoch 0027/0040] 0350/4800, lr:2.5e-05 ∣ avg_100 : 32060.440225 ∣ critic_nllloss : 25837.211914 ∣ critic_ganloss : -12.470234 ∣ generator_nllloss : 5131.564844 ∣ generator_ganloss : 1096.994531 ∣  [  std_z : 0.98  real_sub_fake : 372.90 ]
[  epoch 0027/0040] 0360/4800, lr:2.5e-05 ∣ avg_100 : 32058.285677 ∣ critic_nllloss : 25738.197852 ∣ critic_ganloss : -58.406267 ∣ generator_nllloss : 5127.821875 ∣ generator_ganloss : 1078.081104 ∣  [  std_z : 0.99  real_sub_fake : 201.16 ]
[  epoch 0027/0040] 0370/4800, lr:2.5e-05 ∣ avg_100 : 32055.621041 ∣ critic_nllloss : 25966.004492 ∣ critic_ganloss : -105.784362 ∣ generator_nllloss : 5166.377734 ∣ generator_ganloss : 1024.330664 ∣     [  std_z : 1.00  real_sub_fake : 343.29 ]
[  epoch 0027/0040] 0380/4800, lr:2.5e-05 ∣ avg_100 : 32052.428563 ∣ critic_nllloss : 25747.717773 ∣ critic_ganloss : -132.339791 ∣ generator_nllloss : 5156.342578 ∣ generator_ganloss : 1045.985889 ∣     [  std_z : 1.00  real_sub_fake : 406.15 ]
[  epoch 0027/0040] 0390/4800, lr:2.5e-05 ∣ avg_100 : 32052.528185 ∣ critic_nllloss : 25915.463672 ∣ critic_ganloss : -129.914338 ∣ generator_nllloss : 5149.741406 ∣ generator_ganloss : 1051.050391 ∣     [  std_z : 1.00  real_sub_fake : 428.23 ]
[  epoch 0027/0040] 0400/4800, lr:2.5e-05 ∣ avg_100 : 32049.339247 ∣ critic_nllloss : 25928.206836 ∣ critic_ganloss : -97.641888 ∣ generator_nllloss : 5163.031055 ∣ generator_ganloss : 1051.773779 ∣  [  std_z : 1.00  real_sub_fake : 430.63 ]
[  epoch 0027/0040] 0410/4800, lr:2.5e-05 ∣ avg_100 : 32050.417008 ∣ critic_nllloss : 25849.182812 ∣ critic_ganloss : -109.824536 ∣ generator_nllloss : 5204.175781 ∣ generator_ganloss : 1049.747949 ∣     [  std_z : 0.99  real_sub_fake : 424.34 ]
[  epoch 0027/0040] 0420/4800, lr:2.5e-05 ∣ avg_100 : 32048.678991 ∣ critic_nllloss : 25904.156641 ∣ critic_ganloss : -158.337842 ∣ generator_nllloss : 5174.887109 ∣ generator_ganloss : 1036.576953 ∣     [  std_z : 0.99  real_sub_fake : 501.23 ]
[  epoch 0027/0040] 0430/4800, lr:2.5e-05 ∣ avg_100 : 32050.580065 ∣ critic_nllloss : 26005.089258 ∣ critic_ganloss : -122.855501 ∣ generator_nllloss : 5170.243750 ∣ generator_ganloss : 1051.149805 ∣     [  std_z : 1.00  real_sub_fake : 530.22 ]
[  epoch 0027/0040] 0440/4800, lr:2.5e-05 ∣ avg_100 : 32051.431921 ∣ critic_nllloss : 25934.800000 ∣ critic_ganloss : -120.907796 ∣ generator_nllloss : 5179.621484 ∣ generator_ganloss : 1061.416357 ∣     [  std_z : 0.99  real_sub_fake : 477.50 ]
[  epoch 0027/0040] 0450/4800, lr:2.5e-05 ∣ avg_100 : 32050.368477 ∣ critic_nllloss : 25799.823437 ∣ critic_ganloss : -124.923618 ∣ generator_nllloss : 5078.608008 ∣ generator_ganloss : 1059.607129 ∣     [  std_z : 0.99  real_sub_fake : 436.03 ]
[  epoch 0027/0040] 0460/4800, lr:2.5e-05 ∣ avg_100 : 32050.743680 ∣ critic_nllloss : 25861.179102 ∣ critic_ganloss : -154.632028 ∣ generator_nllloss : 5252.314648 ∣ generator_ganloss : 1040.984863 ∣     [  std_z : 1.00  real_sub_fake : 571.21 ]
[  epoch 0027/0040] 0470/4800, lr:2.5e-05 ∣ avg_100 : 32050.060595 ∣ critic_nllloss : 25870.730469 ∣ critic_ganloss : -128.188762 ∣ generator_nllloss : 5246.994141 ∣ generator_ganloss : 1068.992432 ∣     [  std_z : 0.99  real_sub_fake : 484.01 ]
[  epoch 0027/0040] 0480/4800, lr:2.5e-05 ∣ avg_100 : 32048.722737 ∣ critic_nllloss : 25898.866797 ∣ critic_ganloss : -82.565023 ∣ generator_nllloss : 5123.915039 ∣ generator_ganloss : 1052.744092 ∣  [  std_z : 0.99  real_sub_fake : 462.64 ]
[  epoch 0027/0040] 0490/4800, lr:2.5e-05 ∣ avg_100 : 32048.505335 ∣ critic_nllloss : 25752.117188 ∣ critic_ganloss : -85.531459 ∣ generator_nllloss : 5221.886719 ∣ generator_ganloss : 1077.771338 ∣  [  std_z : 0.99  real_sub_fake : 304.36 ]
[  epoch 0027/0040] 0500/4800, lr:2.5e-05 ∣ avg_100 : 32045.550020 ∣ critic_nllloss : 25847.094141 ∣ critic_ganloss : -122.600439 ∣ generator_nllloss : 5146.456836 ∣ generator_ganloss : 1051.445020 ∣     [  std_z : 0.99  real_sub_fake : 382.37 ]
[  epoch 0027/0040] 0510/4800, lr:2.5e-05 ∣ avg_100 : 32046.592703 ∣ critic_nllloss : 26050.742578 ∣ critic_ganloss : -153.156313 ∣ generator_nllloss : 5166.207031 ∣ generator_ganloss : 1041.410645 ∣     [  std_z : 0.99  real_sub_fake : 459.42 ]
[  epoch 0027/0040] 0520/4800, lr:2.5e-05 ∣ avg_100 : 32044.625641 ∣ critic_nllloss : 25862.778125 ∣ critic_ganloss : -150.690096 ∣ generator_nllloss : 5149.976367 ∣ generator_ganloss : 1048.517188 ∣     [  std_z : 0.99  real_sub_fake : 507.35 ]
[  epoch 0027/0040] 0530/4800, lr:2.5e-05 ∣ avg_100 : 32047.163726 ∣ critic_nllloss : 26076.723242 ∣ critic_ganloss : -164.960770 ∣ generator_nllloss : 5142.841797 ∣ generator_ganloss : 1055.597949 ∣     [  std_z : 1.00  real_sub_fake : 617.52 ]
[  epoch 0027/0040] 0540/4800, lr:2.5e-05 ∣ avg_100 : 32045.702422 ∣ critic_nllloss : 25850.288281 ∣ critic_ganloss : -108.874283 ∣ generator_nllloss : 5075.717188 ∣ generator_ganloss : 1056.586182 ∣     [  std_z : 1.00  real_sub_fake : 466.15 ]
[  epoch 0027/0040] 0550/4800, lr:2.5e-05 ∣ avg_100 : 32045.498271 ∣ critic_nllloss : 25762.906250 ∣ critic_ganloss : -78.549368 ∣ generator_nllloss : 5130.190234 ∣ generator_ganloss : 1077.302490 ∣  [  std_z : 1.00  real_sub_fake : 382.88 ]
[  epoch 0027/0040] 0560/4800, lr:2.5e-05 ∣ avg_100 : 32049.066700 ∣ critic_nllloss : 25900.501172 ∣ critic_ganloss : -60.114951 ∣ generator_nllloss : 5262.652539 ∣ generator_ganloss : 1079.638281 ∣  [  std_z : 1.00  real_sub_fake : 260.44 ]
[  epoch 0027/0040] 0570/4800, lr:2.5e-05 ∣ avg_100 : 32052.298377 ∣ critic_nllloss : 26071.158203 ∣ critic_ganloss : -119.931078 ∣ generator_nllloss : 5208.340234 ∣ generator_ganloss : 1054.347070 ∣     [  std_z : 0.99  real_sub_fake : 373.06 ]
[  epoch 0027/0040] 0580/4800, lr:2.5e-05 ∣ avg_100 : 32048.304723 ∣ critic_nllloss : 25798.304688 ∣ critic_ganloss : -99.535580 ∣ generator_nllloss : 5037.955664 ∣ generator_ganloss : 1064.681006 ∣  [  std_z : 0.99  real_sub_fake : 372.79 ]
[  epoch 0027/0040] 0590/4800, lr:2.5e-05 ∣ avg_100 : 32047.207255 ∣ critic_nllloss : 25949.139453 ∣ critic_ganloss : -115.710856 ∣ generator_nllloss : 5215.191016 ∣ generator_ganloss : 1038.555615 ∣     [  std_z : 1.00  real_sub_fake : 416.73 ]
[  epoch 0027/0040] 0600/4800, lr:2.5e-05 ∣ avg_100 : 32044.675101 ∣ critic_nllloss : 25905.235938 ∣ critic_ganloss : -116.460479 ∣ generator_nllloss : 5167.233398 ∣ generator_ganloss : 1080.133252 ∣     [  std_z : 1.00  real_sub_fake : 464.46 ]
[  epoch 0027/0040] 0610/4800, lr:2.5e-05 ∣ avg_100 : 32040.064926 ∣ critic_nllloss : 25864.362109 ∣ critic_ganloss : -116.572564 ∣ generator_nllloss : 5224.166406 ∣ generator_ganloss : 1066.410645 ∣     [  std_z : 1.00  real_sub_fake : 408.68 ]
[  epoch 0027/0040] 0620/4800, lr:2.5e-05 ∣ avg_100 : 32038.319343 ∣ critic_nllloss : 25862.493359 ∣ critic_ganloss : -139.876276 ∣ generator_nllloss : 5262.661133 ∣ generator_ganloss : 1044.452881 ∣     [  std_z : 0.99  real_sub_fake : 470.14 ]
[  epoch 0027/0040] 0630/4800, lr:2.5e-05 ∣ avg_100 : 32035.107525 ∣ critic_nllloss : 25769.610938 ∣ critic_ganloss : -116.514660 ∣ generator_nllloss : 5167.028516 ∣ generator_ganloss : 1051.000195 ∣     [  std_z : 0.98  real_sub_fake : 460.36 ]
[  epoch 0027/0040] 0640/4800, lr:2.5e-05 ∣ avg_100 : 32031.224466 ∣ critic_nllloss : 25903.779297 ∣ critic_ganloss : -163.529814 ∣ generator_nllloss : 5144.545508 ∣ generator_ganloss : 1043.451465 ∣     [  std_z : 0.99  real_sub_fake : 512.21 ]
[  epoch 0027/0040] 0650/4800, lr:2.5e-05 ∣ avg_100 : 32028.042132 ∣ critic_nllloss : 25894.136328 ∣ critic_ganloss : -107.577206 ∣ generator_nllloss : 5130.428516 ∣ generator_ganloss : 1035.706934 ∣     [  std_z : 1.00  real_sub_fake : 486.51 ]
[  epoch 0027/0040] 0660/4800, lr:2.5e-05 ∣ avg_100 : 32029.831887 ∣ critic_nllloss : 26068.982031 ∣ critic_ganloss : -138.913358 ∣ generator_nllloss : 5288.471875 ∣ generator_ganloss : 1024.480225 ∣     [  std_z : 1.00  real_sub_fake : 530.03 ]
[  epoch 0027/0040] 0670/4800, lr:2.5e-05 ∣ avg_100 : 32030.077309 ∣ critic_nllloss : 26077.615820 ∣ critic_ganloss : -113.728252 ∣ generator_nllloss : 5239.600781 ∣ generator_ganloss : 1046.736865 ∣     [  std_z : 1.00  real_sub_fake : 478.03 ]
[  epoch 0027/0040] 0680/4800, lr:2.5e-05 ∣ avg_100 : 32029.758172 ∣ critic_nllloss : 25855.515234 ∣ critic_ganloss : -128.438139 ∣ generator_nllloss : 5195.021484 ∣ generator_ganloss : 1030.595850 ∣     [  std_z : 0.99  real_sub_fake : 402.18 ]
[  epoch 0027/0040] 0690/4800, lr:2.5e-05 ∣ avg_100 : 32033.117973 ∣ critic_nllloss : 26071.251758 ∣ critic_ganloss : -128.798277 ∣ generator_nllloss : 5145.671875 ∣ generator_ganloss : 1026.371582 ∣     [  std_z : 0.99  real_sub_fake : 525.57 ]
[  epoch 0027/0040] 0700/4800, lr:2.5e-05 ∣ avg_100 : 32032.614917 ∣ critic_nllloss : 26078.969336 ∣ critic_ganloss : -173.033519 ∣ generator_nllloss : 5343.578906 ∣ generator_ganloss : 1018.314160 ∣     [  std_z : 0.99  real_sub_fake : 561.17 ]
[  epoch 0027/0040] 0710/4800, lr:2.5e-05 ∣ avg_100 : 32031.742992 ∣ critic_nllloss : 25922.209180 ∣ critic_ganloss : -103.866960 ∣ generator_nllloss : 5177.938867 ∣ generator_ganloss : 1049.075781 ∣     [  std_z : 0.99  real_sub_fake : 491.90 ]
[  epoch 0027/0040] 0720/4800, lr:2.5e-05 ∣ avg_100 : 32034.698318 ∣ critic_nllloss : 26114.789258 ∣ critic_ganloss : -118.761366 ∣ generator_nllloss : 5159.260156 ∣ generator_ganloss : 1057.953809 ∣     [  std_z : 1.00  real_sub_fake : 491.73 ]
[  epoch 0027/0040] 0730/4800, lr:2.5e-05 ∣ avg_100 : 32034.020819 ∣ critic_nllloss : 25928.356445 ∣ critic_ganloss : -107.919574 ∣ generator_nllloss : 5162.518750 ∣ generator_ganloss : 1045.078467 ∣     [  std_z : 1.00  real_sub_fake : 440.05 ]
[  epoch 0027/0040] 0740/4800, lr:2.5e-05 ∣ avg_100 : 32038.731551 ∣ critic_nllloss : 26135.626563 ∣ critic_ganloss : -148.299509 ∣ generator_nllloss : 5308.868750 ∣ generator_ganloss : 1038.773877 ∣     [  std_z : 1.00  real_sub_fake : 488.70 ]
[  epoch 0027/0040] 0750/4800, lr:2.5e-05 ∣ avg_100 : 32041.394606 ∣ critic_nllloss : 26197.040625 ∣ critic_ganloss : -119.325893 ∣ generator_nllloss : 5285.124219 ∣ generator_ganloss : 1051.048682 ∣     [  std_z : 0.99  real_sub_fake : 465.03 ]
[  epoch 0027/0040] 0760/4800, lr:2.5e-05 ∣ avg_100 : 32039.385169 ∣ critic_nllloss : 25820.322266 ∣ critic_ganloss : -125.662592 ∣ generator_nllloss : 5150.730078 ∣ generator_ganloss : 1038.074268 ∣     [  std_z : 0.98  real_sub_fake : 437.08 ]
[  epoch 0027/0040] 0770/4800, lr:2.5e-05 ∣ avg_100 : 32037.506690 ∣ critic_nllloss : 25952.819141 ∣ critic_ganloss : -150.882318 ∣ generator_nllloss : 5203.991602 ∣ generator_ganloss : 1043.190479 ∣     [  std_z : 0.99  real_sub_fake : 553.19 ]
[  epoch 0027/0040] 0780/4800, lr:2.5e-05 ∣ avg_100 : 32037.786979 ∣ critic_nllloss : 26032.515234 ∣ critic_ganloss : -173.297279 ∣ generator_nllloss : 5228.802539 ∣ generator_ganloss : 1050.391699 ∣     [  std_z : 0.99  real_sub_fake : 595.58 ]
[  epoch 0027/0040] 0790/4800, lr:2.5e-05 ∣ avg_100 : 32039.365732 ∣ critic_nllloss : 25926.466406 ∣ critic_ganloss : -162.722087 ∣ generator_nllloss : 5216.230664 ∣ generator_ganloss : 1051.044336 ∣     [  std_z : 1.00  real_sub_fake : 583.91 ]
[  epoch 0027/0040] 0800/4800, lr:2.5e-05 ∣ avg_100 : 32039.305225 ∣ critic_nllloss : 26074.709961 ∣ critic_ganloss : -148.736106 ∣ generator_nllloss : 5209.370898 ∣ generator_ganloss : 1040.481543 ∣     [  std_z : 1.00  real_sub_fake : 537.88 ]
[  epoch 0027/0040] 0810/4800, lr:2.5e-05 ∣ avg_100 : 32039.199264 ∣ critic_nllloss : 26110.301563 ∣ critic_ganloss : -185.918214 ∣ generator_nllloss : 5231.164648 ∣ generator_ganloss : 1052.629541 ∣     [  std_z : 0.99  real_sub_fake : 580.45 ]
[  epoch 0027/0040] 0820/4800, lr:2.5e-05 ∣ avg_100 : 32037.294604 ∣ critic_nllloss : 25838.794727 ∣ critic_ganloss : -166.388177 ∣ generator_nllloss : 5119.405469 ∣ generator_ganloss : 1031.949219 ∣     [  std_z : 0.98  real_sub_fake : 729.73 ]
[  epoch 0027/0040] 0830/4800, lr:2.5e-05 ∣ avg_100 : 32039.876227 ∣ critic_nllloss : 26108.971289 ∣ critic_ganloss : -153.585440 ∣ generator_nllloss : 5318.425586 ∣ generator_ganloss : 1058.381445 ∣     [  std_z : 0.99  real_sub_fake : 606.16 ]
[  epoch 0027/0040] 0840/4800, lr:2.5e-05 ∣ avg_100 : 32037.240193 ∣ critic_nllloss : 25729.279883 ∣ critic_ganloss : -160.741743 ∣ generator_nllloss : 4991.405273 ∣ generator_ganloss : 1064.450000 ∣     [  std_z : 0.99  real_sub_fake : 554.38 ]
[  epoch 0027/0040] 0850/4800, lr:2.5e-05 ∣ avg_100 : 32036.132563 ∣ critic_nllloss : 25744.265234 ∣ critic_ganloss : -87.956580 ∣ generator_nllloss : 5125.310742 ∣ generator_ganloss : 1073.077441 ∣  [  std_z : 1.00  real_sub_fake : 418.48 ]
[  epoch 0027/0040] 0860/4800, lr:2.5e-05 ∣ avg_100 : 32036.651243 ∣ critic_nllloss : 26009.892188 ∣ critic_ganloss : -130.130229 ∣ generator_nllloss : 5100.327930 ∣ generator_ganloss : 1072.325391 ∣     [  std_z : 1.00  real_sub_fake : 423.38 ]
[  epoch 0027/0040] 0870/4800, lr:2.5e-05 ∣ avg_100 : 32036.116011 ∣ critic_nllloss : 25867.839844 ∣ critic_ganloss : -158.596820 ∣ generator_nllloss : 5211.525781 ∣ generator_ganloss : 1043.079395 ∣     [  std_z : 1.00  real_sub_fake : 571.90 ]
[  epoch 0027/0040] 0880/4800, lr:2.5e-05 ∣ avg_100 : 32036.234326 ∣ critic_nllloss : 26072.441016 ∣ critic_ganloss : -160.745201 ∣ generator_nllloss : 5253.272656 ∣ generator_ganloss : 1067.210791 ∣     [  std_z : 0.99  real_sub_fake : 572.25 ]
[  epoch 0027/0040] 0890/4800, lr:2.5e-05 ∣ avg_100 : 32039.062160 ∣ critic_nllloss : 26072.658594 ∣ critic_ganloss : -152.178874 ∣ generator_nllloss : 5210.466797 ∣ generator_ganloss : 1062.695166 ∣     [  std_z : 0.99  real_sub_fake : 635.04 ]
[  epoch 0027/0040] 0900/4800, lr:2.5e-05 ∣ avg_100 : 32044.767292 ∣ critic_nllloss : 26126.893164 ∣ critic_ganloss : -148.412956 ∣ generator_nllloss : 5274.686133 ∣ generator_ganloss : 1057.548291 ∣     [  std_z : 0.99  real_sub_fake : 516.64 ]
[  epoch 0027/0040] 0910/4800, lr:2.5e-05 ∣ avg_100 : 32042.514096 ∣ critic_nllloss : 25890.560156 ∣ critic_ganloss : -97.851585 ∣ generator_nllloss : 5170.477344 ∣ generator_ganloss : 1048.950928 ∣  [  std_z : 1.00  real_sub_fake : 514.61 ]
[  epoch 0027/0040] 0920/4800, lr:2.5e-05 ∣ avg_100 : 32042.941339 ∣ critic_nllloss : 25930.808594 ∣ critic_ganloss : -60.316250 ∣ generator_nllloss : 5236.522070 ∣ generator_ganloss : 1083.372705 ∣  [  std_z : 1.00  real_sub_fake : 261.06 ]
[  epoch 0027/0040] 0930/4800, lr:2.5e-05 ∣ avg_100 : 32043.306537 ∣ critic_nllloss : 26030.152344 ∣ critic_ganloss : -112.323557 ∣ generator_nllloss : 5140.014258 ∣ generator_ganloss : 1056.537695 ∣     [  std_z : 1.00  real_sub_fake : 350.08 ]
[  epoch 0027/0040] 0940/4800, lr:2.5e-05 ∣ avg_100 : 32044.827907 ∣ critic_nllloss : 26063.555469 ∣ critic_ganloss : -153.280689 ∣ generator_nllloss : 5218.199219 ∣ generator_ganloss : 1035.318604 ∣     [  std_z : 1.00  real_sub_fake : 482.93 ]
[  epoch 0027/0040] 0950/4800, lr:2.5e-05 ∣ avg_100 : 32042.068870 ∣ critic_nllloss : 25816.347070 ∣ critic_ganloss : -127.471223 ∣ generator_nllloss : 5167.775586 ∣ generator_ganloss : 1055.563428 ∣     [  std_z : 0.99  real_sub_fake : 582.01 ]
[  epoch 0027/0040] 0960/4800, lr:2.5e-05 ∣ avg_100 : 32041.526210 ∣ critic_nllloss : 26073.769531 ∣ critic_ganloss : -195.618581 ∣ generator_nllloss : 5205.178906 ∣ generator_ganloss : 1032.860059 ∣     [  std_z : 0.99  real_sub_fake : 596.01 ]
[  epoch 0027/0040] 0970/4800, lr:2.5e-05 ∣ avg_100 : 32043.616545 ∣ critic_nllloss : 26115.690234 ∣ critic_ganloss : -171.584915 ∣ generator_nllloss : 5245.301172 ∣ generator_ganloss : 1049.690869 ∣     [  std_z : 0.99  real_sub_fake : 619.04 ]
[  epoch 0027/0040] 0980/4800, lr:2.5e-05 ∣ avg_100 : 32038.842123 ∣ critic_nllloss : 25771.557227 ∣ critic_ganloss : -204.269507 ∣ generator_nllloss : 5115.217383 ∣ generator_ganloss : 1045.299902 ∣     [  std_z : 1.00  real_sub_fake : 629.35 ]
[  epoch 0027/0040] 0990/4800, lr:2.5e-05 ∣ avg_100 : 32037.209468 ∣ critic_nllloss : 25939.481445 ∣ critic_ganloss : -243.284911 ∣ generator_nllloss : 5235.103711 ∣ generator_ganloss : 1047.724219 ∣     [  std_z : 1.00  real_sub_fake : 758.97 ]
[  epoch 0027/0040] 1000/4800, lr:2.5e-05 ∣ avg_100 : 32041.079298 ∣ critic_nllloss : 26098.553516 ∣ critic_ganloss : -100.531599 ∣ generator_nllloss : 5179.677930 ∣ generator_ganloss : 1088.175977 ∣     [  std_z : 1.00  real_sub_fake : 752.96 ]
[  epoch 0027/0040] 1010/4800, lr:2.5e-05 ∣ avg_100 : 32042.915594 ∣ critic_nllloss : 26025.459180 ∣ critic_ganloss : -80.635421 ∣ generator_nllloss : 5177.261328 ∣ generator_ganloss : 1079.923242 ∣  [  std_z : 0.98  real_sub_fake : 390.86 ]
[  epoch 0027/0040] 1020/4800, lr:2.5e-05 ∣ avg_100 : 32048.635146 ∣ critic_nllloss : 26123.957227 ∣ critic_ganloss : -40.143373 ∣ generator_nllloss : 5184.658789 ∣ generator_ganloss : 1080.266797 ∣  [  std_z : 0.98  real_sub_fake : 180.03 ]
[  epoch 0027/0040] 1030/4800, lr:2.5e-05 ∣ avg_100 : 32049.260020 ∣ critic_nllloss : 25816.863281 ∣ critic_ganloss : -58.849530 ∣ generator_nllloss : 5165.138281 ∣ generator_ganloss : 1070.691016 ∣  [  std_z : 0.98  real_sub_fake : 161.83 ]
[  epoch 0027/0040] 1040/4800, lr:2.5e-05 ∣ avg_100 : 32045.422265 ∣ critic_nllloss : 25793.978320 ∣ critic_ganloss : -89.564193 ∣ generator_nllloss : 5154.634961 ∣ generator_ganloss : 1030.579150 ∣  [  std_z : 1.00  real_sub_fake : 296.79 ]
[  epoch 0027/0040] 1050/4800, lr:2.5e-05 ∣ avg_100 : 32041.303656 ∣ critic_nllloss : 25892.830859 ∣ critic_ganloss : -135.853712 ∣ generator_nllloss : 5172.341406 ∣ generator_ganloss : 1028.628906 ∣     [  std_z : 1.01  real_sub_fake : 432.54 ]
[  epoch 0027/0040] 1060/4800, lr:2.5e-05 ∣ avg_100 : 32046.209766 ∣ critic_nllloss : 26130.860156 ∣ critic_ganloss : -142.799161 ∣ generator_nllloss : 5300.673047 ∣ generator_ganloss : 1037.827734 ∣     [  std_z : 1.00  real_sub_fake : 493.23 ]
[  epoch 0027/0040] 1070/4800, lr:2.5e-05 ∣ avg_100 : 32048.055189 ∣ critic_nllloss : 26069.454688 ∣ critic_ganloss : -141.575294 ∣ generator_nllloss : 5158.270312 ∣ generator_ganloss : 1050.140430 ∣     [  std_z : 0.99  real_sub_fake : 466.22 ]
[  epoch 0027/0040] 1080/4800, lr:2.5e-05 ∣ avg_100 : 32051.855045 ∣ critic_nllloss : 26159.656445 ∣ critic_ganloss : -179.079770 ∣ generator_nllloss : 5188.571484 ∣ generator_ganloss : 1045.020166 ∣     [  std_z : 0.99  real_sub_fake : 612.13 ]
[  epoch 0027/0040] 1090/4800, lr:2.5e-05 ∣ avg_100 : 32052.484695 ∣ critic_nllloss : 25817.086328 ∣ critic_ganloss : -77.594373 ∣ generator_nllloss : 5125.198242 ∣ generator_ganloss : 1077.892676 ∣  [  std_z : 0.99  real_sub_fake : 505.28 ]
[  epoch 0027/0040] 1100/4800, lr:2.5e-05 ∣ avg_100 : 32054.099579 ∣ critic_nllloss : 26001.914258 ∣ critic_ganloss : -119.277612 ∣ generator_nllloss : 5251.916016 ∣ generator_ganloss : 1067.627441 ∣     [  std_z : 1.00  real_sub_fake : 436.11 ]
[  epoch 0027/0040] 1110/4800, lr:2.5e-05 ∣ avg_100 : 32054.923317 ∣ critic_nllloss : 25967.283398 ∣ critic_ganloss : -130.836784 ∣ generator_nllloss : 5171.631055 ∣ generator_ganloss : 1050.371582 ∣     [  std_z : 1.00  real_sub_fake : 457.17 ]
[  epoch 0027/0040] 1120/4800, lr:2.5e-05 ∣ avg_100 : 32056.470074 ∣ critic_nllloss : 25748.623047 ∣ critic_ganloss : -134.966753 ∣ generator_nllloss : 5108.022070 ∣ generator_ganloss : 1060.610205 ∣     [  std_z : 1.00  real_sub_fake : 441.60 ]
[  epoch 0027/0040] 1130/4800, lr:2.5e-05 ∣ avg_100 : 32053.204179 ∣ critic_nllloss : 25743.478711 ∣ critic_ganloss : -140.830150 ∣ generator_nllloss : 5118.777930 ∣ generator_ganloss : 1062.946484 ∣     [  std_z : 0.99  real_sub_fake : 485.94 ]
[  epoch 0027/0040] 1140/4800, lr:2.5e-05 ∣ avg_100 : 32054.332576 ∣ critic_nllloss : 26048.618164 ∣ critic_ganloss : -136.075134 ∣ generator_nllloss : 5205.898828 ∣ generator_ganloss : 1054.360498 ∣     [  std_z : 0.99  real_sub_fake : 557.56 ]
[  epoch 0027/0040] 1150/4800, lr:2.5e-05 ∣ avg_100 : 32057.636556 ∣ critic_nllloss : 26013.302148 ∣ critic_ganloss : -124.699953 ∣ generator_nllloss : 5256.529883 ∣ generator_ganloss : 1078.405078 ∣     [  std_z : 0.99  real_sub_fake : 488.12 ]
[  epoch 0027/0040] 1160/4800, lr:2.5e-05 ∣ avg_100 : 32056.321296 ∣ critic_nllloss : 25969.895117 ∣ critic_ganloss : -161.849026 ∣ generator_nllloss : 5203.300781 ∣ generator_ganloss : 1047.723535 ∣     [  std_z : 1.00  real_sub_fake : 569.07 ]
[  epoch 0027/0040] 1170/4800, lr:2.5e-05 ∣ avg_100 : 32057.793662 ∣ critic_nllloss : 26043.111133 ∣ critic_ganloss : -140.899194 ∣ generator_nllloss : 5330.576563 ∣ generator_ganloss : 1065.804004 ∣     [  std_z : 0.99  real_sub_fake : 573.88 ]
[  epoch 0027/0040] 1180/4800, lr:2.5e-05 ∣ avg_100 : 32059.770678 ∣ critic_nllloss : 25897.541797 ∣ critic_ganloss : -84.285389 ∣ generator_nllloss : 5210.812109 ∣ generator_ganloss : 1081.349316 ∣  [  std_z : 0.99  real_sub_fake : 381.99 ]
[  epoch 0027/0040] 1190/4800, lr:2.5e-05 ∣ avg_100 : 32056.680188 ∣ critic_nllloss : 25982.457227 ∣ critic_ganloss : -137.178813 ∣ generator_nllloss : 5217.126758 ∣ generator_ganloss : 1025.687402 ∣     [  std_z : 0.99  real_sub_fake : 431.94 ]
[  epoch 0027/0040] 1200/4800, lr:2.5e-05 ∣ avg_100 : 32062.629891 ∣ critic_nllloss : 26217.529102 ∣ critic_ganloss : -127.919318 ∣ generator_nllloss : 5323.890430 ∣ generator_ganloss : 1026.394141 ∣     [  std_z : 1.00  real_sub_fake : 495.19 ]
[  epoch 0027/0040] 1210/4800, lr:2.5e-05 ∣ avg_100 : 32061.035205 ∣ critic_nllloss : 25824.526562 ∣ critic_ganloss : -138.015806 ∣ generator_nllloss : 5182.635156 ∣ generator_ganloss : 1038.574707 ∣     [  std_z : 0.99  real_sub_fake : 512.54 ]
[  epoch 0027/0040] 1220/4800, lr:2.5e-05 ∣ avg_100 : 32059.862427 ∣ critic_nllloss : 26108.530469 ∣ critic_ganloss : -161.819685 ∣ generator_nllloss : 5168.396875 ∣ generator_ganloss : 1047.227930 ∣     [  std_z : 0.99  real_sub_fake : 578.29 ]
[  epoch 0027/0040] 1230/4800, lr:2.5e-05 ∣ avg_100 : 32059.972065 ∣ critic_nllloss : 25824.786719 ∣ critic_ganloss : -105.858042 ∣ generator_nllloss : 5218.432617 ∣ generator_ganloss : 1055.733057 ∣     [  std_z : 0.99  real_sub_fake : 506.01 ]
[  epoch 0027/0040] 1240/4800, lr:2.5e-05 ∣ avg_100 : 32058.672164 ∣ critic_nllloss : 25830.470313 ∣ critic_ganloss : -124.941183 ∣ generator_nllloss : 5130.391406 ∣ generator_ganloss : 1047.380176 ∣     [  std_z : 0.99  real_sub_fake : 559.51 ]
[  epoch 0027/0040] 1250/4800, lr:2.5e-05 ∣ avg_100 : 32059.102824 ∣ critic_nllloss : 25996.178320 ∣ critic_ganloss : -109.071966 ∣ generator_nllloss : 5130.295703 ∣ generator_ganloss : 1039.746680 ∣     [  std_z : 1.00  real_sub_fake : 473.11 ]
[  epoch 0027/0040] 1260/4800, lr:2.5e-05 ∣ avg_100 : 32059.200220 ∣ critic_nllloss : 25982.096289 ∣ critic_ganloss : -155.031531 ∣ generator_nllloss : 5235.103320 ∣ generator_ganloss : 1036.090381 ∣     [  std_z : 1.00  real_sub_fake : 453.03 ]
[  epoch 0027/0040] 1270/4800, lr:2.5e-05 ∣ avg_100 : 32052.823940 ∣ critic_nllloss : 25662.604687 ∣ critic_ganloss : -159.562228 ∣ generator_nllloss : 5046.297656 ∣ generator_ganloss : 1033.570361 ∣     [  std_z : 1.00  real_sub_fake : 525.10 ]
[  epoch 0027/0040] 1280/4800, lr:2.5e-05 ∣ avg_100 : 32053.164264 ∣ critic_nllloss : 26007.213867 ∣ critic_ganloss : -111.178603 ∣ generator_nllloss : 5161.026172 ∣ generator_ganloss : 1061.139355 ∣     [  std_z : 0.99  real_sub_fake : 505.88 ]
[  epoch 0027/0040] 1290/4800, lr:2.5e-05 ∣ avg_100 : 32054.438399 ∣ critic_nllloss : 26149.222656 ∣ critic_ganloss : -168.612086 ∣ generator_nllloss : 5327.443555 ∣ generator_ganloss : 1021.522705 ∣     [  std_z : 0.99  real_sub_fake : 609.82 ]
[  epoch 0027/0040] 1300/4800, lr:2.5e-05 ∣ avg_100 : 32052.641449 ∣ critic_nllloss : 25879.755664 ∣ critic_ganloss : -96.871605 ∣ generator_nllloss : 5237.545313 ∣ generator_ganloss : 1065.411865 ∣  [  std_z : 0.99  real_sub_fake : 506.78 ]
[  epoch 0027/0040] 1310/4800, lr:2.5e-05 ∣ avg_100 : 32056.105554 ∣ critic_nllloss : 26009.882812 ∣ critic_ganloss : -51.585085 ∣ generator_nllloss : 5208.673047 ∣ generator_ganloss : 1080.842334 ∣  [  std_z : 0.99  real_sub_fake : 279.81 ]
[  epoch 0027/0040] 1320/4800, lr:2.5e-05 ∣ avg_100 : 32055.182226 ∣ critic_nllloss : 25694.216211 ∣ critic_ganloss : -107.740936 ∣ generator_nllloss : 5016.876562 ∣ generator_ganloss : 1052.912451 ∣     [  std_z : 1.00  real_sub_fake : 327.58 ]
[  epoch 0027/0040] 1330/4800, lr:2.5e-05 ∣ avg_100 : 32056.506200 ∣ critic_nllloss : 25860.229297 ∣ critic_ganloss : -118.087729 ∣ generator_nllloss : 5196.332422 ∣ generator_ganloss : 1053.264600 ∣     [  std_z : 0.99  real_sub_fake : 353.58 ]
[  epoch 0027/0040] 1340/4800, lr:2.5e-05 ∣ avg_100 : 32055.317457 ∣ critic_nllloss : 25939.792187 ∣ critic_ganloss : -132.406409 ∣ generator_nllloss : 5143.067578 ∣ generator_ganloss : 1047.511230 ∣     [  std_z : 1.00  real_sub_fake : 452.27 ]
[  epoch 0027/0040] 1350/4800, lr:2.5e-05 ∣ avg_100 : 32054.205654 ∣ critic_nllloss : 25916.537305 ∣ critic_ganloss : -173.924873 ∣ generator_nllloss : 5168.877539 ∣ generator_ganloss : 1030.630762 ∣     [  std_z : 0.99  real_sub_fake : 567.30 ]
[  epoch 0027/0040] 1360/4800, lr:2.5e-05 ∣ avg_100 : 32055.636384 ∣ critic_nllloss : 25932.202734 ∣ critic_ganloss : -103.193820 ∣ generator_nllloss : 5157.094141 ∣ generator_ganloss : 1042.664551 ∣     [  std_z : 1.00  real_sub_fake : 520.94 ]
[  epoch 0027/0040] 1370/4800, lr:2.5e-05 ∣ avg_100 : 32054.061603 ∣ critic_nllloss : 25797.202539 ∣ critic_ganloss : -145.719221 ∣ generator_nllloss : 5208.716211 ∣ generator_ganloss : 1033.250879 ∣     [  std_z : 0.99  real_sub_fake : 521.41 ]
[  epoch 0027/0040] 1380/4800, lr:2.5e-05 ∣ avg_100 : 32056.006449 ∣ critic_nllloss : 25919.323242 ∣ critic_ganloss : -172.593030 ∣ generator_nllloss : 5234.043555 ∣ generator_ganloss : 1031.417285 ∣     [  std_z : 0.99  real_sub_fake : 527.64 ]
[  epoch 0027/0040] 1390/4800, lr:2.5e-05 ∣ avg_100 : 32053.667726 ∣ critic_nllloss : 25753.399023 ∣ critic_ganloss : -120.432455 ∣ generator_nllloss : 5090.189844 ∣ generator_ganloss : 1029.312402 ∣     [  std_z : 0.99  real_sub_fake : 472.29 ]
[  epoch 0027/0040] 1400/4800, lr:2.5e-05 ∣ avg_100 : 32053.263487 ∣ critic_nllloss : 26002.145703 ∣ critic_ganloss : -165.109125 ∣ generator_nllloss : 5135.958398 ∣ generator_ganloss : 1031.950977 ∣     [  std_z : 0.99  real_sub_fake : 537.47 ]
[  epoch 0027/0040] 1410/4800, lr:2.5e-05 ∣ avg_100 : 32052.911523 ∣ critic_nllloss : 25863.999609 ∣ critic_ganloss : -158.678046 ∣ generator_nllloss : 5211.424805 ∣ generator_ganloss : 1041.339160 ∣     [  std_z : 0.99  real_sub_fake : 615.85 ]
[  epoch 0027/0040] 1420/4800, lr:2.5e-05 ∣ avg_100 : 32052.814401 ∣ critic_nllloss : 25885.092969 ∣ critic_ganloss : -106.336479 ∣ generator_nllloss : 5111.506055 ∣ generator_ganloss : 1057.308154 ∣     [  std_z : 0.99  real_sub_fake : 555.59 ]
[  epoch 0027/0040] 1430/4800, lr:2.5e-05 ∣ avg_100 : 32054.085254 ∣ critic_nllloss : 26180.431445 ∣ critic_ganloss : -144.836162 ∣ generator_nllloss : 5147.660352 ∣ generator_ganloss : 1047.456982 ∣     [  std_z : 1.00  real_sub_fake : 514.75 ]
[  epoch 0027/0040] 1440/4800, lr:2.5e-05 ∣ avg_100 : 32056.518204 ∣ critic_nllloss : 26124.222656 ∣ critic_ganloss : -164.809010 ∣ generator_nllloss : 5304.912109 ∣ generator_ganloss : 1033.899316 ∣     [  std_z : 1.00  real_sub_fake : 567.79 ]
[  epoch 0027/0040] 1450/4800, lr:2.5e-05 ∣ avg_100 : 32062.499608 ∣ critic_nllloss : 26170.455469 ∣ critic_ganloss : -146.268143 ∣ generator_nllloss : 5340.912695 ∣ generator_ganloss : 1046.155273 ∣     [  std_z : 0.99  real_sub_fake : 566.84 ]
[  epoch 0027/0040] 1460/4800, lr:2.5e-05 ∣ avg_100 : 32063.742341 ∣ critic_nllloss : 26088.816602 ∣ critic_ganloss : -163.297545 ∣ generator_nllloss : 5184.210156 ∣ generator_ganloss : 1014.390674 ∣     [  std_z : 1.00  real_sub_fake : 634.02 ]
[  epoch 0027/0040] 1470/4800, lr:2.5e-05 ∣ avg_100 : 32065.670057 ∣ critic_nllloss : 25988.468750 ∣ critic_ganloss : -99.629193 ∣ generator_nllloss : 5318.506836 ∣ generator_ganloss : 1043.953516 ∣  [  std_z : 0.99  real_sub_fake : 478.83 ]
[  epoch 0027/0040] 1480/4800, lr:2.5e-05 ∣ avg_100 : 32064.749745 ∣ critic_nllloss : 25843.137695 ∣ critic_ganloss : -136.051094 ∣ generator_nllloss : 5152.382422 ∣ generator_ganloss : 1041.460645 ∣     [  std_z : 0.99  real_sub_fake : 483.26 ]
[  epoch 0027/0040] 1490/4800, lr:2.5e-05 ∣ avg_100 : 32063.665801 ∣ critic_nllloss : 25843.970313 ∣ critic_ganloss : -175.054762 ∣ generator_nllloss : 5144.792969 ∣ generator_ganloss : 1044.140918 ∣     [  std_z : 0.99  real_sub_fake : 512.87 ]
[  epoch 0027/0040] 1500/4800, lr:2.5e-05 ∣ avg_100 : 32066.777224 ∣ critic_nllloss : 26096.558594 ∣ critic_ganloss : -117.247044 ∣ generator_nllloss : 5208.043750 ∣ generator_ganloss : 1046.182568 ∣     [  std_z : 1.00  real_sub_fake : 651.23 ]
[  epoch 0027/0040] 1510/4800, lr:2.5e-05 ∣ avg_100 : 32065.580221 ∣ critic_nllloss : 25867.769336 ∣ critic_ganloss : -72.291750 ∣ generator_nllloss : 5119.228125 ∣ generator_ganloss : 1070.797852 ∣  [  std_z : 0.99  real_sub_fake : 311.95 ]
[  epoch 0027/0040] 1520/4800, lr:2.5e-05 ∣ avg_100 : 32065.538141 ∣ critic_nllloss : 25810.726172 ∣ critic_ganloss : -100.708624 ∣ generator_nllloss : 5176.221094 ∣ generator_ganloss : 1020.134961 ∣     [  std_z : 0.99  real_sub_fake : 388.96 ]
[  epoch 0027/0040] 1530/4800, lr:2.5e-05 ∣ avg_100 : 32065.763930 ∣ critic_nllloss : 26029.605273 ∣ critic_ganloss : -150.298044 ∣ generator_nllloss : 5252.461523 ∣ generator_ganloss : 1001.012402 ∣     [  std_z : 0.99  real_sub_fake : 480.16 ]
[  epoch 0027/0040] 1540/4800, lr:2.5e-05 ∣ avg_100 : 32067.494346 ∣ critic_nllloss : 25967.939453 ∣ critic_ganloss : -119.240138 ∣ generator_nllloss : 5166.959180 ∣ generator_ganloss : 1031.100439 ∣     [  std_z : 0.99  real_sub_fake : 434.63 ]
[  epoch 0027/0040] 1550/4800, lr:2.5e-05 ∣ avg_100 : 32069.350993 ∣ critic_nllloss : 26016.540820 ∣ critic_ganloss : -178.168215 ∣ generator_nllloss : 5221.405859 ∣ generator_ganloss : 1017.735840 ∣     [  std_z : 1.00  real_sub_fake : 502.99 ]
[  epoch 0027/0040] 1560/4800, lr:2.5e-05 ∣ avg_100 : 32068.499358 ∣ critic_nllloss : 26021.703516 ∣ critic_ganloss : -105.669244 ∣ generator_nllloss : 5147.608984 ∣ generator_ganloss : 1033.870312 ∣     [  std_z : 1.00  real_sub_fake : 483.26 ]
[  epoch 0027/0040] 1570/4800, lr:2.5e-05 ∣ avg_100 : 32065.640285 ∣ critic_nllloss : 25917.169727 ∣ critic_ganloss : -140.719943 ∣ generator_nllloss : 5111.046289 ∣ generator_ganloss : 1040.511084 ∣     [  std_z : 0.98  real_sub_fake : 498.29 ]
[  epoch 0027/0040] 1580/4800, lr:2.5e-05 ∣ avg_100 : 32068.107162 ∣ critic_nllloss : 25941.216602 ∣ critic_ganloss : -118.394259 ∣ generator_nllloss : 5181.535156 ∣ generator_ganloss : 1043.735986 ∣     [  std_z : 0.99  real_sub_fake : 494.79 ]
[  epoch 0027/0040] 1590/4800, lr:2.5e-05 ∣ avg_100 : 32067.950542 ∣ critic_nllloss : 25989.752539 ∣ critic_ganloss : -134.582925 ∣ generator_nllloss : 5163.979492 ∣ generator_ganloss : 1052.364063 ∣     [  std_z : 1.00  real_sub_fake : 460.17 ]
[  epoch 0027/0040] 1600/4800, lr:2.5e-05 ∣ avg_100 : 32066.243527 ∣ critic_nllloss : 25764.535742 ∣ critic_ganloss : -109.127238 ∣ generator_nllloss : 5185.914844 ∣ generator_ganloss : 1024.117334 ∣     [  std_z : 1.00  real_sub_fake : 468.58 ]
[  epoch 0027/0040] 1610/4800, lr:2.5e-05 ∣ avg_100 : 32065.216120 ∣ critic_nllloss : 25815.957227 ∣ critic_ganloss : -124.592691 ∣ generator_nllloss : 5201.267773 ∣ generator_ganloss : 1042.993506 ∣     [  std_z : 1.00  real_sub_fake : 479.86 ]
[  epoch 0027/0040] 1620/4800, lr:2.5e-05 ∣ avg_100 : 32066.228669 ∣ critic_nllloss : 25954.070898 ∣ critic_ganloss : -106.781656 ∣ generator_nllloss : 5247.141406 ∣ generator_ganloss : 1036.555371 ∣     [  std_z : 0.99  real_sub_fake : 453.84 ]
[  epoch 0027/0040] 1630/4800, lr:2.5e-05 ∣ avg_100 : 32067.912937 ∣ critic_nllloss : 25949.066797 ∣ critic_ganloss : -138.372719 ∣ generator_nllloss : 5203.374414 ∣ generator_ganloss : 1025.483301 ∣     [  std_z : 0.98  real_sub_fake : 459.85 ]
[  epoch 0027/0040] 1640/4800, lr:2.5e-05 ∣ avg_100 : 32067.094438 ∣ critic_nllloss : 25699.424219 ∣ critic_ganloss : -122.715244 ∣ generator_nllloss : 5217.943555 ∣ generator_ganloss : 1051.744043 ∣     [  std_z : 0.99  real_sub_fake : 418.61 ]
[  epoch 0027/0040] 1650/4800, lr:2.5e-05 ∣ avg_100 : 32068.325960 ∣ critic_nllloss : 26038.002344 ∣ critic_ganloss : -168.475609 ∣ generator_nllloss : 5177.582617 ∣ generator_ganloss : 1028.737451 ∣     [  std_z : 0.99  real_sub_fake : 572.78 ]
[  epoch 0027/0040] 1660/4800, lr:2.5e-05 ∣ avg_100 : 32066.061296 ∣ critic_nllloss : 25902.284180 ∣ critic_ganloss : -145.522777 ∣ generator_nllloss : 5214.402539 ∣ generator_ganloss : 1045.390381 ∣     [  std_z : 1.00  real_sub_fake : 613.31 ]
[  epoch 0027/0040] 1670/4800, lr:2.5e-05 ∣ avg_100 : 32065.062871 ∣ critic_nllloss : 26027.113477 ∣ critic_ganloss : -160.484470 ∣ generator_nllloss : 5244.257812 ∣ generator_ganloss : 1039.495947 ∣     [  std_z : 1.00  real_sub_fake : 557.90 ]
[  epoch 0027/0040] 1680/4800, lr:2.5e-05 ∣ avg_100 : 32066.796622 ∣ critic_nllloss : 25941.906445 ∣ critic_ganloss : -119.175241 ∣ generator_nllloss : 5266.783203 ∣ generator_ganloss : 1036.555078 ∣     [  std_z : 0.99  real_sub_fake : 495.25 ]
[  epoch 0027/0040] 1690/4800, lr:2.5e-05 ∣ avg_100 : 32068.206209 ∣ critic_nllloss : 26156.984766 ∣ critic_ganloss : -144.225430 ∣ generator_nllloss : 5219.001953 ∣ generator_ganloss : 1023.694385 ∣     [  std_z : 0.99  real_sub_fake : 535.03 ]
[  epoch 0027/0040] 1700/4800, lr:2.5e-05 ∣ avg_100 : 32064.681289 ∣ critic_nllloss : 25940.840820 ∣ critic_ganloss : -158.699911 ∣ generator_nllloss : 5083.223242 ∣ generator_ganloss : 1049.972705 ∣     [  std_z : 1.00  real_sub_fake : 511.12 ]
[  epoch 0027/0040] 1710/4800, lr:2.5e-05 ∣ avg_100 : 32066.436943 ∣ critic_nllloss : 26115.256641 ∣ critic_ganloss : -188.636191 ∣ generator_nllloss : 5259.683203 ∣ generator_ganloss : 1034.618652 ∣     [  std_z : 1.00  real_sub_fake : 660.77 ]
[  epoch 0027/0040] 1720/4800, lr:2.5e-05 ∣ avg_100 : 32064.228689 ∣ critic_nllloss : 25923.670703 ∣ critic_ganloss : -152.681543 ∣ generator_nllloss : 5165.639063 ∣ generator_ganloss : 1055.788184 ∣     [  std_z : 1.00  real_sub_fake : 629.59 ]
[  epoch 0027/0040] 1730/4800, lr:2.5e-05 ∣ avg_100 : 32063.484526 ∣ critic_nllloss : 25778.764258 ∣ critic_ganloss : -101.260294 ∣ generator_nllloss : 5214.842773 ∣ generator_ganloss : 1061.271094 ∣     [  std_z : 0.99  real_sub_fake : 484.49 ]
[  epoch 0027/0040] 1740/4800, lr:2.5e-05 ∣ avg_100 : 32061.145970 ∣ critic_nllloss : 25995.439648 ∣ critic_ganloss : -149.368607 ∣ generator_nllloss : 5207.683789 ∣ generator_ganloss : 1047.359180 ∣     [  std_z : 0.99  real_sub_fake : 525.73 ]
[  epoch 0027/0040] 1750/4800, lr:2.5e-05 ∣ avg_100 : 32056.386471 ∣ critic_nllloss : 25751.129883 ∣ critic_ganloss : -95.097325 ∣ generator_nllloss : 5211.257227 ∣ generator_ganloss : 1070.647949 ∣  [  std_z : 0.98  real_sub_fake : 388.51 ]
[  epoch 0027/0040] 1760/4800, lr:2.5e-05 ∣ avg_100 : 32057.480441 ∣ critic_nllloss : 25836.337109 ∣ critic_ganloss : -146.064032 ∣ generator_nllloss : 5257.535352 ∣ generator_ganloss : 1045.052637 ∣     [  std_z : 0.98  real_sub_fake : 481.47 ]
[  epoch 0027/0040] 1770/4800, lr:2.5e-05 ∣ avg_100 : 32056.101263 ∣ critic_nllloss : 25839.254492 ∣ critic_ganloss : -149.527912 ∣ generator_nllloss : 5185.453516 ∣ generator_ganloss : 1036.020996 ∣     [  std_z : 1.00  real_sub_fake : 486.80 ]
[  epoch 0027/0040] 1780/4800, lr:2.5e-05 ∣ avg_100 : 32057.466392 ∣ critic_nllloss : 26145.415234 ∣ critic_ganloss : -131.994847 ∣ generator_nllloss : 5218.316211 ∣ generator_ganloss : 1043.188477 ∣     [  std_z : 1.00  real_sub_fake : 588.31 ]
[  epoch 0027/0040] 1790/4800, lr:2.5e-05 ∣ avg_100 : 32054.829331 ∣ critic_nllloss : 25705.347461 ∣ critic_ganloss : -102.305956 ∣ generator_nllloss : 5096.242383 ∣ generator_ganloss : 1068.029395 ∣     [  std_z : 1.00  real_sub_fake : 448.99 ]
[  epoch 0027/0040] 1800/4800, lr:2.5e-05 ∣ avg_100 : 32054.303577 ∣ critic_nllloss : 26012.939844 ∣ critic_ganloss : -133.137366 ∣ generator_nllloss : 5201.019922 ∣ generator_ganloss : 1042.428418 ∣     [  std_z : 0.99  real_sub_fake : 457.57 ]
[  epoch 0027/0040] 1810/4800, lr:2.5e-05 ∣ avg_100 : 32051.245614 ∣ critic_nllloss : 25863.826953 ∣ critic_ganloss : -164.408870 ∣ generator_nllloss : 5163.792383 ∣ generator_ganloss : 1039.170752 ∣     [  std_z : 0.99  real_sub_fake : 549.13 ]
[  epoch 0027/0040] 1820/4800, lr:2.5e-05 ∣ avg_100 : 32055.478532 ∣ critic_nllloss : 26142.487500 ∣ critic_ganloss : -172.986278 ∣ generator_nllloss : 5234.181250 ∣ generator_ganloss : 1043.370605 ∣     [  std_z : 0.99  real_sub_fake : 543.18 ]
[  epoch 0027/0040] 1830/4800, lr:2.5e-05 ∣ avg_100 : 32053.453943 ∣ critic_nllloss : 26039.687109 ∣ critic_ganloss : -116.762704 ∣ generator_nllloss : 5162.376953 ∣ generator_ganloss : 1044.432617 ∣     [  std_z : 1.00  real_sub_fake : 543.44 ]
[  epoch 0027/0040] 1840/4800, lr:2.5e-05 ∣ avg_100 : 32056.462190 ∣ critic_nllloss : 25912.825195 ∣ critic_ganloss : -170.246216 ∣ generator_nllloss : 5142.107422 ∣ generator_ganloss : 1040.531738 ∣     [  std_z : 1.00  real_sub_fake : 558.49 ]
[  epoch 0027/0040] 1850/4800, lr:2.5e-05 ∣ avg_100 : 32057.124129 ∣ critic_nllloss : 25887.708984 ∣ critic_ganloss : -157.029556 ∣ generator_nllloss : 5118.891211 ∣ generator_ganloss : 1071.320068 ∣     [  std_z : 1.00  real_sub_fake : 579.88 ]
[  epoch 0027/0040] 1860/4800, lr:2.5e-05 ∣ avg_100 : 32054.540191 ∣ critic_nllloss : 25750.873242 ∣ critic_ganloss : -144.779550 ∣ generator_nllloss : 5120.896484 ∣ generator_ganloss : 1067.031299 ∣     [  std_z : 0.99  real_sub_fake : 522.03 ]
[  epoch 0027/0040] 1870/4800, lr:2.5e-05 ∣ avg_100 : 32053.850381 ∣ critic_nllloss : 25860.397266 ∣ critic_ganloss : -147.207651 ∣ generator_nllloss : 5135.984375 ∣ generator_ganloss : 1045.693213 ∣     [  std_z : 0.98  real_sub_fake : 628.28 ]
[  epoch 0027/0040] 1880/4800, lr:2.5e-05 ∣ avg_100 : 32051.290792 ∣ critic_nllloss : 25879.984375 ∣ critic_ganloss : -116.938737 ∣ generator_nllloss : 5150.891211 ∣ generator_ganloss : 1062.283545 ∣     [  std_z : 0.99  real_sub_fake : 488.41 ]
[  epoch 0027/0040] 1890/4800, lr:2.5e-05 ∣ avg_100 : 32048.384962 ∣ critic_nllloss : 25781.865820 ∣ critic_ganloss : -131.768011 ∣ generator_nllloss : 5205.755273 ∣ generator_ganloss : 1047.205615 ∣     [  std_z : 0.99  real_sub_fake : 485.29 ]
[  epoch 0027/0040] 1900/4800, lr:2.5e-05 ∣ avg_100 : 32045.802212 ∣ critic_nllloss : 25933.479687 ∣ critic_ganloss : -151.388319 ∣ generator_nllloss : 5215.931445 ∣ generator_ganloss : 1054.416748 ∣     [  std_z : 1.00  real_sub_fake : 481.32 ]
[  epoch 0027/0040] 1910/4800, lr:2.5e-05 ∣ avg_100 : 32045.066777 ∣ critic_nllloss : 25903.308008 ∣ critic_ganloss : -161.810376 ∣ generator_nllloss : 5134.316797 ∣ generator_ganloss : 1062.778906 ∣     [  std_z : 1.00  real_sub_fake : 560.24 ]
[  epoch 0027/0040] 1920/4800, lr:2.5e-05 ∣ avg_100 : 32041.970422 ∣ critic_nllloss : 25791.021484 ∣ critic_ganloss : -156.951570 ∣ generator_nllloss : 5184.887891 ∣ generator_ganloss : 1061.793848 ∣     [  std_z : 0.99  real_sub_fake : 604.21 ]
[  epoch 0027/0040] 1930/4800, lr:2.5e-05 ∣ avg_100 : 32042.336456 ∣ critic_nllloss : 26122.671094 ∣ critic_ganloss : -193.254448 ∣ generator_nllloss : 5173.351758 ∣ generator_ganloss : 1048.215771 ∣     [  std_z : 0.99  real_sub_fake : 712.35 ]
[  epoch 0027/0040] 1940/4800, lr:2.5e-05 ∣ avg_100 : 32040.824787 ∣ critic_nllloss : 25929.601758 ∣ critic_ganloss : -116.779745 ∣ generator_nllloss : 5132.819727 ∣ generator_ganloss : 1066.983936 ∣     [  std_z : 0.99  real_sub_fake : 563.74 ]
[  epoch 0027/0040] 1950/4800, lr:2.5e-05 ∣ avg_100 : 32042.551777 ∣ critic_nllloss : 25955.422656 ∣ critic_ganloss : -139.825470 ∣ generator_nllloss : 5231.242969 ∣ generator_ganloss : 1038.073682 ∣     [  std_z : 1.00  real_sub_fake : 551.00 ]
[  epoch 0027/0040] 1960/4800, lr:2.5e-05 ∣ avg_100 : 32041.477552 ∣ critic_nllloss : 25856.850000 ∣ critic_ganloss : -100.058048 ∣ generator_nllloss : 5196.946484 ∣ generator_ganloss : 1055.029004 ∣     [  std_z : 1.00  real_sub_fake : 413.46 ]
[  epoch 0027/0040] 1970/4800, lr:2.5e-05 ∣ avg_100 : 32037.484490 ∣ critic_nllloss : 25785.621680 ∣ critic_ganloss : -110.024905 ∣ generator_nllloss : 5125.607813 ∣ generator_ganloss : 1038.586621 ∣     [  std_z : 0.99  real_sub_fake : 436.24 ]
[  epoch 0027/0040] 1980/4800, lr:2.5e-05 ∣ avg_100 : 32042.240013 ∣ critic_nllloss : 26068.844531 ∣ critic_ganloss : -143.218138 ∣ generator_nllloss : 5256.350195 ∣ generator_ganloss : 1021.380664 ∣     [  std_z : 0.98  real_sub_fake : 533.09 ]
[  epoch 0027/0040] 1990/4800, lr:2.5e-05 ∣ avg_100 : 32044.820772 ∣ critic_nllloss : 26159.082813 ∣ critic_ganloss : -175.895029 ∣ generator_nllloss : 5226.354102 ∣ generator_ganloss : 1027.558496 ∣     [  std_z : 0.98  real_sub_fake : 627.49 ]
[  epoch 0027/0040] 2000/4800, lr:2.5e-05 ∣ avg_100 : 32042.508062 ∣ critic_nllloss : 25924.215234 ∣ critic_ganloss : -177.558945 ∣ generator_nllloss : 5256.559961 ∣ generator_ganloss : 1031.388574 ∣     [  std_z : 0.99  real_sub_fake : 594.37 ]
[  epoch 0027/0040] 2010/4800, lr:2.5e-05 ∣ avg_100 : 32042.387517 ∣ critic_nllloss : 25990.420312 ∣ critic_ganloss : -79.084858 ∣ generator_nllloss : 5212.018750 ∣ generator_ganloss : 1066.599609 ∣  [  std_z : 1.00  real_sub_fake : 448.40 ]
[  epoch 0027/0040] 2020/4800, lr:2.5e-05 ∣ avg_100 : 32040.486012 ∣ critic_nllloss : 25936.318359 ∣ critic_ganloss : -108.385599 ∣ generator_nllloss : 5248.437109 ∣ generator_ganloss : 1082.219043 ∣     [  std_z : 1.00  real_sub_fake : 370.09 ]
[  epoch 0027/0040] 2030/4800, lr:2.5e-05 ∣ avg_100 : 32039.382686 ∣ critic_nllloss : 25865.619141 ∣ critic_ganloss : -124.101048 ∣ generator_nllloss : 5089.910937 ∣ generator_ganloss : 1052.081445 ∣     [  std_z : 0.99  real_sub_fake : 441.71 ]
[  epoch 0027/0040] 2040/4800, lr:2.5e-05 ∣ avg_100 : 32038.237403 ∣ critic_nllloss : 25803.106445 ∣ critic_ganloss : -191.563646 ∣ generator_nllloss : 5120.555859 ∣ generator_ganloss : 1043.001270 ∣     [  std_z : 1.00  real_sub_fake : 614.78 ]
[  epoch 0027/0040] 2050/4800, lr:2.5e-05 ∣ avg_100 : 32038.896373 ∣ critic_nllloss : 25911.160547 ∣ critic_ganloss : -133.913972 ∣ generator_nllloss : 5189.911133 ∣ generator_ganloss : 1056.686719 ∣     [  std_z : 1.00  real_sub_fake : 514.39 ]
[  epoch 0027/0040] 2060/4800, lr:2.5e-05 ∣ avg_100 : 32036.288064 ∣ critic_nllloss : 25953.407617 ∣ critic_ganloss : -149.295433 ∣ generator_nllloss : 5207.073438 ∣ generator_ganloss : 1054.545264 ∣     [  std_z : 1.00  real_sub_fake : 558.13 ]
[  epoch 0027/0040] 2070/4800, lr:2.5e-05 ∣ avg_100 : 32033.061178 ∣ critic_nllloss : 25774.949609 ∣ critic_ganloss : -128.290488 ∣ generator_nllloss : 5097.048633 ∣ generator_ganloss : 1069.893848 ∣     [  std_z : 0.99  real_sub_fake : 487.85 ]
[  epoch 0027/0040] 2080/4800, lr:2.5e-05 ∣ avg_100 : 32029.348635 ∣ critic_nllloss : 25718.470313 ∣ critic_ganloss : -126.834785 ∣ generator_nllloss : 5195.236328 ∣ generator_ganloss : 1056.042187 ∣     [  std_z : 1.00  real_sub_fake : 543.62 ]
[  epoch 0027/0040] 2090/4800, lr:2.5e-05 ∣ avg_100 : 32028.944320 ∣ critic_nllloss : 25896.912109 ∣ critic_ganloss : -193.295496 ∣ generator_nllloss : 5136.906250 ∣ generator_ganloss : 1061.628516 ∣     [  std_z : 1.00  real_sub_fake : 589.67 ]
[  epoch 0027/0040] 2100/4800, lr:2.5e-05 ∣ avg_100 : 32025.631071 ∣ critic_nllloss : 25820.337500 ∣ critic_ganloss : -134.894286 ∣ generator_nllloss : 5114.817187 ∣ generator_ganloss : 1070.594775 ∣     [  std_z : 1.00  real_sub_fake : 531.89 ]
[  epoch 0027/0040] 2110/4800, lr:2.5e-05 ∣ avg_100 : 32026.756865 ∣ critic_nllloss : 26037.207227 ∣ critic_ganloss : -132.412767 ∣ generator_nllloss : 5216.916211 ∣ generator_ganloss : 1049.317969 ∣     [  std_z : 0.99  real_sub_fake : 646.41 ]
[  epoch 0027/0040] 2120/4800, lr:2.5e-05 ∣ avg_100 : 32029.678462 ∣ critic_nllloss : 26056.653516 ∣ critic_ganloss : -168.947087 ∣ generator_nllloss : 5127.329687 ∣ generator_ganloss : 1059.412109 ∣     [  std_z : 0.99  real_sub_fake : 547.51 ]
[  epoch 0027/0040] 2130/4800, lr:2.5e-05 ∣ avg_100 : 32032.305830 ∣ critic_nllloss : 25924.605273 ∣ critic_ganloss : -179.829404 ∣ generator_nllloss : 5233.374023 ∣ generator_ganloss : 1068.959961 ∣     [  std_z : 0.99  real_sub_fake : 563.67 ]
[  epoch 0027/0040] 2140/4800, lr:2.5e-05 ∣ avg_100 : 32030.364636 ∣ critic_nllloss : 25943.514844 ∣ critic_ganloss : -139.779608 ∣ generator_nllloss : 5110.001172 ∣ generator_ganloss : 1064.946533 ∣     [  std_z : 0.99  real_sub_fake : 585.93 ]
[  epoch 0027/0040] 2150/4800, lr:2.5e-05 ∣ avg_100 : 32028.317577 ∣ critic_nllloss : 25961.154297 ∣ critic_ganloss : -138.320551 ∣ generator_nllloss : 5130.847656 ∣ generator_ganloss : 1065.149854 ∣     [  std_z : 1.00  real_sub_fake : 558.98 ]
[  epoch 0027/0040] 2160/4800, lr:2.5e-05 ∣ avg_100 : 32031.725115 ∣ critic_nllloss : 26209.139453 ∣ critic_ganloss : -160.674251 ∣ generator_nllloss : 5288.783594 ∣ generator_ganloss : 1062.575391 ∣     [  std_z : 1.00  real_sub_fake : 590.88 ]
[  epoch 0027/0040] 2170/4800, lr:2.5e-05 ∣ avg_100 : 32029.610515 ∣ critic_nllloss : 25923.902344 ∣ critic_ganloss : -117.373578 ∣ generator_nllloss : 5211.582812 ∣ generator_ganloss : 1069.020947 ∣     [  std_z : 0.99  real_sub_fake : 520.30 ]
[  epoch 0027/0040] 2180/4800, lr:2.5e-05 ∣ avg_100 : 32029.085162 ∣ critic_nllloss : 25914.542578 ∣ critic_ganloss : -97.095659 ∣ generator_nllloss : 5168.781055 ∣ generator_ganloss : 1066.654541 ∣  [  std_z : 0.99  real_sub_fake : 371.46 ]
[  epoch 0027/0040] 2190/4800, lr:2.5e-05 ∣ avg_100 : 32027.098538 ∣ critic_nllloss : 25819.466797 ∣ critic_ganloss : -112.515625 ∣ generator_nllloss : 5149.883398 ∣ generator_ganloss : 1032.595605 ∣     [  std_z : 0.99  real_sub_fake : 447.10 ]
[  epoch 0027/0040] 2200/4800, lr:2.5e-05 ∣ avg_100 : 32024.977742 ∣ critic_nllloss : 25991.069141 ∣ critic_ganloss : -106.224013 ∣ generator_nllloss : 5279.813867 ∣ generator_ganloss : 1063.155762 ∣     [  std_z : 1.00  real_sub_fake : 387.54 ]
[  epoch 0027/0040] 2210/4800, lr:2.5e-05 ∣ avg_100 : 32028.671989 ∣ critic_nllloss : 26089.359570 ∣ critic_ganloss : -114.956028 ∣ generator_nllloss : 5251.145898 ∣ generator_ganloss : 1051.595898 ∣     [  std_z : 0.99  real_sub_fake : 431.02 ]
[  epoch 0027/0040] 2220/4800, lr:2.5e-05 ∣ avg_100 : 32026.187489 ∣ critic_nllloss : 25868.993945 ∣ critic_ganloss : -172.639891 ∣ generator_nllloss : 5164.254297 ∣ generator_ganloss : 1053.277197 ∣     [  std_z : 0.98  real_sub_fake : 484.52 ]
[  epoch 0027/0040] 2230/4800, lr:2.5e-05 ∣ avg_100 : 32023.893948 ∣ critic_nllloss : 25773.766797 ∣ critic_ganloss : -148.986565 ∣ generator_nllloss : 5086.630859 ∣ generator_ganloss : 1052.329150 ∣     [  std_z : 0.98  real_sub_fake : 565.85 ]
[  epoch 0027/0040] 2240/4800, lr:2.5e-05 ∣ avg_100 : 32024.819462 ∣ critic_nllloss : 25890.857617 ∣ critic_ganloss : -111.662351 ∣ generator_nllloss : 5125.767578 ∣ generator_ganloss : 1070.889307 ∣     [  std_z : 0.99  real_sub_fake : 441.82 ]
[  epoch 0027/0040] 2250/4800, lr:2.5e-05 ∣ avg_100 : 32025.481735 ∣ critic_nllloss : 25994.114844 ∣ critic_ganloss : -82.403993 ∣ generator_nllloss : 5168.052539 ∣ generator_ganloss : 1043.612598 ∣  [  std_z : 1.00  real_sub_fake : 549.37 ]
[  epoch 0027/0040] 2260/4800, lr:2.5e-05 ∣ avg_100 : 32025.339983 ∣ critic_nllloss : 26005.184180 ∣ critic_ganloss : -98.707546 ∣ generator_nllloss : 5091.066797 ∣ generator_ganloss : 1086.539893 ∣  [  std_z : 1.00  real_sub_fake : 331.48 ]
[  epoch 0027/0040] 2270/4800, lr:2.5e-05 ∣ avg_100 : 32030.330015 ∣ critic_nllloss : 26025.172852 ∣ critic_ganloss : -141.216286 ∣ generator_nllloss : 5148.609570 ∣ generator_ganloss : 1049.347510 ∣     [  std_z : 1.00  real_sub_fake : 430.92 ]
[  epoch 0027/0040] 2280/4800, lr:2.5e-05 ∣ avg_100 : 32029.687752 ∣ critic_nllloss : 25968.519531 ∣ critic_ganloss : -109.957608 ∣ generator_nllloss : 5138.094727 ∣ generator_ganloss : 1057.317871 ∣     [  std_z : 0.99  real_sub_fake : 434.01 ]
[  epoch 0027/0040] 2290/4800, lr:2.5e-05 ∣ avg_100 : 32026.650231 ∣ critic_nllloss : 25883.938281 ∣ critic_ganloss : -104.524852 ∣ generator_nllloss : 5180.422266 ∣ generator_ganloss : 1065.989014 ∣     [  std_z : 0.99  real_sub_fake : 431.41 ]
[  epoch 0027/0040] 2300/4800, lr:2.5e-05 ∣ avg_100 : 32026.365940 ∣ critic_nllloss : 25959.738086 ∣ critic_ganloss : -127.823605 ∣ generator_nllloss : 5157.994727 ∣ generator_ganloss : 1067.502930 ∣     [  std_z : 0.99  real_sub_fake : 446.39 ]
[  epoch 0027/0040] 2310/4800, lr:2.5e-05 ∣ avg_100 : 32023.922149 ∣ critic_nllloss : 25896.086719 ∣ critic_ganloss : -145.006422 ∣ generator_nllloss : 5195.502344 ∣ generator_ganloss : 1056.851367 ∣     [  std_z : 1.00  real_sub_fake : 505.75 ]
[  epoch 0027/0040] 2320/4800, lr:2.5e-05 ∣ avg_100 : 32027.174315 ∣ critic_nllloss : 25956.153711 ∣ critic_ganloss : -134.013969 ∣ generator_nllloss : 5088.556641 ∣ generator_ganloss : 1070.784473 ∣     [  std_z : 1.00  real_sub_fake : 555.59 ]
[  epoch 0027/0040] 2330/4800, lr:2.5e-05 ∣ avg_100 : 32028.226473 ∣ critic_nllloss : 26017.478125 ∣ critic_ganloss : -144.090465 ∣ generator_nllloss : 5137.308789 ∣ generator_ganloss : 1086.257959 ∣     [  std_z : 1.00  real_sub_fake : 469.05 ]
[  epoch 0027/0040] 2340/4800, lr:2.5e-05 ∣ avg_100 : 32028.459334 ∣ critic_nllloss : 25930.458398 ∣ critic_ganloss : -162.465123 ∣ generator_nllloss : 5203.853516 ∣ generator_ganloss : 1049.403906 ∣     [  std_z : 0.99  real_sub_fake : 548.29 ]
[  epoch 0027/0040] 2350/4800, lr:2.5e-05 ∣ avg_100 : 32029.215062 ∣ critic_nllloss : 25948.461133 ∣ critic_ganloss : -162.088058 ∣ generator_nllloss : 5165.964648 ∣ generator_ganloss : 1065.355762 ∣     [  std_z : 0.98  real_sub_fake : 569.98 ]
[  epoch 0027/0040] 2360/4800, lr:2.5e-05 ∣ avg_100 : 32030.822653 ∣ critic_nllloss : 26159.914453 ∣ critic_ganloss : -212.399576 ∣ generator_nllloss : 5193.718555 ∣ generator_ganloss : 1048.293359 ∣     [  std_z : 0.98  real_sub_fake : 685.43 ]
[  epoch 0027/0040] 2370/4800, lr:2.5e-05 ∣ avg_100 : 32030.211295 ∣ critic_nllloss : 25769.548242 ∣ critic_ganloss : -128.042235 ∣ generator_nllloss : 5119.882617 ∣ generator_ganloss : 1070.925977 ∣     [  std_z : 1.00  real_sub_fake : 585.19 ]
[  epoch 0027/0040] 2380/4800, lr:2.5e-05 ∣ avg_100 : 32032.416137 ∣ critic_nllloss : 25926.783008 ∣ critic_ganloss : -39.093765 ∣ generator_nllloss : 5241.927344 ∣ generator_ganloss : 1103.058594 ∣  [  std_z : 1.00  real_sub_fake : 431.17 ]
[  epoch 0027/0040] 2390/4800, lr:2.5e-05 ∣ avg_100 : 32036.182935 ∣ critic_nllloss : 25944.842383 ∣ critic_ganloss : -109.134108 ∣ generator_nllloss : 5218.926562 ∣ generator_ganloss : 1074.513770 ∣     [  std_z : 1.00  real_sub_fake : 302.38 ]
[  epoch 0027/0040] 2400/4800, lr:2.5e-05 ∣ avg_100 : 32033.143792 ∣ critic_nllloss : 25703.775391 ∣ critic_ganloss : -104.686597 ∣ generator_nllloss : 5063.310938 ∣ generator_ganloss : 1038.631982 ∣     [  std_z : 0.99  real_sub_fake : 459.31 ]
[  epoch 0027/0040] 2410/4800, lr:2.5e-05 ∣ avg_100 : 32033.738743 ∣ critic_nllloss : 25948.042969 ∣ critic_ganloss : -149.885712 ∣ generator_nllloss : 5161.023633 ∣ generator_ganloss : 1058.399756 ∣     [  std_z : 0.99  real_sub_fake : 461.13 ]
[  epoch 0027/0040] 2420/4800, lr:2.5e-05 ∣ avg_100 : 32035.656162 ∣ critic_nllloss : 26040.680664 ∣ critic_ganloss : -131.869321 ∣ generator_nllloss : 5197.171289 ∣ generator_ganloss : 1033.329883 ∣     [  std_z : 0.99  real_sub_fake : 518.07 ]
[  epoch 0027/0040] 2430/4800, lr:2.5e-05 ∣ avg_100 : 32034.597455 ∣ critic_nllloss : 26000.307422 ∣ critic_ganloss : -143.379401 ∣ generator_nllloss : 5206.811523 ∣ generator_ganloss : 1061.102441 ∣     [  std_z : 0.99  real_sub_fake : 482.97 ]
[  epoch 0027/0040] 2440/4800, lr:2.5e-05 ∣ avg_100 : 32033.722002 ∣ critic_nllloss : 26123.809570 ∣ critic_ganloss : -150.384181 ∣ generator_nllloss : 5185.232422 ∣ generator_ganloss : 1052.021924 ∣     [  std_z : 1.00  real_sub_fake : 532.72 ]
[  epoch 0027/0040] 2450/4800, lr:2.5e-05 ∣ avg_100 : 32028.277200 ∣ critic_nllloss : 25830.555664 ∣ critic_ganloss : -119.537009 ∣ generator_nllloss : 5093.729102 ∣ generator_ganloss : 1062.027344 ∣     [  std_z : 1.00  real_sub_fake : 439.80 ]
[  epoch 0027/0040] 2460/4800, lr:2.5e-05 ∣ avg_100 : 32026.681371 ∣ critic_nllloss : 25807.995703 ∣ critic_ganloss : -121.602536 ∣ generator_nllloss : 5216.262891 ∣ generator_ganloss : 1061.880908 ∣     [  std_z : 1.00  real_sub_fake : 458.56 ]
[  epoch 0027/0040] 2470/4800, lr:2.5e-05 ∣ avg_100 : 32024.517149 ∣ critic_nllloss : 25932.878125 ∣ critic_ganloss : -124.473666 ∣ generator_nllloss : 5161.785937 ∣ generator_ganloss : 1064.687354 ∣     [  std_z : 0.99  real_sub_fake : 491.41 ]
[  epoch 0027/0040] 2480/4800, lr:2.5e-05 ∣ avg_100 : 32027.575824 ∣ critic_nllloss : 26158.602539 ∣ critic_ganloss : -167.537767 ∣ generator_nllloss : 5145.790625 ∣ generator_ganloss : 1069.941748 ∣     [  std_z : 0.99  real_sub_fake : 512.19 ]
[  epoch 0027/0040] 2490/4800, lr:2.5e-05 ∣ avg_100 : 32030.713536 ∣ critic_nllloss : 26053.108984 ∣ critic_ganloss : -140.942143 ∣ generator_nllloss : 5202.315234 ∣ generator_ganloss : 1057.138574 ∣     [  std_z : 1.00  real_sub_fake : 538.99 ]
[  epoch 0027/0040] 2500/4800, lr:2.5e-05 ∣ avg_100 : 32028.076210 ∣ critic_nllloss : 25836.329102 ∣ critic_ganloss : -154.574940 ∣ generator_nllloss : 5236.415234 ∣ generator_ganloss : 1051.635889 ∣     [  std_z : 0.99  real_sub_fake : 559.00 ]
[  epoch 0027/0040] 2510/4800, lr:2.5e-05 ∣ avg_100 : 32024.937930 ∣ critic_nllloss : 25681.230859 ∣ critic_ganloss : -133.430705 ∣ generator_nllloss : 5053.521875 ∣ generator_ganloss : 1070.353516 ∣     [  std_z : 0.99  real_sub_fake : 573.59 ]
[  epoch 0027/0040] 2520/4800, lr:2.5e-05 ∣ avg_100 : 32025.442928 ∣ critic_nllloss : 25870.718555 ∣ critic_ganloss : -132.889252 ∣ generator_nllloss : 5165.461914 ∣ generator_ganloss : 1053.582227 ∣     [  std_z : 0.98  real_sub_fake : 521.15 ]
[  epoch 0027/0040] 2530/4800, lr:2.5e-05 ∣ avg_100 : 32025.194301 ∣ critic_nllloss : 25947.166602 ∣ critic_ganloss : -113.351133 ∣ generator_nllloss : 5238.050586 ∣ generator_ganloss : 1036.052344 ∣     [  std_z : 0.99  real_sub_fake : 494.35 ]
[  epoch 0027/0040] 2540/4800, lr:2.5e-05 ∣ avg_100 : 32023.133954 ∣ critic_nllloss : 25757.223828 ∣ critic_ganloss : -129.141040 ∣ generator_nllloss : 5166.703906 ∣ generator_ganloss : 1045.937598 ∣     [  std_z : 1.00  real_sub_fake : 422.14 ]
[  epoch 0027/0040] 2550/4800, lr:2.5e-05 ∣ avg_100 : 32023.119057 ∣ critic_nllloss : 26011.343164 ∣ critic_ganloss : -114.435986 ∣ generator_nllloss : 5142.706641 ∣ generator_ganloss : 1036.410693 ∣     [  std_z : 1.00  real_sub_fake : 463.76 ]
[  epoch 0027/0040] 2560/4800, lr:2.5e-05 ∣ avg_100 : 32022.832295 ∣ critic_nllloss : 25995.448242 ∣ critic_ganloss : -149.894344 ∣ generator_nllloss : 5178.502148 ∣ generator_ganloss : 1044.781396 ∣     [  std_z : 0.99  real_sub_fake : 440.19 ]
[  epoch 0027/0040] 2570/4800, lr:2.5e-05 ∣ avg_100 : 32023.468581 ∣ critic_nllloss : 25866.890039 ∣ critic_ganloss : -140.539609 ∣ generator_nllloss : 5250.941602 ∣ generator_ganloss : 1014.343701 ∣     [  std_z : 0.99  real_sub_fake : 535.67 ]
[  epoch 0027/0040] 2580/4800, lr:2.5e-05 ∣ avg_100 : 32024.078366 ∣ critic_nllloss : 26028.304297 ∣ critic_ganloss : -146.761923 ∣ generator_nllloss : 5184.789062 ∣ generator_ganloss : 1042.740527 ∣     [  std_z : 0.99  real_sub_fake : 575.64 ]
[  epoch 0027/0040] 2590/4800, lr:2.5e-05 ∣ avg_100 : 32023.737933 ∣ critic_nllloss : 25989.009570 ∣ critic_ganloss : -215.233179 ∣ generator_nllloss : 5234.279102 ∣ generator_ganloss : 1029.414355 ∣     [  std_z : 1.00  real_sub_fake : 642.91 ]
[  epoch 0027/0040] 2600/4800, lr:2.5e-05 ∣ avg_100 : 32026.664476 ∣ critic_nllloss : 26001.260547 ∣ critic_ganloss : -131.439523 ∣ generator_nllloss : 5216.806055 ∣ generator_ganloss : 1071.467920 ∣     [  std_z : 1.00  real_sub_fake : 587.83 ]
[  epoch 0027/0040] 2610/4800, lr:2.5e-05 ∣ avg_100 : 32027.257403 ∣ critic_nllloss : 25896.564258 ∣ critic_ganloss : -103.547478 ∣ generator_nllloss : 5140.454883 ∣ generator_ganloss : 1061.446875 ∣     [  std_z : 0.99  real_sub_fake : 454.03 ]
[  epoch 0027/0040] 2620/4800, lr:2.5e-05 ∣ avg_100 : 32025.369207 ∣ critic_nllloss : 25781.094531 ∣ critic_ganloss : -144.707630 ∣ generator_nllloss : 5256.593359 ∣ generator_ganloss : 1049.186133 ∣     [  std_z : 0.98  real_sub_fake : 443.13 ]
[  epoch 0027/0040] 2630/4800, lr:2.5e-05 ∣ avg_100 : 32024.111708 ∣ critic_nllloss : 25905.407031 ∣ critic_ganloss : -152.926582 ∣ generator_nllloss : 5102.939844 ∣ generator_ganloss : 1058.381592 ∣     [  std_z : 1.00  real_sub_fake : 513.39 ]
[  epoch 0027/0040] 2640/4800, lr:2.5e-05 ∣ avg_100 : 32026.919774 ∣ critic_nllloss : 25981.003516 ∣ critic_ganloss : -129.429260 ∣ generator_nllloss : 5208.931445 ∣ generator_ganloss : 1066.697461 ∣     [  std_z : 1.00  real_sub_fake : 516.67 ]
[  epoch 0027/0040] 2650/4800, lr:2.5e-05 ∣ avg_100 : 32027.967098 ∣ critic_nllloss : 26087.298633 ∣ critic_ganloss : -135.328062 ∣ generator_nllloss : 5158.993359 ∣ generator_ganloss : 1069.615332 ∣     [  std_z : 1.00  real_sub_fake : 529.42 ]
[  epoch 0027/0040] 2660/4800, lr:2.5e-05 ∣ avg_100 : 32029.926320 ∣ critic_nllloss : 26040.361328 ∣ critic_ganloss : -162.838430 ∣ generator_nllloss : 5266.245117 ∣ generator_ganloss : 1068.708447 ∣     [  std_z : 0.99  real_sub_fake : 532.60 ]
[  epoch 0027/0040] 2670/4800, lr:2.5e-05 ∣ avg_100 : 32030.808644 ∣ critic_nllloss : 26103.104883 ∣ critic_ganloss : -172.090511 ∣ generator_nllloss : 5226.775391 ∣ generator_ganloss : 1080.825439 ∣     [  std_z : 0.99  real_sub_fake : 623.90 ]
[  epoch 0027/0040] 2680/4800, lr:2.5e-05 ∣ avg_100 : 32030.538710 ∣ critic_nllloss : 25905.000781 ∣ critic_ganloss : -135.772507 ∣ generator_nllloss : 5257.493750 ∣ generator_ganloss : 1072.354053 ∣     [  std_z : 0.99  real_sub_fake : 597.79 ]
[  epoch 0027/0040] 2690/4800, lr:2.5e-05 ∣ avg_100 : 32028.618390 ∣ critic_nllloss : 25953.538086 ∣ critic_ganloss : -174.562466 ∣ generator_nllloss : 5235.733008 ∣ generator_ganloss : 1048.715039 ∣     [  std_z : 1.00  real_sub_fake : 625.07 ]
[  epoch 0027/0040] 2700/4800, lr:2.5e-05 ∣ avg_100 : 32029.032716 ∣ critic_nllloss : 25854.276758 ∣ critic_ganloss : -165.336121 ∣ generator_nllloss : 5218.340820 ∣ generator_ganloss : 1049.488037 ∣     [  std_z : 1.00  real_sub_fake : 613.10 ]
[  epoch 0027/0040] 2710/4800, lr:2.5e-05 ∣ avg_100 : 32027.483781 ∣ critic_nllloss : 25985.138281 ∣ critic_ganloss : -141.439932 ∣ generator_nllloss : 5151.002539 ∣ generator_ganloss : 1071.327930 ∣     [  std_z : 0.99  real_sub_fake : 532.85 ]
[  epoch 0027/0040] 2720/4800, lr:2.5e-05 ∣ avg_100 : 32031.548205 ∣ critic_nllloss : 26153.894922 ∣ critic_ganloss : -47.444621 ∣ generator_nllloss : 5217.567773 ∣ generator_ganloss : 1074.840723 ∣  [  std_z : 1.00  real_sub_fake : 441.45 ]
[  epoch 0027/0040] 2730/4800, lr:2.5e-05 ∣ avg_100 : 32030.983123 ∣ critic_nllloss : 25847.415820 ∣ critic_ganloss : -108.969531 ∣ generator_nllloss : 5114.931250 ∣ generator_ganloss : 1043.732031 ∣     [  std_z : 1.00  real_sub_fake : 391.69 ]
[  epoch 0027/0040] 2740/4800, lr:2.5e-05 ∣ avg_100 : 32030.432352 ∣ critic_nllloss : 25894.222852 ∣ critic_ganloss : -113.606240 ∣ generator_nllloss : 5209.778906 ∣ generator_ganloss : 1055.641406 ∣     [  std_z : 1.00  real_sub_fake : 386.72 ]
[  epoch 0027/0040] 2750/4800, lr:2.5e-05 ∣ avg_100 : 32030.204409 ∣ critic_nllloss : 25847.591797 ∣ critic_ganloss : -143.159450 ∣ generator_nllloss : 5175.726953 ∣ generator_ganloss : 1034.984131 ∣     [  std_z : 0.99  real_sub_fake : 435.38 ]
[  epoch 0027/0040] 2760/4800, lr:2.5e-05 ∣ avg_100 : 32029.962970 ∣ critic_nllloss : 25873.376172 ∣ critic_ganloss : -120.544450 ∣ generator_nllloss : 5168.264844 ∣ generator_ganloss : 1047.620654 ∣     [  std_z : 0.99  real_sub_fake : 493.58 ]
[  epoch 0027/0040] 2770/4800, lr:2.5e-05 ∣ avg_100 : 32030.453227 ∣ critic_nllloss : 25933.690039 ∣ critic_ganloss : -163.414401 ∣ generator_nllloss : 5147.444922 ∣ generator_ganloss : 1042.506250 ∣     [  std_z : 1.00  real_sub_fake : 509.12 ]
[  epoch 0027/0040] 2780/4800, lr:2.5e-05 ∣ avg_100 : 32027.712616 ∣ critic_nllloss : 26009.641016 ∣ critic_ganloss : -149.377264 ∣ generator_nllloss : 5084.618164 ∣ generator_ganloss : 1055.982031 ∣     [  std_z : 1.00  real_sub_fake : 581.65 ]
[  epoch 0027/0040] 2790/4800, lr:2.5e-05 ∣ avg_100 : 32030.927175 ∣ critic_nllloss : 25943.897852 ∣ critic_ganloss : -125.166243 ∣ generator_nllloss : 5218.622852 ∣ generator_ganloss : 1051.414746 ∣     [  std_z : 0.99  real_sub_fake : 526.19 ]
[  epoch 0027/0040] 2800/4800, lr:2.5e-05 ∣ avg_100 : 32029.087145 ∣ critic_nllloss : 25843.745508 ∣ critic_ganloss : -122.995297 ∣ generator_nllloss : 5172.807227 ∣ generator_ganloss : 1045.690332 ∣     [  std_z : 1.00  real_sub_fake : 489.55 ]
[  epoch 0027/0040] 2810/4800, lr:2.5e-05 ∣ avg_100 : 32029.907638 ∣ critic_nllloss : 25920.346094 ∣ critic_ganloss : -148.330296 ∣ generator_nllloss : 5177.045117 ∣ generator_ganloss : 1035.369580 ∣     [  std_z : 0.99  real_sub_fake : 554.70 ]
[  epoch 0027/0040] 2820/4800, lr:2.5e-05 ∣ avg_100 : 32026.446921 ∣ critic_nllloss : 25841.750195 ∣ critic_ganloss : -130.570741 ∣ generator_nllloss : 5131.223242 ∣ generator_ganloss : 1058.578711 ∣     [  std_z : 0.99  real_sub_fake : 454.61 ]
[  epoch 0027/0040] 2830/4800, lr:2.5e-05 ∣ avg_100 : 32026.184231 ∣ critic_nllloss : 26036.364453 ∣ critic_ganloss : -139.046076 ∣ generator_nllloss : 5155.261328 ∣ generator_ganloss : 1050.885254 ∣     [  std_z : 0.99  real_sub_fake : 508.96 ]
[  epoch 0027/0040] 2840/4800, lr:2.5e-05 ∣ avg_100 : 32028.731033 ∣ critic_nllloss : 25964.425391 ∣ critic_ganloss : -121.541687 ∣ generator_nllloss : 5274.598242 ∣ generator_ganloss : 1062.416455 ∣     [  std_z : 0.99  real_sub_fake : 497.15 ]
[  epoch 0027/0040] 2850/4800, lr:2.5e-05 ∣ avg_100 : 32030.209373 ∣ critic_nllloss : 25963.147852 ∣ critic_ganloss : -145.697218 ∣ generator_nllloss : 5189.843164 ∣ generator_ganloss : 1061.430859 ∣     [  std_z : 1.00  real_sub_fake : 495.85 ]
[  epoch 0027/0040] 2860/4800, lr:2.5e-05 ∣ avg_100 : 32031.079795 ∣ critic_nllloss : 25851.181445 ∣ critic_ganloss : -131.567841 ∣ generator_nllloss : 5099.453125 ∣ generator_ganloss : 1061.996973 ∣     [  std_z : 1.00  real_sub_fake : 480.43 ]
[  epoch 0027/0040] 2870/4800, lr:2.5e-05 ∣ avg_100 : 32030.410086 ∣ critic_nllloss : 25854.072461 ∣ critic_ganloss : -157.323166 ∣ generator_nllloss : 5074.266016 ∣ generator_ganloss : 1056.881006 ∣     [  std_z : 1.00  real_sub_fake : 543.42 ]
[  epoch 0027/0040] 2880/4800, lr:2.5e-05 ∣ avg_100 : 32031.742588 ∣ critic_nllloss : 26019.171289 ∣ critic_ganloss : -177.570837 ∣ generator_nllloss : 5227.249414 ∣ generator_ganloss : 1040.620752 ∣     [  std_z : 1.00  real_sub_fake : 658.14 ]
[  epoch 0027/0040] 2890/4800, lr:2.5e-05 ∣ avg_100 : 32035.014177 ∣ critic_nllloss : 26058.006641 ∣ critic_ganloss : -112.341451 ∣ generator_nllloss : 5199.325586 ∣ generator_ganloss : 1085.226758 ∣     [  std_z : 0.99  real_sub_fake : 586.09 ]
[  epoch 0027/0040] 2900/4800, lr:2.5e-05 ∣ avg_100 : 32034.829622 ∣ critic_nllloss : 25937.703320 ∣ critic_ganloss : -132.981160 ∣ generator_nllloss : 5156.400000 ∣ generator_ganloss : 1072.861963 ∣     [  std_z : 0.99  real_sub_fake : 465.44 ]
[  epoch 0027/0040] 2910/4800, lr:2.5e-05 ∣ avg_100 : 32036.183826 ∣ critic_nllloss : 25984.678711 ∣ critic_ganloss : -137.194068 ∣ generator_nllloss : 5154.987109 ∣ generator_ganloss : 1071.541895 ∣     [  std_z : 0.99  real_sub_fake : 432.57 ]
[  epoch 0027/0040] 2920/4800, lr:2.5e-05 ∣ avg_100 : 32037.629203 ∣ critic_nllloss : 25911.523828 ∣ critic_ganloss : -112.116122 ∣ generator_nllloss : 5165.066992 ∣ generator_ganloss : 1060.814746 ∣     [  std_z : 0.99  real_sub_fake : 463.74 ]
[  epoch 0027/0040] 2930/4800, lr:2.5e-05 ∣ avg_100 : 32035.435909 ∣ critic_nllloss : 25918.916797 ∣ critic_ganloss : -167.365794 ∣ generator_nllloss : 5110.987500 ∣ generator_ganloss : 1069.116211 ∣     [  std_z : 0.99  real_sub_fake : 515.74 ]
[  epoch 0027/0040] 2940/4800, lr:2.5e-05 ∣ avg_100 : 32036.171934 ∣ critic_nllloss : 25966.984570 ∣ critic_ganloss : -138.620201 ∣ generator_nllloss : 5215.507422 ∣ generator_ganloss : 1042.356396 ∣     [  std_z : 0.99  real_sub_fake : 608.75 ]
[  epoch 0027/0040] 2950/4800, lr:2.5e-05 ∣ avg_100 : 32035.229970 ∣ critic_nllloss : 25900.362695 ∣ critic_ganloss : -100.357658 ∣ generator_nllloss : 5119.981250 ∣ generator_ganloss : 1070.731104 ∣     [  std_z : 1.00  real_sub_fake : 482.26 ]
[  epoch 0027/0040] 2960/4800, lr:2.5e-05 ∣ avg_100 : 32036.285929 ∣ critic_nllloss : 26016.549609 ∣ critic_ganloss : -157.225742 ∣ generator_nllloss : 5219.557031 ∣ generator_ganloss : 1035.482520 ∣     [  std_z : 1.00  real_sub_fake : 524.33 ]
[  epoch 0027/0040] 2970/4800, lr:2.5e-05 ∣ avg_100 : 32037.963201 ∣ critic_nllloss : 25931.503516 ∣ critic_ganloss : -130.277152 ∣ generator_nllloss : 5151.064258 ∣ generator_ganloss : 1055.227734 ∣     [  std_z : 1.01  real_sub_fake : 491.41 ]
[  epoch 0027/0040] 2980/4800, lr:2.5e-05 ∣ avg_100 : 32036.814758 ∣ critic_nllloss : 26013.533008 ∣ critic_ganloss : -135.977690 ∣ generator_nllloss : 5158.439648 ∣ generator_ganloss : 1052.517969 ∣     [  std_z : 1.00  real_sub_fake : 437.03 ]
[  epoch 0027/0040] 2990/4800, lr:2.5e-05 ∣ avg_100 : 32034.686592 ∣ critic_nllloss : 25882.619531 ∣ critic_ganloss : -154.341264 ∣ generator_nllloss : 5252.646484 ∣ generator_ganloss : 1043.359033 ∣     [  std_z : 0.98  real_sub_fake : 518.43 ]
[  epoch 0027/0040] 3000/4800, lr:2.5e-05 ∣ avg_100 : 32033.608248 ∣ critic_nllloss : 25852.483203 ∣ critic_ganloss : -174.106421 ∣ generator_nllloss : 5192.013672 ∣ generator_ganloss : 1056.379980 ∣     [  std_z : 0.98  real_sub_fake : 630.11 ]
[  epoch 0027/0040] 3010/4800, lr:2.5e-05 ∣ avg_100 : 32036.172561 ∣ critic_nllloss : 26201.100195 ∣ critic_ganloss : -139.094252 ∣ generator_nllloss : 5294.026367 ∣ generator_ganloss : 1090.352783 ∣     [  std_z : 0.99  real_sub_fake : 526.72 ]
[  epoch 0027/0040] 3020/4800, lr:2.5e-05 ∣ avg_100 : 32035.189607 ∣ critic_nllloss : 25828.715039 ∣ critic_ganloss : -114.055110 ∣ generator_nllloss : 5269.917188 ∣ generator_ganloss : 1075.716406 ∣     [  std_z : 1.00  real_sub_fake : 514.39 ]
[  epoch 0027/0040] 3030/4800, lr:2.5e-05 ∣ avg_100 : 32039.984721 ∣ critic_nllloss : 26061.139062 ∣ critic_ganloss : -111.034926 ∣ generator_nllloss : 5317.082812 ∣ generator_ganloss : 1095.834912 ∣     [  std_z : 1.00  real_sub_fake : 451.49 ]
[  epoch 0027/0040] 3040/4800, lr:2.5e-05 ∣ avg_100 : 32039.628479 ∣ critic_nllloss : 25839.422266 ∣ critic_ganloss : -165.576544 ∣ generator_nllloss : 4986.178516 ∣ generator_ganloss : 1079.451562 ∣     [  std_z : 0.99  real_sub_fake : 515.37 ]
[  epoch 0027/0040] 3050/4800, lr:2.5e-05 ∣ avg_100 : 32038.083012 ∣ critic_nllloss : 25788.397852 ∣ critic_ganloss : -106.544513 ∣ generator_nllloss : 5119.358203 ∣ generator_ganloss : 1068.086133 ∣     [  std_z : 0.99  real_sub_fake : 590.44 ]
[  epoch 0027/0040] 3060/4800, lr:2.5e-05 ∣ avg_100 : 32037.675952 ∣ critic_nllloss : 25874.063672 ∣ critic_ganloss : -102.251723 ∣ generator_nllloss : 5178.561133 ∣ generator_ganloss : 1074.651807 ∣     [  std_z : 0.99  real_sub_fake : 398.13 ]
[  epoch 0027/0040] 3070/4800, lr:2.5e-05 ∣ avg_100 : 32041.911635 ∣ critic_nllloss : 26092.900781 ∣ critic_ganloss : -145.088965 ∣ generator_nllloss : 5229.401953 ∣ generator_ganloss : 1059.956152 ∣     [  std_z : 1.00  real_sub_fake : 441.66 ]
[  epoch 0027/0040] 3080/4800, lr:2.5e-05 ∣ avg_100 : 32044.789750 ∣ critic_nllloss : 25912.994727 ∣ critic_ganloss : -130.403699 ∣ generator_nllloss : 5278.035156 ∣ generator_ganloss : 1070.099365 ∣     [  std_z : 1.00  real_sub_fake : 422.33 ]
[  epoch 0027/0040] 3090/4800, lr:2.5e-05 ∣ avg_100 : 32047.201607 ∣ critic_nllloss : 26067.735352 ∣ critic_ganloss : -147.899837 ∣ generator_nllloss : 5161.664844 ∣ generator_ganloss : 1061.836719 ∣     [  std_z : 0.99  real_sub_fake : 543.51 ]
[  epoch 0027/0040] 3100/4800, lr:2.5e-05 ∣ avg_100 : 32048.118621 ∣ critic_nllloss : 25864.380273 ∣ critic_ganloss : -165.153305 ∣ generator_nllloss : 5183.300000 ∣ generator_ganloss : 1080.029590 ∣     [  std_z : 0.99  real_sub_fake : 611.37 ]
[  epoch 0027/0040] 3110/4800, lr:2.5e-05 ∣ avg_100 : 32048.613332 ∣ critic_nllloss : 26087.415430 ∣ critic_ganloss : -187.772620 ∣ generator_nllloss : 5245.391211 ∣ generator_ganloss : 1075.465771 ∣     [  std_z : 0.99  real_sub_fake : 723.86 ]
[  epoch 0027/0040] 3120/4800, lr:2.5e-05 ∣ avg_100 : 32047.867226 ∣ critic_nllloss : 25885.694336 ∣ critic_ganloss : -149.678819 ∣ generator_nllloss : 5179.156055 ∣ generator_ganloss : 1084.666016 ∣     [  std_z : 0.99  real_sub_fake : 604.29 ]
[  epoch 0027/0040] 3130/4800, lr:2.5e-05 ∣ avg_100 : 32048.851033 ∣ critic_nllloss : 25934.710547 ∣ critic_ganloss : -79.835607 ∣ generator_nllloss : 5194.692187 ∣ generator_ganloss : 1095.923389 ∣  [  std_z : 1.00  real_sub_fake : 398.14 ]
[  epoch 0027/0040] 3140/4800, lr:2.5e-05 ∣ avg_100 : 32049.018998 ∣ critic_nllloss : 26003.166797 ∣ critic_ganloss : -155.048233 ∣ generator_nllloss : 5105.076953 ∣ generator_ganloss : 1042.283984 ∣     [  std_z : 0.99  real_sub_fake : 510.09 ]
[  epoch 0027/0040] 3150/4800, lr:2.5e-05 ∣ avg_100 : 32048.131776 ∣ critic_nllloss : 25821.683398 ∣ critic_ganloss : -143.704056 ∣ generator_nllloss : 5195.439844 ∣ generator_ganloss : 1056.689893 ∣     [  std_z : 1.00  real_sub_fake : 557.79 ]
[  epoch 0027/0040] 3160/4800, lr:2.5e-05 ∣ avg_100 : 32041.864640 ∣ critic_nllloss : 25747.442578 ∣ critic_ganloss : -145.605592 ∣ generator_nllloss : 5099.025781 ∣ generator_ganloss : 1072.247754 ∣     [  std_z : 1.00  real_sub_fake : 534.33 ]
[  epoch 0027/0040] 3170/4800, lr:2.5e-05 ∣ avg_100 : 32042.716271 ∣ critic_nllloss : 25900.620312 ∣ critic_ganloss : -87.595213 ∣ generator_nllloss : 5304.094922 ∣ generator_ganloss : 1055.175586 ∣  [  std_z : 0.99  real_sub_fake : 487.95 ]
[  epoch 0027/0040] 3180/4800, lr:2.5e-05 ∣ avg_100 : 32043.636112 ∣ critic_nllloss : 25981.422461 ∣ critic_ganloss : -118.711345 ∣ generator_nllloss : 5210.193555 ∣ generator_ganloss : 1071.961963 ∣     [  std_z : 0.99  real_sub_fake : 464.61 ]
[  epoch 0027/0040] 3190/4800, lr:2.5e-05 ∣ avg_100 : 32045.640958 ∣ critic_nllloss : 25911.802734 ∣ critic_ganloss : -110.133064 ∣ generator_nllloss : 5208.649414 ∣ generator_ganloss : 1079.595703 ∣     [  std_z : 0.99  real_sub_fake : 361.39 ]
[  epoch 0027/0040] 3200/4800, lr:2.5e-05 ∣ avg_100 : 32043.735246 ∣ critic_nllloss : 25885.347070 ∣ critic_ganloss : -136.611747 ∣ generator_nllloss : 5219.441406 ∣ generator_ganloss : 1069.066797 ∣     [  std_z : 0.99  real_sub_fake : 442.76 ]
[  epoch 0027/0040] 3210/4800, lr:2.5e-05 ∣ avg_100 : 32042.080809 ∣ critic_nllloss : 25950.734766 ∣ critic_ganloss : -162.877628 ∣ generator_nllloss : 5243.885938 ∣ generator_ganloss : 1079.958594 ∣     [  std_z : 1.00  real_sub_fake : 535.59 ]
[  epoch 0027/0040] 3220/4800, lr:2.5e-05 ∣ avg_100 : 32043.089523 ∣ critic_nllloss : 25917.492773 ∣ critic_ganloss : -136.978082 ∣ generator_nllloss : 5157.948438 ∣ generator_ganloss : 1076.293848 ∣     [  std_z : 0.99  real_sub_fake : 610.46 ]
[  epoch 0027/0040] 3230/4800, lr:2.5e-05 ∣ avg_100 : 32042.103127 ∣ critic_nllloss : 25659.935352 ∣ critic_ganloss : -157.016463 ∣ generator_nllloss : 5101.701563 ∣ generator_ganloss : 1060.480176 ∣     [  std_z : 0.99  real_sub_fake : 529.81 ]
[  epoch 0027/0040] 3240/4800, lr:2.5e-05 ∣ avg_100 : 32042.373919 ∣ critic_nllloss : 25863.444531 ∣ critic_ganloss : -144.858763 ∣ generator_nllloss : 5239.260742 ∣ generator_ganloss : 1045.084814 ∣     [  std_z : 0.99  real_sub_fake : 587.01 ]
[  epoch 0027/0040] 3250/4800, lr:2.5e-05 ∣ avg_100 : 32040.730977 ∣ critic_nllloss : 25892.422070 ∣ critic_ganloss : -150.799243 ∣ generator_nllloss : 5150.437500 ∣ generator_ganloss : 1067.021484 ∣     [  std_z : 0.99  real_sub_fake : 513.21 ]
[  epoch 0027/0040] 3260/4800, lr:2.5e-05 ∣ avg_100 : 32040.891191 ∣ critic_nllloss : 25975.014258 ∣ critic_ganloss : -116.188457 ∣ generator_nllloss : 5195.094531 ∣ generator_ganloss : 1046.184375 ∣     [  std_z : 1.00  real_sub_fake : 528.79 ]
[  epoch 0027/0040] 3270/4800, lr:2.5e-05 ∣ avg_100 : 32044.589642 ∣ critic_nllloss : 26264.051563 ∣ critic_ganloss : -190.858806 ∣ generator_nllloss : 5323.378516 ∣ generator_ganloss : 1055.187451 ∣     [  std_z : 1.00  real_sub_fake : 581.17 ]
[  epoch 0027/0040] 3280/4800, lr:2.5e-05 ∣ avg_100 : 32045.166108 ∣ critic_nllloss : 26048.164062 ∣ critic_ganloss : -153.977946 ∣ generator_nllloss : 5140.135156 ∣ generator_ganloss : 1077.299854 ∣     [  std_z : 1.00  real_sub_fake : 549.60 ]
[  epoch 0027/0040] 3290/4800, lr:2.5e-05 ∣ avg_100 : 32047.028129 ∣ critic_nllloss : 26153.384180 ∣ critic_ganloss : -203.933109 ∣ generator_nllloss : 5196.182813 ∣ generator_ganloss : 1066.392920 ∣     [  std_z : 0.99  real_sub_fake : 613.07 ]
[  epoch 0027/0040] 3300/4800, lr:2.5e-05 ∣ avg_100 : 32043.498098 ∣ critic_nllloss : 25629.522266 ∣ critic_ganloss : -178.830074 ∣ generator_nllloss : 5170.840234 ∣ generator_ganloss : 1082.876611 ∣     [  std_z : 0.99  real_sub_fake : 782.47 ]
[  epoch 0027/0040] 3310/4800, lr:2.5e-05 ∣ avg_100 : 32042.681496 ∣ critic_nllloss : 25841.731250 ∣ critic_ganloss : -142.976377 ∣ generator_nllloss : 5114.705273 ∣ generator_ganloss : 1108.313672 ∣     [  std_z : 0.99  real_sub_fake : 551.40 ]
[  epoch 0027/0040] 3320/4800, lr:2.5e-05 ∣ avg_100 : 32045.887756 ∣ critic_nllloss : 26058.523047 ∣ critic_ganloss : -76.988608 ∣ generator_nllloss : 5222.828516 ∣ generator_ganloss : 1097.743896 ∣  [  std_z : 1.00  real_sub_fake : 529.57 ]
[  epoch 0027/0040] 3330/4800, lr:2.5e-05 ∣ avg_100 : 32049.455348 ∣ critic_nllloss : 26148.611133 ∣ critic_ganloss : -39.547872 ∣ generator_nllloss : 5215.191797 ∣ generator_ganloss : 1129.458594 ∣  [  std_z : 1.01  real_sub_fake : 213.70 ]
[  epoch 0027/0040] 3340/4800, lr:2.5e-05 ∣ avg_100 : 32048.013299 ∣ critic_nllloss : 25717.887500 ∣ critic_ganloss : -82.732848 ∣ generator_nllloss : 5134.290234 ∣ generator_ganloss : 1107.600928 ∣  [  std_z : 0.99  real_sub_fake : 220.44 ]
[  epoch 0027/0040] 3350/4800, lr:2.5e-05 ∣ avg_100 : 32048.820111 ∣ critic_nllloss : 25862.786914 ∣ critic_ganloss : -95.451910 ∣ generator_nllloss : 5249.384766 ∣ generator_ganloss : 1081.654932 ∣  [  std_z : 0.99  real_sub_fake : 356.24 ]
[  epoch 0027/0040] 3360/4800, lr:2.5e-05 ∣ avg_100 : 32048.370188 ∣ critic_nllloss : 25969.605859 ∣ critic_ganloss : -106.790302 ∣ generator_nllloss : 5213.198438 ∣ generator_ganloss : 1068.520410 ∣     [  std_z : 0.99  real_sub_fake : 351.20 ]
[  epoch 0027/0040] 3370/4800, lr:2.5e-05 ∣ avg_100 : 32048.381630 ∣ critic_nllloss : 25779.440820 ∣ critic_ganloss : -158.239597 ∣ generator_nllloss : 5148.941406 ∣ generator_ganloss : 1063.316260 ∣     [  std_z : 0.99  real_sub_fake : 460.92 ]
[  epoch 0027/0040] 3380/4800, lr:2.5e-05 ∣ avg_100 : 32048.106125 ∣ critic_nllloss : 26064.470313 ∣ critic_ganloss : -205.040900 ∣ generator_nllloss : 5289.073828 ∣ generator_ganloss : 1056.621436 ∣     [  std_z : 1.00  real_sub_fake : 643.77 ]
[  epoch 0027/0040] 3390/4800, lr:2.5e-05 ∣ avg_100 : 32047.447560 ∣ critic_nllloss : 25954.118359 ∣ critic_ganloss : -119.261052 ∣ generator_nllloss : 5140.466602 ∣ generator_ganloss : 1087.968164 ∣     [  std_z : 0.99  real_sub_fake : 572.10 ]
[  epoch 0027/0040] 3400/4800, lr:2.5e-05 ∣ avg_100 : 32049.133390 ∣ critic_nllloss : 25825.065234 ∣ critic_ganloss : -148.151260 ∣ generator_nllloss : 5105.091211 ∣ generator_ganloss : 1087.609521 ∣     [  std_z : 0.99  real_sub_fake : 477.62 ]
[  epoch 0027/0040] 3410/4800, lr:2.5e-05 ∣ avg_100 : 32050.603505 ∣ critic_nllloss : 26016.120898 ∣ critic_ganloss : -136.072517 ∣ generator_nllloss : 5204.695117 ∣ generator_ganloss : 1079.848682 ∣     [  std_z : 0.99  real_sub_fake : 522.16 ]
[  epoch 0027/0040] 3420/4800, lr:2.5e-05 ∣ avg_100 : 32051.387484 ∣ critic_nllloss : 26122.098633 ∣ critic_ganloss : -137.329361 ∣ generator_nllloss : 5153.027734 ∣ generator_ganloss : 1079.913379 ∣     [  std_z : 0.98  real_sub_fake : 455.76 ]
[  epoch 0027/0040] 3430/4800, lr:2.5e-05 ∣ avg_100 : 32051.506194 ∣ critic_nllloss : 26037.871680 ∣ critic_ganloss : -141.127434 ∣ generator_nllloss : 5189.841602 ∣ generator_ganloss : 1050.127148 ∣     [  std_z : 0.99  real_sub_fake : 688.82 ]
[  epoch 0027/0040] 3440/4800, lr:2.5e-05 ∣ avg_100 : 32050.911111 ∣ critic_nllloss : 25944.342969 ∣ critic_ganloss : -121.965936 ∣ generator_nllloss : 5227.555859 ∣ generator_ganloss : 1101.238477 ∣     [  std_z : 1.00  real_sub_fake : 408.44 ]
[  epoch 0027/0040] 3450/4800, lr:2.5e-05 ∣ avg_100 : 32051.743510 ∣ critic_nllloss : 25833.958789 ∣ critic_ganloss : -111.439891 ∣ generator_nllloss : 5158.385938 ∣ generator_ganloss : 1069.110205 ∣     [  std_z : 1.00  real_sub_fake : 483.40 ]
[  epoch 0027/0040] 3460/4800, lr:2.5e-05 ∣ avg_100 : 32053.905640 ∣ critic_nllloss : 26019.135547 ∣ critic_ganloss : -148.236790 ∣ generator_nllloss : 5233.037109 ∣ generator_ganloss : 1076.814063 ∣     [  std_z : 1.00  real_sub_fake : 433.85 ]
[  epoch 0027/0040] 3470/4800, lr:2.5e-05 ∣ avg_100 : 32054.274611 ∣ critic_nllloss : 25923.964453 ∣ critic_ganloss : -135.478191 ∣ generator_nllloss : 5220.845703 ∣ generator_ganloss : 1062.442920 ∣     [  std_z : 0.98  real_sub_fake : 536.59 ]
[  epoch 0027/0040] 3480/4800, lr:2.5e-05 ∣ avg_100 : 32052.086927 ∣ critic_nllloss : 25849.075195 ∣ critic_ganloss : -105.208233 ∣ generator_nllloss : 5154.788477 ∣ generator_ganloss : 1089.373340 ∣     [  std_z : 0.98  real_sub_fake : 430.21 ]
[  epoch 0027/0040] 3490/4800, lr:2.5e-05 ∣ avg_100 : 32048.569047 ∣ critic_nllloss : 25748.482422 ∣ critic_ganloss : -144.903996 ∣ generator_nllloss : 5157.781055 ∣ generator_ganloss : 1058.473145 ∣     [  std_z : 0.99  real_sub_fake : 549.77 ]
[  epoch 0027/0040] 3500/4800, lr:2.5e-05 ∣ avg_100 : 32048.442331 ∣ critic_nllloss : 25910.081641 ∣ critic_ganloss : -118.553860 ∣ generator_nllloss : 5094.044727 ∣ generator_ganloss : 1071.561182 ∣     [  std_z : 1.00  real_sub_fake : 584.28 ]
[  epoch 0027/0040] 3510/4800, lr:2.5e-05 ∣ avg_100 : 32049.878978 ∣ critic_nllloss : 25712.406836 ∣ critic_ganloss : -131.150821 ∣ generator_nllloss : 5152.953125 ∣ generator_ganloss : 1081.131104 ∣     [  std_z : 1.00  real_sub_fake : 445.38 ]
[  epoch 0027/0040] 3520/4800, lr:2.5e-05 ∣ avg_100 : 32049.329407 ∣ critic_nllloss : 25939.930273 ∣ critic_ganloss : -173.711000 ∣ generator_nllloss : 5091.062305 ∣ generator_ganloss : 1044.634766 ∣     [  std_z : 1.01  real_sub_fake : 517.81 ]
[  epoch 0027/0040] 3530/4800, lr:2.5e-05 ∣ avg_100 : 32049.166148 ∣ critic_nllloss : 26002.725195 ∣ critic_ganloss : -147.838046 ∣ generator_nllloss : 5189.162891 ∣ generator_ganloss : 1047.542480 ∣     [  std_z : 0.99  real_sub_fake : 510.99 ]
[  epoch 0027/0040] 3540/4800, lr:2.5e-05 ∣ avg_100 : 32051.318068 ∣ critic_nllloss : 25995.945117 ∣ critic_ganloss : -125.172812 ∣ generator_nllloss : 5140.019531 ∣ generator_ganloss : 1045.124463 ∣     [  std_z : 0.98  real_sub_fake : 520.28 ]
[  epoch 0027/0040] 3550/4800, lr:2.5e-05 ∣ avg_100 : 32053.864456 ∣ critic_nllloss : 26157.577734 ∣ critic_ganloss : -127.327255 ∣ generator_nllloss : 5255.831641 ∣ generator_ganloss : 1044.581152 ∣     [  std_z : 0.98  real_sub_fake : 555.32 ]
[  epoch 0027/0040] 3560/4800, lr:2.5e-05 ∣ avg_100 : 32052.596047 ∣ critic_nllloss : 25792.352344 ∣ critic_ganloss : -92.223974 ∣ generator_nllloss : 5161.553906 ∣ generator_ganloss : 1080.314307 ∣  [  std_z : 1.00  real_sub_fake : 396.54 ]
[  epoch 0027/0040] 3570/4800, lr:2.5e-05 ∣ avg_100 : 32052.619085 ∣ critic_nllloss : 25930.792969 ∣ critic_ganloss : -120.611478 ∣ generator_nllloss : 5135.745313 ∣ generator_ganloss : 1048.012695 ∣     [  std_z : 1.00  real_sub_fake : 434.12 ]
[  epoch 0027/0040] 3580/4800, lr:2.5e-05 ∣ avg_100 : 32052.095509 ∣ critic_nllloss : 25944.108789 ∣ critic_ganloss : -124.469228 ∣ generator_nllloss : 5182.239648 ∣ generator_ganloss : 1054.835107 ∣     [  std_z : 1.00  real_sub_fake : 420.00 ]
[  epoch 0027/0040] 3590/4800, lr:2.5e-05 ∣ avg_100 : 32053.939289 ∣ critic_nllloss : 26035.767383 ∣ critic_ganloss : -130.328693 ∣ generator_nllloss : 5249.680469 ∣ generator_ganloss : 1066.728711 ∣     [  std_z : 1.00  real_sub_fake : 487.73 ]
[  epoch 0027/0040] 3600/4800, lr:2.5e-05 ∣ avg_100 : 32053.588976 ∣ critic_nllloss : 26022.209961 ∣ critic_ganloss : -144.349117 ∣ generator_nllloss : 5182.468164 ∣ generator_ganloss : 1062.734766 ∣     [  std_z : 0.99  real_sub_fake : 510.47 ]
[  epoch 0027/0040] 3610/4800, lr:2.5e-05 ∣ avg_100 : 32054.062923 ∣ critic_nllloss : 25939.160742 ∣ critic_ganloss : -141.488025 ∣ generator_nllloss : 5200.660937 ∣ generator_ganloss : 1043.979541 ∣     [  std_z : 0.98  real_sub_fake : 583.11 ]
[  epoch 0027/0040] 3620/4800, lr:2.5e-05 ∣ avg_100 : 32057.134553 ∣ critic_nllloss : 25985.759766 ∣ critic_ganloss : -118.870477 ∣ generator_nllloss : 5301.435938 ∣ generator_ganloss : 1081.004199 ∣     [  std_z : 0.98  real_sub_fake : 430.71 ]
[  epoch 0027/0040] 3630/4800, lr:2.5e-05 ∣ avg_100 : 32056.249558 ∣ critic_nllloss : 25717.353906 ∣ critic_ganloss : -120.645134 ∣ generator_nllloss : 5175.777148 ∣ generator_ganloss : 1052.816406 ∣     [  std_z : 1.00  real_sub_fake : 438.45 ]
[  epoch 0027/0040] 3640/4800, lr:2.5e-05 ∣ avg_100 : 32054.830336 ∣ critic_nllloss : 26020.131250 ∣ critic_ganloss : -199.050291 ∣ generator_nllloss : 5113.937891 ∣ generator_ganloss : 1050.262109 ∣     [  std_z : 1.01  real_sub_fake : 587.81 ]
[  epoch 0027/0040] 3650/4800, lr:2.5e-05 ∣ avg_100 : 32052.422124 ∣ critic_nllloss : 25909.941016 ∣ critic_ganloss : -148.330032 ∣ generator_nllloss : 5109.380078 ∣ generator_ganloss : 1068.766992 ∣     [  std_z : 1.00  real_sub_fake : 560.96 ]
[  epoch 0027/0040] 3660/4800, lr:2.5e-05 ∣ avg_100 : 32047.996556 ∣ critic_nllloss : 25730.356641 ∣ critic_ganloss : -105.882815 ∣ generator_nllloss : 5077.279883 ∣ generator_ganloss : 1068.165967 ∣     [  std_z : 0.98  real_sub_fake : 481.99 ]
[  epoch 0027/0040] 3670/4800, lr:2.5e-05 ∣ avg_100 : 32043.858738 ∣ critic_nllloss : 25791.678906 ∣ critic_ganloss : -154.588256 ∣ generator_nllloss : 5113.397461 ∣ generator_ganloss : 1074.345313 ∣     [  std_z : 0.98  real_sub_fake : 451.91 ]
[  epoch 0027/0040] 3680/4800, lr:2.5e-05 ∣ avg_100 : 32043.426975 ∣ critic_nllloss : 25975.775781 ∣ critic_ganloss : -142.689331 ∣ generator_nllloss : 5175.964453 ∣ generator_ganloss : 1046.848828 ∣     [  std_z : 0.99  real_sub_fake : 573.55 ]
[  epoch 0027/0040] 3690/4800, lr:2.5e-05 ∣ avg_100 : 32043.795252 ∣ critic_nllloss : 25940.894727 ∣ critic_ganloss : -156.335056 ∣ generator_nllloss : 5254.169141 ∣ generator_ganloss : 1061.522559 ∣     [  std_z : 1.01  real_sub_fake : 537.22 ]
[  epoch 0027/0040] 3700/4800, lr:2.5e-05 ∣ avg_100 : 32042.137034 ∣ critic_nllloss : 25757.002148 ∣ critic_ganloss : -124.907080 ∣ generator_nllloss : 5083.607813 ∣ generator_ganloss : 1075.244824 ∣     [  std_z : 1.00  real_sub_fake : 514.03 ]
[  epoch 0027/0040] 3710/4800, lr:2.5e-05 ∣ avg_100 : 32042.238495 ∣ critic_nllloss : 25946.260156 ∣ critic_ganloss : -107.351501 ∣ generator_nllloss : 5171.447852 ∣ generator_ganloss : 1065.818457 ∣     [  std_z : 0.99  real_sub_fake : 479.37 ]
[  epoch 0027/0040] 3720/4800, lr:2.5e-05 ∣ avg_100 : 32038.424976 ∣ critic_nllloss : 25920.690625 ∣ critic_ganloss : -162.066299 ∣ generator_nllloss : 5199.516016 ∣ generator_ganloss : 1059.366504 ∣     [  std_z : 0.98  real_sub_fake : 545.34 ]
[  epoch 0027/0040] 3730/4800, lr:2.5e-05 ∣ avg_100 : 32042.622473 ∣ critic_nllloss : 26102.119727 ∣ critic_ganloss : -135.422783 ∣ generator_nllloss : 5261.314062 ∣ generator_ganloss : 1088.848340 ∣     [  std_z : 0.99  real_sub_fake : 536.63 ]
[  epoch 0027/0040] 3740/4800, lr:2.5e-05 ∣ avg_100 : 32040.839756 ∣ critic_nllloss : 25828.766797 ∣ critic_ganloss : -97.926040 ∣ generator_nllloss : 5077.896484 ∣ generator_ganloss : 1059.027979 ∣  [  std_z : 0.99  real_sub_fake : 571.10 ]
[  epoch 0027/0040] 3750/4800, lr:2.5e-05 ∣ avg_100 : 32043.128694 ∣ critic_nllloss : 26035.984961 ∣ critic_ganloss : -133.970988 ∣ generator_nllloss : 5156.324023 ∣ generator_ganloss : 1085.699170 ∣     [  std_z : 1.00  real_sub_fake : 470.36 ]
[  epoch 0027/0040] 3760/4800, lr:2.5e-05 ∣ avg_100 : 32044.646144 ∣ critic_nllloss : 26030.841211 ∣ critic_ganloss : -131.275449 ∣ generator_nllloss : 5159.187891 ∣ generator_ganloss : 1061.708643 ∣     [  std_z : 1.00  real_sub_fake : 450.99 ]
[  epoch 0027/0040] 3770/4800, lr:2.5e-05 ∣ avg_100 : 32043.831989 ∣ critic_nllloss : 25853.684766 ∣ critic_ganloss : -129.527323 ∣ generator_nllloss : 5095.604883 ∣ generator_ganloss : 1059.048975 ∣     [  std_z : 0.99  real_sub_fake : 464.33 ]
[  epoch 0027/0040] 3780/4800, lr:2.5e-05 ∣ avg_100 : 32043.030254 ∣ critic_nllloss : 25898.134766 ∣ critic_ganloss : -151.161364 ∣ generator_nllloss : 5125.354883 ∣ generator_ganloss : 1048.362158 ∣     [  std_z : 0.99  real_sub_fake : 531.99 ]
[  epoch 0027/0040] 3790/4800, lr:2.5e-05 ∣ avg_100 : 32048.596607 ∣ critic_nllloss : 26326.546680 ∣ critic_ganloss : -155.427010 ∣ generator_nllloss : 5402.190820 ∣ generator_ganloss : 1072.093945 ∣     [  std_z : 0.99  real_sub_fake : 584.24 ]
[  epoch 0027/0040] 3800/4800, lr:2.5e-05 ∣ avg_100 : 32047.468934 ∣ critic_nllloss : 25633.236133 ∣ critic_ganloss : -134.405283 ∣ generator_nllloss : 5239.605273 ∣ generator_ganloss : 1088.044385 ∣     [  std_z : 0.99  real_sub_fake : 433.26 ]
[  epoch 0027/0040] 3810/4800, lr:2.5e-05 ∣ avg_100 : 32045.231330 ∣ critic_nllloss : 25679.430078 ∣ critic_ganloss : -107.454865 ∣ generator_nllloss : 5140.295117 ∣ generator_ganloss : 1048.399756 ∣     [  std_z : 0.99  real_sub_fake : 551.77 ]
[  epoch 0027/0040] 3820/4800, lr:2.5e-05 ∣ avg_100 : 32048.691392 ∣ critic_nllloss : 26070.454688 ∣ critic_ganloss : -133.151562 ∣ generator_nllloss : 5220.406055 ∣ generator_ganloss : 1089.278467 ∣     [  std_z : 0.99  real_sub_fake : 564.01 ]
[  epoch 0027/0040] 3830/4800, lr:2.5e-05 ∣ avg_100 : 32049.509626 ∣ critic_nllloss : 26062.959180 ∣ critic_ganloss : -115.526961 ∣ generator_nllloss : 5171.643555 ∣ generator_ganloss : 1066.212500 ∣     [  std_z : 0.99  real_sub_fake : 470.27 ]
[  epoch 0027/0040] 3840/4800, lr:2.5e-05 ∣ avg_100 : 32048.467834 ∣ critic_nllloss : 25988.814258 ∣ critic_ganloss : -159.493696 ∣ generator_nllloss : 5190.923437 ∣ generator_ganloss : 1055.475244 ∣     [  std_z : 0.99  real_sub_fake : 463.96 ]
[  epoch 0027/0040] 3850/4800, lr:2.5e-05 ∣ avg_100 : 32051.429988 ∣ critic_nllloss : 26142.083008 ∣ critic_ganloss : -133.076003 ∣ generator_nllloss : 5305.150000 ∣ generator_ganloss : 1050.783105 ∣     [  std_z : 1.00  real_sub_fake : 479.33 ]
[  epoch 0027/0040] 3860/4800, lr:2.5e-05 ∣ avg_100 : 32053.558889 ∣ critic_nllloss : 25988.128125 ∣ critic_ganloss : -151.441777 ∣ generator_nllloss : 5221.249609 ∣ generator_ganloss : 1036.017773 ∣     [  std_z : 1.00  real_sub_fake : 580.28 ]
[  epoch 0027/0040] 3870/4800, lr:2.5e-05 ∣ avg_100 : 32056.559058 ∣ critic_nllloss : 26022.614844 ∣ critic_ganloss : -161.996021 ∣ generator_nllloss : 5216.744141 ∣ generator_ganloss : 1050.550293 ∣     [  std_z : 1.00  real_sub_fake : 572.63 ]
[  epoch 0027/0040] 3880/4800, lr:2.5e-05 ∣ avg_100 : 32055.352631 ∣ critic_nllloss : 25920.454883 ∣ critic_ganloss : -180.381004 ∣ generator_nllloss : 5198.594727 ∣ generator_ganloss : 1050.159326 ∣     [  std_z : 0.99  real_sub_fake : 553.94 ]
[  epoch 0027/0040] 3890/4800, lr:2.5e-05 ∣ avg_100 : 32053.560442 ∣ critic_nllloss : 25916.203711 ∣ critic_ganloss : -118.950755 ∣ generator_nllloss : 5177.956641 ∣ generator_ganloss : 1075.789014 ∣     [  std_z : 0.99  real_sub_fake : 485.70 ]
[  epoch 0027/0040] 3900/4800, lr:2.5e-05 ∣ avg_100 : 32056.212111 ∣ critic_nllloss : 26088.446875 ∣ critic_ganloss : -109.491891 ∣ generator_nllloss : 5252.595703 ∣ generator_ganloss : 1067.600293 ∣     [  std_z : 0.99  real_sub_fake : 492.45 ]
[  epoch 0027/0040] 3910/4800, lr:2.5e-05 ∣ avg_100 : 32054.710383 ∣ critic_nllloss : 25931.491602 ∣ critic_ganloss : -174.656620 ∣ generator_nllloss : 5115.828906 ∣ generator_ganloss : 1051.176953 ∣     [  std_z : 1.00  real_sub_fake : 539.16 ]
[  epoch 0027/0040] 3920/4800, lr:2.5e-05 ∣ avg_100 : 32055.481480 ∣ critic_nllloss : 25938.767383 ∣ critic_ganloss : -106.299124 ∣ generator_nllloss : 5208.764648 ∣ generator_ganloss : 1061.166260 ∣     [  std_z : 1.01  real_sub_fake : 595.65 ]
[  epoch 0027/0040] 3930/4800, lr:2.5e-05 ∣ avg_100 : 32054.111408 ∣ critic_nllloss : 25749.360742 ∣ critic_ganloss : -119.033642 ∣ generator_nllloss : 5097.751758 ∣ generator_ganloss : 1066.568652 ∣     [  std_z : 1.00  real_sub_fake : 471.97 ]
[  epoch 0027/0040] 3940/4800, lr:2.5e-05 ∣ avg_100 : 32055.541968 ∣ critic_nllloss : 26081.949219 ∣ critic_ganloss : -102.635270 ∣ generator_nllloss : 5175.552734 ∣ generator_ganloss : 1074.417480 ∣     [  std_z : 0.99  real_sub_fake : 461.44 ]
[  epoch 0027/0040] 3950/4800, lr:2.5e-05 ∣ avg_100 : 32054.650573 ∣ critic_nllloss : 25834.092773 ∣ critic_ganloss : -122.415701 ∣ generator_nllloss : 5115.463086 ∣ generator_ganloss : 1074.437793 ∣     [  std_z : 0.98  real_sub_fake : 422.56 ]
[  epoch 0027/0040] 3960/4800, lr:2.5e-05 ∣ avg_100 : 32051.152595 ∣ critic_nllloss : 25706.579688 ∣ critic_ganloss : -134.700145 ∣ generator_nllloss : 5147.602148 ∣ generator_ganloss : 1045.083936 ∣     [  std_z : 0.98  real_sub_fake : 506.42 ]
[  epoch 0027/0040] 3970/4800, lr:2.5e-05 ∣ avg_100 : 32052.265041 ∣ critic_nllloss : 26023.919922 ∣ critic_ganloss : -159.126303 ∣ generator_nllloss : 5192.648438 ∣ generator_ganloss : 1061.320850 ∣     [  std_z : 1.00  real_sub_fake : 505.36 ]
[  epoch 0027/0040] 3980/4800, lr:2.5e-05 ∣ avg_100 : 32053.876525 ∣ critic_nllloss : 25989.453516 ∣ critic_ganloss : -98.809603 ∣ generator_nllloss : 5284.046680 ∣ generator_ganloss : 1074.970801 ∣  [  std_z : 1.00  real_sub_fake : 474.99 ]
[  epoch 0027/0040] 3990/4800, lr:2.5e-05 ∣ avg_100 : 32053.132121 ∣ critic_nllloss : 25834.271680 ∣ critic_ganloss : -94.707464 ∣ generator_nllloss : 5118.815625 ∣ generator_ganloss : 1091.463525 ∣  [  std_z : 0.99  real_sub_fake : 421.89 ]
[  epoch 0027/0040] 4000/4800, lr:2.5e-05 ∣ avg_100 : 32052.548648 ∣ critic_nllloss : 25818.008203 ∣ critic_ganloss : -124.309183 ∣ generator_nllloss : 5095.202344 ∣ generator_ganloss : 1079.521729 ∣     [  std_z : 0.99  real_sub_fake : 390.41 ]
[  epoch 0027/0040] 4010/4800, lr:2.5e-05 ∣ avg_100 : 32045.467911 ∣ critic_nllloss : 25679.711328 ∣ critic_ganloss : -128.306437 ∣ generator_nllloss : 5117.625195 ∣ generator_ganloss : 1069.281348 ∣     [  std_z : 0.99  real_sub_fake : 470.46 ]
[  epoch 0027/0040] 4020/4800, lr:2.5e-05 ∣ avg_100 : 32043.845430 ∣ critic_nllloss : 25777.327734 ∣ critic_ganloss : -155.728938 ∣ generator_nllloss : 5192.846094 ∣ generator_ganloss : 1083.600488 ∣     [  std_z : 0.99  real_sub_fake : 502.89 ]
[  epoch 0027/0040] 4030/4800, lr:2.5e-05 ∣ avg_100 : 32040.701557 ∣ critic_nllloss : 25872.763281 ∣ critic_ganloss : -95.016409 ∣ generator_nllloss : 5184.052930 ∣ generator_ganloss : 1086.834766 ∣  [  std_z : 1.00  real_sub_fake : 460.09 ]
[  epoch 0027/0040] 4040/4800, lr:2.5e-05 ∣ avg_100 : 32046.573991 ∣ critic_nllloss : 26187.466602 ∣ critic_ganloss : -146.279555 ∣ generator_nllloss : 5219.094922 ∣ generator_ganloss : 1066.437305 ∣     [  std_z : 1.00  real_sub_fake : 491.28 ]
[  epoch 0027/0040] 4050/4800, lr:2.5e-05 ∣ avg_100 : 32047.175469 ∣ critic_nllloss : 25888.637109 ∣ critic_ganloss : -143.432991 ∣ generator_nllloss : 5109.259766 ∣ generator_ganloss : 1074.981543 ∣     [  std_z : 0.99  real_sub_fake : 473.19 ]
[  epoch 0027/0040] 4060/4800, lr:2.5e-05 ∣ avg_100 : 32049.631354 ∣ critic_nllloss : 26084.003125 ∣ critic_ganloss : -177.028076 ∣ generator_nllloss : 5293.431641 ∣ generator_ganloss : 1070.206738 ∣     [  std_z : 0.98  real_sub_fake : 612.16 ]
[  epoch 0027/0040] 4070/4800, lr:2.5e-05 ∣ avg_100 : 32047.157953 ∣ critic_nllloss : 25921.208008 ∣ critic_ganloss : -171.684705 ∣ generator_nllloss : 5164.579297 ∣ generator_ganloss : 1075.727197 ∣     [  std_z : 0.98  real_sub_fake : 605.81 ]
[  epoch 0027/0040] 4080/4800, lr:2.5e-05 ∣ avg_100 : 32046.454339 ∣ critic_nllloss : 25891.854297 ∣ critic_ganloss : -129.323128 ∣ generator_nllloss : 5224.108789 ∣ generator_ganloss : 1073.724170 ∣     [  std_z : 0.98  real_sub_fake : 567.84 ]
[  epoch 0027/0040] 4090/4800, lr:2.5e-05 ∣ avg_100 : 32046.094628 ∣ critic_nllloss : 25940.475781 ∣ critic_ganloss : -110.707809 ∣ generator_nllloss : 5210.021680 ∣ generator_ganloss : 1067.576318 ∣     [  std_z : 1.00  real_sub_fake : 615.00 ]
[  epoch 0027/0040] 4100/4800, lr:2.5e-05 ∣ avg_100 : 32044.654438 ∣ critic_nllloss : 25854.703516 ∣ critic_ganloss : -188.402071 ∣ generator_nllloss : 5077.492383 ∣ generator_ganloss : 1074.743701 ∣     [  std_z : 1.01  real_sub_fake : 623.03 ]
[  epoch 0027/0040] 4110/4800, lr:2.5e-05 ∣ avg_100 : 32041.514635 ∣ critic_nllloss : 25803.252930 ∣ critic_ganloss : -116.780894 ∣ generator_nllloss : 5126.828711 ∣ generator_ganloss : 1093.218750 ∣     [  std_z : 1.01  real_sub_fake : 453.95 ]
[  epoch 0027/0040] 4120/4800, lr:2.5e-05 ∣ avg_100 : 32042.665680 ∣ critic_nllloss : 25995.660742 ∣ critic_ganloss : -114.520779 ∣ generator_nllloss : 5168.396875 ∣ generator_ganloss : 1065.405273 ∣     [  std_z : 0.99  real_sub_fake : 476.68 ]
[  epoch 0027/0040] 4130/4800, lr:2.5e-05 ∣ avg_100 : 32041.737505 ∣ critic_nllloss : 25992.477148 ∣ critic_ganloss : -141.846461 ∣ generator_nllloss : 5139.698242 ∣ generator_ganloss : 1062.344141 ∣     [  std_z : 0.98  real_sub_fake : 464.98 ]
[  epoch 0027/0040] 4140/4800, lr:2.5e-05 ∣ avg_100 : 32043.891598 ∣ critic_nllloss : 26049.687109 ∣ critic_ganloss : -150.726096 ∣ generator_nllloss : 5266.776172 ∣ generator_ganloss : 1045.151562 ∣     [  std_z : 0.98  real_sub_fake : 481.71 ]
[  epoch 0027/0040] 4150/4800, lr:2.5e-05 ∣ avg_100 : 32044.744792 ∣ critic_nllloss : 25939.976562 ∣ critic_ganloss : -157.765262 ∣ generator_nllloss : 5153.423047 ∣ generator_ganloss : 1079.794189 ∣     [  std_z : 1.00  real_sub_fake : 537.42 ]
[  epoch 0027/0040] 4160/4800, lr:2.5e-05 ∣ avg_100 : 32048.571021 ∣ critic_nllloss : 25975.768750 ∣ critic_ganloss : -140.632117 ∣ generator_nllloss : 5240.358594 ∣ generator_ganloss : 1080.238135 ∣     [  std_z : 1.01  real_sub_fake : 600.79 ]
[  epoch 0027/0040] 4170/4800, lr:2.5e-05 ∣ avg_100 : 32049.366386 ∣ critic_nllloss : 26111.634180 ∣ critic_ganloss : -106.993168 ∣ generator_nllloss : 5171.480273 ∣ generator_ganloss : 1075.710840 ∣     [  std_z : 1.00  real_sub_fake : 477.22 ]
[  epoch 0027/0040] 4180/4800, lr:2.5e-05 ∣ avg_100 : 32049.215244 ∣ critic_nllloss : 25980.855859 ∣ critic_ganloss : -98.565378 ∣ generator_nllloss : 5159.345898 ∣ generator_ganloss : 1088.116016 ∣  [  std_z : 0.98  real_sub_fake : 414.80 ]
[  epoch 0027/0040] 4190/4800, lr:2.5e-05 ∣ avg_100 : 32050.053099 ∣ critic_nllloss : 26067.837695 ∣ critic_ganloss : -151.817953 ∣ generator_nllloss : 5198.609375 ∣ generator_ganloss : 1059.071191 ∣     [  std_z : 0.98  real_sub_fake : 528.86 ]
[  epoch 0027/0040] 4200/4800, lr:2.5e-05 ∣ avg_100 : 32049.780724 ∣ critic_nllloss : 25903.123828 ∣ critic_ganloss : -128.397676 ∣ generator_nllloss : 5169.480078 ∣ generator_ganloss : 1065.799805 ∣     [  std_z : 0.98  real_sub_fake : 528.31 ]
[  epoch 0027/0040] 4210/4800, lr:2.5e-05 ∣ avg_100 : 32051.391209 ∣ critic_nllloss : 26069.530664 ∣ critic_ganloss : -95.932832 ∣ generator_nllloss : 5226.632031 ∣ generator_ganloss : 1072.520313 ∣  [  std_z : 0.99  real_sub_fake : 401.83 ]
[  epoch 0027/0040] 4220/4800, lr:2.5e-05 ∣ avg_100 : 32051.899893 ∣ critic_nllloss : 25991.025781 ∣ critic_ganloss : -129.428453 ∣ generator_nllloss : 5134.460547 ∣ generator_ganloss : 1069.567529 ∣     [  std_z : 1.01  real_sub_fake : 419.49 ]
[  epoch 0027/0040] 4230/4800, lr:2.5e-05 ∣ avg_100 : 32056.331529 ∣ critic_nllloss : 26005.232227 ∣ critic_ganloss : -150.223985 ∣ generator_nllloss : 5197.973633 ∣ generator_ganloss : 1055.282373 ∣     [  std_z : 1.01  real_sub_fake : 497.18 ]
[  epoch 0027/0040] 4240/4800, lr:2.5e-05 ∣ avg_100 : 32057.334617 ∣ critic_nllloss : 25992.491016 ∣ critic_ganloss : -122.107225 ∣ generator_nllloss : 5156.568945 ∣ generator_ganloss : 1076.287305 ∣     [  std_z : 0.99  real_sub_fake : 556.79 ]
[  epoch 0027/0040] 4250/4800, lr:2.5e-05 ∣ avg_100 : 32057.046360 ∣ critic_nllloss : 25849.991211 ∣ critic_ganloss : -129.858945 ∣ generator_nllloss : 5142.381836 ∣ generator_ganloss : 1067.742041 ∣     [  std_z : 0.98  real_sub_fake : 480.97 ]
[  epoch 0027/0040] 4260/4800, lr:2.5e-05 ∣ avg_100 : 32058.224374 ∣ critic_nllloss : 26028.013867 ∣ critic_ganloss : -129.688866 ∣ generator_nllloss : 5249.917969 ∣ generator_ganloss : 1069.663184 ∣     [  std_z : 0.99  real_sub_fake : 502.22 ]
[  epoch 0027/0040] 4270/4800, lr:2.5e-05 ∣ avg_100 : 32053.946349 ∣ critic_nllloss : 25929.191406 ∣ critic_ganloss : -155.605211 ∣ generator_nllloss : 5191.665625 ∣ generator_ganloss : 1058.704395 ∣     [  std_z : 0.99  real_sub_fake : 522.58 ]
[  epoch 0027/0040] 4280/4800, lr:2.5e-05 ∣ avg_100 : 32054.046703 ∣ critic_nllloss : 26033.366797 ∣ critic_ganloss : -158.100403 ∣ generator_nllloss : 5172.945312 ∣ generator_ganloss : 1073.444775 ∣     [  std_z : 0.99  real_sub_fake : 562.88 ]
[  epoch 0027/0040] 4290/4800, lr:2.5e-05 ∣ avg_100 : 32053.320607 ∣ critic_nllloss : 26001.901758 ∣ critic_ganloss : -147.756145 ∣ generator_nllloss : 5209.273633 ∣ generator_ganloss : 1075.997949 ∣     [  std_z : 1.00  real_sub_fake : 567.92 ]
[  epoch 0027/0040] 4300/4800, lr:2.5e-05 ∣ avg_100 : 32055.360771 ∣ critic_nllloss : 25810.647461 ∣ critic_ganloss : -142.859613 ∣ generator_nllloss : 5161.705664 ∣ generator_ganloss : 1078.931934 ∣     [  std_z : 0.99  real_sub_fake : 553.37 ]
[  epoch 0027/0040] 4310/4800, lr:2.5e-05 ∣ avg_100 : 32058.648179 ∣ critic_nllloss : 26027.008789 ∣ critic_ganloss : -135.252363 ∣ generator_nllloss : 5268.076367 ∣ generator_ganloss : 1090.681885 ∣     [  std_z : 0.99  real_sub_fake : 432.57 ]
[  epoch 0027/0040] 4320/4800, lr:2.5e-05 ∣ avg_100 : 32056.405797 ∣ critic_nllloss : 25923.016211 ∣ critic_ganloss : -145.730374 ∣ generator_nllloss : 5223.040039 ∣ generator_ganloss : 1077.542725 ∣     [  std_z : 0.99  real_sub_fake : 551.95 ]
[  epoch 0027/0040] 4330/4800, lr:2.5e-05 ∣ avg_100 : 32051.844687 ∣ critic_nllloss : 25875.635742 ∣ critic_ganloss : -145.458821 ∣ generator_nllloss : 5178.840625 ∣ generator_ganloss : 1088.585107 ∣     [  std_z : 0.99  real_sub_fake : 489.74 ]
[  epoch 0027/0040] 4340/4800, lr:2.5e-05 ∣ avg_100 : 32056.103703 ∣ critic_nllloss : 26035.484766 ∣ critic_ganloss : -119.494910 ∣ generator_nllloss : 5322.189844 ∣ generator_ganloss : 1064.767676 ∣     [  std_z : 1.00  real_sub_fake : 570.23 ]
[  epoch 0027/0040] 4350/4800, lr:2.5e-05 ∣ avg_100 : 32056.754581 ∣ critic_nllloss : 25936.617578 ∣ critic_ganloss : -136.953848 ∣ generator_nllloss : 5266.284180 ∣ generator_ganloss : 1097.514600 ∣     [  std_z : 0.99  real_sub_fake : 462.10 ]
[  epoch 0027/0040] 4360/4800, lr:2.5e-05 ∣ avg_100 : 32055.812620 ∣ critic_nllloss : 25923.734375 ∣ critic_ganloss : -142.477014 ∣ generator_nllloss : 5202.438672 ∣ generator_ganloss : 1066.642285 ∣     [  std_z : 0.99  real_sub_fake : 508.49 ]
[  epoch 0027/0040] 4370/4800, lr:2.5e-05 ∣ avg_100 : 32056.090136 ∣ critic_nllloss : 25773.298242 ∣ critic_ganloss : -137.707317 ∣ generator_nllloss : 5142.720703 ∣ generator_ganloss : 1082.898926 ∣     [  std_z : 1.00  real_sub_fake : 545.88 ]
[  epoch 0027/0040] 4380/4800, lr:2.5e-05 ∣ avg_100 : 32055.876289 ∣ critic_nllloss : 25994.614648 ∣ critic_ganloss : -168.980144 ∣ generator_nllloss : 5267.206641 ∣ generator_ganloss : 1090.898828 ∣     [  std_z : 1.00  real_sub_fake : 578.48 ]
[  epoch 0027/0040] 4390/4800, lr:2.5e-05 ∣ avg_100 : 32058.952287 ∣ critic_nllloss : 26210.999414 ∣ critic_ganloss : -152.795232 ∣ generator_nllloss : 5228.309766 ∣ generator_ganloss : 1084.377930 ∣     [  std_z : 1.00  real_sub_fake : 665.96 ]
[  epoch 0027/0040] 4400/4800, lr:2.5e-05 ∣ avg_100 : 32061.934195 ∣ critic_nllloss : 25955.386328 ∣ critic_ganloss : -112.620744 ∣ generator_nllloss : 5260.290039 ∣ generator_ganloss : 1064.749805 ∣     [  std_z : 0.98  real_sub_fake : 464.90 ]
[  epoch 0027/0040] 4410/4800, lr:2.5e-05 ∣ avg_100 : 32060.857537 ∣ critic_nllloss : 25979.620703 ∣ critic_ganloss : -140.600640 ∣ generator_nllloss : 5159.474414 ∣ generator_ganloss : 1058.431885 ∣     [  std_z : 0.98  real_sub_fake : 483.48 ]
[  epoch 0027/0040] 4420/4800, lr:2.5e-05 ∣ avg_100 : 32058.229194 ∣ critic_nllloss : 25895.052930 ∣ critic_ganloss : -136.211374 ∣ generator_nllloss : 5131.149805 ∣ generator_ganloss : 1064.884766 ∣     [  std_z : 0.99  real_sub_fake : 486.05 ]
[  epoch 0027/0040] 4430/4800, lr:2.5e-05 ∣ avg_100 : 32061.044669 ∣ critic_nllloss : 26212.450977 ∣ critic_ganloss : -154.621029 ∣ generator_nllloss : 5295.251562 ∣ generator_ganloss : 1065.178955 ∣     [  std_z : 0.99  real_sub_fake : 535.04 ]
[  epoch 0027/0040] 4440/4800, lr:2.5e-05 ∣ avg_100 : 32060.750289 ∣ critic_nllloss : 25981.776367 ∣ critic_ganloss : -193.148965 ∣ generator_nllloss : 5251.190430 ∣ generator_ganloss : 1081.915625 ∣     [  std_z : 1.00  real_sub_fake : 567.18 ]
[  epoch 0027/0040] 4450/4800, lr:2.5e-05 ∣ avg_100 : 32060.437338 ∣ critic_nllloss : 25766.072852 ∣ critic_ganloss : -79.231396 ∣ generator_nllloss : 5144.210938 ∣ generator_ganloss : 1087.667529 ∣  [  std_z : 1.00  real_sub_fake : 492.04 ]
[  epoch 0027/0040] 4460/4800, lr:2.5e-05 ∣ avg_100 : 32062.198795 ∣ critic_nllloss : 26227.428320 ∣ critic_ganloss : -180.681487 ∣ generator_nllloss : 5235.187305 ∣ generator_ganloss : 1074.961475 ∣     [  std_z : 1.00  real_sub_fake : 580.93 ]
[  epoch 0027/0040] 4470/4800, lr:2.5e-05 ∣ avg_100 : 32062.664622 ∣ critic_nllloss : 25921.352930 ∣ critic_ganloss : -128.317230 ∣ generator_nllloss : 5244.711719 ∣ generator_ganloss : 1080.610107 ∣     [  std_z : 0.98  real_sub_fake : 608.06 ]
[  epoch 0027/0040] 4480/4800, lr:2.5e-05 ∣ avg_100 : 32061.962983 ∣ critic_nllloss : 25762.669531 ∣ critic_ganloss : -63.226037 ∣ generator_nllloss : 5121.326172 ∣ generator_ganloss : 1097.095215 ∣  [  std_z : 0.98  real_sub_fake : 456.91 ]
[  epoch 0027/0040] 4490/4800, lr:2.5e-05 ∣ avg_100 : 32066.966528 ∣ critic_nllloss : 26037.114648 ∣ critic_ganloss : -115.217934 ∣ generator_nllloss : 5310.678125 ∣ generator_ganloss : 1087.612305 ∣     [  std_z : 0.99  real_sub_fake : 372.50 ]
[  epoch 0027/0040] 4500/4800, lr:2.5e-05 ∣ avg_100 : 32067.014933 ∣ critic_nllloss : 25862.994336 ∣ critic_ganloss : -133.964652 ∣ generator_nllloss : 5151.475391 ∣ generator_ganloss : 1081.469092 ∣     [  std_z : 1.00  real_sub_fake : 425.31 ]
[  epoch 0027/0040] 4510/4800, lr:2.5e-05 ∣ avg_100 : 32070.508563 ∣ critic_nllloss : 26042.276562 ∣ critic_ganloss : -140.327346 ∣ generator_nllloss : 5180.645703 ∣ generator_ganloss : 1082.108398 ∣     [  std_z : 1.01  real_sub_fake : 451.78 ]
[  epoch 0027/0040] 4520/4800, lr:2.5e-05 ∣ avg_100 : 32073.522021 ∣ critic_nllloss : 25951.562500 ∣ critic_ganloss : -137.781842 ∣ generator_nllloss : 5324.576953 ∣ generator_ganloss : 1064.904492 ∣     [  std_z : 1.00  real_sub_fake : 508.31 ]
[  epoch 0027/0040] 4530/4800, lr:2.5e-05 ∣ avg_100 : 32072.601257 ∣ critic_nllloss : 25852.075195 ∣ critic_ganloss : -148.169081 ∣ generator_nllloss : 5201.679492 ∣ generator_ganloss : 1093.930518 ∣     [  std_z : 0.99  real_sub_fake : 534.35 ]
[  epoch 0027/0040] 4540/4800, lr:2.5e-05 ∣ avg_100 : 32075.804539 ∣ critic_nllloss : 26249.939453 ∣ critic_ganloss : -194.698254 ∣ generator_nllloss : 5255.954102 ∣ generator_ganloss : 1065.049170 ∣     [  std_z : 0.98  real_sub_fake : 640.17 ]
[  epoch 0027/0040] 4550/4800, lr:2.5e-05 ∣ avg_100 : 32071.213928 ∣ critic_nllloss : 25731.887695 ∣ critic_ganloss : -152.279698 ∣ generator_nllloss : 5219.956055 ∣ generator_ganloss : 1072.038184 ∣     [  std_z : 0.98  real_sub_fake : 648.74 ]
[  epoch 0027/0040] 4560/4800, lr:2.5e-05 ∣ avg_100 : 32070.665689 ∣ critic_nllloss : 25798.100781 ∣ critic_ganloss : -159.995734 ∣ generator_nllloss : 5159.141797 ∣ generator_ganloss : 1089.925781 ∣     [  std_z : 0.99  real_sub_fake : 534.66 ]
[  epoch 0027/0040] 4570/4800, lr:2.5e-05 ∣ avg_100 : 32071.808916 ∣ critic_nllloss : 25942.084961 ∣ critic_ganloss : -157.508431 ∣ generator_nllloss : 5224.476172 ∣ generator_ganloss : 1099.209570 ∣     [  std_z : 1.00  real_sub_fake : 546.26 ]
[  epoch 0027/0040] 4580/4800, lr:2.5e-05 ∣ avg_100 : 32072.244636 ∣ critic_nllloss : 25982.989844 ∣ critic_ganloss : -69.206283 ∣ generator_nllloss : 5086.841406 ∣ generator_ganloss : 1099.661328 ∣  [  std_z : 1.00  real_sub_fake : 427.08 ]
[  epoch 0027/0040] 4590/4800, lr:2.5e-05 ∣ avg_100 : 32070.809737 ∣ critic_nllloss : 25942.851953 ∣ critic_ganloss : -160.919171 ∣ generator_nllloss : 5229.293164 ∣ generator_ganloss : 1067.132031 ∣     [  std_z : 1.00  real_sub_fake : 528.34 ]
[  epoch 0027/0040] 4600/4800, lr:2.5e-05 ∣ avg_100 : 32071.748064 ∣ critic_nllloss : 26045.055469 ∣ critic_ganloss : -114.184076 ∣ generator_nllloss : 5207.644336 ∣ generator_ganloss : 1078.380713 ∣     [  std_z : 0.99  real_sub_fake : 458.93 ]
[  epoch 0027/0040] 4610/4800, lr:2.5e-05 ∣ avg_100 : 32071.490703 ∣ critic_nllloss : 25842.225586 ∣ critic_ganloss : -110.501804 ∣ generator_nllloss : 5226.544141 ∣ generator_ganloss : 1058.309180 ∣     [  std_z : 0.98  real_sub_fake : 472.77 ]
[  epoch 0027/0040] 4620/4800, lr:2.5e-05 ∣ avg_100 : 32070.837145 ∣ critic_nllloss : 26020.782031 ∣ critic_ganloss : -153.215636 ∣ generator_nllloss : 5257.293359 ∣ generator_ganloss : 1059.113867 ∣     [  std_z : 0.99  real_sub_fake : 511.83 ]
[  epoch 0027/0040] 4630/4800, lr:2.5e-05 ∣ avg_100 : 32075.561283 ∣ critic_nllloss : 26085.532813 ∣ critic_ganloss : -124.461697 ∣ generator_nllloss : 5282.388477 ∣ generator_ganloss : 1054.256494 ∣     [  std_z : 0.99  real_sub_fake : 591.15 ]
[  epoch 0027/0040] 4640/4800, lr:2.5e-05 ∣ avg_100 : 32080.036911 ∣ critic_nllloss : 26191.657422 ∣ critic_ganloss : -165.699026 ∣ generator_nllloss : 5306.512500 ∣ generator_ganloss : 1100.372949 ∣     [  std_z : 1.00  real_sub_fake : 518.85 ]
[  epoch 0027/0040] 4650/4800, lr:2.5e-05 ∣ avg_100 : 32078.042931 ∣ critic_nllloss : 25733.229492 ∣ critic_ganloss : -152.721278 ∣ generator_nllloss : 5085.016797 ∣ generator_ganloss : 1074.835010 ∣     [  std_z : 1.00  real_sub_fake : 629.66 ]
[  epoch 0027/0040] 4660/4800, lr:2.5e-05 ∣ avg_100 : 32080.483122 ∣ critic_nllloss : 25788.698437 ∣ critic_ganloss : -59.505749 ∣ generator_nllloss : 5174.244141 ∣ generator_ganloss : 1110.501904 ∣  [  std_z : 0.99  real_sub_fake : 351.03 ]
[  epoch 0027/0040] 4670/4800, lr:2.5e-05 ∣ avg_100 : 32084.402957 ∣ critic_nllloss : 26087.232227 ∣ critic_ganloss : -110.198054 ∣ generator_nllloss : 5153.505469 ∣ generator_ganloss : 1086.277295 ∣     [  std_z : 1.00  real_sub_fake : 345.07 ]
[  epoch 0027/0040] 4680/4800, lr:2.5e-05 ∣ avg_100 : 32084.533153 ∣ critic_nllloss : 25936.625781 ∣ critic_ganloss : -133.213691 ∣ generator_nllloss : 5210.286719 ∣ generator_ganloss : 1055.220508 ∣     [  std_z : 1.00  real_sub_fake : 458.39 ]
[  epoch 0027/0040] 4690/4800, lr:2.5e-05 ∣ avg_100 : 32087.108588 ∣ critic_nllloss : 26227.828711 ∣ critic_ganloss : -127.206738 ∣ generator_nllloss : 5179.147852 ∣ generator_ganloss : 1078.025098 ∣     [  std_z : 1.00  real_sub_fake : 462.03 ]
[  epoch 0027/0040] 4700/4800, lr:2.5e-05 ∣ avg_100 : 32089.935165 ∣ critic_nllloss : 25983.591602 ∣ critic_ganloss : -128.273260 ∣ generator_nllloss : 5142.380859 ∣ generator_ganloss : 1075.906152 ∣     [  std_z : 0.99  real_sub_fake : 496.79 ]
[  epoch 0027/0040] 4710/4800, lr:2.5e-05 ∣ avg_100 : 32092.528746 ∣ critic_nllloss : 26176.842969 ∣ critic_ganloss : -134.126491 ∣ generator_nllloss : 5216.919531 ∣ generator_ganloss : 1075.897119 ∣     [  std_z : 0.99  real_sub_fake : 504.82 ]
[  epoch 0027/0040] 4720/4800, lr:2.5e-05 ∣ avg_100 : 32095.347097 ∣ critic_nllloss : 26183.458398 ∣ critic_ganloss : -127.302639 ∣ generator_nllloss : 5164.662695 ∣ generator_ganloss : 1078.523486 ∣     [  std_z : 0.99  real_sub_fake : 504.22 ]
[  epoch 0027/0040] 4730/4800, lr:2.5e-05 ∣ avg_100 : 32091.826547 ∣ critic_nllloss : 25805.870117 ∣ critic_ganloss : -111.826747 ∣ generator_nllloss : 5191.825781 ∣ generator_ganloss : 1078.935156 ∣     [  std_z : 0.99  real_sub_fake : 458.60 ]
[  epoch 0027/0040] 4740/4800, lr:2.5e-05 ∣ avg_100 : 32094.665597 ∣ critic_nllloss : 26029.764062 ∣ critic_ganloss : -166.225081 ∣ generator_nllloss : 5220.585156 ∣ generator_ganloss : 1067.546143 ∣     [  std_z : 0.99  real_sub_fake : 533.61 ]
[  epoch 0027/0040] 4750/4800, lr:2.5e-05 ∣ avg_100 : 32095.580011 ∣ critic_nllloss : 26080.936914 ∣ critic_ganloss : -157.650719 ∣ generator_nllloss : 5242.211133 ∣ generator_ganloss : 1069.981152 ∣     [  std_z : 1.00  real_sub_fake : 571.48 ]
[  epoch 0027/0040] 4760/4800, lr:2.5e-05 ∣ avg_100 : 32091.796782 ∣ critic_nllloss : 25702.729492 ∣ critic_ganloss : -142.600786 ∣ generator_nllloss : 5096.526563 ∣ generator_ganloss : 1085.484131 ∣     [  std_z : 0.99  real_sub_fake : 522.68 ]
[  epoch 0027/0040] 4770/4800, lr:2.5e-05 ∣ avg_100 : 32094.288069 ∣ critic_nllloss : 26017.095508 ∣ critic_ganloss : -165.982006 ∣ generator_nllloss : 5180.731836 ∣ generator_ganloss : 1096.094727 ∣     [  std_z : 0.99  real_sub_fake : 558.87 ]
[  epoch 0027/0040] 4780/4800, lr:2.5e-05 ∣ avg_100 : 32093.609467 ∣ critic_nllloss : 25748.294141 ∣ critic_ganloss : -164.557976 ∣ generator_nllloss : 5189.997852 ∣ generator_ganloss : 1079.096191 ∣     [  std_z : 0.99  real_sub_fake : 614.27 ]
[  epoch 0027/0040] 4790/4800, lr:2.5e-05 ∣ avg_100 : 32089.289686 ∣ critic_nllloss : 26082.404492 ∣ critic_ganloss : -120.867928 ∣ generator_nllloss : 5163.951367 ∣ generator_ganloss : 1087.938379 ∣     [  std_z : 1.00  real_sub_fake : 576.88 ]
[  epoch 0027/0040] 4800/4800, lr:2.5e-05 ∣ avg_100 : 32092.892444 ∣ critic_nllloss : 26071.767383 ∣ critic_ganloss : -91.257903 ∣ generator_nllloss : 5113.263281 ∣ generator_ganloss : 1092.983594 ∣  [  std_z : 1.00  real_sub_fake : 391.78 ]
[    val 027    ] Done! KLD: 0.027070: 0.0068192:41, total: 1 day, 6:23:38                  
[  epoch 0028/0040] 0010/4800, lr:2.5e-05 ∣ avg_100 : 32096.972734 ∣ critic_nllloss : 25987.506641 ∣ critic_ganloss : -102.448221 ∣ generator_nllloss : 5205.707227 ∣ generator_ganloss : 1077.933447 ∣     [  std_z : 0.99  real_sub_fake : 403.35 ]
[  epoch 0028/0040] 0020/4800, lr:2.5e-05 ∣ avg_100 : 32092.528340 ∣ critic_nllloss : 25677.817969 ∣ critic_ganloss : -108.845232 ∣ generator_nllloss : 5171.548437 ∣ generator_ganloss : 1062.027002 ∣     [  std_z : 0.98  real_sub_fake : 443.60 ]
[  epoch 0028/0040] 0030/4800, lr:2.5e-05 ∣ avg_100 : 32089.574250 ∣ critic_nllloss : 25791.585742 ∣ critic_ganloss : -124.828580 ∣ generator_nllloss : 5145.372656 ∣ generator_ganloss : 1077.749512 ∣     [  std_z : 0.99  real_sub_fake : 423.34 ]
[  epoch 0028/0040] 0040/4800, lr:2.5e-05 ∣ avg_100 : 32088.626978 ∣ critic_nllloss : 25907.251953 ∣ critic_ganloss : -134.164691 ∣ generator_nllloss : 5132.138477 ∣ generator_ganloss : 1075.766260 ∣     [  std_z : 0.99  real_sub_fake : 493.44 ]
[  epoch 0028/0040] 0050/4800, lr:2.5e-05 ∣ avg_100 : 32086.151265 ∣ critic_nllloss : 25881.375000 ∣ critic_ganloss : -133.320523 ∣ generator_nllloss : 5280.096680 ∣ generator_ganloss : 1089.217725 ∣     [  std_z : 1.01  real_sub_fake : 459.86 ]
[  epoch 0028/0040] 0060/4800, lr:2.5e-05 ∣ avg_100 : 32087.045350 ∣ critic_nllloss : 25975.919727 ∣ critic_ganloss : -112.566847 ∣ generator_nllloss : 5234.371094 ∣ generator_ganloss : 1085.638232 ∣     [  std_z : 1.00  real_sub_fake : 476.86 ]
[  epoch 0028/0040] 0070/4800, lr:2.5e-05 ∣ avg_100 : 32084.710460 ∣ critic_nllloss : 25853.052734 ∣ critic_ganloss : -155.756607 ∣ generator_nllloss : 5119.741016 ∣ generator_ganloss : 1077.387109 ∣     [  std_z : 0.99  real_sub_fake : 466.50 ]
[  epoch 0028/0040] 0080/4800, lr:2.5e-05 ∣ avg_100 : 32085.643874 ∣ critic_nllloss : 26026.493164 ∣ critic_ganloss : -164.694611 ∣ generator_nllloss : 5146.273633 ∣ generator_ganloss : 1074.097168 ∣     [  std_z : 0.99  real_sub_fake : 571.35 ]
[  epoch 0028/0040] 0090/4800, lr:2.5e-05 ∣ avg_100 : 32083.255693 ∣ critic_nllloss : 25716.429297 ∣ critic_ganloss : -126.343590 ∣ generator_nllloss : 5140.216602 ∣ generator_ganloss : 1081.878174 ∣     [  std_z : 0.99  real_sub_fake : 517.93 ]
[  epoch 0028/0040] 0100/4800, lr:2.5e-05 ∣ avg_100 : 32079.018796 ∣ critic_nllloss : 25773.209766 ∣ critic_ganloss : -131.148004 ∣ generator_nllloss : 5153.168945 ∣ generator_ganloss : 1080.230566 ∣     [  std_z : 0.99  real_sub_fake : 496.90 ]
[  epoch 0028/0040] 0110/4800, lr:2.5e-05 ∣ avg_100 : 32081.472713 ∣ critic_nllloss : 26015.020703 ∣ critic_ganloss : -130.898700 ∣ generator_nllloss : 5205.535937 ∣ generator_ganloss : 1079.574561 ∣     [  std_z : 0.99  real_sub_fake : 477.91 ]
[  epoch 0028/0040] 0120/4800, lr:2.5e-05 ∣ avg_100 : 32079.739086 ∣ critic_nllloss : 25912.787305 ∣ critic_ganloss : -192.846605 ∣ generator_nllloss : 5148.149414 ∣ generator_ganloss : 1060.946387 ∣     [  std_z : 0.99  real_sub_fake : 589.96 ]
[  epoch 0028/0040] 0130/4800, lr:2.5e-05 ∣ avg_100 : 32079.967580 ∣ critic_nllloss : 25771.015234 ∣ critic_ganloss : -103.588828 ∣ generator_nllloss : 5065.691797 ∣ generator_ganloss : 1084.378760 ∣     [  std_z : 1.00  real_sub_fake : 560.20 ]
[  epoch 0028/0040] 0140/4800, lr:2.5e-05 ∣ avg_100 : 32079.835605 ∣ critic_nllloss : 26030.756250 ∣ critic_ganloss : -128.956868 ∣ generator_nllloss : 5223.420313 ∣ generator_ganloss : 1090.866943 ∣     [  std_z : 1.00  real_sub_fake : 523.38 ]
[  epoch 0028/0040] 0150/4800, lr:2.5e-05 ∣ avg_100 : 32082.834881 ∣ critic_nllloss : 25977.859766 ∣ critic_ganloss : -147.283932 ∣ generator_nllloss : 5282.992969 ∣ generator_ganloss : 1087.936719 ∣     [  std_z : 1.00  real_sub_fake : 497.00 ]
[  epoch 0028/0040] 0160/4800, lr:2.5e-05 ∣ avg_100 : 32088.087427 ∣ critic_nllloss : 26095.689648 ∣ critic_ganloss : -155.422156 ∣ generator_nllloss : 5272.969336 ∣ generator_ganloss : 1076.583398 ∣     [  std_z : 0.99  real_sub_fake : 512.01 ]
[  epoch 0028/0040] 0170/4800, lr:2.5e-05 ∣ avg_100 : 32089.196200 ∣ critic_nllloss : 26016.625000 ∣ critic_ganloss : -118.689484 ∣ generator_nllloss : 5246.463281 ∣ generator_ganloss : 1085.241406 ∣     [  std_z : 0.99  real_sub_fake : 532.42 ]
[  epoch 0028/0040] 0180/4800, lr:2.5e-05 ∣ avg_100 : 32085.007176 ∣ critic_nllloss : 25818.998047 ∣ critic_ganloss : -162.093536 ∣ generator_nllloss : 5089.235937 ∣ generator_ganloss : 1084.618555 ∣     [  std_z : 0.99  real_sub_fake : 517.00 ]
[  epoch 0028/0040] 0190/4800, lr:2.5e-05 ∣ avg_100 : 32087.466807 ∣ critic_nllloss : 26101.573633 ∣ critic_ganloss : -140.709250 ∣ generator_nllloss : 5155.003906 ∣ generator_ganloss : 1079.938232 ∣     [  std_z : 1.00  real_sub_fake : 566.16 ]
[  epoch 0028/0040] 0200/4800, lr:2.5e-05 ∣ avg_100 : 32090.242371 ∣ critic_nllloss : 25986.907227 ∣ critic_ganloss : -159.620827 ∣ generator_nllloss : 5237.006641 ∣ generator_ganloss : 1081.686377 ∣     [  std_z : 1.00  real_sub_fake : 539.35 ]
[  epoch 0028/0040] 0210/4800, lr:2.5e-05 ∣ avg_100 : 32092.470132 ∣ critic_nllloss : 25857.932422 ∣ critic_ganloss : -115.575899 ∣ generator_nllloss : 5141.528320 ∣ generator_ganloss : 1077.202686 ∣     [  std_z : 0.99  real_sub_fake : 553.72 ]
[  epoch 0028/0040] 0220/4800, lr:2.5e-05 ∣ avg_100 : 32093.157235 ∣ critic_nllloss : 25873.067578 ∣ critic_ganloss : -155.285202 ∣ generator_nllloss : 5175.552539 ∣ generator_ganloss : 1073.420801 ∣     [  std_z : 0.98  real_sub_fake : 513.82 ]
[  epoch 0028/0040] 0230/4800, lr:2.5e-05 ∣ avg_100 : 32094.610540 ∣ critic_nllloss : 26132.331055 ∣ critic_ganloss : -142.281972 ∣ generator_nllloss : 5143.695703 ∣ generator_ganloss : 1060.220264 ∣     [  std_z : 0.99  real_sub_fake : 558.35 ]
[  epoch 0028/0040] 0240/4800, lr:2.5e-05 ∣ avg_100 : 32093.619444 ∣ critic_nllloss : 26138.159180 ∣ critic_ganloss : -159.035091 ∣ generator_nllloss : 5183.594727 ∣ generator_ganloss : 1064.890820 ∣     [  std_z : 1.00  real_sub_fake : 552.03 ]
[  epoch 0028/0040] 0250/4800, lr:2.5e-05 ∣ avg_100 : 32097.642650 ∣ critic_nllloss : 26146.043164 ∣ critic_ganloss : -171.529440 ∣ generator_nllloss : 5276.917188 ∣ generator_ganloss : 1080.335205 ∣     [  std_z : 1.00  real_sub_fake : 592.80 ]
[  epoch 0028/0040] 0260/4800, lr:2.5e-05 ∣ avg_100 : 32095.289000 ∣ critic_nllloss : 25908.802539 ∣ critic_ganloss : -148.543095 ∣ generator_nllloss : 5182.596875 ∣ generator_ganloss : 1092.392090 ∣     [  std_z : 1.00  real_sub_fake : 555.34 ]
[  epoch 0028/0040] 0270/4800, lr:2.5e-05 ∣ avg_100 : 32096.527756 ∣ critic_nllloss : 25879.220898 ∣ critic_ganloss : -129.661238 ∣ generator_nllloss : 5286.789062 ∣ generator_ganloss : 1077.356641 ∣     [  std_z : 0.99  real_sub_fake : 529.23 ]
[  epoch 0028/0040] 0280/4800, lr:2.5e-05 ∣ avg_100 : 32098.868067 ∣ critic_nllloss : 26106.073828 ∣ critic_ganloss : -148.708388 ∣ generator_nllloss : 5263.985352 ∣ generator_ganloss : 1073.044482 ∣     [  std_z : 0.99  real_sub_fake : 575.57 ]
[  epoch 0028/0040] 0290/4800, lr:2.5e-05 ∣ avg_100 : 32097.832680 ∣ critic_nllloss : 25841.485742 ∣ critic_ganloss : -134.379321 ∣ generator_nllloss : 5199.983789 ∣ generator_ganloss : 1096.737012 ∣     [  std_z : 0.99  real_sub_fake : 487.19 ]
[  epoch 0028/0040] 0300/4800, lr:2.5e-05 ∣ avg_100 : 32100.799018 ∣ critic_nllloss : 25926.358984 ∣ critic_ganloss : -120.697762 ∣ generator_nllloss : 5217.194336 ∣ generator_ganloss : 1092.315820 ∣     [  std_z : 1.00  real_sub_fake : 480.17 ]
[  epoch 0028/0040] 0310/4800, lr:2.5e-05 ∣ avg_100 : 32098.896076 ∣ critic_nllloss : 25691.857227 ∣ critic_ganloss : -181.227269 ∣ generator_nllloss : 5132.463086 ∣ generator_ganloss : 1073.132178 ∣     [  std_z : 0.99  real_sub_fake : 557.42 ]
[  epoch 0028/0040] 0320/4800, lr:2.5e-05 ∣ avg_100 : 32095.966463 ∣ critic_nllloss : 25786.732812 ∣ critic_ganloss : -179.043318 ∣ generator_nllloss : 5137.618359 ∣ generator_ganloss : 1076.672949 ∣     [  std_z : 0.99  real_sub_fake : 648.71 ]
[  epoch 0028/0040] 0330/4800, lr:2.5e-05 ∣ avg_100 : 32095.141497 ∣ critic_nllloss : 25886.983008 ∣ critic_ganloss : -128.746957 ∣ generator_nllloss : 5126.983008 ∣ generator_ganloss : 1084.957422 ∣     [  std_z : 0.98  real_sub_fake : 555.05 ]
[  epoch 0028/0040] 0340/4800, lr:2.5e-05 ∣ avg_100 : 32092.489264 ∣ critic_nllloss : 25765.338281 ∣ critic_ganloss : -126.973625 ∣ generator_nllloss : 5230.948242 ∣ generator_ganloss : 1076.352637 ∣     [  std_z : 0.99  real_sub_fake : 498.75 ]
[  epoch 0028/0040] 0350/4800, lr:2.5e-05 ∣ avg_100 : 32092.555514 ∣ critic_nllloss : 25917.588867 ∣ critic_ganloss : -161.584353 ∣ generator_nllloss : 5170.870313 ∣ generator_ganloss : 1095.178613 ∣     [  std_z : 1.00  real_sub_fake : 497.49 ]
[  epoch 0028/0040] 0360/4800, lr:2.5e-05 ∣ avg_100 : 32089.183362 ∣ critic_nllloss : 25747.221875 ∣ critic_ganloss : -128.098036 ∣ generator_nllloss : 5112.000977 ∣ generator_ganloss : 1087.393359 ∣     [  std_z : 1.01  real_sub_fake : 585.10 ]
[  epoch 0028/0040] 0370/4800, lr:2.5e-05 ∣ avg_100 : 32088.995425 ∣ critic_nllloss : 26024.215039 ∣ critic_ganloss : -123.115116 ∣ generator_nllloss : 5240.822070 ∣ generator_ganloss : 1091.116504 ∣     [  std_z : 1.00  real_sub_fake : 450.42 ]
[  epoch 0028/0040] 0380/4800, lr:2.5e-05 ∣ avg_100 : 32089.921270 ∣ critic_nllloss : 25978.430273 ∣ critic_ganloss : -145.086493 ∣ generator_nllloss : 5308.239453 ∣ generator_ganloss : 1080.753613 ∣     [  std_z : 0.98  real_sub_fake : 544.29 ]
[  epoch 0028/0040] 0390/4800, lr:2.5e-05 ∣ avg_100 : 32089.559863 ∣ critic_nllloss : 25927.778711 ∣ critic_ganloss : -140.181766 ∣ generator_nllloss : 5266.645508 ∣ generator_ganloss : 1083.317188 ∣     [  std_z : 0.98  real_sub_fake : 438.54 ]
[  epoch 0028/0040] 0400/4800, lr:2.5e-05 ∣ avg_100 : 32090.354912 ∣ critic_nllloss : 25991.711328 ∣ critic_ganloss : -101.920170 ∣ generator_nllloss : 5133.088086 ∣ generator_ganloss : 1066.631689 ∣     [  std_z : 0.99  real_sub_fake : 596.48 ]
[  epoch 0028/0040] 0410/4800, lr:2.5e-05 ∣ avg_100 : 32089.404473 ∣ critic_nllloss : 25993.418945 ∣ critic_ganloss : -135.863477 ∣ generator_nllloss : 5226.967578 ∣ generator_ganloss : 1093.183252 ∣     [  std_z : 1.00  real_sub_fake : 507.69 ]
[  epoch 0028/0040] 0420/4800, lr:2.5e-05 ∣ avg_100 : 32088.756319 ∣ critic_nllloss : 25909.952734 ∣ critic_ganloss : -181.334639 ∣ generator_nllloss : 5203.306250 ∣ generator_ganloss : 1068.885645 ∣     [  std_z : 1.00  real_sub_fake : 536.03 ]
[  epoch 0028/0040] 0430/4800, lr:2.5e-05 ∣ avg_100 : 32085.972840 ∣ critic_nllloss : 25644.495117 ∣ critic_ganloss : -99.667648 ∣ generator_nllloss : 5194.278711 ∣ generator_ganloss : 1090.810107 ∣  [  std_z : 1.00  real_sub_fake : 489.01 ]
[  epoch 0028/0040] 0440/4800, lr:2.5e-05 ∣ avg_100 : 32084.764286 ∣ critic_nllloss : 25947.586133 ∣ critic_ganloss : -173.002902 ∣ generator_nllloss : 5140.912500 ∣ generator_ganloss : 1066.888916 ∣     [  std_z : 0.99  real_sub_fake : 560.87 ]
[  epoch 0028/0040] 0450/4800, lr:2.5e-05 ∣ avg_100 : 32086.639937 ∣ critic_nllloss : 25920.094727 ∣ critic_ganloss : -122.202892 ∣ generator_nllloss : 5249.465430 ∣ generator_ganloss : 1070.463965 ∣     [  std_z : 0.99  real_sub_fake : 727.87 ]
[  epoch 0028/0040] 0460/4800, lr:2.5e-05 ∣ avg_100 : 32083.311559 ∣ critic_nllloss : 25821.971094 ∣ critic_ganloss : -151.481419 ∣ generator_nllloss : 5131.738867 ∣ generator_ganloss : 1082.839844 ∣     [  std_z : 0.98  real_sub_fake : 473.46 ]
[  epoch 0028/0040] 0470/4800, lr:2.5e-05 ∣ avg_100 : 32082.982830 ∣ critic_nllloss : 25845.195703 ∣ critic_ganloss : -120.891908 ∣ generator_nllloss : 5194.567187 ∣ generator_ganloss : 1072.212354 ∣     [  std_z : 1.00  real_sub_fake : 479.86 ]
[  epoch 0028/0040] 0480/4800, lr:2.5e-05 ∣ avg_100 : 32082.007834 ∣ critic_nllloss : 25846.543555 ∣ critic_ganloss : -118.271647 ∣ generator_nllloss : 5212.543164 ∣ generator_ganloss : 1083.341797 ∣     [  std_z : 1.00  real_sub_fake : 457.97 ]
[  epoch 0028/0040] 0490/4800, lr:2.5e-05 ∣ avg_100 : 32081.171754 ∣ critic_nllloss : 25953.877734 ∣ critic_ganloss : -146.301230 ∣ generator_nllloss : 5165.411719 ∣ generator_ganloss : 1082.820996 ∣     [  std_z : 1.01  real_sub_fake : 460.37 ]
[  epoch 0028/0040] 0500/4800, lr:2.5e-05 ∣ avg_100 : 32081.391511 ∣ critic_nllloss : 25862.505859 ∣ critic_ganloss : -170.798707 ∣ generator_nllloss : 5157.347266 ∣ generator_ganloss : 1081.346729 ∣     [  std_z : 1.00  real_sub_fake : 538.69 ]
[  epoch 0028/0040] 0510/4800, lr:2.5e-05 ∣ avg_100 : 32079.172456 ∣ critic_nllloss : 25856.066016 ∣ critic_ganloss : -119.070325 ∣ generator_nllloss : 5189.124805 ∣ generator_ganloss : 1102.488672 ∣     [  std_z : 0.99  real_sub_fake : 485.56 ]
[  epoch 0028/0040] 0520/4800, lr:2.5e-05 ∣ avg_100 : 32079.755039 ∣ critic_nllloss : 25910.496094 ∣ critic_ganloss : -115.110856 ∣ generator_nllloss : 5248.959570 ∣ generator_ganloss : 1091.782080 ∣     [  std_z : 0.98  real_sub_fake : 488.36 ]
[  epoch 0028/0040] 0530/4800, lr:2.5e-05 ∣ avg_100 : 32082.706278 ∣ critic_nllloss : 26086.607227 ∣ critic_ganloss : -130.599518 ∣ generator_nllloss : 5247.710156 ∣ generator_ganloss : 1089.008643 ∣     [  std_z : 0.99  real_sub_fake : 498.60 ]
[  epoch 0028/0040] 0540/4800, lr:2.5e-05 ∣ avg_100 : 32080.383674 ∣ critic_nllloss : 25960.702539 ∣ critic_ganloss : -173.837828 ∣ generator_nllloss : 5208.253320 ∣ generator_ganloss : 1075.568945 ∣     [  std_z : 1.01  real_sub_fake : 540.24 ]
[  epoch 0028/0040] 0550/4800, lr:2.5e-05 ∣ avg_100 : 32079.659213 ∣ critic_nllloss : 26005.035156 ∣ critic_ganloss : -176.931973 ∣ generator_nllloss : 5195.349219 ∣ generator_ganloss : 1067.564063 ∣     [  std_z : 1.01  real_sub_fake : 722.47 ]
[  epoch 0028/0040] 0560/4800, lr:2.5e-05 ∣ avg_100 : 32081.770330 ∣ critic_nllloss : 26028.380078 ∣ critic_ganloss : -112.345863 ∣ generator_nllloss : 5242.244141 ∣ generator_ganloss : 1103.171680 ∣     [  std_z : 0.99  real_sub_fake : 501.50 ]
[  epoch 0028/0040] 0570/4800, lr:2.5e-05 ∣ avg_100 : 32085.181827 ∣ critic_nllloss : 26035.127344 ∣ critic_ganloss : -135.900951 ∣ generator_nllloss : 5234.134961 ∣ generator_ganloss : 1068.998828 ∣     [  std_z : 0.99  real_sub_fake : 584.58 ]
[  epoch 0028/0040] 0580/4800, lr:2.5e-05 ∣ avg_100 : 32082.783204 ∣ critic_nllloss : 25845.200586 ∣ critic_ganloss : -181.021619 ∣ generator_nllloss : 5219.102539 ∣ generator_ganloss : 1060.596191 ∣     [  std_z : 0.98  real_sub_fake : 626.61 ]
[  epoch 0028/0040] 0590/4800, lr:2.5e-05 ∣ avg_100 : 32078.477905 ∣ critic_nllloss : 25824.503711 ∣ critic_ganloss : -139.984071 ∣ generator_nllloss : 5176.736133 ∣ generator_ganloss : 1079.106201 ∣     [  std_z : 0.99  real_sub_fake : 558.52 ]
[  epoch 0028/0040] 0600/4800, lr:2.5e-05 ∣ avg_100 : 32078.158646 ∣ critic_nllloss : 25945.974414 ∣ critic_ganloss : -120.881964 ∣ generator_nllloss : 5211.657812 ∣ generator_ganloss : 1099.129297 ∣     [  std_z : 1.00  real_sub_fake : 470.54 ]
[  epoch 0028/0040] 0610/4800, lr:2.5e-05 ∣ avg_100 : 32076.124495 ∣ critic_nllloss : 25776.453320 ∣ critic_ganloss : -136.631618 ∣ generator_nllloss : 5128.410937 ∣ generator_ganloss : 1085.278613 ∣     [  std_z : 1.00  real_sub_fake : 435.97 ]
[  epoch 0028/0040] 0620/4800, lr:2.5e-05 ∣ avg_100 : 32076.789663 ∣ critic_nllloss : 25887.075195 ∣ critic_ganloss : -115.374165 ∣ generator_nllloss : 5156.441797 ∣ generator_ganloss : 1093.250146 ∣     [  std_z : 1.00  real_sub_fake : 490.74 ]
[  epoch 0028/0040] 0630/4800, lr:2.5e-05 ∣ avg_100 : 32074.013901 ∣ critic_nllloss : 26000.963281 ∣ critic_ganloss : -137.945270 ∣ generator_nllloss : 5183.901172 ∣ generator_ganloss : 1093.764990 ∣     [  std_z : 0.99  real_sub_fake : 482.93 ]
[  epoch 0028/0040] 0640/4800, lr:2.5e-05 ∣ avg_100 : 32075.016216 ∣ critic_nllloss : 26128.054492 ∣ critic_ganloss : -203.381123 ∣ generator_nllloss : 5226.039453 ∣ generator_ganloss : 1071.252148 ∣     [  std_z : 0.98  real_sub_fake : 631.57 ]
[  epoch 0028/0040] 0650/4800, lr:2.5e-05 ∣ avg_100 : 32075.364835 ∣ critic_nllloss : 25910.941992 ∣ critic_ganloss : -145.729349 ∣ generator_nllloss : 5120.505859 ∣ generator_ganloss : 1067.863379 ∣     [  std_z : 0.99  real_sub_fake : 702.20 ]
[  epoch 0028/0040] 0660/4800, lr:2.5e-05 ∣ avg_100 : 32072.776839 ∣ critic_nllloss : 25983.827344 ∣ critic_ganloss : -186.817269 ∣ generator_nllloss : 5215.618359 ∣ generator_ganloss : 1085.467578 ∣     [  std_z : 1.00  real_sub_fake : 640.40 ]
[  epoch 0028/0040] 0670/4800, lr:2.5e-05 ∣ avg_100 : 32071.509575 ∣ critic_nllloss : 25975.378516 ∣ critic_ganloss : -180.699826 ∣ generator_nllloss : 5115.085938 ∣ generator_ganloss : 1081.866455 ∣     [  std_z : 1.00  real_sub_fake : 642.97 ]
[  epoch 0028/0040] 0680/4800, lr:2.5e-05 ∣ avg_100 : 32072.017302 ∣ critic_nllloss : 25858.930078 ∣ critic_ganloss : -142.158382 ∣ generator_nllloss : 5171.186133 ∣ generator_ganloss : 1080.679736 ∣     [  std_z : 1.00  real_sub_fake : 583.36 ]
[  epoch 0028/0040] 0690/4800, lr:2.5e-05 ∣ avg_100 : 32067.573782 ∣ critic_nllloss : 25757.197656 ∣ critic_ganloss : -150.841830 ∣ generator_nllloss : 5190.598242 ∣ generator_ganloss : 1078.881152 ∣     [  std_z : 0.99  real_sub_fake : 511.15 ]
[  epoch 0028/0040] 0700/4800, lr:2.5e-05 ∣ avg_100 : 32071.786052 ∣ critic_nllloss : 26151.174609 ∣ critic_ganloss : -109.344653 ∣ generator_nllloss : 5253.255859 ∣ generator_ganloss : 1088.115283 ∣     [  std_z : 0.99  real_sub_fake : 457.34 ]
[  epoch 0028/0040] 0710/4800, lr:2.5e-05 ∣ avg_100 : 32071.952770 ∣ critic_nllloss : 26040.220117 ∣ critic_ganloss : -132.611279 ∣ generator_nllloss : 5182.633789 ∣ generator_ganloss : 1091.132471 ∣     [  std_z : 0.99  real_sub_fake : 484.40 ]
[  epoch 0028/0040] 0720/4800, lr:2.5e-05 ∣ avg_100 : 32072.432924 ∣ critic_nllloss : 26119.684961 ∣ critic_ganloss : -145.852811 ∣ generator_nllloss : 5177.663281 ∣ generator_ganloss : 1099.782129 ∣     [  std_z : 0.99  real_sub_fake : 527.76 ]
[  epoch 0028/0040] 0730/4800, lr:2.5e-05 ∣ avg_100 : 32076.134075 ∣ critic_nllloss : 26163.644922 ∣ critic_ganloss : -154.381763 ∣ generator_nllloss : 5260.555078 ∣ generator_ganloss : 1099.812988 ∣     [  std_z : 1.00  real_sub_fake : 567.70 ]
[  epoch 0028/0040] 0740/4800, lr:2.5e-05 ∣ avg_100 : 32075.362948 ∣ critic_nllloss : 26188.085742 ∣ critic_ganloss : -176.939615 ∣ generator_nllloss : 5194.575000 ∣ generator_ganloss : 1093.410645 ∣     [  std_z : 1.00  real_sub_fake : 558.90 ]
[  epoch 0028/0040] 0750/4800, lr:2.5e-05 ∣ avg_100 : 32076.749343 ∣ critic_nllloss : 25812.880273 ∣ critic_ganloss : -164.403658 ∣ generator_nllloss : 5265.212109 ∣ generator_ganloss : 1096.552979 ∣     [  std_z : 0.99  real_sub_fake : 690.78 ]
[  epoch 0028/0040] 0760/4800, lr:2.5e-05 ∣ avg_100 : 32078.030132 ∣ critic_nllloss : 25918.220117 ∣ critic_ganloss : -123.402336 ∣ generator_nllloss : 5126.541406 ∣ generator_ganloss : 1093.892383 ∣     [  std_z : 0.99  real_sub_fake : 547.76 ]
[  epoch 0028/0040] 0770/4800, lr:2.5e-05 ∣ avg_100 : 32078.115091 ∣ critic_nllloss : 25925.980078 ∣ critic_ganloss : -96.691320 ∣ generator_nllloss : 5187.467773 ∣ generator_ganloss : 1100.001563 ∣  [  std_z : 0.99  real_sub_fake : 471.63 ]
[  epoch 0028/0040] 0780/4800, lr:2.5e-05 ∣ avg_100 : 32078.286849 ∣ critic_nllloss : 26002.932422 ∣ critic_ganloss : -164.934439 ∣ generator_nllloss : 5200.751953 ∣ generator_ganloss : 1078.712158 ∣     [  std_z : 1.00  real_sub_fake : 487.25 ]
[  epoch 0028/0040] 0790/4800, lr:2.5e-05 ∣ avg_100 : 32077.263776 ∣ critic_nllloss : 25918.855469 ∣ critic_ganloss : -175.433757 ∣ generator_nllloss : 5165.717578 ∣ generator_ganloss : 1066.911426 ∣     [  std_z : 0.99  real_sub_fake : 549.29 ]
[  epoch 0028/0040] 0800/4800, lr:2.5e-05 ∣ avg_100 : 32072.967378 ∣ critic_nllloss : 25784.521680 ∣ critic_ganloss : -188.361908 ∣ generator_nllloss : 5104.699609 ∣ generator_ganloss : 1086.397266 ∣     [  std_z : 0.99  real_sub_fake : 620.27 ]
[  epoch 0028/0040] 0810/4800, lr:2.5e-05 ∣ avg_100 : 32073.253326 ∣ critic_nllloss : 25899.356445 ∣ critic_ganloss : -147.849478 ∣ generator_nllloss : 5189.645703 ∣ generator_ganloss : 1104.019238 ∣     [  std_z : 1.00  real_sub_fake : 607.85 ]
[  epoch 0028/0040] 0820/4800, lr:2.5e-05 ∣ avg_100 : 32074.020652 ∣ critic_nllloss : 26004.145313 ∣ critic_ganloss : -98.920749 ∣ generator_nllloss : 5273.439062 ∣ generator_ganloss : 1082.042578 ∣  [  std_z : 1.01  real_sub_fake : 564.22 ]
[  epoch 0028/0040] 0830/4800, lr:2.5e-05 ∣ avg_100 : 32074.223698 ∣ critic_nllloss : 26083.055664 ∣ critic_ganloss : -115.288259 ∣ generator_nllloss : 5237.605664 ∣ generator_ganloss : 1112.647656 ∣     [  std_z : 1.00  real_sub_fake : 373.29 ]
[  epoch 0028/0040] 0840/4800, lr:2.5e-05 ∣ avg_100 : 32069.303456 ∣ critic_nllloss : 25932.442188 ∣ critic_ganloss : -125.980028 ∣ generator_nllloss : 5036.279297 ∣ generator_ganloss : 1098.078125 ∣     [  std_z : 0.99  real_sub_fake : 390.25 ]
[  epoch 0028/0040] 0850/4800, lr:2.5e-05 ∣ avg_100 : 32074.731029 ∣ critic_nllloss : 26184.618945 ∣ critic_ganloss : -149.881152 ∣ generator_nllloss : 5189.856250 ∣ generator_ganloss : 1058.523340 ∣     [  std_z : 0.98  real_sub_fake : 652.83 ]
[  epoch 0028/0040] 0860/4800, lr:2.5e-05 ∣ avg_100 : 32074.143113 ∣ critic_nllloss : 25834.720898 ∣ critic_ganloss : -180.158507 ∣ generator_nllloss : 5214.092969 ∣ generator_ganloss : 1086.491797 ∣     [  std_z : 0.99  real_sub_fake : 617.73 ]
[  epoch 0028/0040] 0870/4800, lr:2.5e-05 ∣ avg_100 : 32074.327418 ∣ critic_nllloss : 25981.283398 ∣ critic_ganloss : -135.486102 ∣ generator_nllloss : 5291.321680 ∣ generator_ganloss : 1098.128369 ∣     [  std_z : 1.00  real_sub_fake : 544.20 ]
[  epoch 0028/0040] 0880/4800, lr:2.5e-05 ∣ avg_100 : 32074.213698 ∣ critic_nllloss : 25992.028516 ∣ critic_ganloss : -159.550778 ∣ generator_nllloss : 5141.424609 ∣ generator_ganloss : 1083.645020 ∣     [  std_z : 0.99  real_sub_fake : 579.54 ]
[  epoch 0028/0040] 0890/4800, lr:2.5e-05 ∣ avg_100 : 32071.734325 ∣ critic_nllloss : 25968.468555 ∣ critic_ganloss : -186.757062 ∣ generator_nllloss : 5223.589453 ∣ generator_ganloss : 1104.556641 ∣     [  std_z : 0.99  real_sub_fake : 612.31 ]
[  epoch 0028/0040] 0900/4800, lr:2.5e-05 ∣ avg_100 : 32072.586624 ∣ critic_nllloss : 25976.746094 ∣ critic_ganloss : -107.016838 ∣ generator_nllloss : 5176.939062 ∣ generator_ganloss : 1112.166992 ∣     [  std_z : 0.99  real_sub_fake : 555.51 ]
[  epoch 0028/0040] 0910/4800, lr:2.5e-05 ∣ avg_100 : 32072.294133 ∣ critic_nllloss : 26015.231836 ∣ critic_ganloss : -43.745831 ∣ generator_nllloss : 5213.968359 ∣ generator_ganloss : 1120.829590 ∣  [  std_z : 0.99  real_sub_fake : 224.83 ]
[  epoch 0028/0040] 0920/4800, lr:2.5e-05 ∣ avg_100 : 32072.652422 ∣ critic_nllloss : 26093.868945 ∣ critic_ganloss : -63.652736 ∣ generator_nllloss : 5196.358984 ∣ generator_ganloss : 1108.595703 ∣  [  std_z : 0.99  real_sub_fake : 224.06 ]
[  epoch 0028/0040] 0930/4800, lr:2.5e-05 ∣ avg_100 : 32072.808237 ∣ critic_nllloss : 25915.253516 ∣ critic_ganloss : -120.500752 ∣ generator_nllloss : 5114.139844 ∣ generator_ganloss : 1071.493164 ∣     [  std_z : 0.99  real_sub_fake : 346.83 ]
[  epoch 0028/0040] 0940/4800, lr:2.5e-05 ∣ avg_100 : 32068.586192 ∣ critic_nllloss : 25711.751953 ∣ critic_ganloss : -123.308341 ∣ generator_nllloss : 5069.776953 ∣ generator_ganloss : 1071.245264 ∣     [  std_z : 0.99  real_sub_fake : 472.03 ]
[  epoch 0028/0040] 0950/4800, lr:2.5e-05 ∣ avg_100 : 32068.094410 ∣ critic_nllloss : 26005.359570 ∣ critic_ganloss : -149.036557 ∣ generator_nllloss : 5243.940039 ∣ generator_ganloss : 1086.037158 ∣     [  std_z : 1.00  real_sub_fake : 458.40 ]
[  epoch 0028/0040] 0960/4800, lr:2.5e-05 ∣ avg_100 : 32072.971440 ∣ critic_nllloss : 26065.252344 ∣ critic_ganloss : -144.512486 ∣ generator_nllloss : 5230.466211 ∣ generator_ganloss : 1078.636426 ∣     [  std_z : 1.00  real_sub_fake : 532.38 ]
[  epoch 0028/0040] 0970/4800, lr:2.5e-05 ∣ avg_100 : 32068.833049 ∣ critic_nllloss : 25731.850000 ∣ critic_ganloss : -155.578993 ∣ generator_nllloss : 5049.325977 ∣ generator_ganloss : 1088.503906 ∣     [  std_z : 0.99  real_sub_fake : 525.64 ]
[  epoch 0028/0040] 0980/4800, lr:2.5e-05 ∣ avg_100 : 32073.387991 ∣ critic_nllloss : 26159.722070 ∣ critic_ganloss : -150.300223 ∣ generator_nllloss : 5201.115625 ∣ generator_ganloss : 1097.787012 ∣     [  std_z : 0.99  real_sub_fake : 550.33 ]
[  epoch 0028/0040] 0990/4800, lr:2.5e-05 ∣ avg_100 : 32073.986005 ∣ critic_nllloss : 26080.080469 ∣ critic_ganloss : -156.448705 ∣ generator_nllloss : 5252.785352 ∣ generator_ganloss : 1096.810596 ∣     [  std_z : 1.00  real_sub_fake : 567.42 ]
[  epoch 0028/0040] 1000/4800, lr:2.5e-05 ∣ avg_100 : 32073.410793 ∣ critic_nllloss : 25911.914453 ∣ critic_ganloss : -89.679991 ∣ generator_nllloss : 5207.819336 ∣ generator_ganloss : 1099.181348 ∣  [  std_z : 1.00  real_sub_fake : 577.17 ]
[  epoch 0028/0040] 1010/4800, lr:2.5e-05 ∣ avg_100 : 32070.836963 ∣ critic_nllloss : 25779.641602 ∣ critic_ganloss : -137.607067 ∣ generator_nllloss : 5179.530273 ∣ generator_ganloss : 1089.751270 ∣     [  std_z : 1.00  real_sub_fake : 435.63 ]
[  epoch 0028/0040] 1020/4800, lr:2.5e-05 ∣ avg_100 : 32075.353449 ∣ critic_nllloss : 26155.950195 ∣ critic_ganloss : -184.912473 ∣ generator_nllloss : 5232.285742 ∣ generator_ganloss : 1050.873291 ∣     [  std_z : 1.00  real_sub_fake : 577.79 ]
[  epoch 0028/0040] 1030/4800, lr:2.5e-05 ∣ avg_100 : 32076.037188 ∣ critic_nllloss : 25898.441602 ∣ critic_ganloss : -151.973138 ∣ generator_nllloss : 5132.051172 ∣ generator_ganloss : 1079.733545 ∣     [  std_z : 0.99  real_sub_fake : 540.02 ]
[  epoch 0028/0040] 1040/4800, lr:2.5e-05 ∣ avg_100 : 32076.309357 ∣ critic_nllloss : 25865.377344 ∣ critic_ganloss : -92.386880 ∣ generator_nllloss : 5142.203516 ∣ generator_ganloss : 1093.014990 ∣  [  std_z : 0.99  real_sub_fake : 514.89 ]
[  epoch 0028/0040] 1050/4800, lr:2.5e-05 ∣ avg_100 : 32078.800402 ∣ critic_nllloss : 26142.091016 ∣ critic_ganloss : -139.311528 ∣ generator_nllloss : 5257.218750 ∣ generator_ganloss : 1106.475098 ∣     [  std_z : 0.99  real_sub_fake : 437.30 ]
[  epoch 0028/0040] 1060/4800, lr:2.5e-05 ∣ avg_100 : 32075.724950 ∣ critic_nllloss : 25863.241602 ∣ critic_ganloss : -136.899739 ∣ generator_nllloss : 5050.537695 ∣ generator_ganloss : 1098.937500 ∣     [  std_z : 0.99  real_sub_fake : 501.54 ]
[  epoch 0028/0040] 1070/4800, lr:2.5e-05 ∣ avg_100 : 32077.562984 ∣ critic_nllloss : 25870.022461 ∣ critic_ganloss : -121.886406 ∣ generator_nllloss : 5225.239258 ∣ generator_ganloss : 1104.852344 ∣     [  std_z : 1.00  real_sub_fake : 523.31 ]
[  epoch 0028/0040] 1080/4800, lr:2.5e-05 ∣ avg_100 : 32079.720716 ∣ critic_nllloss : 26043.058984 ∣ critic_ganloss : -151.064999 ∣ generator_nllloss : 5310.891602 ∣ generator_ganloss : 1095.056982 ∣     [  std_z : 1.00  real_sub_fake : 552.69 ]
[  epoch 0028/0040] 1090/4800, lr:2.5e-05 ∣ avg_100 : 32083.323661 ∣ critic_nllloss : 26042.554102 ∣ critic_ganloss : -154.711446 ∣ generator_nllloss : 5203.696289 ∣ generator_ganloss : 1080.935986 ∣     [  std_z : 1.00  real_sub_fake : 580.53 ]
[  epoch 0028/0040] 1100/4800, lr:2.5e-05 ∣ avg_100 : 32086.500368 ∣ critic_nllloss : 25970.413672 ∣ critic_ganloss : -57.109247 ∣ generator_nllloss : 5161.805469 ∣ generator_ganloss : 1118.022070 ∣  [  std_z : 0.98  real_sub_fake : 300.21 ]
[  epoch 0028/0040] 1110/4800, lr:2.5e-05 ∣ avg_100 : 32089.839327 ∣ critic_nllloss : 26159.779102 ∣ critic_ganloss : -76.849920 ∣ generator_nllloss : 5304.161328 ∣ generator_ganloss : 1116.037891 ∣  [  std_z : 0.98  real_sub_fake : 288.14 ]
[  epoch 0028/0040] 1120/4800, lr:2.5e-05 ∣ avg_100 : 32093.085230 ∣ critic_nllloss : 26081.831836 ∣ critic_ganloss : -101.900269 ∣ generator_nllloss : 5196.325586 ∣ generator_ganloss : 1077.369678 ∣     [  std_z : 0.98  real_sub_fake : 355.27 ]
[  epoch 0028/0040] 1130/4800, lr:2.5e-05 ∣ avg_100 : 32094.042427 ∣ critic_nllloss : 25864.887695 ∣ critic_ganloss : -98.697281 ∣ generator_nllloss : 5085.208594 ∣ generator_ganloss : 1061.817676 ∣  [  std_z : 1.00  real_sub_fake : 398.50 ]
[  epoch 0028/0040] 1140/4800, lr:2.5e-05 ∣ avg_100 : 32093.109671 ∣ critic_nllloss : 26004.496289 ∣ critic_ganloss : -133.913745 ∣ generator_nllloss : 5170.925586 ∣ generator_ganloss : 1081.302832 ∣     [  std_z : 1.01  real_sub_fake : 449.49 ]
[  epoch 0028/0040] 1150/4800, lr:2.5e-05 ∣ avg_100 : 32093.658285 ∣ critic_nllloss : 26106.363281 ∣ critic_ganloss : -148.404004 ∣ generator_nllloss : 5230.385156 ∣ generator_ganloss : 1068.022559 ∣     [  std_z : 1.00  real_sub_fake : 666.17 ]
[  epoch 0028/0040] 1160/4800, lr:2.5e-05 ∣ avg_100 : 32091.916880 ∣ critic_nllloss : 25828.902539 ∣ critic_ganloss : -66.902944 ∣ generator_nllloss : 5237.512500 ∣ generator_ganloss : 1116.167578 ∣  [  std_z : 0.98  real_sub_fake : 333.79 ]
[  epoch 0028/0040] 1170/4800, lr:2.5e-05 ∣ avg_100 : 32089.782563 ∣ critic_nllloss : 25928.249609 ∣ critic_ganloss : -127.265661 ∣ generator_nllloss : 5129.356836 ∣ generator_ganloss : 1085.867725 ∣     [  std_z : 0.97  real_sub_fake : 348.77 ]
[  epoch 0028/0040] 1180/4800, lr:2.5e-05 ∣ avg_100 : 32090.926788 ∣ critic_nllloss : 25842.627539 ∣ critic_ganloss : -138.441389 ∣ generator_nllloss : 5177.751953 ∣ generator_ganloss : 1063.243457 ∣     [  std_z : 0.99  real_sub_fake : 448.53 ]
[  epoch 0028/0040] 1190/4800, lr:2.5e-05 ∣ avg_100 : 32091.232661 ∣ critic_nllloss : 26082.465625 ∣ critic_ganloss : -171.455872 ∣ generator_nllloss : 5242.866992 ∣ generator_ganloss : 1072.516992 ∣     [  std_z : 1.00  real_sub_fake : 496.63 ]
[  epoch 0028/0040] 1200/4800, lr:2.5e-05 ∣ avg_100 : 32088.168068 ∣ critic_nllloss : 25756.809570 ∣ critic_ganloss : -199.179988 ∣ generator_nllloss : 5216.672266 ∣ generator_ganloss : 1065.218311 ∣     [  std_z : 1.00  real_sub_fake : 673.55 ]
[  epoch 0028/0040] 1210/4800, lr:2.5e-05 ∣ avg_100 : 32091.158444 ∣ critic_nllloss : 26144.689648 ∣ critic_ganloss : -158.585399 ∣ generator_nllloss : 5170.074805 ∣ generator_ganloss : 1103.946045 ∣     [  std_z : 1.00  real_sub_fake : 606.53 ]
[  epoch 0028/0040] 1220/4800, lr:2.5e-05 ∣ avg_100 : 32093.344538 ∣ critic_nllloss : 26054.581445 ∣ critic_ganloss : -158.672095 ∣ generator_nllloss : 5178.386719 ∣ generator_ganloss : 1111.069043 ∣     [  std_z : 0.99  real_sub_fake : 618.63 ]
[  epoch 0028/0040] 1230/4800, lr:2.5e-05 ∣ avg_100 : 32088.964467 ∣ critic_nllloss : 25813.940430 ∣ critic_ganloss : -219.053285 ∣ generator_nllloss : 5073.271875 ∣ generator_ganloss : 1087.798926 ∣     [  std_z : 0.99  real_sub_fake : 738.13 ]
[  epoch 0028/0040] 1240/4800, lr:2.5e-05 ∣ avg_100 : 32086.460101 ∣ critic_nllloss : 25907.482812 ∣ critic_ganloss : -144.953813 ∣ generator_nllloss : 5115.723047 ∣ generator_ganloss : 1098.921045 ∣     [  std_z : 1.00  real_sub_fake : 699.68 ]
[  epoch 0028/0040] 1250/4800, lr:2.5e-05 ∣ avg_100 : 32083.801090 ∣ critic_nllloss : 25856.414453 ∣ critic_ganloss : -87.331778 ∣ generator_nllloss : 5180.324609 ∣ generator_ganloss : 1116.457764 ∣  [  std_z : 1.00  real_sub_fake : 451.49 ]
[  epoch 0028/0040] 1260/4800, lr:2.5e-05 ∣ avg_100 : 32085.752962 ∣ critic_nllloss : 25999.184180 ∣ critic_ganloss : -93.425681 ∣ generator_nllloss : 5203.453516 ∣ generator_ganloss : 1121.223535 ∣  [  std_z : 1.00  real_sub_fake : 321.11 ]
[  epoch 0028/0040] 1270/4800, lr:2.5e-05 ∣ avg_100 : 32085.245812 ∣ critic_nllloss : 26001.819531 ∣ critic_ganloss : -150.352462 ∣ generator_nllloss : 5128.552734 ∣ generator_ganloss : 1082.970557 ∣     [  std_z : 0.99  real_sub_fake : 407.62 ]
[  epoch 0028/0040] 1280/4800, lr:2.5e-05 ∣ avg_100 : 32081.340170 ∣ critic_nllloss : 25907.107812 ∣ critic_ganloss : -170.529221 ∣ generator_nllloss : 5101.879883 ∣ generator_ganloss : 1065.372607 ∣     [  std_z : 0.99  real_sub_fake : 564.03 ]
[  epoch 0028/0040] 1290/4800, lr:2.5e-05 ∣ avg_100 : 32080.871901 ∣ critic_nllloss : 25812.978516 ∣ critic_ganloss : -126.136920 ∣ generator_nllloss : 5175.399219 ∣ generator_ganloss : 1094.759473 ∣     [  std_z : 0.99  real_sub_fake : 536.86 ]
[  epoch 0028/0040] 1300/4800, lr:2.5e-05 ∣ avg_100 : 32082.889809 ∣ critic_nllloss : 26147.971484 ∣ critic_ganloss : -150.013457 ∣ generator_nllloss : 5243.638477 ∣ generator_ganloss : 1075.365674 ∣     [  std_z : 1.00  real_sub_fake : 540.58 ]
[  epoch 0028/0040] 1310/4800, lr:2.5e-05 ∣ avg_100 : 32086.507594 ∣ critic_nllloss : 25842.500977 ∣ critic_ganloss : -106.217622 ∣ generator_nllloss : 5248.509375 ∣ generator_ganloss : 1093.211084 ∣     [  std_z : 0.99  real_sub_fake : 510.94 ]
[  epoch 0028/0040] 1320/4800, lr:2.5e-05 ∣ avg_100 : 32089.840054 ∣ critic_nllloss : 25996.884961 ∣ critic_ganloss : -115.602896 ∣ generator_nllloss : 5175.195312 ∣ generator_ganloss : 1098.749414 ∣     [  std_z : 0.99  real_sub_fake : 446.09 ]
[  epoch 0028/0040] 1330/4800, lr:2.5e-05 ∣ avg_100 : 32090.743397 ∣ critic_nllloss : 25941.467578 ∣ critic_ganloss : -138.974196 ∣ generator_nllloss : 5171.451172 ∣ generator_ganloss : 1086.566211 ∣     [  std_z : 0.99  real_sub_fake : 473.92 ]
[  epoch 0028/0040] 1340/4800, lr:2.5e-05 ∣ avg_100 : 32093.148975 ∣ critic_nllloss : 26045.850000 ∣ critic_ganloss : -163.461996 ∣ generator_nllloss : 5213.426562 ∣ generator_ganloss : 1090.408789 ∣     [  std_z : 0.99  real_sub_fake : 498.99 ]
[  epoch 0028/0040] 1350/4800, lr:2.5e-05 ∣ avg_100 : 32093.888201 ∣ critic_nllloss : 25893.003906 ∣ critic_ganloss : -103.645186 ∣ generator_nllloss : 5213.648633 ∣ generator_ganloss : 1092.968652 ∣     [  std_z : 1.00  real_sub_fake : 484.93 ]
[  epoch 0028/0040] 1360/4800, lr:2.5e-05 ∣ avg_100 : 32096.090576 ∣ critic_nllloss : 25863.111133 ∣ critic_ganloss : -121.300994 ∣ generator_nllloss : 5217.743945 ∣ generator_ganloss : 1079.201562 ∣     [  std_z : 1.00  real_sub_fake : 500.28 ]
[  epoch 0028/0040] 1370/4800, lr:2.5e-05 ∣ avg_100 : 32095.711320 ∣ critic_nllloss : 25974.710742 ∣ critic_ganloss : -139.762727 ∣ generator_nllloss : 5265.888672 ∣ generator_ganloss : 1094.276270 ∣     [  std_z : 0.99  real_sub_fake : 500.90 ]
[  epoch 0028/0040] 1380/4800, lr:2.5e-05 ∣ avg_100 : 32097.382331 ∣ critic_nllloss : 26185.572070 ∣ critic_ganloss : -96.186654 ∣ generator_nllloss : 5198.646289 ∣ generator_ganloss : 1101.406152 ∣  [  std_z : 0.99  real_sub_fake : 492.54 ]
[  epoch 0028/0040] 1390/4800, lr:2.5e-05 ∣ avg_100 : 32098.306735 ∣ critic_nllloss : 26058.531641 ∣ critic_ganloss : -126.764565 ∣ generator_nllloss : 5201.845312 ∣ generator_ganloss : 1096.387744 ∣     [  std_z : 1.00  real_sub_fake : 431.94 ]
[  epoch 0028/0040] 1400/4800, lr:2.5e-05 ∣ avg_100 : 32097.859158 ∣ critic_nllloss : 25897.922656 ∣ critic_ganloss : -141.627879 ∣ generator_nllloss : 5206.921875 ∣ generator_ganloss : 1081.536523 ∣     [  std_z : 1.00  real_sub_fake : 463.25 ]
[  epoch 0028/0040] 1410/4800, lr:2.5e-05 ∣ avg_100 : 32098.013951 ∣ critic_nllloss : 26032.823242 ∣ critic_ganloss : -142.424760 ∣ generator_nllloss : 5201.886133 ∣ generator_ganloss : 1100.900977 ∣     [  std_z : 0.99  real_sub_fake : 584.63 ]
[  epoch 0028/0040] 1420/4800, lr:2.5e-05 ∣ avg_100 : 32097.700260 ∣ critic_nllloss : 25854.119141 ∣ critic_ganloss : -140.940265 ∣ generator_nllloss : 5166.566992 ∣ generator_ganloss : 1089.695068 ∣     [  std_z : 0.99  real_sub_fake : 542.10 ]
[  epoch 0028/0040] 1430/4800, lr:2.5e-05 ∣ avg_100 : 32102.986653 ∣ critic_nllloss : 26118.011719 ∣ critic_ganloss : -102.220329 ∣ generator_nllloss : 5250.243359 ∣ generator_ganloss : 1092.520801 ∣     [  std_z : 0.99  real_sub_fake : 538.50 ]
[  epoch 0028/0040] 1440/4800, lr:2.5e-05 ∣ avg_100 : 32105.070622 ∣ critic_nllloss : 25993.402148 ∣ critic_ganloss : -134.515434 ∣ generator_nllloss : 5247.321875 ∣ generator_ganloss : 1084.572949 ∣     [  std_z : 1.00  real_sub_fake : 460.47 ]
[  epoch 0028/0040] 1450/4800, lr:2.5e-05 ∣ avg_100 : 32102.822392 ∣ critic_nllloss : 25855.258789 ∣ critic_ganloss : -126.169565 ∣ generator_nllloss : 5082.265234 ∣ generator_ganloss : 1081.643750 ∣     [  std_z : 1.00  real_sub_fake : 462.23 ]
[  epoch 0028/0040] 1460/4800, lr:2.5e-05 ∣ avg_100 : 32105.494176 ∣ critic_nllloss : 26010.478125 ∣ critic_ganloss : -142.806647 ∣ generator_nllloss : 5188.865039 ∣ generator_ganloss : 1095.710352 ∣     [  std_z : 1.00  real_sub_fake : 462.55 ]
[  epoch 0028/0040] 1470/4800, lr:2.5e-05 ∣ avg_100 : 32105.631659 ∣ critic_nllloss : 25921.694727 ∣ critic_ganloss : -130.774556 ∣ generator_nllloss : 5123.272070 ∣ generator_ganloss : 1090.639404 ∣     [  std_z : 0.99  real_sub_fake : 505.54 ]
[  epoch 0028/0040] 1480/4800, lr:2.5e-05 ∣ avg_100 : 32103.516957 ∣ critic_nllloss : 25628.030273 ∣ critic_ganloss : -145.464746 ∣ generator_nllloss : 5224.268555 ∣ generator_ganloss : 1105.852588 ∣     [  std_z : 0.99  real_sub_fake : 442.03 ]
[  epoch 0028/0040] 1490/4800, lr:2.5e-05 ∣ avg_100 : 32102.822007 ∣ critic_nllloss : 25921.131641 ∣ critic_ganloss : -147.789404 ∣ generator_nllloss : 5125.244531 ∣ generator_ganloss : 1087.727393 ∣     [  std_z : 1.00  real_sub_fake : 598.04 ]
[  epoch 0028/0040] 1500/4800, lr:2.5e-05 ∣ avg_100 : 32105.063478 ∣ critic_nllloss : 25996.142969 ∣ critic_ganloss : -161.772699 ∣ generator_nllloss : 5219.603125 ∣ generator_ganloss : 1100.574902 ∣     [  std_z : 1.01  real_sub_fake : 533.17 ]
[  epoch 0028/0040] 1510/4800, lr:2.5e-05 ∣ avg_100 : 32105.354091 ∣ critic_nllloss : 25964.641797 ∣ critic_ganloss : -140.569981 ∣ generator_nllloss : 5145.905859 ∣ generator_ganloss : 1087.692773 ∣     [  std_z : 1.00  real_sub_fake : 538.10 ]
[  epoch 0028/0040] 1520/4800, lr:2.5e-05 ∣ avg_100 : 32101.845077 ∣ critic_nllloss : 25715.407422 ∣ critic_ganloss : -135.245135 ∣ generator_nllloss : 5109.991211 ∣ generator_ganloss : 1095.071924 ∣     [  std_z : 0.99  real_sub_fake : 483.95 ]
[  epoch 0028/0040] 1530/4800, lr:2.5e-05 ∣ avg_100 : 32101.044859 ∣ critic_nllloss : 26082.828125 ∣ critic_ganloss : -161.378940 ∣ generator_nllloss : 5198.310742 ∣ generator_ganloss : 1092.944824 ∣     [  std_z : 0.98  real_sub_fake : 649.00 ]
[  epoch 0028/0040] 1540/4800, lr:2.5e-05 ∣ avg_100 : 32100.583320 ∣ critic_nllloss : 25901.267969 ∣ critic_ganloss : -209.537062 ∣ generator_nllloss : 5230.690820 ∣ generator_ganloss : 1102.111328 ∣     [  std_z : 0.98  real_sub_fake : 625.22 ]
[  epoch 0028/0040] 1550/4800, lr:2.5e-05 ∣ avg_100 : 32101.674844 ∣ critic_nllloss : 25940.966016 ∣ critic_ganloss : -98.737127 ∣ generator_nllloss : 5218.445703 ∣ generator_ganloss : 1139.494336 ∣  [  std_z : 0.99  real_sub_fake : 448.14 ]
[  epoch 0028/0040] 1560/4800, lr:2.5e-05 ∣ avg_100 : 32098.589481 ∣ critic_nllloss : 25869.179492 ∣ critic_ganloss : -156.116100 ∣ generator_nllloss : 5150.885352 ∣ generator_ganloss : 1088.964941 ∣     [  std_z : 1.00  real_sub_fake : 542.76 ]
[  epoch 0028/0040] 1570/4800, lr:2.5e-05 ∣ avg_100 : 32098.994135 ∣ critic_nllloss : 26045.928711 ∣ critic_ganloss : -106.661845 ∣ generator_nllloss : 5182.511719 ∣ generator_ganloss : 1121.046973 ∣     [  std_z : 1.00  real_sub_fake : 546.17 ]
[  epoch 0028/0040] 1580/4800, lr:2.5e-05 ∣ avg_100 : 32098.908787 ∣ critic_nllloss : 25795.975195 ∣ critic_ganloss : -92.784278 ∣ generator_nllloss : 5113.753516 ∣ generator_ganloss : 1118.398535 ∣  [  std_z : 0.99  real_sub_fake : 342.20 ]
[  epoch 0028/0040] 1590/4800, lr:2.5e-05 ∣ avg_100 : 32103.345039 ∣ critic_nllloss : 26073.304688 ∣ critic_ganloss : -86.407718 ∣ generator_nllloss : 5298.241016 ∣ generator_ganloss : 1098.849121 ∣  [  std_z : 0.99  real_sub_fake : 379.91 ]
[  epoch 0028/0040] 1600/4800, lr:2.5e-05 ∣ avg_100 : 32105.542803 ∣ critic_nllloss : 26187.561914 ∣ critic_ganloss : -175.766507 ∣ generator_nllloss : 5265.029102 ∣ generator_ganloss : 1078.831445 ∣     [  std_z : 0.99  real_sub_fake : 530.89 ]
[  epoch 0028/0040] 1610/4800, lr:2.5e-05 ∣ avg_100 : 32106.410970 ∣ critic_nllloss : 25787.847070 ∣ critic_ganloss : -133.269624 ∣ generator_nllloss : 5196.852148 ∣ generator_ganloss : 1088.898438 ∣     [  std_z : 1.00  real_sub_fake : 496.59 ]
[  epoch 0028/0040] 1620/4800, lr:2.5e-05 ∣ avg_100 : 32105.943310 ∣ critic_nllloss : 25879.781445 ∣ critic_ganloss : -140.401603 ∣ generator_nllloss : 5148.377930 ∣ generator_ganloss : 1086.869141 ∣     [  std_z : 1.00  real_sub_fake : 467.16 ]
[  epoch 0028/0040] 1630/4800, lr:2.5e-05 ∣ avg_100 : 32105.692574 ∣ critic_nllloss : 25972.141016 ∣ critic_ganloss : -144.158258 ∣ generator_nllloss : 5192.540820 ∣ generator_ganloss : 1095.087012 ∣     [  std_z : 1.00  real_sub_fake : 613.26 ]
[  epoch 0028/0040] 1640/4800, lr:2.5e-05 ∣ avg_100 : 32102.253192 ∣ critic_nllloss : 25750.801172 ∣ critic_ganloss : -124.241585 ∣ generator_nllloss : 5157.940234 ∣ generator_ganloss : 1093.526904 ∣     [  std_z : 1.00  real_sub_fake : 534.72 ]
[  epoch 0028/0040] 1650/4800, lr:2.5e-05 ∣ avg_100 : 32104.364387 ∣ critic_nllloss : 25931.039258 ∣ critic_ganloss : -65.050215 ∣ generator_nllloss : 5201.395703 ∣ generator_ganloss : 1097.316650 ∣  [  std_z : 1.00  real_sub_fake : 474.84 ]
[  epoch 0028/0040] 1660/4800, lr:2.5e-05 ∣ avg_100 : 32106.666058 ∣ critic_nllloss : 26133.773633 ∣ critic_ganloss : -123.374303 ∣ generator_nllloss : 5229.238281 ∣ generator_ganloss : 1088.625537 ∣     [  std_z : 0.99  real_sub_fake : 431.18 ]
[  epoch 0028/0040] 1670/4800, lr:2.5e-05 ∣ avg_100 : 32107.314224 ∣ critic_nllloss : 26014.877344 ∣ critic_ganloss : -159.918325 ∣ generator_nllloss : 5112.413086 ∣ generator_ganloss : 1089.075586 ∣     [  std_z : 0.99  real_sub_fake : 482.69 ]
[  epoch 0028/0040] 1680/4800, lr:2.5e-05 ∣ avg_100 : 32105.565710 ∣ critic_nllloss : 25725.669922 ∣ critic_ganloss : -196.011938 ∣ generator_nllloss : 5189.029297 ∣ generator_ganloss : 1075.098877 ∣     [  std_z : 0.99  real_sub_fake : 601.69 ]
[  epoch 0028/0040] 1690/4800, lr:2.5e-05 ∣ avg_100 : 32107.947920 ∣ critic_nllloss : 25963.057031 ∣ critic_ganloss : -141.440585 ∣ generator_nllloss : 5195.696875 ∣ generator_ganloss : 1096.742871 ∣     [  std_z : 1.00  real_sub_fake : 632.54 ]
[  epoch 0028/0040] 1700/4800, lr:2.5e-05 ∣ avg_100 : 32106.164324 ∣ critic_nllloss : 26149.028906 ∣ critic_ganloss : -174.148991 ∣ generator_nllloss : 5144.008398 ∣ generator_ganloss : 1085.953174 ∣     [  std_z : 1.00  real_sub_fake : 617.08 ]
[  epoch 0028/0040] 1710/4800, lr:2.5e-05 ∣ avg_100 : 32105.805514 ∣ critic_nllloss : 26053.595117 ∣ critic_ganloss : -117.325284 ∣ generator_nllloss : 5098.337891 ∣ generator_ganloss : 1110.886377 ∣     [  std_z : 0.99  real_sub_fake : 541.01 ]
[  epoch 0028/0040] 1720/4800, lr:2.5e-05 ∣ avg_100 : 32105.187636 ∣ critic_nllloss : 25957.003125 ∣ critic_ganloss : -115.860857 ∣ generator_nllloss : 5244.324609 ∣ generator_ganloss : 1104.022949 ∣     [  std_z : 0.99  real_sub_fake : 469.64 ]
[  epoch 0028/0040] 1730/4800, lr:2.5e-05 ∣ avg_100 : 32100.461744 ∣ critic_nllloss : 25789.181055 ∣ critic_ganloss : -141.524297 ∣ generator_nllloss : 5141.909766 ∣ generator_ganloss : 1107.475488 ∣     [  std_z : 1.00  real_sub_fake : 491.84 ]
[  epoch 0028/0040] 1740/4800, lr:2.5e-05 ∣ avg_100 : 32098.124945 ∣ critic_nllloss : 25955.483984 ∣ critic_ganloss : -131.031392 ∣ generator_nllloss : 5159.116992 ∣ generator_ganloss : 1081.882227 ∣     [  std_z : 1.00  real_sub_fake : 597.99 ]
[  epoch 0028/0040] 1750/4800, lr:2.5e-05 ∣ avg_100 : 32097.487289 ∣ critic_nllloss : 25933.568945 ∣ critic_ganloss : -151.404468 ∣ generator_nllloss : 5092.882617 ∣ generator_ganloss : 1071.429004 ∣     [  std_z : 1.00  real_sub_fake : 648.20 ]
[  epoch 0028/0040] 1760/4800, lr:2.5e-05 ∣ avg_100 : 32099.598559 ∣ critic_nllloss : 26085.421875 ∣ critic_ganloss : -198.118558 ∣ generator_nllloss : 5272.718945 ∣ generator_ganloss : 1066.356348 ∣     [  std_z : 0.99  real_sub_fake : 634.25 ]
[  epoch 0028/0040] 1770/4800, lr:2.5e-05 ∣ avg_100 : 32099.943671 ∣ critic_nllloss : 26037.689453 ∣ critic_ganloss : -138.001462 ∣ generator_nllloss : 5168.796094 ∣ generator_ganloss : 1082.785254 ∣     [  std_z : 0.99  real_sub_fake : 524.87 ]
[  epoch 0028/0040] 1780/4800, lr:2.5e-05 ∣ avg_100 : 32099.712834 ∣ critic_nllloss : 25956.984766 ∣ critic_ganloss : -110.865763 ∣ generator_nllloss : 5169.861328 ∣ generator_ganloss : 1078.397998 ∣     [  std_z : 0.99  real_sub_fake : 517.28 ]
[  epoch 0028/0040] 1790/4800, lr:2.5e-05 ∣ avg_100 : 32099.931268 ∣ critic_nllloss : 25865.446680 ∣ critic_ganloss : -138.667601 ∣ generator_nllloss : 5190.479297 ∣ generator_ganloss : 1080.635742 ∣     [  std_z : 0.99  real_sub_fake : 465.48 ]
[  epoch 0028/0040] 1800/4800, lr:2.5e-05 ∣ avg_100 : 32101.835275 ∣ critic_nllloss : 25963.131445 ∣ critic_ganloss : -159.291307 ∣ generator_nllloss : 5103.026758 ∣ generator_ganloss : 1070.790479 ∣     [  std_z : 1.00  real_sub_fake : 552.36 ]
[  epoch 0028/0040] 1810/4800, lr:2.5e-05 ∣ avg_100 : 32102.390834 ∣ critic_nllloss : 26052.103320 ∣ critic_ganloss : -176.865184 ∣ generator_nllloss : 5149.825195 ∣ generator_ganloss : 1075.664502 ∣     [  std_z : 1.00  real_sub_fake : 588.23 ]
[  epoch 0028/0040] 1820/4800, lr:2.5e-05 ∣ avg_100 : 32098.373357 ∣ critic_nllloss : 25844.481055 ∣ critic_ganloss : -184.903137 ∣ generator_nllloss : 5114.028516 ∣ generator_ganloss : 1085.352051 ∣     [  std_z : 0.99  real_sub_fake : 591.71 ]
[  epoch 0028/0040] 1830/4800, lr:2.5e-05 ∣ avg_100 : 32098.445344 ∣ critic_nllloss : 26180.733594 ∣ critic_ganloss : -135.820645 ∣ generator_nllloss : 5190.529688 ∣ generator_ganloss : 1089.776758 ∣     [  std_z : 0.99  real_sub_fake : 626.76 ]
[  epoch 0028/0040] 1840/4800, lr:2.5e-05 ∣ avg_100 : 32101.956520 ∣ critic_nllloss : 26095.786914 ∣ critic_ganloss : -164.550182 ∣ generator_nllloss : 5257.461719 ∣ generator_ganloss : 1103.238770 ∣     [  std_z : 0.99  real_sub_fake : 525.05 ]
[  epoch 0028/0040] 1850/4800, lr:2.5e-05 ∣ avg_100 : 32101.068583 ∣ critic_nllloss : 25961.704102 ∣ critic_ganloss : -42.100671 ∣ generator_nllloss : 5159.631055 ∣ generator_ganloss : 1115.089160 ∣  [  std_z : 0.99  real_sub_fake : 405.50 ]
[  epoch 0028/0040] 1860/4800, lr:2.5e-05 ∣ avg_100 : 32103.359464 ∣ critic_nllloss : 25882.193359 ∣ critic_ganloss : -29.002990 ∣ generator_nllloss : 5181.043945 ∣ generator_ganloss : 1150.000928 ∣  [  std_z : 1.00  real_sub_fake : 131.23 ]
[  epoch 0028/0040] 1870/4800, lr:2.5e-05 ∣ avg_100 : 32103.623003 ∣ critic_nllloss : 25954.458008 ∣ critic_ganloss : -40.679613 ∣ generator_nllloss : 5206.122266 ∣ generator_ganloss : 1141.700586 ∣  [  std_z : 1.00  real_sub_fake : 129.76 ]
[  epoch 0028/0040] 1880/4800, lr:2.5e-05 ∣ avg_100 : 32106.041419 ∣ critic_nllloss : 26018.071289 ∣ critic_ganloss : -49.583488 ∣ generator_nllloss : 5199.195703 ∣ generator_ganloss : 1131.705469 ∣  [  std_z : 0.99  real_sub_fake : 140.22 ]
[  epoch 0028/0040] 1890/4800, lr:2.5e-05 ∣ avg_100 : 32108.098234 ∣ critic_nllloss : 26070.992383 ∣ critic_ganloss : -71.200731 ∣ generator_nllloss : 5199.757617 ∣ generator_ganloss : 1115.989893 ∣  [  std_z : 0.99  real_sub_fake : 201.29 ]
[  epoch 0028/0040] 1900/4800, lr:2.5e-05 ∣ avg_100 : 32106.876583 ∣ critic_nllloss : 25863.290430 ∣ critic_ganloss : -114.254331 ∣ generator_nllloss : 5199.353711 ∣ generator_ganloss : 1088.280322 ∣     [  std_z : 0.99  real_sub_fake : 349.16 ]
[  epoch 0028/0040] 1910/4800, lr:2.5e-05 ∣ avg_100 : 32103.127377 ∣ critic_nllloss : 25814.372461 ∣ critic_ganloss : -169.425646 ∣ generator_nllloss : 5217.406641 ∣ generator_ganloss : 1069.009912 ∣     [  std_z : 1.00  real_sub_fake : 526.31 ]
[  epoch 0028/0040] 1920/4800, lr:2.5e-05 ∣ avg_100 : 32100.168860 ∣ critic_nllloss : 25949.910938 ∣ critic_ganloss : -144.148248 ∣ generator_nllloss : 5140.719531 ∣ generator_ganloss : 1092.837012 ∣     [  std_z : 1.00  real_sub_fake : 577.15 ]
[  epoch 0028/0040] 1930/4800, lr:2.5e-05 ∣ avg_100 : 32099.553206 ∣ critic_nllloss : 25815.811914 ∣ critic_ganloss : -141.398824 ∣ generator_nllloss : 5146.063672 ∣ generator_ganloss : 1098.343604 ∣     [  std_z : 1.00  real_sub_fake : 485.77 ]
[  epoch 0028/0040] 1940/4800, lr:2.5e-05 ∣ avg_100 : 32101.063007 ∣ critic_nllloss : 25869.165820 ∣ critic_ganloss : -179.720367 ∣ generator_nllloss : 5109.390234 ∣ generator_ganloss : 1081.610205 ∣     [  std_z : 0.99  real_sub_fake : 539.20 ]
[  epoch 0028/0040] 1950/4800, lr:2.5e-05 ∣ avg_100 : 32100.570798 ∣ critic_nllloss : 25929.451562 ∣ critic_ganloss : -169.938054 ∣ generator_nllloss : 5292.447852 ∣ generator_ganloss : 1085.117969 ∣     [  std_z : 0.99  real_sub_fake : 695.36 ]
[  epoch 0028/0040] 1960/4800, lr:2.5e-05 ∣ avg_100 : 32100.431032 ∣ critic_nllloss : 26096.957422 ∣ critic_ganloss : -123.922879 ∣ generator_nllloss : 5151.593555 ∣ generator_ganloss : 1091.237842 ∣     [  std_z : 1.00  real_sub_fake : 597.28 ]
[  epoch 0028/0040] 1970/4800, lr:2.5e-05 ∣ avg_100 : 32102.523666 ∣ critic_nllloss : 25816.642188 ∣ critic_ganloss : -126.856586 ∣ generator_nllloss : 5161.525000 ∣ generator_ganloss : 1072.053613 ∣     [  std_z : 1.00  real_sub_fake : 487.50 ]
[  epoch 0028/0040] 1980/4800, lr:2.5e-05 ∣ avg_100 : 32101.388688 ∣ critic_nllloss : 26014.526562 ∣ critic_ganloss : -153.583995 ∣ generator_nllloss : 5264.238281 ∣ generator_ganloss : 1069.645898 ∣     [  std_z : 0.99  real_sub_fake : 502.47 ]
[  epoch 0028/0040] 1990/4800, lr:2.5e-05 ∣ avg_100 : 32098.062925 ∣ critic_nllloss : 25920.208984 ∣ critic_ganloss : -169.165579 ∣ generator_nllloss : 5110.266406 ∣ generator_ganloss : 1079.341602 ∣     [  std_z : 0.99  real_sub_fake : 561.21 ]
[  epoch 0028/0040] 2000/4800, lr:2.5e-05 ∣ avg_100 : 32097.790395 ∣ critic_nllloss : 26002.318945 ∣ critic_ganloss : -165.804810 ∣ generator_nllloss : 5185.386328 ∣ generator_ganloss : 1080.081641 ∣     [  std_z : 1.00  real_sub_fake : 659.50 ]
[  epoch 0028/0040] 2010/4800, lr:2.5e-05 ∣ avg_100 : 32096.494854 ∣ critic_nllloss : 25686.640234 ∣ critic_ganloss : -114.433917 ∣ generator_nllloss : 5116.423437 ∣ generator_ganloss : 1093.132227 ∣     [  std_z : 0.99  real_sub_fake : 536.52 ]
[  epoch 0028/0040] 2020/4800, lr:2.5e-05 ∣ avg_100 : 32095.524680 ∣ critic_nllloss : 26120.211328 ∣ critic_ganloss : -174.331027 ∣ generator_nllloss : 5134.596680 ∣ generator_ganloss : 1076.702393 ∣     [  std_z : 1.00  real_sub_fake : 585.88 ]
[  epoch 0028/0040] 2030/4800, lr:2.5e-05 ∣ avg_100 : 32097.195119 ∣ critic_nllloss : 26060.258008 ∣ critic_ganloss : -170.053389 ∣ generator_nllloss : 5147.860352 ∣ generator_ganloss : 1087.232129 ∣     [  std_z : 0.99  real_sub_fake : 646.28 ]
[  epoch 0028/0040] 2040/4800, lr:2.5e-05 ∣ avg_100 : 32098.113804 ∣ critic_nllloss : 26103.943164 ∣ critic_ganloss : -184.988286 ∣ generator_nllloss : 5089.213086 ∣ generator_ganloss : 1091.909521 ∣     [  std_z : 0.99  real_sub_fake : 643.54 ]
[  epoch 0028/0040] 2050/4800, lr:2.5e-05 ∣ avg_100 : 32092.105155 ∣ critic_nllloss : 25729.930859 ∣ critic_ganloss : -191.622174 ∣ generator_nllloss : 5136.764453 ∣ generator_ganloss : 1090.535303 ∣     [  std_z : 1.00  real_sub_fake : 670.50 ]
[  epoch 0028/0040] 2060/4800, lr:2.5e-05 ∣ avg_100 : 32095.415007 ∣ critic_nllloss : 25978.252930 ∣ critic_ganloss : -108.692427 ∣ generator_nllloss : 5252.729102 ∣ generator_ganloss : 1084.512646 ∣     [  std_z : 0.99  real_sub_fake : 613.17 ]
[  epoch 0028/0040] 2070/4800, lr:2.5e-05 ∣ avg_100 : 32095.195074 ∣ critic_nllloss : 25837.525781 ∣ critic_ganloss : -81.502108 ∣ generator_nllloss : 5201.432422 ∣ generator_ganloss : 1098.778223 ∣  [  std_z : 0.99  real_sub_fake : 297.33 ]
[  epoch 0028/0040] 2080/4800, lr:2.5e-05 ∣ avg_100 : 32093.096057 ∣ critic_nllloss : 25963.340039 ∣ critic_ganloss : -131.248806 ∣ generator_nllloss : 5187.795117 ∣ generator_ganloss : 1068.154541 ∣     [  std_z : 0.99  real_sub_fake : 404.08 ]
[  epoch 0028/0040] 2090/4800, lr:2.5e-05 ∣ avg_100 : 32092.709105 ∣ critic_nllloss : 25926.763672 ∣ critic_ganloss : -106.741285 ∣ generator_nllloss : 5251.478906 ∣ generator_ganloss : 1062.278369 ∣     [  std_z : 1.00  real_sub_fake : 459.49 ]
[  epoch 0028/0040] 2100/4800, lr:2.5e-05 ∣ avg_100 : 32090.308791 ∣ critic_nllloss : 25832.422266 ∣ critic_ganloss : -143.221070 ∣ generator_nllloss : 5194.101172 ∣ generator_ganloss : 1069.798193 ∣     [  std_z : 1.00  real_sub_fake : 483.30 ]
[  epoch 0028/0040] 2110/4800, lr:2.5e-05 ∣ avg_100 : 32084.306060 ∣ critic_nllloss : 25892.424023 ∣ critic_ganloss : -177.148578 ∣ generator_nllloss : 5130.788477 ∣ generator_ganloss : 1056.791455 ∣     [  std_z : 0.99  real_sub_fake : 565.31 ]
[  epoch 0028/0040] 2120/4800, lr:2.5e-05 ∣ avg_100 : 32082.060368 ∣ critic_nllloss : 25890.781641 ∣ critic_ganloss : -113.703792 ∣ generator_nllloss : 5186.121289 ∣ generator_ganloss : 1065.858447 ∣     [  std_z : 0.99  real_sub_fake : 651.49 ]
[  epoch 0028/0040] 2130/4800, lr:2.5e-05 ∣ avg_100 : 32086.060186 ∣ critic_nllloss : 26081.691211 ∣ critic_ganloss : -108.853423 ∣ generator_nllloss : 5254.256055 ∣ generator_ganloss : 1086.104687 ∣     [  std_z : 0.98  real_sub_fake : 422.56 ]
[  epoch 0028/0040] 2140/4800, lr:2.5e-05 ∣ avg_100 : 32084.734550 ∣ critic_nllloss : 25846.311914 ∣ critic_ganloss : -134.267316 ∣ generator_nllloss : 5220.689453 ∣ generator_ganloss : 1057.513232 ∣     [  std_z : 0.99  real_sub_fake : 432.49 ]
[  epoch 0028/0040] 2150/4800, lr:2.5e-05 ∣ avg_100 : 32084.972069 ∣ critic_nllloss : 26129.252344 ∣ critic_ganloss : -114.439355 ∣ generator_nllloss : 5191.195312 ∣ generator_ganloss : 1074.110645 ∣     [  std_z : 1.00  real_sub_fake : 508.52 ]
[  epoch 0028/0040] 2160/4800, lr:2.5e-05 ∣ avg_100 : 32084.392214 ∣ critic_nllloss : 25870.610547 ∣ critic_ganloss : -107.608275 ∣ generator_nllloss : 5223.275586 ∣ generator_ganloss : 1071.416309 ∣     [  std_z : 0.99  real_sub_fake : 428.41 ]
[  epoch 0028/0040] 2170/4800, lr:2.5e-05 ∣ avg_100 : 32084.611109 ∣ critic_nllloss : 25970.525977 ∣ critic_ganloss : -167.320291 ∣ generator_nllloss : 5174.156836 ∣ generator_ganloss : 1060.735449 ∣     [  std_z : 1.00  real_sub_fake : 496.90 ]
[  epoch 0028/0040] 2180/4800, lr:2.5e-05 ∣ avg_100 : 32086.510259 ∣ critic_nllloss : 26105.107617 ∣ critic_ganloss : -164.210896 ∣ generator_nllloss : 5138.239453 ∣ generator_ganloss : 1055.960400 ∣     [  std_z : 0.99  real_sub_fake : 511.64 ]
[  epoch 0028/0040] 2190/4800, lr:2.5e-05 ∣ avg_100 : 32086.254120 ∣ critic_nllloss : 25996.867578 ∣ critic_ganloss : -151.280389 ∣ generator_nllloss : 5282.121875 ∣ generator_ganloss : 1073.070801 ∣     [  std_z : 1.00  real_sub_fake : 551.56 ]
[  epoch 0028/0040] 2200/4800, lr:2.5e-05 ∣ avg_100 : 32091.027912 ∣ critic_nllloss : 26157.653516 ∣ critic_ganloss : -170.196198 ∣ generator_nllloss : 5271.532031 ∣ generator_ganloss : 1057.909961 ∣     [  std_z : 1.00  real_sub_fake : 659.71 ]
[  epoch 0028/0040] 2210/4800, lr:2.5e-05 ∣ avg_100 : 32087.057424 ∣ critic_nllloss : 25773.070312 ∣ critic_ganloss : -147.857586 ∣ generator_nllloss : 5146.687891 ∣ generator_ganloss : 1091.175684 ∣     [  std_z : 0.99  real_sub_fake : 514.60 ]
[  epoch 0028/0040] 2220/4800, lr:2.5e-05 ∣ avg_100 : 32083.747827 ∣ critic_nllloss : 25835.586133 ∣ critic_ganloss : -126.941507 ∣ generator_nllloss : 5065.190039 ∣ generator_ganloss : 1080.570752 ∣     [  std_z : 0.99  real_sub_fake : 459.83 ]
[  epoch 0028/0040] 2230/4800, lr:2.5e-05 ∣ avg_100 : 32085.714163 ∣ critic_nllloss : 25880.924023 ∣ critic_ganloss : -104.816252 ∣ generator_nllloss : 5098.798828 ∣ generator_ganloss : 1077.685010 ∣     [  std_z : 0.99  real_sub_fake : 508.84 ]
[  epoch 0028/0040] 2240/4800, lr:2.5e-05 ∣ avg_100 : 32087.510995 ∣ critic_nllloss : 25982.698242 ∣ critic_ganloss : -80.934320 ∣ generator_nllloss : 5143.621484 ∣ generator_ganloss : 1111.470850 ∣  [  std_z : 0.99  real_sub_fake : 370.62 ]
[  epoch 0028/0040] 2250/4800, lr:2.5e-05 ∣ avg_100 : 32084.643886 ∣ critic_nllloss : 25678.180664 ∣ critic_ganloss : -97.266017 ∣ generator_nllloss : 5118.308594 ∣ generator_ganloss : 1079.930957 ∣  [  std_z : 0.99  real_sub_fake : 399.02 ]
[  epoch 0028/0040] 2260/4800, lr:2.5e-05 ∣ avg_100 : 32083.700974 ∣ critic_nllloss : 26027.259375 ∣ critic_ganloss : -128.324320 ∣ generator_nllloss : 5140.902344 ∣ generator_ganloss : 1096.306885 ∣     [  std_z : 1.00  real_sub_fake : 408.98 ]
[  epoch 0028/0040] 2270/4800, lr:2.5e-05 ∣ avg_100 : 32083.372501 ∣ critic_nllloss : 25875.572266 ∣ critic_ganloss : -133.497380 ∣ generator_nllloss : 5216.574219 ∣ generator_ganloss : 1071.493945 ∣     [  std_z : 0.99  real_sub_fake : 488.06 ]
[  epoch 0028/0040] 2280/4800, lr:2.5e-05 ∣ avg_100 : 32082.541409 ∣ critic_nllloss : 25749.577539 ∣ critic_ganloss : -131.317522 ∣ generator_nllloss : 5117.441406 ∣ generator_ganloss : 1085.020459 ∣     [  std_z : 1.00  real_sub_fake : 436.53 ]
[  epoch 0028/0040] 2290/4800, lr:2.5e-05 ∣ avg_100 : 32083.409029 ∣ critic_nllloss : 25935.667383 ∣ critic_ganloss : -177.849722 ∣ generator_nllloss : 5231.932617 ∣ generator_ganloss : 1054.012061 ∣     [  std_z : 1.00  real_sub_fake : 591.59 ]
[  epoch 0028/0040] 2300/4800, lr:2.5e-05 ∣ avg_100 : 32082.615931 ∣ critic_nllloss : 26048.199219 ∣ critic_ganloss : -86.051757 ∣ generator_nllloss : 5185.345312 ∣ generator_ganloss : 1090.159570 ∣  [  std_z : 0.99  real_sub_fake : 472.62 ]
[  epoch 0028/0040] 2310/4800, lr:2.5e-05 ∣ avg_100 : 32082.710055 ∣ critic_nllloss : 25923.271484 ∣ critic_ganloss : -157.643417 ∣ generator_nllloss : 5252.500000 ∣ generator_ganloss : 1069.288135 ∣     [  std_z : 0.98  real_sub_fake : 536.27 ]
[  epoch 0028/0040] 2320/4800, lr:2.5e-05 ∣ avg_100 : 32083.547520 ∣ critic_nllloss : 26029.023828 ∣ critic_ganloss : -99.823470 ∣ generator_nllloss : 5251.693750 ∣ generator_ganloss : 1058.079248 ∣  [  std_z : 0.99  real_sub_fake : 566.55 ]
[  epoch 0028/0040] 2330/4800, lr:2.5e-05 ∣ avg_100 : 32084.349238 ∣ critic_nllloss : 26040.087109 ∣ critic_ganloss : -133.836141 ∣ generator_nllloss : 5159.874414 ∣ generator_ganloss : 1074.557129 ∣     [  std_z : 1.00  real_sub_fake : 409.98 ]
[  epoch 0028/0040] 2340/4800, lr:2.5e-05 ∣ avg_100 : 32083.030300 ∣ critic_nllloss : 25896.830469 ∣ critic_ganloss : -142.702904 ∣ generator_nllloss : 5230.224219 ∣ generator_ganloss : 1069.977832 ∣     [  std_z : 1.00  real_sub_fake : 463.80 ]
[  epoch 0028/0040] 2350/4800, lr:2.5e-05 ∣ avg_100 : 32082.962614 ∣ critic_nllloss : 26000.448242 ∣ critic_ganloss : -165.867934 ∣ generator_nllloss : 5182.324219 ∣ generator_ganloss : 1072.302832 ∣     [  std_z : 0.99  real_sub_fake : 502.12 ]
[  epoch 0028/0040] 2360/4800, lr:2.5e-05 ∣ avg_100 : 32083.324148 ∣ critic_nllloss : 25904.988281 ∣ critic_ganloss : -130.016534 ∣ generator_nllloss : 5224.054297 ∣ generator_ganloss : 1075.883008 ∣     [  std_z : 0.99  real_sub_fake : 568.94 ]
[  epoch 0028/0040] 2370/4800, lr:2.5e-05 ∣ avg_100 : 32084.444403 ∣ critic_nllloss : 26171.919531 ∣ critic_ganloss : -173.683179 ∣ generator_nllloss : 5236.653125 ∣ generator_ganloss : 1072.249023 ∣     [  std_z : 0.98  real_sub_fake : 614.24 ]
[  epoch 0028/0040] 2380/4800, lr:2.5e-05 ∣ avg_100 : 32082.538607 ∣ critic_nllloss : 26031.355664 ∣ critic_ganloss : -154.692238 ∣ generator_nllloss : 5246.314453 ∣ generator_ganloss : 1075.880322 ∣     [  std_z : 0.99  real_sub_fake : 574.81 ]
[  epoch 0028/0040] 2390/4800, lr:2.5e-05 ∣ avg_100 : 32082.541848 ∣ critic_nllloss : 26069.686523 ∣ critic_ganloss : -148.185234 ∣ generator_nllloss : 5226.874609 ∣ generator_ganloss : 1081.948389 ∣     [  std_z : 1.00  real_sub_fake : 617.62 ]
[  epoch 0028/0040] 2400/4800, lr:2.5e-05 ∣ avg_100 : 32084.638298 ∣ critic_nllloss : 26097.388867 ∣ critic_ganloss : -171.859084 ∣ generator_nllloss : 5238.890039 ∣ generator_ganloss : 1089.978271 ∣     [  std_z : 1.00  real_sub_fake : 584.01 ]
[  epoch 0028/0040] 2410/4800, lr:2.5e-05 ∣ avg_100 : 32084.220584 ∣ critic_nllloss : 26036.761328 ∣ critic_ganloss : -140.954886 ∣ generator_nllloss : 5162.015430 ∣ generator_ganloss : 1093.592334 ∣     [  std_z : 1.00  real_sub_fake : 572.91 ]
[  epoch 0028/0040] 2420/4800, lr:2.5e-05 ∣ avg_100 : 32083.477964 ∣ critic_nllloss : 25747.996289 ∣ critic_ganloss : -136.227152 ∣ generator_nllloss : 5198.365430 ∣ generator_ganloss : 1085.044434 ∣     [  std_z : 0.99  real_sub_fake : 479.04 ]
[  epoch 0028/0040] 2430/4800, lr:2.5e-05 ∣ avg_100 : 32078.842646 ∣ critic_nllloss : 25816.309766 ∣ critic_ganloss : -108.299290 ∣ generator_nllloss : 5106.296289 ∣ generator_ganloss : 1080.716992 ∣     [  std_z : 0.98  real_sub_fake : 472.32 ]
[  epoch 0028/0040] 2440/4800, lr:2.5e-05 ∣ avg_100 : 32078.516148 ∣ critic_nllloss : 26067.621094 ∣ critic_ganloss : -173.488638 ∣ generator_nllloss : 5184.387891 ∣ generator_ganloss : 1079.611328 ∣     [  std_z : 0.99  real_sub_fake : 523.07 ]
[  epoch 0028/0040] 2450/4800, lr:2.5e-05 ∣ avg_100 : 32078.655257 ∣ critic_nllloss : 25782.472070 ∣ critic_ganloss : -168.995557 ∣ generator_nllloss : 5205.659961 ∣ generator_ganloss : 1087.772607 ∣     [  std_z : 0.99  real_sub_fake : 574.58 ]
[  epoch 0028/0040] 2460/4800, lr:2.5e-05 ∣ avg_100 : 32078.677065 ∣ critic_nllloss : 26029.625977 ∣ critic_ganloss : -97.413431 ∣ generator_nllloss : 5123.485156 ∣ generator_ganloss : 1098.730029 ∣  [  std_z : 1.00  real_sub_fake : 562.49 ]
[  epoch 0028/0040] 2470/4800, lr:2.5e-05 ∣ avg_100 : 32079.120205 ∣ critic_nllloss : 25933.610547 ∣ critic_ganloss : -124.293956 ∣ generator_nllloss : 5147.402734 ∣ generator_ganloss : 1092.426270 ∣     [  std_z : 0.99  real_sub_fake : 465.87 ]
[  epoch 0028/0040] 2480/4800, lr:2.5e-05 ∣ avg_100 : 32081.772878 ∣ critic_nllloss : 25905.824023 ∣ critic_ganloss : -181.621281 ∣ generator_nllloss : 5282.249609 ∣ generator_ganloss : 1071.501611 ∣     [  std_z : 0.99  real_sub_fake : 589.79 ]
[  epoch 0028/0040] 2490/4800, lr:2.5e-05 ∣ avg_100 : 32082.440571 ∣ critic_nllloss : 25877.438477 ∣ critic_ganloss : -168.493036 ∣ generator_nllloss : 5253.860352 ∣ generator_ganloss : 1090.277686 ∣     [  std_z : 0.99  real_sub_fake : 587.32 ]
[  epoch 0028/0040] 2500/4800, lr:2.5e-05 ∣ avg_100 : 32078.851509 ∣ critic_nllloss : 25798.628125 ∣ critic_ganloss : -188.561075 ∣ generator_nllloss : 5092.497656 ∣ generator_ganloss : 1093.077441 ∣     [  std_z : 0.99  real_sub_fake : 641.19 ]
[  epoch 0028/0040] 2510/4800, lr:2.5e-05 ∣ avg_100 : 32079.985788 ∣ critic_nllloss : 26035.608594 ∣ critic_ganloss : -180.366679 ∣ generator_nllloss : 5235.185156 ∣ generator_ganloss : 1080.671289 ∣     [  std_z : 0.99  real_sub_fake : 689.21 ]
[  epoch 0028/0040] 2520/4800, lr:2.5e-05 ∣ avg_100 : 32081.942843 ∣ critic_nllloss : 25748.590039 ∣ critic_ganloss : -77.247427 ∣ generator_nllloss : 5179.382812 ∣ generator_ganloss : 1130.205420 ∣  [  std_z : 0.98  real_sub_fake : 452.39 ]
[  epoch 0028/0040] 2530/4800, lr:2.5e-05 ∣ avg_100 : 32080.191582 ∣ critic_nllloss : 25913.851758 ∣ critic_ganloss : -135.715172 ∣ generator_nllloss : 5176.664844 ∣ generator_ganloss : 1082.777246 ∣     [  std_z : 0.99  real_sub_fake : 429.20 ]
[  epoch 0028/0040] 2540/4800, lr:2.5e-05 ∣ avg_100 : 32081.382272 ∣ critic_nllloss : 25978.407422 ∣ critic_ganloss : -100.193063 ∣ generator_nllloss : 5178.692773 ∣ generator_ganloss : 1086.694971 ∣     [  std_z : 0.99  real_sub_fake : 391.88 ]
[  epoch 0028/0040] 2550/4800, lr:2.5e-05 ∣ avg_100 : 32082.472875 ∣ critic_nllloss : 26149.212305 ∣ critic_ganloss : -105.108306 ∣ generator_nllloss : 5185.835547 ∣ generator_ganloss : 1079.289600 ∣     [  std_z : 1.00  real_sub_fake : 378.03 ]
[  epoch 0028/0040] 2560/4800, lr:2.5e-05 ∣ avg_100 : 32082.862392 ∣ critic_nllloss : 25970.784961 ∣ critic_ganloss : -135.447287 ∣ generator_nllloss : 5089.996094 ∣ generator_ganloss : 1066.531689 ∣     [  std_z : 0.99  real_sub_fake : 468.56 ]
[  epoch 0028/0040] 2570/4800, lr:2.5e-05 ∣ avg_100 : 32079.348073 ∣ critic_nllloss : 25935.057812 ∣ critic_ganloss : -209.867023 ∣ generator_nllloss : 5108.073633 ∣ generator_ganloss : 1058.129199 ∣     [  std_z : 1.00  real_sub_fake : 630.41 ]
[  epoch 0028/0040] 2580/4800, lr:2.5e-05 ∣ avg_100 : 32082.914832 ∣ critic_nllloss : 26120.318359 ∣ critic_ganloss : -139.873564 ∣ generator_nllloss : 5227.982227 ∣ generator_ganloss : 1083.591895 ∣     [  std_z : 0.99  real_sub_fake : 597.78 ]
[  epoch 0028/0040] 2590/4800, lr:2.5e-05 ∣ avg_100 : 32079.187944 ∣ critic_nllloss : 25939.546680 ∣ critic_ganloss : -144.412793 ∣ generator_nllloss : 5153.820312 ∣ generator_ganloss : 1062.344092 ∣     [  std_z : 0.99  real_sub_fake : 540.60 ]
[  epoch 0028/0040] 2600/4800, lr:2.5e-05 ∣ avg_100 : 32076.541324 ∣ critic_nllloss : 25930.070703 ∣ critic_ganloss : -79.039337 ∣ generator_nllloss : 5126.762695 ∣ generator_ganloss : 1113.199854 ∣  [  std_z : 0.99  real_sub_fake : 416.56 ]
[  epoch 0028/0040] 2610/4800, lr:2.5e-05 ∣ avg_100 : 32078.204006 ∣ critic_nllloss : 25898.440820 ∣ critic_ganloss : -133.881633 ∣ generator_nllloss : 5262.391992 ∣ generator_ganloss : 1079.645020 ∣     [  std_z : 0.99  real_sub_fake : 438.52 ]
[  epoch 0028/0040] 2620/4800, lr:2.5e-05 ∣ avg_100 : 32077.171439 ∣ critic_nllloss : 25800.002930 ∣ critic_ganloss : -157.589954 ∣ generator_nllloss : 5144.876562 ∣ generator_ganloss : 1084.080762 ∣     [  std_z : 0.99  real_sub_fake : 548.40 ]
[  epoch 0028/0040] 2630/4800, lr:2.5e-05 ∣ avg_100 : 32078.963581 ∣ critic_nllloss : 26039.141602 ∣ critic_ganloss : -76.099812 ∣ generator_nllloss : 5205.360742 ∣ generator_ganloss : 1126.422217 ∣  [  std_z : 0.99  real_sub_fake : 401.80 ]
[  epoch 0028/0040] 2640/4800, lr:2.5e-05 ∣ avg_100 : 32079.757912 ∣ critic_nllloss : 25769.673633 ∣ critic_ganloss : -83.097182 ∣ generator_nllloss : 5169.332031 ∣ generator_ganloss : 1101.551367 ∣  [  std_z : 0.99  real_sub_fake : 377.26 ]
[  epoch 0028/0040] 2650/4800, lr:2.5e-05 ∣ avg_100 : 32080.598158 ∣ critic_nllloss : 26054.045703 ∣ critic_ganloss : -103.896767 ∣ generator_nllloss : 5221.438672 ∣ generator_ganloss : 1077.138330 ∣     [  std_z : 0.99  real_sub_fake : 371.03 ]
[  epoch 0028/0040] 2660/4800, lr:2.5e-05 ∣ avg_100 : 32079.826965 ∣ critic_nllloss : 26037.044336 ∣ critic_ganloss : -146.298827 ∣ generator_nllloss : 5299.447656 ∣ generator_ganloss : 1060.950732 ∣     [  std_z : 0.99  real_sub_fake : 409.91 ]
[  epoch 0028/0040] 2670/4800, lr:2.5e-05 ∣ avg_100 : 32077.362740 ∣ critic_nllloss : 25812.989063 ∣ critic_ganloss : -146.654553 ∣ generator_nllloss : 5090.225195 ∣ generator_ganloss : 1053.465479 ∣     [  std_z : 0.99  real_sub_fake : 526.61 ]
[  epoch 0028/0040] 2680/4800, lr:2.5e-05 ∣ avg_100 : 32080.729894 ∣ critic_nllloss : 25963.492969 ∣ critic_ganloss : -151.836464 ∣ generator_nllloss : 5242.467969 ∣ generator_ganloss : 1076.377100 ∣     [  std_z : 0.99  real_sub_fake : 573.95 ]
[  epoch 0028/0040] 2690/4800, lr:2.5e-05 ∣ avg_100 : 32080.048674 ∣ critic_nllloss : 25907.815234 ∣ critic_ganloss : -139.030121 ∣ generator_nllloss : 5189.986328 ∣ generator_ganloss : 1087.162695 ∣     [  std_z : 1.00  real_sub_fake : 558.01 ]
[  epoch 0028/0040] 2700/4800, lr:2.5e-05 ∣ avg_100 : 32076.720967 ∣ critic_nllloss : 25765.473633 ∣ critic_ganloss : -128.188962 ∣ generator_nllloss : 5152.088477 ∣ generator_ganloss : 1082.697705 ∣     [  std_z : 1.00  real_sub_fake : 528.90 ]
[  epoch 0028/0040] 2710/4800, lr:2.5e-05 ∣ avg_100 : 32073.375862 ∣ critic_nllloss : 25696.255664 ∣ critic_ganloss : -127.722046 ∣ generator_nllloss : 5163.050977 ∣ generator_ganloss : 1079.398975 ∣     [  std_z : 1.00  real_sub_fake : 492.50 ]
[  epoch 0028/0040] 2720/4800, lr:2.5e-05 ∣ avg_100 : 32072.159670 ∣ critic_nllloss : 25974.147852 ∣ critic_ganloss : -160.400411 ∣ generator_nllloss : 5175.680859 ∣ generator_ganloss : 1078.442334 ∣     [  std_z : 0.99  real_sub_fake : 538.16 ]
[  epoch 0028/0040] 2730/4800, lr:2.5e-05 ∣ avg_100 : 32073.784687 ∣ critic_nllloss : 25936.121094 ∣ critic_ganloss : -141.157922 ∣ generator_nllloss : 5176.691016 ∣ generator_ganloss : 1087.889502 ∣     [  std_z : 0.99  real_sub_fake : 559.16 ]
[  epoch 0028/0040] 2740/4800, lr:2.5e-05 ∣ avg_100 : 32072.286527 ∣ critic_nllloss : 25782.545703 ∣ critic_ganloss : -127.303988 ∣ generator_nllloss : 5178.333594 ∣ generator_ganloss : 1082.060547 ∣     [  std_z : 1.00  real_sub_fake : 482.35 ]
[  epoch 0028/0040] 2750/4800, lr:2.5e-05 ∣ avg_100 : 32073.095202 ∣ critic_nllloss : 25876.244336 ∣ critic_ganloss : -75.401507 ∣ generator_nllloss : 5113.503516 ∣ generator_ganloss : 1112.997217 ∣  [  std_z : 1.00  real_sub_fake : 398.55 ]
[  epoch 0028/0040] 2760/4800, lr:2.5e-05 ∣ avg_100 : 32072.780800 ∣ critic_nllloss : 26003.195703 ∣ critic_ganloss : -118.031829 ∣ generator_nllloss : 5230.179883 ∣ generator_ganloss : 1079.594629 ∣     [  std_z : 1.00  real_sub_fake : 382.36 ]
[  epoch 0028/0040] 2770/4800, lr:2.5e-05 ∣ avg_100 : 32072.010888 ∣ critic_nllloss : 25924.867383 ∣ critic_ganloss : -89.158716 ∣ generator_nllloss : 5179.059570 ∣ generator_ganloss : 1059.509912 ∣  [  std_z : 1.00  real_sub_fake : 418.95 ]
[  epoch 0028/0040] 2780/4800, lr:2.5e-05 ∣ avg_100 : 32070.003942 ∣ critic_nllloss : 25796.156445 ∣ critic_ganloss : -166.818516 ∣ generator_nllloss : 5183.846484 ∣ generator_ganloss : 1080.499365 ∣     [  std_z : 0.99  real_sub_fake : 452.65 ]
[  epoch 0028/0040] 2790/4800, lr:2.5e-05 ∣ avg_100 : 32069.265972 ∣ critic_nllloss : 25759.570898 ∣ critic_ganloss : -121.915884 ∣ generator_nllloss : 5216.140039 ∣ generator_ganloss : 1070.302051 ∣     [  std_z : 0.99  real_sub_fake : 503.95 ]
[  epoch 0028/0040] 2800/4800, lr:2.5e-05 ∣ avg_100 : 32067.906238 ∣ critic_nllloss : 25769.603320 ∣ critic_ganloss : -141.766631 ∣ generator_nllloss : 5129.478711 ∣ generator_ganloss : 1084.368604 ∣     [  std_z : 0.99  real_sub_fake : 486.09 ]
[  epoch 0028/0040] 2810/4800, lr:2.5e-05 ∣ avg_100 : 32066.081596 ∣ critic_nllloss : 25843.422656 ∣ critic_ganloss : -149.432048 ∣ generator_nllloss : 5157.556641 ∣ generator_ganloss : 1066.716357 ∣     [  std_z : 0.99  real_sub_fake : 518.86 ]
[  epoch 0028/0040] 2820/4800, lr:2.5e-05 ∣ avg_100 : 32064.856738 ∣ critic_nllloss : 25601.412500 ∣ critic_ganloss : -140.485542 ∣ generator_nllloss : 5185.351758 ∣ generator_ganloss : 1090.193994 ∣     [  std_z : 0.99  real_sub_fake : 510.88 ]
[  epoch 0028/0040] 2830/4800, lr:2.5e-05 ∣ avg_100 : 32064.536170 ∣ critic_nllloss : 26155.060547 ∣ critic_ganloss : -167.613062 ∣ generator_nllloss : 5226.916602 ∣ generator_ganloss : 1078.798438 ∣     [  std_z : 1.00  real_sub_fake : 600.00 ]
[  epoch 0028/0040] 2840/4800, lr:2.5e-05 ∣ avg_100 : 32061.501709 ∣ critic_nllloss : 25900.477344 ∣ critic_ganloss : -123.664044 ∣ generator_nllloss : 5107.143945 ∣ generator_ganloss : 1104.533887 ∣     [  std_z : 1.00  real_sub_fake : 540.10 ]
[  epoch 0028/0040] 2850/4800, lr:2.5e-05 ∣ avg_100 : 32061.582199 ∣ critic_nllloss : 26046.453516 ∣ critic_ganloss : -164.867128 ∣ generator_nllloss : 5243.291992 ∣ generator_ganloss : 1077.494287 ∣     [  std_z : 1.00  real_sub_fake : 621.90 ]
[  epoch 0028/0040] 2860/4800, lr:2.5e-05 ∣ avg_100 : 32060.711586 ∣ critic_nllloss : 26034.259961 ∣ critic_ganloss : -183.336609 ∣ generator_nllloss : 5154.263281 ∣ generator_ganloss : 1091.987256 ∣     [  std_z : 0.99  real_sub_fake : 586.13 ]
[  epoch 0028/0040] 2870/4800, lr:2.5e-05 ∣ avg_100 : 32058.149746 ∣ critic_nllloss : 25913.722266 ∣ critic_ganloss : -192.315276 ∣ generator_nllloss : 5231.145312 ∣ generator_ganloss : 1052.865039 ∣     [  std_z : 0.98  real_sub_fake : 638.51 ]
[  epoch 0028/0040] 2880/4800, lr:2.5e-05 ∣ avg_100 : 32055.478590 ∣ critic_nllloss : 25953.039062 ∣ critic_ganloss : -164.397015 ∣ generator_nllloss : 5143.143945 ∣ generator_ganloss : 1100.487354 ∣     [  std_z : 0.99  real_sub_fake : 648.52 ]
[  epoch 0028/0040] 2890/4800, lr:2.5e-05 ∣ avg_100 : 32054.740238 ∣ critic_nllloss : 26052.732617 ∣ critic_ganloss : -163.743517 ∣ generator_nllloss : 5271.589844 ∣ generator_ganloss : 1081.125000 ∣     [  std_z : 1.00  real_sub_fake : 601.41 ]
[  epoch 0028/0040] 2900/4800, lr:2.5e-05 ∣ avg_100 : 32056.582130 ∣ critic_nllloss : 26001.416992 ∣ critic_ganloss : -137.266512 ∣ generator_nllloss : 5251.766992 ∣ generator_ganloss : 1104.941846 ∣     [  std_z : 0.99  real_sub_fake : 549.05 ]
[  epoch 0028/0040] 2910/4800, lr:2.5e-05 ∣ avg_100 : 32057.785990 ∣ critic_nllloss : 25877.134961 ∣ critic_ganloss : -114.595227 ∣ generator_nllloss : 5184.575586 ∣ generator_ganloss : 1104.634082 ∣     [  std_z : 0.98  real_sub_fake : 474.60 ]
[  epoch 0028/0040] 2920/4800, lr:2.5e-05 ∣ avg_100 : 32056.555514 ∣ critic_nllloss : 25830.468945 ∣ critic_ganloss : -157.074472 ∣ generator_nllloss : 5151.690234 ∣ generator_ganloss : 1091.186914 ∣     [  std_z : 0.99  real_sub_fake : 473.97 ]
[  epoch 0028/0040] 2930/4800, lr:2.5e-05 ∣ avg_100 : 32059.811753 ∣ critic_nllloss : 25977.643750 ∣ critic_ganloss : -70.344373 ∣ generator_nllloss : 5250.343359 ∣ generator_ganloss : 1086.801563 ∣  [  std_z : 1.00  real_sub_fake : 639.47 ]
[  epoch 0028/0040] 2940/4800, lr:2.5e-05 ∣ avg_100 : 32063.995536 ∣ critic_nllloss : 26010.711914 ∣ critic_ganloss : -94.076815 ∣ generator_nllloss : 5277.953320 ∣ generator_ganloss : 1104.235693 ∣  [  std_z : 1.01  real_sub_fake : 306.55 ]
[  epoch 0028/0040] 2950/4800, lr:2.5e-05 ∣ avg_100 : 32065.971560 ∣ critic_nllloss : 26207.121875 ∣ critic_ganloss : -129.375108 ∣ generator_nllloss : 5173.946680 ∣ generator_ganloss : 1082.988281 ∣     [  std_z : 1.00  real_sub_fake : 396.21 ]
[  epoch 0028/0040] 2960/4800, lr:2.5e-05 ∣ avg_100 : 32065.899239 ∣ critic_nllloss : 26089.220703 ∣ critic_ganloss : -148.155913 ∣ generator_nllloss : 5200.405469 ∣ generator_ganloss : 1067.163574 ∣     [  std_z : 0.99  real_sub_fake : 476.11 ]
[  epoch 0028/0040] 2970/4800, lr:2.5e-05 ∣ avg_100 : 32066.931789 ∣ critic_nllloss : 25965.086914 ∣ critic_ganloss : -143.825016 ∣ generator_nllloss : 5132.033594 ∣ generator_ganloss : 1073.323779 ∣     [  std_z : 0.99  real_sub_fake : 491.62 ]
[  epoch 0028/0040] 2980/4800, lr:2.5e-05 ∣ avg_100 : 32066.211081 ∣ critic_nllloss : 25991.940039 ∣ critic_ganloss : -167.003972 ∣ generator_nllloss : 5219.601172 ∣ generator_ganloss : 1078.218652 ∣     [  std_z : 0.99  real_sub_fake : 573.99 ]
[  epoch 0028/0040] 2990/4800, lr:2.5e-05 ∣ avg_100 : 32067.586896 ∣ critic_nllloss : 25927.493164 ∣ critic_ganloss : -146.206625 ∣ generator_nllloss : 5223.265234 ∣ generator_ganloss : 1073.681152 ∣     [  std_z : 1.00  real_sub_fake : 596.92 ]
[  epoch 0028/0040] 3000/4800, lr:2.5e-05 ∣ avg_100 : 32066.662826 ∣ critic_nllloss : 25912.942188 ∣ critic_ganloss : -153.740643 ∣ generator_nllloss : 5170.794141 ∣ generator_ganloss : 1079.579443 ∣     [  std_z : 1.00  real_sub_fake : 551.81 ]
[  epoch 0028/0040] 3010/4800, lr:2.5e-05 ∣ avg_100 : 32068.440575 ∣ critic_nllloss : 25905.927148 ∣ critic_ganloss : -192.816690 ∣ generator_nllloss : 5189.548437 ∣ generator_ganloss : 1056.878027 ∣     [  std_z : 1.00  real_sub_fake : 653.24 ]
[  epoch 0028/0040] 3020/4800, lr:2.5e-05 ∣ avg_100 : 32066.081686 ∣ critic_nllloss : 25778.818359 ∣ critic_ganloss : -112.934140 ∣ generator_nllloss : 5168.184766 ∣ generator_ganloss : 1087.221484 ∣     [  std_z : 1.00  real_sub_fake : 509.65 ]
[  epoch 0028/0040] 3030/4800, lr:2.5e-05 ∣ avg_100 : 32063.986550 ∣ critic_nllloss : 25877.046680 ∣ critic_ganloss : -149.476259 ∣ generator_nllloss : 5139.754297 ∣ generator_ganloss : 1048.458789 ∣     [  std_z : 1.00  real_sub_fake : 590.77 ]
[  epoch 0028/0040] 3040/4800, lr:2.5e-05 ∣ avg_100 : 32063.395139 ∣ critic_nllloss : 25917.264844 ∣ critic_ganloss : -148.934702 ∣ generator_nllloss : 5188.357422 ∣ generator_ganloss : 1084.248828 ∣     [  std_z : 0.99  real_sub_fake : 488.30 ]
[  epoch 0028/0040] 3050/4800, lr:2.5e-05 ∣ avg_100 : 32064.487239 ∣ critic_nllloss : 25805.949219 ∣ critic_ganloss : -112.925130 ∣ generator_nllloss : 5125.847656 ∣ generator_ganloss : 1055.946680 ∣     [  std_z : 0.99  real_sub_fake : 555.64 ]
[  epoch 0028/0040] 3060/4800, lr:2.5e-05 ∣ avg_100 : 32062.143346 ∣ critic_nllloss : 25825.571484 ∣ critic_ganloss : -90.414907 ∣ generator_nllloss : 5142.046875 ∣ generator_ganloss : 1095.209424 ∣  [  std_z : 1.00  real_sub_fake : 418.99 ]
[  epoch 0028/0040] 3070/4800, lr:2.5e-05 ∣ avg_100 : 32062.387404 ∣ critic_nllloss : 25947.280859 ∣ critic_ganloss : -81.569672 ∣ generator_nllloss : 5114.973437 ∣ generator_ganloss : 1099.955566 ∣  [  std_z : 1.00  real_sub_fake : 306.01 ]
[  epoch 0028/0040] 3080/4800, lr:2.5e-05 ∣ avg_100 : 32060.368305 ∣ critic_nllloss : 25815.729492 ∣ critic_ganloss : -125.854128 ∣ generator_nllloss : 5146.851562 ∣ generator_ganloss : 1049.404004 ∣     [  std_z : 0.99  real_sub_fake : 462.29 ]
[  epoch 0028/0040] 3090/4800, lr:2.5e-05 ∣ avg_100 : 32059.716722 ∣ critic_nllloss : 25926.641016 ∣ critic_ganloss : -169.265103 ∣ generator_nllloss : 5253.308984 ∣ generator_ganloss : 1057.936475 ∣     [  std_z : 0.99  real_sub_fake : 522.57 ]
[  epoch 0028/0040] 3100/4800, lr:2.5e-05 ∣ avg_100 : 32061.247218 ∣ critic_nllloss : 25995.057227 ∣ critic_ganloss : -141.923714 ∣ generator_nllloss : 5184.060938 ∣ generator_ganloss : 1068.955762 ∣     [  std_z : 0.99  real_sub_fake : 529.70 ]
[  epoch 0028/0040] 3110/4800, lr:2.5e-05 ∣ avg_100 : 32062.328680 ∣ critic_nllloss : 25875.061133 ∣ critic_ganloss : -125.950504 ∣ generator_nllloss : 5162.187891 ∣ generator_ganloss : 1099.703027 ∣     [  std_z : 1.00  real_sub_fake : 477.23 ]
[  epoch 0028/0040] 3120/4800, lr:2.5e-05 ∣ avg_100 : 32062.299709 ∣ critic_nllloss : 25871.527930 ∣ critic_ganloss : -130.478539 ∣ generator_nllloss : 5186.126562 ∣ generator_ganloss : 1098.984570 ∣     [  std_z : 1.00  real_sub_fake : 518.19 ]
[  epoch 0028/0040] 3130/4800, lr:2.5e-05 ∣ avg_100 : 32061.331824 ∣ critic_nllloss : 25912.893750 ∣ critic_ganloss : -75.051503 ∣ generator_nllloss : 5248.930273 ∣ generator_ganloss : 1129.637451 ∣  [  std_z : 1.00  real_sub_fake : 343.86 ]
[  epoch 0028/0040] 3140/4800, lr:2.5e-05 ∣ avg_100 : 32062.547155 ∣ critic_nllloss : 25883.792773 ∣ critic_ganloss : -122.225473 ∣ generator_nllloss : 5246.432422 ∣ generator_ganloss : 1103.780664 ∣     [  std_z : 0.99  real_sub_fake : 398.69 ]
[  epoch 0028/0040] 3150/4800, lr:2.5e-05 ∣ avg_100 : 32059.989695 ∣ critic_nllloss : 25809.398047 ∣ critic_ganloss : -94.979478 ∣ generator_nllloss : 5227.122656 ∣ generator_ganloss : 1082.831689 ∣  [  std_z : 0.99  real_sub_fake : 473.29 ]
[  epoch 0028/0040] 3160/4800, lr:2.5e-05 ∣ avg_100 : 32060.207991 ∣ critic_nllloss : 25927.322070 ∣ critic_ganloss : -106.847222 ∣ generator_nllloss : 5157.354297 ∣ generator_ganloss : 1101.694629 ∣     [  std_z : 0.99  real_sub_fake : 347.61 ]
[  epoch 0028/0040] 3170/4800, lr:2.5e-05 ∣ avg_100 : 32054.703421 ∣ critic_nllloss : 25535.668750 ∣ critic_ganloss : -159.370107 ∣ generator_nllloss : 5042.914453 ∣ generator_ganloss : 1068.427930 ∣     [  std_z : 0.99  real_sub_fake : 462.96 ]
[  epoch 0028/0040] 3180/4800, lr:2.5e-05 ∣ avg_100 : 32052.041069 ∣ critic_nllloss : 25852.424609 ∣ critic_ganloss : -199.241815 ∣ generator_nllloss : 5150.154492 ∣ generator_ganloss : 1065.524121 ∣     [  std_z : 0.99  real_sub_fake : 680.21 ]
[  epoch 0028/0040] 3190/4800, lr:2.5e-05 ∣ avg_100 : 32050.829556 ∣ critic_nllloss : 25895.925977 ∣ critic_ganloss : -124.046597 ∣ generator_nllloss : 5208.837500 ∣ generator_ganloss : 1098.911670 ∣     [  std_z : 0.98  real_sub_fake : 495.37 ]
[  epoch 0028/0040] 3200/4800, lr:2.5e-05 ∣ avg_100 : 32049.126537 ∣ critic_nllloss : 25977.742383 ∣ critic_ganloss : -106.423480 ∣ generator_nllloss : 5205.615039 ∣ generator_ganloss : 1069.663477 ∣     [  std_z : 0.99  real_sub_fake : 500.12 ]
[  epoch 0028/0040] 3210/4800, lr:2.5e-05 ∣ avg_100 : 32051.903294 ∣ critic_nllloss : 25899.765039 ∣ critic_ganloss : -121.154874 ∣ generator_nllloss : 5265.659375 ∣ generator_ganloss : 1096.482422 ∣     [  std_z : 0.99  real_sub_fake : 401.86 ]
[  epoch 0028/0040] 3220/4800, lr:2.5e-05 ∣ avg_100 : 32054.539839 ∣ critic_nllloss : 25933.637500 ∣ critic_ganloss : -138.750034 ∣ generator_nllloss : 5244.769531 ∣ generator_ganloss : 1078.402930 ∣     [  std_z : 0.99  real_sub_fake : 497.71 ]
[  epoch 0028/0040] 3230/4800, lr:2.5e-05 ∣ avg_100 : 32053.026591 ∣ critic_nllloss : 25710.987109 ∣ critic_ganloss : -115.294550 ∣ generator_nllloss : 5095.810352 ∣ generator_ganloss : 1109.763867 ∣     [  std_z : 0.99  real_sub_fake : 394.15 ]
[  epoch 0028/0040] 3240/4800, lr:2.5e-05 ∣ avg_100 : 32049.687492 ∣ critic_nllloss : 25799.286523 ∣ critic_ganloss : -158.579655 ∣ generator_nllloss : 5108.308594 ∣ generator_ganloss : 1073.930908 ∣     [  std_z : 1.00  real_sub_fake : 586.47 ]
[  epoch 0028/0040] 3250/4800, lr:2.5e-05 ∣ avg_100 : 32051.724685 ∣ critic_nllloss : 25838.037109 ∣ critic_ganloss : -155.545146 ∣ generator_nllloss : 5229.186328 ∣ generator_ganloss : 1071.195264 ∣     [  std_z : 1.01  real_sub_fake : 658.11 ]
[  epoch 0028/0040] 3260/4800, lr:2.5e-05 ∣ avg_100 : 32051.826316 ∣ critic_nllloss : 26042.882031 ∣ critic_ganloss : -149.762209 ∣ generator_nllloss : 5177.490039 ∣ generator_ganloss : 1075.697510 ∣     [  std_z : 1.00  real_sub_fake : 582.51 ]
[  epoch 0028/0040] 3270/4800, lr:2.5e-05 ∣ avg_100 : 32051.591377 ∣ critic_nllloss : 25941.498437 ∣ critic_ganloss : -137.760120 ∣ generator_nllloss : 5109.362305 ∣ generator_ganloss : 1093.548535 ∣     [  std_z : 0.98  real_sub_fake : 505.42 ]
[  epoch 0028/0040] 3280/4800, lr:2.5e-05 ∣ avg_100 : 32055.506042 ∣ critic_nllloss : 26096.472461 ∣ critic_ganloss : -130.442965 ∣ generator_nllloss : 5133.223242 ∣ generator_ganloss : 1112.935645 ∣     [  std_z : 0.98  real_sub_fake : 483.96 ]
[  epoch 0028/0040] 3290/4800, lr:2.5e-05 ∣ avg_100 : 32054.328759 ∣ critic_nllloss : 25760.470313 ∣ critic_ganloss : -109.068688 ∣ generator_nllloss : 5173.676953 ∣ generator_ganloss : 1100.955371 ∣     [  std_z : 0.99  real_sub_fake : 436.91 ]
[  epoch 0028/0040] 3300/4800, lr:2.5e-05 ∣ avg_100 : 32053.472077 ∣ critic_nllloss : 26019.787500 ∣ critic_ganloss : -144.030216 ∣ generator_nllloss : 5173.645898 ∣ generator_ganloss : 1102.581055 ∣     [  std_z : 0.99  real_sub_fake : 495.18 ]
[  epoch 0028/0040] 3310/4800, lr:2.5e-05 ∣ avg_100 : 32054.171859 ∣ critic_nllloss : 25997.495312 ∣ critic_ganloss : -152.535300 ∣ generator_nllloss : 5230.289062 ∣ generator_ganloss : 1082.145313 ∣     [  std_z : 1.00  real_sub_fake : 546.54 ]
[  epoch 0028/0040] 3320/4800, lr:2.5e-05 ∣ avg_100 : 32053.054307 ∣ critic_nllloss : 25995.669727 ∣ critic_ganloss : -213.363623 ∣ generator_nllloss : 5261.108789 ∣ generator_ganloss : 1083.803271 ∣     [  std_z : 0.99  real_sub_fake : 630.06 ]
[  epoch 0028/0040] 3330/4800, lr:2.5e-05 ∣ avg_100 : 32049.722568 ∣ critic_nllloss : 25750.190234 ∣ critic_ganloss : -146.877274 ∣ generator_nllloss : 5123.264844 ∣ generator_ganloss : 1080.930811 ∣     [  std_z : 0.99  real_sub_fake : 656.73 ]
[  epoch 0028/0040] 3340/4800, lr:2.5e-05 ∣ avg_100 : 32053.304984 ∣ critic_nllloss : 26150.793945 ∣ critic_ganloss : -167.343491 ∣ generator_nllloss : 5320.786523 ∣ generator_ganloss : 1108.334180 ∣     [  std_z : 1.00  real_sub_fake : 571.07 ]
[  epoch 0028/0040] 3350/4800, lr:2.5e-05 ∣ avg_100 : 32050.060459 ∣ critic_nllloss : 25704.092187 ∣ critic_ganloss : -176.525551 ∣ generator_nllloss : 5161.879687 ∣ generator_ganloss : 1075.308594 ∣     [  std_z : 0.99  real_sub_fake : 543.69 ]
[  epoch 0028/0040] 3360/4800, lr:2.5e-05 ∣ avg_100 : 32050.483391 ∣ critic_nllloss : 25995.500391 ∣ critic_ganloss : -142.979156 ∣ generator_nllloss : 5165.383398 ∣ generator_ganloss : 1099.297607 ∣     [  std_z : 0.99  real_sub_fake : 601.94 ]
[  epoch 0028/0040] 3370/4800, lr:2.5e-05 ∣ avg_100 : 32047.134580 ∣ critic_nllloss : 25866.864844 ∣ critic_ganloss : -166.268758 ∣ generator_nllloss : 5189.941211 ∣ generator_ganloss : 1081.720020 ∣     [  std_z : 0.99  real_sub_fake : 582.50 ]
[  epoch 0028/0040] 3380/4800, lr:2.5e-05 ∣ avg_100 : 32042.445136 ∣ critic_nllloss : 25628.526953 ∣ critic_ganloss : -161.317648 ∣ generator_nllloss : 5158.099609 ∣ generator_ganloss : 1104.604932 ∣     [  std_z : 0.99  real_sub_fake : 545.72 ]
[  epoch 0028/0040] 3390/4800, lr:2.5e-05 ∣ avg_100 : 32042.733518 ∣ critic_nllloss : 26027.333789 ∣ critic_ganloss : -126.039697 ∣ generator_nllloss : 5256.729297 ∣ generator_ganloss : 1101.139062 ∣     [  std_z : 0.99  real_sub_fake : 520.69 ]
[  epoch 0028/0040] 3400/4800, lr:2.5e-05 ∣ avg_100 : 32042.338812 ∣ critic_nllloss : 25946.629492 ∣ critic_ganloss : -44.999878 ∣ generator_nllloss : 5192.600781 ∣ generator_ganloss : 1120.697119 ∣  [  std_z : 1.00  real_sub_fake : 387.10 ]
[  epoch 0028/0040] 3410/4800, lr:2.5e-05 ∣ avg_100 : 32044.040814 ∣ critic_nllloss : 26061.806055 ∣ critic_ganloss : -88.237328 ∣ generator_nllloss : 5248.572656 ∣ generator_ganloss : 1099.472998 ∣  [  std_z : 1.00  real_sub_fake : 277.27 ]
[  epoch 0028/0040] 3420/4800, lr:2.5e-05 ∣ avg_100 : 32043.041362 ∣ critic_nllloss : 25660.946289 ∣ critic_ganloss : -80.731154 ∣ generator_nllloss : 5145.477344 ∣ generator_ganloss : 1069.541406 ∣  [  std_z : 0.99  real_sub_fake : 394.74 ]
[  epoch 0028/0040] 3430/4800, lr:2.5e-05 ∣ avg_100 : 32047.306421 ∣ critic_nllloss : 26079.434375 ∣ critic_ganloss : -80.130978 ∣ generator_nllloss : 5232.967969 ∣ generator_ganloss : 1089.258203 ∣  [  std_z : 0.99  real_sub_fake : 271.09 ]
[  epoch 0028/0040] 3440/4800, lr:2.5e-05 ∣ avg_100 : 32046.813589 ∣ critic_nllloss : 25965.148242 ∣ critic_ganloss : -112.654047 ∣ generator_nllloss : 5200.383398 ∣ generator_ganloss : 1055.970898 ∣     [  std_z : 0.99  real_sub_fake : 402.22 ]
[  epoch 0028/0040] 3450/4800, lr:2.5e-05 ∣ avg_100 : 32048.780242 ∣ critic_nllloss : 25956.543555 ∣ critic_ganloss : -101.436916 ∣ generator_nllloss : 5190.851562 ∣ generator_ganloss : 1057.616211 ∣     [  std_z : 0.99  real_sub_fake : 411.90 ]
[  epoch 0028/0040] 3460/4800, lr:2.5e-05 ∣ avg_100 : 32046.896468 ∣ critic_nllloss : 25857.091406 ∣ critic_ganloss : -120.036501 ∣ generator_nllloss : 5151.685938 ∣ generator_ganloss : 1077.309473 ∣     [  std_z : 0.99  real_sub_fake : 389.73 ]
[  epoch 0028/0040] 3470/4800, lr:2.5e-05 ∣ avg_100 : 32049.425699 ∣ critic_nllloss : 26117.720898 ∣ critic_ganloss : -123.031171 ∣ generator_nllloss : 5256.661133 ∣ generator_ganloss : 1050.717871 ∣     [  std_z : 0.99  real_sub_fake : 453.10 ]
[  epoch 0028/0040] 3480/4800, lr:2.5e-05 ∣ avg_100 : 32049.597294 ∣ critic_nllloss : 25975.719531 ∣ critic_ganloss : -136.186082 ∣ generator_nllloss : 5188.051562 ∣ generator_ganloss : 1067.528418 ∣     [  std_z : 0.99  real_sub_fake : 466.66 ]
[  epoch 0028/0040] 3490/4800, lr:2.5e-05 ∣ avg_100 : 32050.442806 ∣ critic_nllloss : 26028.517188 ∣ critic_ganloss : -116.843367 ∣ generator_nllloss : 5156.028711 ∣ generator_ganloss : 1069.932178 ∣     [  std_z : 1.00  real_sub_fake : 494.38 ]
[  epoch 0028/0040] 3500/4800, lr:2.5e-05 ∣ avg_100 : 32054.092758 ∣ critic_nllloss : 25998.868164 ∣ critic_ganloss : -128.201646 ∣ generator_nllloss : 5227.289453 ∣ generator_ganloss : 1062.681348 ∣     [  std_z : 1.00  real_sub_fake : 527.48 ]
[  epoch 0028/0040] 3510/4800, lr:2.5e-05 ∣ avg_100 : 32052.504477 ∣ critic_nllloss : 25887.080469 ∣ critic_ganloss : -145.606886 ∣ generator_nllloss : 5191.422266 ∣ generator_ganloss : 1079.374463 ∣     [  std_z : 0.99  real_sub_fake : 482.16 ]
[  epoch 0028/0040] 3520/4800, lr:2.5e-05 ∣ avg_100 : 32052.989700 ∣ critic_nllloss : 25912.223242 ∣ critic_ganloss : -126.944714 ∣ generator_nllloss : 5180.636719 ∣ generator_ganloss : 1063.537842 ∣     [  std_z : 0.98  real_sub_fake : 517.82 ]
[  epoch 0028/0040] 3530/4800, lr:2.5e-05 ∣ avg_100 : 32051.341745 ∣ critic_nllloss : 25808.773242 ∣ critic_ganloss : -148.663136 ∣ generator_nllloss : 5130.712109 ∣ generator_ganloss : 1081.960938 ∣     [  std_z : 0.98  real_sub_fake : 467.92 ]
[  epoch 0028/0040] 3540/4800, lr:2.5e-05 ∣ avg_100 : 32051.230743 ∣ critic_nllloss : 26008.334375 ∣ critic_ganloss : -156.903612 ∣ generator_nllloss : 5220.933594 ∣ generator_ganloss : 1060.137598 ∣     [  std_z : 1.00  real_sub_fake : 580.36 ]
[  epoch 0028/0040] 3550/4800, lr:2.5e-05 ∣ avg_100 : 32049.621740 ∣ critic_nllloss : 26127.187109 ∣ critic_ganloss : -197.752699 ∣ generator_nllloss : 5150.134961 ∣ generator_ganloss : 1068.759424 ∣     [  std_z : 1.00  real_sub_fake : 662.24 ]
[  epoch 0028/0040] 3560/4800, lr:2.5e-05 ∣ avg_100 : 32052.026456 ∣ critic_nllloss : 25984.021094 ∣ critic_ganloss : -88.552972 ∣ generator_nllloss : 5224.881055 ∣ generator_ganloss : 1111.987939 ∣  [  std_z : 1.00  real_sub_fake : 506.91 ]
[  epoch 0028/0040] 3570/4800, lr:2.5e-05 ∣ avg_100 : 32055.656867 ∣ critic_nllloss : 26113.590820 ∣ critic_ganloss : -135.314499 ∣ generator_nllloss : 5205.639453 ∣ generator_ganloss : 1070.518945 ∣     [  std_z : 0.99  real_sub_fake : 439.34 ]
[  epoch 0028/0040] 3580/4800, lr:2.5e-05 ∣ avg_100 : 32051.663721 ∣ critic_nllloss : 25787.568945 ∣ critic_ganloss : -137.869403 ∣ generator_nllloss : 5176.505469 ∣ generator_ganloss : 1066.499316 ∣     [  std_z : 0.98  real_sub_fake : 499.33 ]
[  epoch 0028/0040] 3590/4800, lr:2.5e-05 ∣ avg_100 : 32052.102381 ∣ critic_nllloss : 25938.202734 ∣ critic_ganloss : -151.701315 ∣ generator_nllloss : 5192.940234 ∣ generator_ganloss : 1075.722607 ∣     [  std_z : 0.99  real_sub_fake : 508.89 ]
[  epoch 0028/0040] 3600/4800, lr:2.5e-05 ∣ avg_100 : 32051.185775 ∣ critic_nllloss : 25913.604883 ∣ critic_ganloss : -164.059409 ∣ generator_nllloss : 5176.874609 ∣ generator_ganloss : 1072.913184 ∣     [  std_z : 1.00  real_sub_fake : 602.89 ]
[  epoch 0028/0040] 3610/4800, lr:2.5e-05 ∣ avg_100 : 32050.179353 ∣ critic_nllloss : 25934.405078 ∣ critic_ganloss : -164.778814 ∣ generator_nllloss : 5136.391016 ∣ generator_ganloss : 1099.936768 ∣     [  std_z : 1.01  real_sub_fake : 578.77 ]
[  epoch 0028/0040] 3620/4800, lr:2.5e-05 ∣ avg_100 : 32051.174181 ∣ critic_nllloss : 25874.218555 ∣ critic_ganloss : -171.953978 ∣ generator_nllloss : 5181.076758 ∣ generator_ganloss : 1087.511719 ∣     [  std_z : 1.00  real_sub_fake : 615.11 ]
[  epoch 0028/0040] 3630/4800, lr:2.5e-05 ∣ avg_100 : 32048.380893 ∣ critic_nllloss : 25872.440234 ∣ critic_ganloss : -142.686328 ∣ generator_nllloss : 5208.194531 ∣ generator_ganloss : 1077.547559 ∣     [  std_z : 0.99  real_sub_fake : 606.51 ]
[  epoch 0028/0040] 3640/4800, lr:2.5e-05 ∣ avg_100 : 32050.217901 ∣ critic_nllloss : 26015.775391 ∣ critic_ganloss : -144.637415 ∣ generator_nllloss : 5187.966406 ∣ generator_ganloss : 1082.056250 ∣     [  std_z : 0.98  real_sub_fake : 532.08 ]
[  epoch 0028/0040] 3650/4800, lr:2.5e-05 ∣ avg_100 : 32043.927788 ∣ critic_nllloss : 25607.954492 ∣ critic_ganloss : -142.482124 ∣ generator_nllloss : 5085.087891 ∣ generator_ganloss : 1069.154346 ∣     [  std_z : 0.98  real_sub_fake : 498.57 ]
[  epoch 0028/0040] 3660/4800, lr:2.5e-05 ∣ avg_100 : 32044.281157 ∣ critic_nllloss : 26025.036719 ∣ critic_ganloss : -125.393297 ∣ generator_nllloss : 5319.865625 ∣ generator_ganloss : 1066.971777 ∣     [  std_z : 1.00  real_sub_fake : 509.49 ]
[  epoch 0028/0040] 3670/4800, lr:2.5e-05 ∣ avg_100 : 32045.973431 ∣ critic_nllloss : 25836.161133 ∣ critic_ganloss : -110.396997 ∣ generator_nllloss : 5171.676562 ∣ generator_ganloss : 1081.811865 ∣     [  std_z : 1.00  real_sub_fake : 461.19 ]
[  epoch 0028/0040] 3680/4800, lr:2.5e-05 ∣ avg_100 : 32045.392505 ∣ critic_nllloss : 25967.351758 ∣ critic_ganloss : -105.634899 ∣ generator_nllloss : 5128.385156 ∣ generator_ganloss : 1082.307031 ∣     [  std_z : 0.99  real_sub_fake : 462.93 ]
[  epoch 0028/0040] 3690/4800, lr:2.5e-05 ∣ avg_100 : 32046.712580 ∣ critic_nllloss : 26018.513477 ∣ critic_ganloss : -151.182394 ∣ generator_nllloss : 5219.373047 ∣ generator_ganloss : 1091.237451 ∣     [  std_z : 0.98  real_sub_fake : 483.47 ]
[  epoch 0028/0040] 3700/4800, lr:2.5e-05 ∣ avg_100 : 32047.890837 ∣ critic_nllloss : 25815.000195 ∣ critic_ganloss : -90.489007 ∣ generator_nllloss : 5178.213477 ∣ generator_ganloss : 1087.171924 ∣  [  std_z : 0.99  real_sub_fake : 503.54 ]
[  epoch 0028/0040] 3710/4800, lr:2.5e-05 ∣ avg_100 : 32050.539533 ∣ critic_nllloss : 25981.201953 ∣ critic_ganloss : -142.519059 ∣ generator_nllloss : 5122.743555 ∣ generator_ganloss : 1114.426660 ∣     [  std_z : 1.00  real_sub_fake : 460.48 ]
[  epoch 0028/0040] 3720/4800, lr:2.5e-05 ∣ avg_100 : 32048.719847 ∣ critic_nllloss : 25839.635156 ∣ critic_ganloss : -164.313972 ∣ generator_nllloss : 5117.991406 ∣ generator_ganloss : 1092.589453 ∣     [  std_z : 1.01  real_sub_fake : 508.39 ]
[  epoch 0028/0040] 3730/4800, lr:2.5e-05 ∣ avg_100 : 32047.186353 ∣ critic_nllloss : 25696.709766 ∣ critic_ganloss : -134.392891 ∣ generator_nllloss : 5256.753516 ∣ generator_ganloss : 1087.123926 ∣     [  std_z : 1.00  real_sub_fake : 609.26 ]
[  epoch 0028/0040] 3740/4800, lr:2.5e-05 ∣ avg_100 : 32050.543143 ∣ critic_nllloss : 26091.805859 ∣ critic_ganloss : -156.776515 ∣ generator_nllloss : 5213.598047 ∣ generator_ganloss : 1102.687500 ∣     [  std_z : 0.99  real_sub_fake : 528.71 ]
[  epoch 0028/0040] 3750/4800, lr:2.5e-05 ∣ avg_100 : 32051.780518 ∣ critic_nllloss : 25997.190430 ∣ critic_ganloss : -150.420104 ∣ generator_nllloss : 5241.230273 ∣ generator_ganloss : 1063.080420 ∣     [  std_z : 0.98  real_sub_fake : 559.76 ]
[  epoch 0028/0040] 3760/4800, lr:2.5e-05 ∣ avg_100 : 32051.189853 ∣ critic_nllloss : 26073.213281 ∣ critic_ganloss : -170.702493 ∣ generator_nllloss : 5180.676172 ∣ generator_ganloss : 1052.684961 ∣     [  std_z : 0.99  real_sub_fake : 610.26 ]
[  epoch 0028/0040] 3770/4800, lr:2.5e-05 ∣ avg_100 : 32052.335719 ∣ critic_nllloss : 26019.642188 ∣ critic_ganloss : -134.574702 ∣ generator_nllloss : 5238.649414 ∣ generator_ganloss : 1065.147852 ∣     [  std_z : 1.01  real_sub_fake : 525.27 ]
[  epoch 0028/0040] 3780/4800, lr:2.5e-05 ∣ avg_100 : 32054.458915 ∣ critic_nllloss : 25999.900586 ∣ critic_ganloss : -138.850903 ∣ generator_nllloss : 5166.010547 ∣ generator_ganloss : 1078.943115 ∣     [  std_z : 1.01  real_sub_fake : 500.56 ]
[  epoch 0028/0040] 3790/4800, lr:2.5e-05 ∣ avg_100 : 32057.628555 ∣ critic_nllloss : 26065.525781 ∣ critic_ganloss : -126.791048 ∣ generator_nllloss : 5223.913477 ∣ generator_ganloss : 1078.412939 ∣     [  std_z : 0.99  real_sub_fake : 512.09 ]
[  epoch 0028/0040] 3800/4800, lr:2.5e-05 ∣ avg_100 : 32057.987235 ∣ critic_nllloss : 25774.384961 ∣ critic_ganloss : -98.114968 ∣ generator_nllloss : 5126.881445 ∣ generator_ganloss : 1074.400488 ∣  [  std_z : 0.98  real_sub_fake : 430.67 ]
[  epoch 0028/0040] 3810/4800, lr:2.5e-05 ∣ avg_100 : 32058.415346 ∣ critic_nllloss : 25868.508594 ∣ critic_ganloss : -160.993268 ∣ generator_nllloss : 5177.949609 ∣ generator_ganloss : 1075.609814 ∣     [  std_z : 1.00  real_sub_fake : 480.70 ]
[  epoch 0028/0040] 3820/4800, lr:2.5e-05 ∣ avg_100 : 32064.524454 ∣ critic_nllloss : 26150.634961 ∣ critic_ganloss : -165.073492 ∣ generator_nllloss : 5289.412500 ∣ generator_ganloss : 1072.409521 ∣     [  std_z : 1.00  real_sub_fake : 543.18 ]
[  epoch 0028/0040] 3830/4800, lr:2.5e-05 ∣ avg_100 : 32062.787348 ∣ critic_nllloss : 26001.655078 ∣ critic_ganloss : -185.181464 ∣ generator_nllloss : 5242.884766 ∣ generator_ganloss : 1060.093604 ∣     [  std_z : 1.00  real_sub_fake : 652.41 ]
[  epoch 0028/0040] 3840/4800, lr:2.5e-05 ∣ avg_100 : 32061.972406 ∣ critic_nllloss : 25830.474023 ∣ critic_ganloss : -141.025056 ∣ generator_nllloss : 5129.080859 ∣ generator_ganloss : 1088.467041 ∣     [  std_z : 0.98  real_sub_fake : 559.45 ]
[  epoch 0028/0040] 3850/4800, lr:2.5e-05 ∣ avg_100 : 32061.794778 ∣ critic_nllloss : 26004.127539 ∣ critic_ganloss : -117.188162 ∣ generator_nllloss : 5221.101953 ∣ generator_ganloss : 1076.568555 ∣     [  std_z : 0.98  real_sub_fake : 569.32 ]
[  epoch 0028/0040] 3860/4800, lr:2.5e-05 ∣ avg_100 : 32061.859757 ∣ critic_nllloss : 25932.838086 ∣ critic_ganloss : -140.811288 ∣ generator_nllloss : 5229.315039 ∣ generator_ganloss : 1082.329932 ∣     [  std_z : 0.98  real_sub_fake : 472.56 ]
[  epoch 0028/0040] 3870/4800, lr:2.5e-05 ∣ avg_100 : 32063.098473 ∣ critic_nllloss : 25957.396484 ∣ critic_ganloss : -135.097939 ∣ generator_nllloss : 5240.377344 ∣ generator_ganloss : 1066.613037 ∣     [  std_z : 0.99  real_sub_fake : 501.86 ]
[  epoch 0028/0040] 3880/4800, lr:2.5e-05 ∣ avg_100 : 32062.982788 ∣ critic_nllloss : 25853.017969 ∣ critic_ganloss : -135.386768 ∣ generator_nllloss : 5212.241211 ∣ generator_ganloss : 1090.832471 ∣     [  std_z : 1.01  real_sub_fake : 486.23 ]
[  epoch 0028/0040] 3890/4800, lr:2.5e-05 ∣ avg_100 : 32059.233478 ∣ critic_nllloss : 25747.139062 ∣ critic_ganloss : -124.738542 ∣ generator_nllloss : 5185.968945 ∣ generator_ganloss : 1058.403467 ∣     [  std_z : 1.00  real_sub_fake : 576.63 ]
[  epoch 0028/0040] 3900/4800, lr:2.5e-05 ∣ avg_100 : 32058.641347 ∣ critic_nllloss : 25982.862891 ∣ critic_ganloss : -154.689624 ∣ generator_nllloss : 5267.229883 ∣ generator_ganloss : 1066.243066 ∣     [  std_z : 0.99  real_sub_fake : 555.36 ]
[  epoch 0028/0040] 3910/4800, lr:2.5e-05 ∣ avg_100 : 32057.646630 ∣ critic_nllloss : 25864.098438 ∣ critic_ganloss : -168.524379 ∣ generator_nllloss : 5186.420703 ∣ generator_ganloss : 1070.283008 ∣     [  std_z : 0.99  real_sub_fake : 559.81 ]
[  epoch 0028/0040] 3920/4800, lr:2.5e-05 ∣ avg_100 : 32060.822284 ∣ critic_nllloss : 26057.511914 ∣ critic_ganloss : -161.364247 ∣ generator_nllloss : 5276.776758 ∣ generator_ganloss : 1060.912598 ∣     [  std_z : 0.98  real_sub_fake : 692.87 ]
[  epoch 0028/0040] 3930/4800, lr:2.5e-05 ∣ avg_100 : 32058.722456 ∣ critic_nllloss : 25876.698242 ∣ critic_ganloss : -131.754896 ∣ generator_nllloss : 5188.711328 ∣ generator_ganloss : 1100.806787 ∣     [  std_z : 0.99  real_sub_fake : 477.20 ]
[  epoch 0028/0040] 3940/4800, lr:2.5e-05 ∣ avg_100 : 32056.059597 ∣ critic_nllloss : 25874.301563 ∣ critic_ganloss : -104.348311 ∣ generator_nllloss : 5170.674414 ∣ generator_ganloss : 1091.910498 ∣     [  std_z : 1.00  real_sub_fake : 499.12 ]
[  epoch 0028/0040] 3950/4800, lr:2.5e-05 ∣ avg_100 : 32055.545359 ∣ critic_nllloss : 26097.242773 ∣ critic_ganloss : -158.152998 ∣ generator_nllloss : 5253.863281 ∣ generator_ganloss : 1090.304883 ∣     [  std_z : 1.00  real_sub_fake : 515.59 ]
[  epoch 0028/0040] 3960/4800, lr:2.5e-05 ∣ avg_100 : 32051.628973 ∣ critic_nllloss : 25649.826758 ∣ critic_ganloss : -122.525090 ∣ generator_nllloss : 5211.939844 ∣ generator_ganloss : 1077.753711 ∣     [  std_z : 0.99  real_sub_fake : 549.15 ]
[  epoch 0028/0040] 3970/4800, lr:2.5e-05 ∣ avg_100 : 32053.388970 ∣ critic_nllloss : 25965.129883 ∣ critic_ganloss : -123.488781 ∣ generator_nllloss : 5260.823438 ∣ generator_ganloss : 1100.154492 ∣     [  std_z : 0.99  real_sub_fake : 449.07 ]
[  epoch 0028/0040] 3980/4800, lr:2.5e-05 ∣ avg_100 : 32051.452104 ∣ critic_nllloss : 25908.285352 ∣ critic_ganloss : -144.822281 ∣ generator_nllloss : 5109.843555 ∣ generator_ganloss : 1055.762695 ∣     [  std_z : 0.98  real_sub_fake : 484.05 ]
[  epoch 0028/0040] 3990/4800, lr:2.5e-05 ∣ avg_100 : 32049.779088 ∣ critic_nllloss : 25807.956055 ∣ critic_ganloss : -120.291674 ∣ generator_nllloss : 5148.094727 ∣ generator_ganloss : 1075.172168 ∣     [  std_z : 1.00  real_sub_fake : 452.62 ]
[  epoch 0028/0040] 4000/4800, lr:2.5e-05 ∣ avg_100 : 32048.969271 ∣ critic_nllloss : 25867.354102 ∣ critic_ganloss : -165.816481 ∣ generator_nllloss : 5146.687305 ∣ generator_ganloss : 1080.368555 ∣     [  std_z : 1.01  real_sub_fake : 507.60 ]
[  epoch 0028/0040] 4010/4800, lr:2.5e-05 ∣ avg_100 : 32050.926511 ∣ critic_nllloss : 26018.494336 ∣ critic_ganloss : -166.167746 ∣ generator_nllloss : 5217.982813 ∣ generator_ganloss : 1084.951465 ∣     [  std_z : 1.00  real_sub_fake : 595.01 ]
[  epoch 0028/0040] 4020/4800, lr:2.5e-05 ∣ avg_100 : 32051.934790 ∣ critic_nllloss : 25947.155078 ∣ critic_ganloss : -161.370764 ∣ generator_nllloss : 5143.632422 ∣ generator_ganloss : 1092.701611 ∣     [  std_z : 0.99  real_sub_fake : 555.29 ]
[  epoch 0028/0040] 4030/4800, lr:2.5e-05 ∣ avg_100 : 32052.966433 ∣ critic_nllloss : 25840.164453 ∣ critic_ganloss : -107.943951 ∣ generator_nllloss : 5178.676367 ∣ generator_ganloss : 1108.050977 ∣     [  std_z : 0.98  real_sub_fake : 496.99 ]
[  epoch 0028/0040] 4040/4800, lr:2.5e-05 ∣ avg_100 : 32054.752765 ∣ critic_nllloss : 25993.639844 ∣ critic_ganloss : -91.941889 ∣ generator_nllloss : 5227.234766 ∣ generator_ganloss : 1090.636816 ∣  [  std_z : 0.99  real_sub_fake : 403.85 ]
[  epoch 0028/0040] 4050/4800, lr:2.5e-05 ∣ avg_100 : 32057.581092 ∣ critic_nllloss : 26005.911523 ∣ critic_ganloss : -151.509306 ∣ generator_nllloss : 5230.852734 ∣ generator_ganloss : 1072.396191 ∣     [  std_z : 0.99  real_sub_fake : 544.65 ]
[  epoch 0028/0040] 4060/4800, lr:2.5e-05 ∣ avg_100 : 32061.050544 ∣ critic_nllloss : 26106.270508 ∣ critic_ganloss : -153.124353 ∣ generator_nllloss : 5283.551758 ∣ generator_ganloss : 1082.660205 ∣     [  std_z : 1.00  real_sub_fake : 538.21 ]
[  epoch 0028/0040] 4070/4800, lr:2.5e-05 ∣ avg_100 : 32060.619630 ∣ critic_nllloss : 25982.413672 ∣ critic_ganloss : -182.369539 ∣ generator_nllloss : 5185.140625 ∣ generator_ganloss : 1052.364014 ∣     [  std_z : 1.00  real_sub_fake : 639.22 ]
[  epoch 0028/0040] 4080/4800, lr:2.5e-05 ∣ avg_100 : 32063.299910 ∣ critic_nllloss : 25968.266797 ∣ critic_ganloss : -144.486416 ∣ generator_nllloss : 5205.883008 ∣ generator_ganloss : 1124.495557 ∣     [  std_z : 0.99  real_sub_fake : 571.98 ]
[  epoch 0028/0040] 4090/4800, lr:2.5e-05 ∣ avg_100 : 32060.310798 ∣ critic_nllloss : 25674.077734 ∣ critic_ganloss : -139.501749 ∣ generator_nllloss : 5135.276367 ∣ generator_ganloss : 1099.857764 ∣     [  std_z : 0.99  real_sub_fake : 527.49 ]
[  epoch 0028/0040] 4100/4800, lr:2.5e-05 ∣ avg_100 : 32060.895640 ∣ critic_nllloss : 25881.561328 ∣ critic_ganloss : -95.873391 ∣ generator_nllloss : 5288.644727 ∣ generator_ganloss : 1090.301758 ∣  [  std_z : 0.98  real_sub_fake : 520.49 ]
[  epoch 0028/0040] 4110/4800, lr:2.5e-05 ∣ avg_100 : 32061.725901 ∣ critic_nllloss : 25952.630078 ∣ critic_ganloss : -99.335217 ∣ generator_nllloss : 5150.709180 ∣ generator_ganloss : 1090.023633 ∣  [  std_z : 0.99  real_sub_fake : 453.14 ]
[  epoch 0028/0040] 4120/4800, lr:2.5e-05 ∣ avg_100 : 32061.664243 ∣ critic_nllloss : 25909.475781 ∣ critic_ganloss : -130.966453 ∣ generator_nllloss : 5147.816211 ∣ generator_ganloss : 1093.669238 ∣     [  std_z : 0.99  real_sub_fake : 392.25 ]
[  epoch 0028/0040] 4130/4800, lr:2.5e-05 ∣ avg_100 : 32062.203152 ∣ critic_nllloss : 26141.860352 ∣ critic_ganloss : -169.254025 ∣ generator_nllloss : 5237.354688 ∣ generator_ganloss : 1060.339795 ∣     [  std_z : 1.01  real_sub_fake : 536.78 ]
[  epoch 0028/0040] 4140/4800, lr:2.5e-05 ∣ avg_100 : 32062.794453 ∣ critic_nllloss : 26038.540625 ∣ critic_ganloss : -122.683118 ∣ generator_nllloss : 5152.061328 ∣ generator_ganloss : 1102.991699 ∣     [  std_z : 1.00  real_sub_fake : 518.80 ]
[  epoch 0028/0040] 4150/4800, lr:2.5e-05 ∣ avg_100 : 32064.478690 ∣ critic_nllloss : 25956.028711 ∣ critic_ganloss : -117.335820 ∣ generator_nllloss : 5261.431445 ∣ generator_ganloss : 1092.672266 ∣     [  std_z : 0.99  real_sub_fake : 456.70 ]
[  epoch 0028/0040] 4160/4800, lr:2.5e-05 ∣ avg_100 : 32063.361951 ∣ critic_nllloss : 25915.189258 ∣ critic_ganloss : -156.431796 ∣ generator_nllloss : 5146.347656 ∣ generator_ganloss : 1062.744775 ∣     [  std_z : 0.99  real_sub_fake : 594.89 ]
[  epoch 0028/0040] 4170/4800, lr:2.5e-05 ∣ avg_100 : 32069.317420 ∣ critic_nllloss : 25972.924805 ∣ critic_ganloss : -148.142830 ∣ generator_nllloss : 5169.372070 ∣ generator_ganloss : 1089.033838 ∣     [  std_z : 0.99  real_sub_fake : 513.89 ]
[  epoch 0028/0040] 4180/4800, lr:2.5e-05 ∣ avg_100 : 32072.809352 ∣ critic_nllloss : 26108.560547 ∣ critic_ganloss : -141.398734 ∣ generator_nllloss : 5185.464453 ∣ generator_ganloss : 1065.428320 ∣     [  std_z : 1.00  real_sub_fake : 541.79 ]
[  epoch 0028/0040] 4190/4800, lr:2.5e-05 ∣ avg_100 : 32072.258026 ∣ critic_nllloss : 25963.873047 ∣ critic_ganloss : -206.515674 ∣ generator_nllloss : 5187.867578 ∣ generator_ganloss : 1079.270996 ∣     [  std_z : 0.99  real_sub_fake : 599.25 ]
[  epoch 0028/0040] 4200/4800, lr:2.5e-05 ∣ avg_100 : 32070.582762 ∣ critic_nllloss : 25898.459766 ∣ critic_ganloss : -138.064415 ∣ generator_nllloss : 5144.813672 ∣ generator_ganloss : 1073.862012 ∣     [  std_z : 0.99  real_sub_fake : 578.29 ]
[  epoch 0028/0040] 4210/4800, lr:2.5e-05 ∣ avg_100 : 32070.893330 ∣ critic_nllloss : 26000.189258 ∣ critic_ganloss : -169.359750 ∣ generator_nllloss : 5255.466016 ∣ generator_ganloss : 1085.513232 ∣     [  std_z : 0.98  real_sub_fake : 653.01 ]
[  epoch 0028/0040] 4220/4800, lr:2.5e-05 ∣ avg_100 : 32073.181394 ∣ critic_nllloss : 26095.646484 ∣ critic_ganloss : -115.484358 ∣ generator_nllloss : 5263.476367 ∣ generator_ganloss : 1103.227832 ∣     [  std_z : 0.98  real_sub_fake : 577.01 ]
[  epoch 0028/0040] 4230/4800, lr:2.5e-05 ∣ avg_100 : 32073.958248 ∣ critic_nllloss : 25769.723633 ∣ critic_ganloss : -177.616055 ∣ generator_nllloss : 5216.801562 ∣ generator_ganloss : 1070.043066 ∣     [  std_z : 0.99  real_sub_fake : 637.84 ]
[  epoch 0028/0040] 4240/4800, lr:2.5e-05 ∣ avg_100 : 32077.168957 ∣ critic_nllloss : 25978.217969 ∣ critic_ganloss : -138.197926 ∣ generator_nllloss : 5205.642187 ∣ generator_ganloss : 1098.355029 ∣     [  std_z : 1.00  real_sub_fake : 584.72 ]
[  epoch 0028/0040] 4250/4800, lr:2.5e-05 ∣ avg_100 : 32075.627553 ∣ critic_nllloss : 25706.699414 ∣ critic_ganloss : -132.325364 ∣ generator_nllloss : 5176.306641 ∣ generator_ganloss : 1078.052441 ∣     [  std_z : 0.99  real_sub_fake : 495.57 ]
[  epoch 0028/0040] 4260/4800, lr:2.5e-05 ∣ avg_100 : 32075.715866 ∣ critic_nllloss : 25964.209570 ∣ critic_ganloss : -143.878492 ∣ generator_nllloss : 5242.903125 ∣ generator_ganloss : 1091.904541 ∣     [  std_z : 0.99  real_sub_fake : 427.80 ]
[  epoch 0028/0040] 4270/4800, lr:2.5e-05 ∣ avg_100 : 32077.093029 ∣ critic_nllloss : 26040.986133 ∣ critic_ganloss : -147.612233 ∣ generator_nllloss : 5195.515039 ∣ generator_ganloss : 1055.476514 ∣     [  std_z : 0.99  real_sub_fake : 522.99 ]
[  epoch 0028/0040] 4280/4800, lr:2.5e-05 ∣ avg_100 : 32077.305648 ∣ critic_nllloss : 26030.914258 ∣ critic_ganloss : -148.164316 ∣ generator_nllloss : 5269.196094 ∣ generator_ganloss : 1081.504199 ∣     [  std_z : 0.99  real_sub_fake : 526.84 ]
[  epoch 0028/0040] 4290/4800, lr:2.5e-05 ∣ avg_100 : 32079.211866 ∣ critic_nllloss : 25956.852734 ∣ critic_ganloss : -93.143819 ∣ generator_nllloss : 5168.713867 ∣ generator_ganloss : 1084.233008 ∣  [  std_z : 0.99  real_sub_fake : 495.97 ]
[  epoch 0028/0040] 4300/4800, lr:2.5e-05 ∣ avg_100 : 32078.500790 ∣ critic_nllloss : 25955.946289 ∣ critic_ganloss : -106.003687 ∣ generator_nllloss : 5146.768359 ∣ generator_ganloss : 1084.165674 ∣     [  std_z : 0.99  real_sub_fake : 431.39 ]
[  epoch 0028/0040] 4310/4800, lr:2.5e-05 ∣ avg_100 : 32078.229409 ∣ critic_nllloss : 25978.649414 ∣ critic_ganloss : -126.097004 ∣ generator_nllloss : 5197.258398 ∣ generator_ganloss : 1080.445410 ∣     [  std_z : 0.99  real_sub_fake : 437.02 ]
[  epoch 0028/0040] 4320/4800, lr:2.5e-05 ∣ avg_100 : 32076.771046 ∣ critic_nllloss : 25823.965820 ∣ critic_ganloss : -165.856068 ∣ generator_nllloss : 5266.099414 ∣ generator_ganloss : 1057.172754 ∣     [  std_z : 0.99  real_sub_fake : 540.38 ]
[  epoch 0028/0040] 4330/4800, lr:2.5e-05 ∣ avg_100 : 32079.964236 ∣ critic_nllloss : 25959.946094 ∣ critic_ganloss : -144.646127 ∣ generator_nllloss : 5209.741406 ∣ generator_ganloss : 1101.786230 ∣     [  std_z : 1.00  real_sub_fake : 527.77 ]
[  epoch 0028/0040] 4340/4800, lr:2.5e-05 ∣ avg_100 : 32074.248542 ∣ critic_nllloss : 25832.388477 ∣ critic_ganloss : -146.041266 ∣ generator_nllloss : 5078.654102 ∣ generator_ganloss : 1076.000439 ∣     [  std_z : 1.00  real_sub_fake : 578.26 ]
[  epoch 0028/0040] 4350/4800, lr:2.5e-05 ∣ avg_100 : 32077.644401 ∣ critic_nllloss : 26016.436523 ∣ critic_ganloss : -112.159058 ∣ generator_nllloss : 5100.539062 ∣ generator_ganloss : 1099.524316 ∣     [  std_z : 0.99  real_sub_fake : 474.16 ]
[  epoch 0028/0040] 4360/4800, lr:2.5e-05 ∣ avg_100 : 32077.515916 ∣ critic_nllloss : 25876.064063 ∣ critic_ganloss : -118.234669 ∣ generator_nllloss : 5259.653906 ∣ generator_ganloss : 1086.870361 ∣     [  std_z : 0.99  real_sub_fake : 471.94 ]
[  epoch 0028/0040] 4370/4800, lr:2.5e-05 ∣ avg_100 : 32081.471312 ∣ critic_nllloss : 26176.278320 ∣ critic_ganloss : -150.911635 ∣ generator_nllloss : 5269.576172 ∣ generator_ganloss : 1072.854150 ∣     [  std_z : 1.00  real_sub_fake : 524.42 ]
[  epoch 0028/0040] 4380/4800, lr:2.5e-05 ∣ avg_100 : 32083.054077 ∣ critic_nllloss : 25832.148047 ∣ critic_ganloss : -145.659265 ∣ generator_nllloss : 5129.469141 ∣ generator_ganloss : 1072.232422 ∣     [  std_z : 1.00  real_sub_fake : 547.98 ]
[  epoch 0028/0040] 4390/4800, lr:2.5e-05 ∣ avg_100 : 32081.717838 ∣ critic_nllloss : 25957.988672 ∣ critic_ganloss : -126.648726 ∣ generator_nllloss : 5210.734375 ∣ generator_ganloss : 1083.464160 ∣     [  std_z : 1.00  real_sub_fake : 532.98 ]
[  epoch 0028/0040] 4400/4800, lr:2.5e-05 ∣ avg_100 : 32078.602460 ∣ critic_nllloss : 25772.497852 ∣ critic_ganloss : -156.985579 ∣ generator_nllloss : 5216.556055 ∣ generator_ganloss : 1071.321436 ∣     [  std_z : 0.99  real_sub_fake : 523.55 ]
[  epoch 0028/0040] 4410/4800, lr:2.5e-05 ∣ avg_100 : 32073.560307 ∣ critic_nllloss : 25760.413867 ∣ critic_ganloss : -170.715135 ∣ generator_nllloss : 5144.507812 ∣ generator_ganloss : 1083.192529 ∣     [  std_z : 0.98  real_sub_fake : 596.51 ]
[  epoch 0028/0040] 4420/4800, lr:2.5e-05 ∣ avg_100 : 32074.039917 ∣ critic_nllloss : 25716.920117 ∣ critic_ganloss : -122.533439 ∣ generator_nllloss : 5159.404102 ∣ generator_ganloss : 1089.404102 ∣     [  std_z : 0.98  real_sub_fake : 527.89 ]
[  epoch 0028/0040] 4430/4800, lr:2.5e-05 ∣ avg_100 : 32072.168448 ∣ critic_nllloss : 25971.104492 ∣ critic_ganloss : -184.978561 ∣ generator_nllloss : 5273.228125 ∣ generator_ganloss : 1075.028564 ∣     [  std_z : 1.00  real_sub_fake : 613.40 ]
[  epoch 0028/0040] 4440/4800, lr:2.5e-05 ∣ avg_100 : 32075.435319 ∣ critic_nllloss : 26175.717969 ∣ critic_ganloss : -144.167366 ∣ generator_nllloss : 5302.017383 ∣ generator_ganloss : 1101.967627 ∣     [  std_z : 1.00  real_sub_fake : 529.21 ]
[  epoch 0028/0040] 4450/4800, lr:2.5e-05 ∣ avg_100 : 32077.790502 ∣ critic_nllloss : 26137.561914 ∣ critic_ganloss : -111.409547 ∣ generator_nllloss : 5207.206445 ∣ generator_ganloss : 1105.733887 ∣     [  std_z : 1.01  real_sub_fake : 543.71 ]
[  epoch 0028/0040] 4460/4800, lr:2.5e-05 ∣ avg_100 : 32077.399574 ∣ critic_nllloss : 25777.936328 ∣ critic_ganloss : -129.484149 ∣ generator_nllloss : 5177.176172 ∣ generator_ganloss : 1101.329150 ∣     [  std_z : 0.99  real_sub_fake : 525.84 ]
[  epoch 0028/0040] 4470/4800, lr:2.5e-05 ∣ avg_100 : 32077.040284 ∣ critic_nllloss : 26007.539453 ∣ critic_ganloss : -49.204820 ∣ generator_nllloss : 5178.670508 ∣ generator_ganloss : 1129.134668 ∣  [  std_z : 0.98  real_sub_fake : 291.28 ]
[  epoch 0028/0040] 4480/4800, lr:2.5e-05 ∣ avg_100 : 32076.959925 ∣ critic_nllloss : 25904.182812 ∣ critic_ganloss : -69.971287 ∣ generator_nllloss : 5149.290430 ∣ generator_ganloss : 1103.575586 ∣  [  std_z : 0.98  real_sub_fake : 231.20 ]
[  epoch 0028/0040] 4490/4800, lr:2.5e-05 ∣ avg_100 : 32075.114752 ∣ critic_nllloss : 25873.327930 ∣ critic_ganloss : -131.451126 ∣ generator_nllloss : 5140.926367 ∣ generator_ganloss : 1070.314160 ∣     [  std_z : 1.00  real_sub_fake : 368.53 ]
[  epoch 0028/0040] 4500/4800, lr:2.5e-05 ∣ avg_100 : 32072.756500 ∣ critic_nllloss : 25885.742969 ∣ critic_ganloss : -129.458909 ∣ generator_nllloss : 5102.895117 ∣ generator_ganloss : 1065.633008 ∣     [  std_z : 1.00  real_sub_fake : 450.33 ]
[  epoch 0028/0040] 4510/4800, lr:2.5e-05 ∣ avg_100 : 32075.073042 ∣ critic_nllloss : 26062.129102 ∣ critic_ganloss : -129.240222 ∣ generator_nllloss : 5242.789844 ∣ generator_ganloss : 1068.245801 ∣     [  std_z : 1.00  real_sub_fake : 520.98 ]
[  epoch 0028/0040] 4520/4800, lr:2.5e-05 ∣ avg_100 : 32076.303743 ∣ critic_nllloss : 25948.608789 ∣ critic_ganloss : -105.998653 ∣ generator_nllloss : 5193.586328 ∣ generator_ganloss : 1116.326660 ∣     [  std_z : 0.99  real_sub_fake : 408.20 ]
[  epoch 0028/0040] 4530/4800, lr:2.5e-05 ∣ avg_100 : 32076.762699 ∣ critic_nllloss : 25765.393555 ∣ critic_ganloss : -69.158104 ∣ generator_nllloss : 5129.228320 ∣ generator_ganloss : 1093.215039 ∣  [  std_z : 0.98  real_sub_fake : 410.99 ]
[  epoch 0028/0040] 4540/4800, lr:2.5e-05 ∣ avg_100 : 32073.411612 ∣ critic_nllloss : 25765.187891 ∣ critic_ganloss : -129.404378 ∣ generator_nllloss : 5079.481250 ∣ generator_ganloss : 1082.128418 ∣     [  std_z : 0.99  real_sub_fake : 484.80 ]
[  epoch 0028/0040] 4550/4800, lr:2.5e-05 ∣ avg_100 : 32072.962715 ∣ critic_nllloss : 25945.961523 ∣ critic_ganloss : -100.998914 ∣ generator_nllloss : 5165.408398 ∣ generator_ganloss : 1093.068164 ∣     [  std_z : 1.01  real_sub_fake : 375.16 ]
[  epoch 0028/0040] 4560/4800, lr:2.5e-05 ∣ avg_100 : 32073.659927 ∣ critic_nllloss : 26046.795703 ∣ critic_ganloss : -92.957513 ∣ generator_nllloss : 5263.116992 ∣ generator_ganloss : 1085.103076 ∣  [  std_z : 1.01  real_sub_fake : 351.79 ]
[  epoch 0028/0040] 4570/4800, lr:2.5e-05 ∣ avg_100 : 32074.861791 ∣ critic_nllloss : 26212.828516 ∣ critic_ganloss : -145.856741 ∣ generator_nllloss : 5233.019531 ∣ generator_ganloss : 1074.629834 ∣     [  std_z : 1.00  real_sub_fake : 474.58 ]
[  epoch 0028/0040] 4580/4800, lr:2.5e-05 ∣ avg_100 : 32077.928792 ∣ critic_nllloss : 26006.995508 ∣ critic_ganloss : -130.709212 ∣ generator_nllloss : 5241.882031 ∣ generator_ganloss : 1081.236084 ∣     [  std_z : 0.98  real_sub_fake : 499.18 ]
[  epoch 0028/0040] 4590/4800, lr:2.5e-05 ∣ avg_100 : 32077.658303 ∣ critic_nllloss : 25904.601367 ∣ critic_ganloss : -137.830995 ∣ generator_nllloss : 5170.135742 ∣ generator_ganloss : 1091.209277 ∣     [  std_z : 0.98  real_sub_fake : 448.99 ]
[  epoch 0028/0040] 4600/4800, lr:2.5e-05 ∣ avg_100 : 32077.709639 ∣ critic_nllloss : 25886.168750 ∣ critic_ganloss : -132.573508 ∣ generator_nllloss : 5183.165625 ∣ generator_ganloss : 1067.705957 ∣     [  std_z : 0.99  real_sub_fake : 542.51 ]
[  epoch 0028/0040] 4610/4800, lr:2.5e-05 ∣ avg_100 : 32079.499168 ∣ critic_nllloss : 26032.923242 ∣ critic_ganloss : -146.543120 ∣ generator_nllloss : 5214.393945 ∣ generator_ganloss : 1084.132861 ∣     [  std_z : 1.00  real_sub_fake : 529.03 ]
[  epoch 0028/0040] 4620/4800, lr:2.5e-05 ∣ avg_100 : 32080.887028 ∣ critic_nllloss : 25995.711914 ∣ critic_ganloss : -170.619536 ∣ generator_nllloss : 5203.575586 ∣ generator_ganloss : 1080.971094 ∣     [  std_z : 1.00  real_sub_fake : 524.86 ]
[  epoch 0028/0040] 4630/4800, lr:2.5e-05 ∣ avg_100 : 32081.713926 ∣ critic_nllloss : 25875.692383 ∣ critic_ganloss : -113.581367 ∣ generator_nllloss : 5243.000586 ∣ generator_ganloss : 1093.074268 ∣     [  std_z : 1.00  real_sub_fake : 519.68 ]
[  epoch 0028/0040] 4640/4800, lr:2.5e-05 ∣ avg_100 : 32080.039679 ∣ critic_nllloss : 25827.684180 ∣ critic_ganloss : -114.840704 ∣ generator_nllloss : 5165.207422 ∣ generator_ganloss : 1095.684961 ∣     [  std_z : 0.99  real_sub_fake : 417.95 ]
[  epoch 0028/0040] 4650/4800, lr:2.5e-05 ∣ avg_100 : 32084.171520 ∣ critic_nllloss : 25874.698633 ∣ critic_ganloss : -125.557650 ∣ generator_nllloss : 5214.476953 ∣ generator_ganloss : 1069.280811 ∣     [  std_z : 0.99  real_sub_fake : 502.54 ]
[  epoch 0028/0040] 4660/4800, lr:2.5e-05 ∣ avg_100 : 32080.981455 ∣ critic_nllloss : 25893.219336 ∣ critic_ganloss : -160.401555 ∣ generator_nllloss : 5151.158008 ∣ generator_ganloss : 1083.498535 ∣     [  std_z : 1.00  real_sub_fake : 562.07 ]
[  epoch 0028/0040] 4670/4800, lr:2.5e-05 ∣ avg_100 : 32083.207435 ∣ critic_nllloss : 25997.089453 ∣ critic_ganloss : -134.194739 ∣ generator_nllloss : 5243.651367 ∣ generator_ganloss : 1095.304492 ∣     [  std_z : 1.00  real_sub_fake : 540.65 ]
[  epoch 0028/0040] 4680/4800, lr:2.5e-05 ∣ avg_100 : 32081.160118 ∣ critic_nllloss : 25746.262305 ∣ critic_ganloss : -104.965915 ∣ generator_nllloss : 5126.324805 ∣ generator_ganloss : 1100.056104 ∣     [  std_z : 1.00  real_sub_fake : 465.40 ]
[  epoch 0028/0040] 4690/4800, lr:2.5e-05 ∣ avg_100 : 32080.916213 ∣ critic_nllloss : 25992.501367 ∣ critic_ganloss : -113.913394 ∣ generator_nllloss : 5187.538086 ∣ generator_ganloss : 1087.425049 ∣     [  std_z : 1.00  real_sub_fake : 464.62 ]
[  epoch 0028/0040] 4700/4800, lr:2.5e-05 ∣ avg_100 : 32082.862024 ∣ critic_nllloss : 25926.757617 ∣ critic_ganloss : -67.529124 ∣ generator_nllloss : 5218.985937 ∣ generator_ganloss : 1106.263281 ∣  [  std_z : 0.99  real_sub_fake : 320.08 ]
[  epoch 0028/0040] 4710/4800, lr:2.5e-05 ∣ avg_100 : 32081.604251 ∣ critic_nllloss : 25796.291992 ∣ critic_ganloss : -94.070804 ∣ generator_nllloss : 5162.843750 ∣ generator_ganloss : 1085.010840 ∣  [  std_z : 1.00  real_sub_fake : 365.48 ]
[  epoch 0028/0040] 4720/4800, lr:2.5e-05 ∣ avg_100 : 32084.612823 ∣ critic_nllloss : 25964.471094 ∣ critic_ganloss : -90.814882 ∣ generator_nllloss : 5222.523438 ∣ generator_ganloss : 1090.579590 ∣  [  std_z : 0.99  real_sub_fake : 334.18 ]
[  epoch 0028/0040] 4730/4800, lr:2.5e-05 ∣ avg_100 : 32086.644337 ∣ critic_nllloss : 25915.058594 ∣ critic_ganloss : -103.106003 ∣ generator_nllloss : 5212.148047 ∣ generator_ganloss : 1085.245068 ∣     [  std_z : 0.99  real_sub_fake : 356.49 ]
[  epoch 0028/0040] 4740/4800, lr:2.5e-05 ∣ avg_100 : 32082.702917 ∣ critic_nllloss : 25758.762891 ∣ critic_ganloss : -116.484133 ∣ generator_nllloss : 5132.151953 ∣ generator_ganloss : 1082.742188 ∣     [  std_z : 0.99  real_sub_fake : 380.08 ]
[  epoch 0028/0040] 4750/4800, lr:2.5e-05 ∣ avg_100 : 32079.075865 ∣ critic_nllloss : 25747.438477 ∣ critic_ganloss : -119.625220 ∣ generator_nllloss : 5077.433594 ∣ generator_ganloss : 1083.129004 ∣     [  std_z : 1.00  real_sub_fake : 455.35 ]
[  epoch 0028/0040] 4760/4800, lr:2.5e-05 ∣ avg_100 : 32073.380996 ∣ critic_nllloss : 25547.453516 ∣ critic_ganloss : -132.179868 ∣ generator_nllloss : 5060.716797 ∣ generator_ganloss : 1090.394531 ∣     [  std_z : 0.99  real_sub_fake : 458.27 ]
[  epoch 0028/0040] 4770/4800, lr:2.5e-05 ∣ avg_100 : 32073.904480 ∣ critic_nllloss : 26023.378711 ∣ critic_ganloss : -145.459639 ∣ generator_nllloss : 5273.086523 ∣ generator_ganloss : 1090.207617 ∣     [  std_z : 1.00  real_sub_fake : 478.12 ]
[  epoch 0028/0040] 4780/4800, lr:2.5e-05 ∣ avg_100 : 32075.153099 ∣ critic_nllloss : 26060.341211 ∣ critic_ganloss : -164.354854 ∣ generator_nllloss : 5256.105664 ∣ generator_ganloss : 1078.773242 ∣     [  std_z : 0.99  real_sub_fake : 582.95 ]
[  epoch 0028/0040] 4790/4800, lr:2.5e-05 ∣ avg_100 : 32075.069880 ∣ critic_nllloss : 26065.655664 ∣ critic_ganloss : -160.794009 ∣ generator_nllloss : 5247.863281 ∣ generator_ganloss : 1080.014258 ∣     [  std_z : 0.99  real_sub_fake : 603.89 ]
[  epoch 0028/0040] 4800/4800, lr:2.5e-05 ∣ avg_100 : 32076.310140 ∣ critic_nllloss : 25879.885742 ∣ critic_ganloss : -152.880475 ∣ generator_nllloss : 5183.019531 ∣ generator_ganloss : 1091.553125 ∣     [  std_z : 0.99  real_sub_fake : 550.00 ]
[    val 028    ] Done! KLD: 0.032592: 0.0084927:09, total: 1 day, 6:23:49                  
[  epoch 0029/0040] 0010/4800, lr:2.5e-05 ∣ avg_100 : 32076.619003 ∣ critic_nllloss : 25768.595508 ∣ critic_ganloss : -142.415317 ∣ generator_nllloss : 5276.625195 ∣ generator_ganloss : 1089.155713 ∣     [  std_z : 0.99  real_sub_fake : 588.13 ]
[  epoch 0029/0040] 0020/4800, lr:2.5e-05 ∣ avg_100 : 32078.788510 ∣ critic_nllloss : 26260.683398 ∣ critic_ganloss : -116.678502 ∣ generator_nllloss : 5294.162305 ∣ generator_ganloss : 1126.166992 ∣     [  std_z : 0.99  real_sub_fake : 368.50 ]
[  epoch 0029/0040] 0030/4800, lr:2.5e-05 ∣ avg_100 : 32078.036832 ∣ critic_nllloss : 25902.560742 ∣ critic_ganloss : -113.906076 ∣ generator_nllloss : 5168.992773 ∣ generator_ganloss : 1086.636670 ∣     [  std_z : 0.98  real_sub_fake : 429.83 ]
[  epoch 0029/0040] 0040/4800, lr:2.5e-05 ∣ avg_100 : 32081.058340 ∣ critic_nllloss : 26033.807812 ∣ critic_ganloss : -127.365311 ∣ generator_nllloss : 5209.135547 ∣ generator_ganloss : 1093.569678 ∣     [  std_z : 1.00  real_sub_fake : 480.92 ]
[  epoch 0029/0040] 0050/4800, lr:2.5e-05 ∣ avg_100 : 32077.689038 ∣ critic_nllloss : 25742.961719 ∣ critic_ganloss : -122.217308 ∣ generator_nllloss : 5152.035742 ∣ generator_ganloss : 1074.899512 ∣     [  std_z : 1.00  real_sub_fake : 510.64 ]
[  epoch 0029/0040] 0060/4800, lr:2.5e-05 ∣ avg_100 : 32077.440711 ∣ critic_nllloss : 26099.582031 ∣ critic_ganloss : -190.371577 ∣ generator_nllloss : 5100.391211 ∣ generator_ganloss : 1069.237354 ∣     [  std_z : 1.00  real_sub_fake : 611.58 ]
[  epoch 0029/0040] 0070/4800, lr:2.5e-05 ∣ avg_100 : 32077.069922 ∣ critic_nllloss : 25945.695117 ∣ critic_ganloss : -149.531850 ∣ generator_nllloss : 5206.574023 ∣ generator_ganloss : 1089.472754 ∣     [  std_z : 0.99  real_sub_fake : 566.29 ]
[  epoch 0029/0040] 0080/4800, lr:2.5e-05 ∣ avg_100 : 32078.252892 ∣ critic_nllloss : 26034.480664 ∣ critic_ganloss : -187.844817 ∣ generator_nllloss : 5215.196484 ∣ generator_ganloss : 1077.169580 ∣     [  std_z : 0.99  real_sub_fake : 571.47 ]
[  epoch 0029/0040] 0090/4800, lr:2.5e-05 ∣ avg_100 : 32082.134675 ∣ critic_nllloss : 26046.343164 ∣ critic_ganloss : -117.242178 ∣ generator_nllloss : 5221.252148 ∣ generator_ganloss : 1104.598145 ∣     [  std_z : 0.99  real_sub_fake : 580.90 ]
[  epoch 0029/0040] 0100/4800, lr:2.5e-05 ∣ avg_100 : 32079.476580 ∣ critic_nllloss : 25767.937109 ∣ critic_ganloss : -148.161037 ∣ generator_nllloss : 5196.631836 ∣ generator_ganloss : 1079.428809 ∣     [  std_z : 1.00  real_sub_fake : 510.42 ]
[  epoch 0029/0040] 0110/4800, lr:2.5e-05 ∣ avg_100 : 32080.016957 ∣ critic_nllloss : 25800.473047 ∣ critic_ganloss : -75.022664 ∣ generator_nllloss : 5181.845312 ∣ generator_ganloss : 1099.019727 ∣  [  std_z : 1.00  real_sub_fake : 452.20 ]
[  epoch 0029/0040] 0120/4800, lr:2.5e-05 ∣ avg_100 : 32075.320623 ∣ critic_nllloss : 25626.216211 ∣ critic_ganloss : -81.069730 ∣ generator_nllloss : 5108.496875 ∣ generator_ganloss : 1110.560303 ∣  [  std_z : 1.00  real_sub_fake : 295.59 ]
[  epoch 0029/0040] 0130/4800, lr:2.5e-05 ∣ avg_100 : 32074.510096 ∣ critic_nllloss : 25931.505078 ∣ critic_ganloss : -136.972937 ∣ generator_nllloss : 5065.637305 ∣ generator_ganloss : 1093.239307 ∣     [  std_z : 0.99  real_sub_fake : 376.25 ]
[  epoch 0029/0040] 0140/4800, lr:2.5e-05 ∣ avg_100 : 32077.295694 ∣ critic_nllloss : 26058.320898 ∣ critic_ganloss : -80.717873 ∣ generator_nllloss : 5240.883984 ∣ generator_ganloss : 1092.610938 ∣  [  std_z : 0.99  real_sub_fake : 415.46 ]
[  epoch 0029/0040] 0150/4800, lr:2.5e-05 ∣ avg_100 : 32073.885329 ∣ critic_nllloss : 25836.995508 ∣ critic_ganloss : -112.489161 ∣ generator_nllloss : 5131.817578 ∣ generator_ganloss : 1085.897461 ∣     [  std_z : 0.99  real_sub_fake : 418.57 ]
[  epoch 0029/0040] 0160/4800, lr:2.5e-05 ∣ avg_100 : 32076.378627 ∣ critic_nllloss : 25911.576758 ∣ critic_ganloss : -126.078769 ∣ generator_nllloss : 5206.827539 ∣ generator_ganloss : 1073.999561 ∣     [  std_z : 0.99  real_sub_fake : 463.89 ]
[  epoch 0029/0040] 0170/4800, lr:2.5e-05 ∣ avg_100 : 32076.229937 ∣ critic_nllloss : 26053.894531 ∣ critic_ganloss : -127.778408 ∣ generator_nllloss : 5176.210547 ∣ generator_ganloss : 1085.423291 ∣     [  std_z : 0.99  real_sub_fake : 488.78 ]
[  epoch 0029/0040] 0180/4800, lr:2.5e-05 ∣ avg_100 : 32079.227487 ∣ critic_nllloss : 25967.990625 ∣ critic_ganloss : -106.974117 ∣ generator_nllloss : 5281.002539 ∣ generator_ganloss : 1086.805371 ∣     [  std_z : 0.99  real_sub_fake : 434.39 ]
[  epoch 0029/0040] 0190/4800, lr:2.5e-05 ∣ avg_100 : 32082.802133 ∣ critic_nllloss : 26077.898438 ∣ critic_ganloss : -134.780972 ∣ generator_nllloss : 5251.857422 ∣ generator_ganloss : 1073.420947 ∣     [  std_z : 1.00  real_sub_fake : 505.57 ]
[  epoch 0029/0040] 0200/4800, lr:2.5e-05 ∣ avg_100 : 32084.416737 ∣ critic_nllloss : 25949.348633 ∣ critic_ganloss : -141.727753 ∣ generator_nllloss : 5197.851953 ∣ generator_ganloss : 1084.581055 ∣     [  std_z : 1.00  real_sub_fake : 474.27 ]
[  epoch 0029/0040] 0210/4800, lr:2.5e-05 ∣ avg_100 : 32080.692787 ∣ critic_nllloss : 25819.839844 ∣ critic_ganloss : -160.650925 ∣ generator_nllloss : 5041.974609 ∣ generator_ganloss : 1081.702295 ∣     [  std_z : 0.99  real_sub_fake : 548.72 ]
[  epoch 0029/0040] 0220/4800, lr:2.5e-05 ∣ avg_100 : 32078.802350 ∣ critic_nllloss : 25722.397070 ∣ critic_ganloss : -108.588539 ∣ generator_nllloss : 5119.668359 ∣ generator_ganloss : 1099.597803 ∣     [  std_z : 0.99  real_sub_fake : 493.47 ]
[  epoch 0029/0040] 0230/4800, lr:2.5e-05 ∣ avg_100 : 32078.282629 ∣ critic_nllloss : 25926.359375 ∣ critic_ganloss : -137.354584 ∣ generator_nllloss : 5106.064648 ∣ generator_ganloss : 1071.906250 ∣     [  std_z : 0.99  real_sub_fake : 513.98 ]
[  epoch 0029/0040] 0240/4800, lr:2.5e-05 ∣ avg_100 : 32078.768785 ∣ critic_nllloss : 26001.670117 ∣ critic_ganloss : -74.900803 ∣ generator_nllloss : 5243.531641 ∣ generator_ganloss : 1097.884229 ∣  [  std_z : 1.00  real_sub_fake : 417.27 ]
[  epoch 0029/0040] 0250/4800, lr:2.5e-05 ∣ avg_100 : 32077.152066 ∣ critic_nllloss : 25891.003711 ∣ critic_ganloss : -60.733597 ∣ generator_nllloss : 5042.109180 ∣ generator_ganloss : 1123.599902 ∣  [  std_z : 1.00  real_sub_fake : 294.66 ]
[  epoch 0029/0040] 0260/4800, lr:2.5e-05 ∣ avg_100 : 32076.109551 ∣ critic_nllloss : 25983.545117 ∣ critic_ganloss : -110.370805 ∣ generator_nllloss : 5255.585742 ∣ generator_ganloss : 1086.346631 ∣     [  std_z : 0.99  real_sub_fake : 373.41 ]
[  epoch 0029/0040] 0270/4800, lr:2.5e-05 ∣ avg_100 : 32076.255957 ∣ critic_nllloss : 25875.181641 ∣ critic_ganloss : -114.470100 ∣ generator_nllloss : 5198.613477 ∣ generator_ganloss : 1092.864307 ∣     [  std_z : 0.99  real_sub_fake : 397.45 ]
[  epoch 0029/0040] 0280/4800, lr:2.5e-05 ∣ avg_100 : 32076.270798 ∣ critic_nllloss : 26028.216211 ∣ critic_ganloss : -148.783647 ∣ generator_nllloss : 5199.246094 ∣ generator_ganloss : 1076.964453 ∣     [  std_z : 0.99  real_sub_fake : 455.71 ]
[  epoch 0029/0040] 0290/4800, lr:2.5e-05 ∣ avg_100 : 32080.176540 ∣ critic_nllloss : 26054.188477 ∣ critic_ganloss : -100.449643 ∣ generator_nllloss : 5118.359766 ∣ generator_ganloss : 1088.185645 ∣     [  std_z : 0.99  real_sub_fake : 497.81 ]
[  epoch 0029/0040] 0300/4800, lr:2.5e-05 ∣ avg_100 : 32079.963008 ∣ critic_nllloss : 25981.124805 ∣ critic_ganloss : -139.260057 ∣ generator_nllloss : 5218.307813 ∣ generator_ganloss : 1083.108643 ∣     [  std_z : 1.00  real_sub_fake : 494.40 ]
[  epoch 0029/0040] 0310/4800, lr:2.5e-05 ∣ avg_100 : 32080.646570 ∣ critic_nllloss : 25987.011133 ∣ critic_ganloss : -144.398943 ∣ generator_nllloss : 5252.195117 ∣ generator_ganloss : 1067.576660 ∣     [  std_z : 1.00  real_sub_fake : 535.54 ]
[  epoch 0029/0040] 0320/4800, lr:2.5e-05 ∣ avg_100 : 32080.290177 ∣ critic_nllloss : 25848.824609 ∣ critic_ganloss : -150.008966 ∣ generator_nllloss : 5190.010352 ∣ generator_ganloss : 1095.529443 ∣     [  std_z : 0.99  real_sub_fake : 520.56 ]
[  epoch 0029/0040] 0330/4800, lr:2.5e-05 ∣ avg_100 : 32078.826181 ∣ critic_nllloss : 25965.797461 ∣ critic_ganloss : -142.464526 ∣ generator_nllloss : 5212.733594 ∣ generator_ganloss : 1087.834668 ∣     [  std_z : 0.98  real_sub_fake : 548.93 ]
[  epoch 0029/0040] 0340/4800, lr:2.5e-05 ∣ avg_100 : 32076.368826 ∣ critic_nllloss : 25788.506250 ∣ critic_ganloss : -148.056912 ∣ generator_nllloss : 5198.066602 ∣ generator_ganloss : 1086.659082 ∣     [  std_z : 0.99  real_sub_fake : 491.23 ]
[  epoch 0029/0040] 0350/4800, lr:2.5e-05 ∣ avg_100 : 32076.896987 ∣ critic_nllloss : 26075.250977 ∣ critic_ganloss : -134.861591 ∣ generator_nllloss : 5215.801953 ∣ generator_ganloss : 1089.421387 ∣     [  std_z : 1.00  real_sub_fake : 499.39 ]
[  epoch 0029/0040] 0360/4800, lr:2.5e-05 ∣ avg_100 : 32074.323184 ∣ critic_nllloss : 25656.738281 ∣ critic_ganloss : -121.245482 ∣ generator_nllloss : 5088.059375 ∣ generator_ganloss : 1086.917432 ∣     [  std_z : 1.00  real_sub_fake : 517.22 ]
[  epoch 0029/0040] 0370/4800, lr:2.5e-05 ∣ avg_100 : 32076.283059 ∣ critic_nllloss : 26036.373047 ∣ critic_ganloss : -131.428444 ∣ generator_nllloss : 5283.886523 ∣ generator_ganloss : 1090.344287 ∣     [  std_z : 1.00  real_sub_fake : 510.19 ]
[  epoch 0029/0040] 0380/4800, lr:2.5e-05 ∣ avg_100 : 32075.705180 ∣ critic_nllloss : 25976.202930 ∣ critic_ganloss : -105.097856 ∣ generator_nllloss : 5189.199414 ∣ generator_ganloss : 1099.962109 ∣     [  std_z : 0.99  real_sub_fake : 509.85 ]
[  epoch 0029/0040] 0390/4800, lr:2.5e-05 ∣ avg_100 : 32076.324275 ∣ critic_nllloss : 25894.216602 ∣ critic_ganloss : -127.783051 ∣ generator_nllloss : 5225.805859 ∣ generator_ganloss : 1094.166113 ∣     [  std_z : 0.99  real_sub_fake : 513.35 ]
[  epoch 0029/0040] 0400/4800, lr:2.5e-05 ∣ avg_100 : 32077.006225 ∣ critic_nllloss : 25881.275586 ∣ critic_ganloss : -114.939438 ∣ generator_nllloss : 5209.646680 ∣ generator_ganloss : 1071.283154 ∣     [  std_z : 0.99  real_sub_fake : 559.16 ]
[  epoch 0029/0040] 0410/4800, lr:2.5e-05 ∣ avg_100 : 32079.946101 ∣ critic_nllloss : 26261.505859 ∣ critic_ganloss : -136.703976 ∣ generator_nllloss : 5244.473242 ∣ generator_ganloss : 1096.521240 ∣     [  std_z : 0.99  real_sub_fake : 469.86 ]
[  epoch 0029/0040] 0420/4800, lr:2.5e-05 ∣ avg_100 : 32078.049871 ∣ critic_nllloss : 25983.252734 ∣ critic_ganloss : -115.720469 ∣ generator_nllloss : 5188.598242 ∣ generator_ganloss : 1101.112793 ∣     [  std_z : 1.01  real_sub_fake : 363.02 ]
[  epoch 0029/0040] 0430/4800, lr:2.5e-05 ∣ avg_100 : 32079.615345 ∣ critic_nllloss : 25914.328125 ∣ critic_ganloss : -121.099853 ∣ generator_nllloss : 5150.056055 ∣ generator_ganloss : 1092.215332 ∣     [  std_z : 1.00  real_sub_fake : 443.66 ]
[  epoch 0029/0040] 0440/4800, lr:2.5e-05 ∣ avg_100 : 32078.424456 ∣ critic_nllloss : 25885.890039 ∣ critic_ganloss : -135.144624 ∣ generator_nllloss : 5171.934570 ∣ generator_ganloss : 1102.248389 ∣     [  std_z : 0.99  real_sub_fake : 489.54 ]
[  epoch 0029/0040] 0450/4800, lr:2.5e-05 ∣ avg_100 : 32083.108400 ∣ critic_nllloss : 26022.058594 ∣ critic_ganloss : -108.003719 ∣ generator_nllloss : 5264.703516 ∣ generator_ganloss : 1118.369092 ∣     [  std_z : 0.98  real_sub_fake : 452.50 ]
[  epoch 0029/0040] 0460/4800, lr:2.5e-05 ∣ avg_100 : 32084.391797 ∣ critic_nllloss : 26089.305078 ∣ critic_ganloss : -146.350998 ∣ generator_nllloss : 5242.729492 ∣ generator_ganloss : 1097.794922 ∣     [  std_z : 0.99  real_sub_fake : 489.75 ]
[  epoch 0029/0040] 0470/4800, lr:2.5e-05 ∣ avg_100 : 32086.953367 ∣ critic_nllloss : 26172.662109 ∣ critic_ganloss : -150.048419 ∣ generator_nllloss : 5284.850781 ∣ generator_ganloss : 1093.057959 ∣     [  std_z : 1.00  real_sub_fake : 577.91 ]
[  epoch 0029/0040] 0480/4800, lr:2.5e-05 ∣ avg_100 : 32082.709965 ∣ critic_nllloss : 25694.120898 ∣ critic_ganloss : -134.076978 ∣ generator_nllloss : 5136.668164 ∣ generator_ganloss : 1112.397949 ∣     [  std_z : 1.00  real_sub_fake : 453.48 ]
[  epoch 0029/0040] 0490/4800, lr:2.5e-05 ∣ avg_100 : 32079.786405 ∣ critic_nllloss : 25708.321289 ∣ critic_ganloss : -147.217696 ∣ generator_nllloss : 5166.917969 ∣ generator_ganloss : 1096.278223 ∣     [  std_z : 0.99  real_sub_fake : 510.56 ]
[  epoch 0029/0040] 0500/4800, lr:2.5e-05 ∣ avg_100 : 32080.855195 ∣ critic_nllloss : 26114.079883 ∣ critic_ganloss : -174.454918 ∣ generator_nllloss : 5151.652734 ∣ generator_ganloss : 1096.477881 ∣     [  std_z : 0.99  real_sub_fake : 576.51 ]
[  epoch 0029/0040] 0510/4800, lr:2.5e-05 ∣ avg_100 : 32081.090911 ∣ critic_nllloss : 26001.494727 ∣ critic_ganloss : -83.944777 ∣ generator_nllloss : 5139.523828 ∣ generator_ganloss : 1096.754053 ∣  [  std_z : 0.99  real_sub_fake : 577.96 ]
[  epoch 0029/0040] 0520/4800, lr:2.5e-05 ∣ avg_100 : 32084.495151 ∣ critic_nllloss : 26078.878320 ∣ critic_ganloss : -81.435079 ∣ generator_nllloss : 5199.149219 ∣ generator_ganloss : 1125.213477 ∣  [  std_z : 1.00  real_sub_fake : 338.84 ]
[  epoch 0029/0040] 0530/4800, lr:2.5e-05 ∣ avg_100 : 32083.599483 ∣ critic_nllloss : 25862.085352 ∣ critic_ganloss : -138.839951 ∣ generator_nllloss : 5218.696484 ∣ generator_ganloss : 1095.318945 ∣     [  std_z : 1.00  real_sub_fake : 428.87 ]
[  epoch 0029/0040] 0540/4800, lr:2.5e-05 ∣ avg_100 : 32084.162528 ∣ critic_nllloss : 25740.623828 ∣ critic_ganloss : -114.405765 ∣ generator_nllloss : 5160.907227 ∣ generator_ganloss : 1110.180957 ∣     [  std_z : 0.99  real_sub_fake : 435.74 ]
[  epoch 0029/0040] 0550/4800, lr:2.5e-05 ∣ avg_100 : 32082.563075 ∣ critic_nllloss : 25861.954492 ∣ critic_ganloss : -166.218349 ∣ generator_nllloss : 5160.882617 ∣ generator_ganloss : 1087.776807 ∣     [  std_z : 0.98  real_sub_fake : 503.57 ]
[  epoch 0029/0040] 0560/4800, lr:2.5e-05 ∣ avg_100 : 32082.767954 ∣ critic_nllloss : 25883.349609 ∣ critic_ganloss : -138.768604 ∣ generator_nllloss : 5260.113672 ∣ generator_ganloss : 1120.146875 ∣     [  std_z : 0.99  real_sub_fake : 511.26 ]
[  epoch 0029/0040] 0570/4800, lr:2.5e-05 ∣ avg_100 : 32080.995715 ∣ critic_nllloss : 25953.679492 ∣ critic_ganloss : -117.945425 ∣ generator_nllloss : 5251.585938 ∣ generator_ganloss : 1103.253076 ∣     [  std_z : 0.99  real_sub_fake : 477.23 ]
[  epoch 0029/0040] 0580/4800, lr:2.5e-05 ∣ avg_100 : 32083.127446 ∣ critic_nllloss : 25946.374609 ∣ critic_ganloss : -103.538531 ∣ generator_nllloss : 5139.130078 ∣ generator_ganloss : 1119.397266 ∣     [  std_z : 1.00  real_sub_fake : 450.12 ]
[  epoch 0029/0040] 0590/4800, lr:2.5e-05 ∣ avg_100 : 32085.061150 ∣ critic_nllloss : 26037.901953 ∣ critic_ganloss : -95.724454 ∣ generator_nllloss : 5259.820312 ∣ generator_ganloss : 1116.911084 ∣  [  std_z : 1.00  real_sub_fake : 342.23 ]
[  epoch 0029/0040] 0600/4800, lr:2.5e-05 ∣ avg_100 : 32087.783325 ∣ critic_nllloss : 26020.204688 ∣ critic_ganloss : -117.946619 ∣ generator_nllloss : 5175.294922 ∣ generator_ganloss : 1098.054297 ∣     [  std_z : 1.00  real_sub_fake : 445.68 ]
[  epoch 0029/0040] 0610/4800, lr:2.5e-05 ∣ avg_100 : 32090.722251 ∣ critic_nllloss : 26003.153711 ∣ critic_ganloss : -140.626942 ∣ generator_nllloss : 5140.200391 ∣ generator_ganloss : 1108.564502 ∣     [  std_z : 1.00  real_sub_fake : 471.14 ]
[  epoch 0029/0040] 0620/4800, lr:2.5e-05 ∣ avg_100 : 32093.826204 ∣ critic_nllloss : 26056.662109 ∣ critic_ganloss : -182.935680 ∣ generator_nllloss : 5192.183594 ∣ generator_ganloss : 1087.680127 ∣     [  std_z : 0.99  real_sub_fake : 616.14 ]
[  epoch 0029/0040] 0630/4800, lr:2.5e-05 ∣ avg_100 : 32092.903961 ∣ critic_nllloss : 25917.248047 ∣ critic_ganloss : -146.746220 ∣ generator_nllloss : 5177.033203 ∣ generator_ganloss : 1094.623291 ∣     [  std_z : 0.99  real_sub_fake : 638.38 ]
[  epoch 0029/0040] 0640/4800, lr:2.5e-05 ∣ avg_100 : 32095.066346 ∣ critic_nllloss : 26421.139453 ∣ critic_ganloss : -132.549654 ∣ generator_nllloss : 5248.982422 ∣ generator_ganloss : 1114.201953 ∣     [  std_z : 1.00  real_sub_fake : 558.92 ]
[  epoch 0029/0040] 0650/4800, lr:2.5e-05 ∣ avg_100 : 32094.111598 ∣ critic_nllloss : 26081.629883 ∣ critic_ganloss : -143.503594 ∣ generator_nllloss : 5216.246875 ∣ generator_ganloss : 1089.244727 ∣     [  std_z : 1.00  real_sub_fake : 504.31 ]
[  epoch 0029/0040] 0660/4800, lr:2.5e-05 ∣ avg_100 : 32097.464592 ∣ critic_nllloss : 26076.311719 ∣ critic_ganloss : -132.005994 ∣ generator_nllloss : 5210.610742 ∣ generator_ganloss : 1107.340430 ∣     [  std_z : 0.99  real_sub_fake : 482.01 ]
[  epoch 0029/0040] 0670/4800, lr:2.5e-05 ∣ avg_100 : 32096.344978 ∣ critic_nllloss : 25996.512109 ∣ critic_ganloss : -128.334917 ∣ generator_nllloss : 5188.002734 ∣ generator_ganloss : 1097.998486 ∣     [  std_z : 0.98  real_sub_fake : 428.68 ]
[  epoch 0029/0040] 0680/4800, lr:2.5e-05 ∣ avg_100 : 32093.987101 ∣ critic_nllloss : 25815.083594 ∣ critic_ganloss : -167.882690 ∣ generator_nllloss : 5101.663867 ∣ generator_ganloss : 1102.425098 ∣     [  std_z : 0.99  real_sub_fake : 529.16 ]
[  epoch 0029/0040] 0690/4800, lr:2.5e-05 ∣ avg_100 : 32096.479186 ∣ critic_nllloss : 25990.196484 ∣ critic_ganloss : -129.609035 ∣ generator_nllloss : 5226.116992 ∣ generator_ganloss : 1115.621338 ∣     [  std_z : 1.00  real_sub_fake : 510.09 ]
[  epoch 0029/0040] 0700/4800, lr:2.5e-05 ∣ avg_100 : 32095.022875 ∣ critic_nllloss : 25651.576562 ∣ critic_ganloss : -120.447221 ∣ generator_nllloss : 5152.801562 ∣ generator_ganloss : 1095.250195 ∣     [  std_z : 1.01  real_sub_fake : 551.99 ]
[  epoch 0029/0040] 0710/4800, lr:2.5e-05 ∣ avg_100 : 32092.223793 ∣ critic_nllloss : 25841.830469 ∣ critic_ganloss : -143.650390 ∣ generator_nllloss : 5156.852344 ∣ generator_ganloss : 1108.983887 ∣     [  std_z : 1.00  real_sub_fake : 518.24 ]
[  epoch 0029/0040] 0720/4800, lr:2.5e-05 ∣ avg_100 : 32091.679042 ∣ critic_nllloss : 26024.701953 ∣ critic_ganloss : -162.860850 ∣ generator_nllloss : 5133.018555 ∣ generator_ganloss : 1103.188379 ∣     [  std_z : 0.99  real_sub_fake : 528.73 ]
[  epoch 0029/0040] 0730/4800, lr:2.5e-05 ∣ avg_100 : 32091.837764 ∣ critic_nllloss : 25902.730664 ∣ critic_ganloss : -122.842107 ∣ generator_nllloss : 5046.576172 ∣ generator_ganloss : 1108.086230 ∣     [  std_z : 0.98  real_sub_fake : 511.59 ]
[  epoch 0029/0040] 0740/4800, lr:2.5e-05 ∣ avg_100 : 32097.814328 ∣ critic_nllloss : 26166.018555 ∣ critic_ganloss : -164.904064 ∣ generator_nllloss : 5293.442773 ∣ generator_ganloss : 1100.492334 ∣     [  std_z : 0.98  real_sub_fake : 595.68 ]
[  epoch 0029/0040] 0750/4800, lr:2.5e-05 ∣ avg_100 : 32098.186472 ∣ critic_nllloss : 25933.983008 ∣ critic_ganloss : -119.465598 ∣ generator_nllloss : 5244.820703 ∣ generator_ganloss : 1081.315527 ∣     [  std_z : 0.99  real_sub_fake : 493.67 ]
[  epoch 0029/0040] 0760/4800, lr:2.5e-05 ∣ avg_100 : 32095.086216 ∣ critic_nllloss : 26001.196289 ∣ critic_ganloss : -196.395116 ∣ generator_nllloss : 5096.422852 ∣ generator_ganloss : 1090.808545 ∣     [  std_z : 1.00  real_sub_fake : 578.41 ]
[  epoch 0029/0040] 0770/4800, lr:2.5e-05 ∣ avg_100 : 32093.480883 ∣ critic_nllloss : 26064.893750 ∣ critic_ganloss : -175.109195 ∣ generator_nllloss : 5247.555664 ∣ generator_ganloss : 1076.747705 ∣     [  std_z : 1.01  real_sub_fake : 749.19 ]
[  epoch 0029/0040] 0780/4800, lr:2.5e-05 ∣ avg_100 : 32092.106230 ∣ critic_nllloss : 25913.089844 ∣ critic_ganloss : -142.403556 ∣ generator_nllloss : 5183.753516 ∣ generator_ganloss : 1107.499268 ∣     [  std_z : 1.00  real_sub_fake : 558.66 ]
[  epoch 0029/0040] 0790/4800, lr:2.5e-05 ∣ avg_100 : 32091.455477 ∣ critic_nllloss : 25822.418945 ∣ critic_ganloss : -119.842204 ∣ generator_nllloss : 5159.001758 ∣ generator_ganloss : 1101.461621 ∣     [  std_z : 0.99  real_sub_fake : 513.83 ]
[  epoch 0029/0040] 0800/4800, lr:2.5e-05 ∣ avg_100 : 32090.697671 ∣ critic_nllloss : 25813.176563 ∣ critic_ganloss : -118.832805 ∣ generator_nllloss : 5138.648047 ∣ generator_ganloss : 1095.694385 ∣     [  std_z : 0.98  real_sub_fake : 461.15 ]
[  epoch 0029/0040] 0810/4800, lr:2.5e-05 ∣ avg_100 : 32091.079134 ∣ critic_nllloss : 26024.730078 ∣ critic_ganloss : -153.094786 ∣ generator_nllloss : 5281.983984 ∣ generator_ganloss : 1069.433984 ∣     [  std_z : 0.99  real_sub_fake : 742.38 ]
[  epoch 0029/0040] 0820/4800, lr:2.5e-05 ∣ avg_100 : 32091.170607 ∣ critic_nllloss : 25964.632617 ∣ critic_ganloss : -154.199434 ∣ generator_nllloss : 5219.098633 ∣ generator_ganloss : 1089.254492 ∣     [  std_z : 1.00  real_sub_fake : 560.92 ]
[  epoch 0029/0040] 0830/4800, lr:2.5e-05 ∣ avg_100 : 32088.672887 ∣ critic_nllloss : 25798.800000 ∣ critic_ganloss : -173.445646 ∣ generator_nllloss : 5138.579687 ∣ generator_ganloss : 1084.479834 ∣     [  std_z : 1.00  real_sub_fake : 557.71 ]
[  epoch 0029/0040] 0840/4800, lr:2.5e-05 ∣ avg_100 : 32091.453240 ∣ critic_nllloss : 26054.776562 ∣ critic_ganloss : -134.592267 ∣ generator_nllloss : 5229.972266 ∣ generator_ganloss : 1101.614648 ∣     [  std_z : 1.00  real_sub_fake : 527.32 ]
[  epoch 0029/0040] 0850/4800, lr:2.5e-05 ∣ avg_100 : 32090.297251 ∣ critic_nllloss : 25845.640430 ∣ critic_ganloss : -180.901678 ∣ generator_nllloss : 5168.022266 ∣ generator_ganloss : 1084.538770 ∣     [  std_z : 1.00  real_sub_fake : 582.33 ]
[  epoch 0029/0040] 0860/4800, lr:2.5e-05 ∣ avg_100 : 32091.006964 ∣ critic_nllloss : 25880.288867 ∣ critic_ganloss : -190.890817 ∣ generator_nllloss : 5249.154883 ∣ generator_ganloss : 1099.892676 ∣     [  std_z : 0.99  real_sub_fake : 594.71 ]
[  epoch 0029/0040] 0870/4800, lr:2.5e-05 ∣ avg_100 : 32092.214814 ∣ critic_nllloss : 26163.013672 ∣ critic_ganloss : -127.545144 ∣ generator_nllloss : 5175.051172 ∣ generator_ganloss : 1112.115918 ∣     [  std_z : 0.99  real_sub_fake : 558.37 ]
[  epoch 0029/0040] 0880/4800, lr:2.5e-05 ∣ avg_100 : 32094.679822 ∣ critic_nllloss : 26047.952930 ∣ critic_ganloss : -164.291084 ∣ generator_nllloss : 5127.162305 ∣ generator_ganloss : 1103.353906 ∣     [  std_z : 0.99  real_sub_fake : 612.92 ]
[  epoch 0029/0040] 0890/4800, lr:2.5e-05 ∣ avg_100 : 32094.201096 ∣ critic_nllloss : 25953.433594 ∣ critic_ganloss : -119.453413 ∣ generator_nllloss : 5155.472266 ∣ generator_ganloss : 1116.226123 ∣     [  std_z : 0.99  real_sub_fake : 567.58 ]
[  epoch 0029/0040] 0900/4800, lr:2.5e-05 ∣ avg_100 : 32092.148208 ∣ critic_nllloss : 25863.313477 ∣ critic_ganloss : -129.993829 ∣ generator_nllloss : 5140.536719 ∣ generator_ganloss : 1105.332520 ∣     [  std_z : 1.00  real_sub_fake : 517.12 ]
[  epoch 0029/0040] 0910/4800, lr:2.5e-05 ∣ avg_100 : 32092.870468 ∣ critic_nllloss : 25879.143945 ∣ critic_ganloss : -169.548041 ∣ generator_nllloss : 5220.124023 ∣ generator_ganloss : 1092.581836 ∣     [  std_z : 1.00  real_sub_fake : 536.20 ]
[  epoch 0029/0040] 0920/4800, lr:2.5e-05 ∣ avg_100 : 32091.457999 ∣ critic_nllloss : 25905.138086 ∣ critic_ganloss : -180.210527 ∣ generator_nllloss : 5235.939648 ∣ generator_ganloss : 1084.645117 ∣     [  std_z : 1.00  real_sub_fake : 647.03 ]
[  epoch 0029/0040] 0930/4800, lr:2.5e-05 ∣ avg_100 : 32092.130665 ∣ critic_nllloss : 26046.622070 ∣ critic_ganloss : -189.528099 ∣ generator_nllloss : 5227.192187 ∣ generator_ganloss : 1092.326172 ∣     [  std_z : 0.99  real_sub_fake : 618.63 ]
[  epoch 0029/0040] 0940/4800, lr:2.5e-05 ∣ avg_100 : 32096.710782 ∣ critic_nllloss : 26055.068945 ∣ critic_ganloss : -145.835359 ∣ generator_nllloss : 5317.811719 ∣ generator_ganloss : 1088.139307 ∣     [  std_z : 0.99  real_sub_fake : 647.05 ]
[  epoch 0029/0040] 0950/4800, lr:2.5e-05 ∣ avg_100 : 32099.637392 ∣ critic_nllloss : 25893.514648 ∣ critic_ganloss : -179.903549 ∣ generator_nllloss : 5268.553906 ∣ generator_ganloss : 1098.871826 ∣     [  std_z : 0.99  real_sub_fake : 560.55 ]
[  epoch 0029/0040] 0960/4800, lr:2.5e-05 ∣ avg_100 : 32106.269121 ∣ critic_nllloss : 26043.001172 ∣ critic_ganloss : -70.679121 ∣ generator_nllloss : 5151.198242 ∣ generator_ganloss : 1106.037646 ∣  [  std_z : 0.99  real_sub_fake : 571.16 ]
[  epoch 0029/0040] 0970/4800, lr:2.5e-05 ∣ avg_100 : 32107.354820 ∣ critic_nllloss : 26143.810742 ∣ critic_ganloss : -123.971950 ∣ generator_nllloss : 5239.243359 ∣ generator_ganloss : 1090.700879 ∣     [  std_z : 0.99  real_sub_fake : 397.77 ]
[  epoch 0029/0040] 0980/4800, lr:2.5e-05 ∣ avg_100 : 32107.129128 ∣ critic_nllloss : 26034.066602 ∣ critic_ganloss : -146.016927 ∣ generator_nllloss : 5249.793359 ∣ generator_ganloss : 1070.453076 ∣     [  std_z : 1.00  real_sub_fake : 514.56 ]
[  epoch 0029/0040] 0990/4800, lr:2.5e-05 ∣ avg_100 : 32102.603917 ∣ critic_nllloss : 25726.178320 ∣ critic_ganloss : -139.546756 ∣ generator_nllloss : 5097.842188 ∣ generator_ganloss : 1095.744336 ∣     [  std_z : 1.00  real_sub_fake : 480.06 ]
[  epoch 0029/0040] 1000/4800, lr:2.5e-05 ∣ avg_100 : 32103.980682 ∣ critic_nllloss : 26057.837891 ∣ critic_ganloss : -203.784741 ∣ generator_nllloss : 5207.157422 ∣ generator_ganloss : 1078.043848 ∣     [  std_z : 0.99  real_sub_fake : 622.16 ]
[  epoch 0029/0040] 1010/4800, lr:2.5e-05 ∣ avg_100 : 32101.790331 ∣ critic_nllloss : 25705.432031 ∣ critic_ganloss : -117.089435 ∣ generator_nllloss : 5072.575586 ∣ generator_ganloss : 1112.007812 ∣     [  std_z : 0.99  real_sub_fake : 537.56 ]
[  epoch 0029/0040] 1020/4800, lr:2.5e-05 ∣ avg_100 : 32095.125403 ∣ critic_nllloss : 25843.838477 ∣ critic_ganloss : -166.698660 ∣ generator_nllloss : 5141.884766 ∣ generator_ganloss : 1078.816846 ∣     [  std_z : 0.99  real_sub_fake : 608.33 ]
[  epoch 0029/0040] 1030/4800, lr:2.5e-05 ∣ avg_100 : 32094.790648 ∣ critic_nllloss : 25885.144141 ∣ critic_ganloss : -152.981043 ∣ generator_nllloss : 5160.690430 ∣ generator_ganloss : 1117.955029 ∣     [  std_z : 0.99  real_sub_fake : 558.33 ]
[  epoch 0029/0040] 1040/4800, lr:2.5e-05 ∣ avg_100 : 32092.999486 ∣ critic_nllloss : 25888.494922 ∣ critic_ganloss : -150.848842 ∣ generator_nllloss : 5200.945703 ∣ generator_ganloss : 1091.439746 ∣     [  std_z : 1.00  real_sub_fake : 625.76 ]
[  epoch 0029/0040] 1050/4800, lr:2.5e-05 ∣ avg_100 : 32096.720945 ∣ critic_nllloss : 26022.760352 ∣ critic_ganloss : -129.005307 ∣ generator_nllloss : 5197.276563 ∣ generator_ganloss : 1128.793994 ∣     [  std_z : 0.99  real_sub_fake : 420.74 ]
[  epoch 0029/0040] 1060/4800, lr:2.5e-05 ∣ avg_100 : 32098.695110 ∣ critic_nllloss : 26087.785938 ∣ critic_ganloss : -147.320946 ∣ generator_nllloss : 5223.369922 ∣ generator_ganloss : 1112.420605 ∣     [  std_z : 0.99  real_sub_fake : 477.63 ]
[  epoch 0029/0040] 1070/4800, lr:2.5e-05 ∣ avg_100 : 32098.147331 ∣ critic_nllloss : 25878.326758 ∣ critic_ganloss : -156.467564 ∣ generator_nllloss : 5215.435547 ∣ generator_ganloss : 1100.137354 ∣     [  std_z : 0.98  real_sub_fake : 548.50 ]
[  epoch 0029/0040] 1080/4800, lr:2.5e-05 ∣ avg_100 : 32097.292863 ∣ critic_nllloss : 25950.453711 ∣ critic_ganloss : -188.513507 ∣ generator_nllloss : 5189.843359 ∣ generator_ganloss : 1101.771582 ∣     [  std_z : 0.99  real_sub_fake : 653.56 ]
[  epoch 0029/0040] 1090/4800, lr:2.5e-05 ∣ avg_100 : 32097.572717 ∣ critic_nllloss : 26038.260742 ∣ critic_ganloss : -130.809258 ∣ generator_nllloss : 5258.667969 ∣ generator_ganloss : 1116.817236 ∣     [  std_z : 1.00  real_sub_fake : 653.08 ]
[  epoch 0029/0040] 1100/4800, lr:2.5e-05 ∣ avg_100 : 32101.257548 ∣ critic_nllloss : 26020.483789 ∣ critic_ganloss : -75.085374 ∣ generator_nllloss : 5188.162695 ∣ generator_ganloss : 1130.758740 ∣  [  std_z : 1.00  real_sub_fake : 483.78 ]
[  epoch 0029/0040] 1110/4800, lr:2.5e-05 ∣ avg_100 : 32102.254169 ∣ critic_nllloss : 25957.456836 ∣ critic_ganloss : -72.873412 ∣ generator_nllloss : 5096.990430 ∣ generator_ganloss : 1124.403662 ∣  [  std_z : 1.00  real_sub_fake : 239.09 ]
[  epoch 0029/0040] 1120/4800, lr:2.5e-05 ∣ avg_100 : 32104.728475 ∣ critic_nllloss : 25869.647461 ∣ critic_ganloss : -112.303893 ∣ generator_nllloss : 5157.466016 ∣ generator_ganloss : 1096.824609 ∣     [  std_z : 1.00  real_sub_fake : 309.72 ]
[  epoch 0029/0040] 1130/4800, lr:2.5e-05 ∣ avg_100 : 32108.423495 ∣ critic_nllloss : 26075.807812 ∣ critic_ganloss : -86.331414 ∣ generator_nllloss : 5247.448633 ∣ generator_ganloss : 1085.985742 ∣  [  std_z : 1.00  real_sub_fake : 382.82 ]
[  epoch 0029/0040] 1140/4800, lr:2.5e-05 ∣ avg_100 : 32110.350001 ∣ critic_nllloss : 26222.341016 ∣ critic_ganloss : -109.959505 ∣ generator_nllloss : 5299.790820 ∣ generator_ganloss : 1091.576270 ∣     [  std_z : 0.99  real_sub_fake : 391.09 ]
[  epoch 0029/0040] 1150/4800, lr:2.5e-05 ∣ avg_100 : 32112.206638 ∣ critic_nllloss : 26021.491016 ∣ critic_ganloss : -124.853504 ∣ generator_nllloss : 5153.077344 ∣ generator_ganloss : 1078.170166 ∣     [  std_z : 0.99  real_sub_fake : 456.85 ]
[  epoch 0029/0040] 1160/4800, lr:2.5e-05 ∣ avg_100 : 32109.187458 ∣ critic_nllloss : 25745.723828 ∣ critic_ganloss : -146.687367 ∣ generator_nllloss : 5079.221484 ∣ generator_ganloss : 1086.149121 ∣     [  std_z : 0.99  real_sub_fake : 455.12 ]
[  epoch 0029/0040] 1170/4800, lr:2.5e-05 ∣ avg_100 : 32106.997130 ∣ critic_nllloss : 25978.681055 ∣ critic_ganloss : -203.162527 ∣ generator_nllloss : 5120.763867 ∣ generator_ganloss : 1072.434814 ∣     [  std_z : 0.99  real_sub_fake : 649.84 ]
[  epoch 0029/0040] 1180/4800, lr:2.5e-05 ∣ avg_100 : 32105.867743 ∣ critic_nllloss : 25973.784570 ∣ critic_ganloss : -150.465504 ∣ generator_nllloss : 5198.526563 ∣ generator_ganloss : 1094.040137 ∣     [  std_z : 0.99  real_sub_fake : 619.61 ]
[  epoch 0029/0040] 1190/4800, lr:2.5e-05 ∣ avg_100 : 32099.814528 ∣ critic_nllloss : 25548.728125 ∣ critic_ganloss : -132.896107 ∣ generator_nllloss : 5135.917578 ∣ generator_ganloss : 1111.324707 ∣     [  std_z : 0.99  real_sub_fake : 447.41 ]
[  epoch 0029/0040] 1200/4800, lr:2.5e-05 ∣ avg_100 : 32103.592593 ∣ critic_nllloss : 26252.474609 ∣ critic_ganloss : -80.640840 ∣ generator_nllloss : 5183.440234 ∣ generator_ganloss : 1112.586328 ∣  [  std_z : 1.00  real_sub_fake : 442.40 ]
[  epoch 0029/0040] 1210/4800, lr:2.5e-05 ∣ avg_100 : 32106.952798 ∣ critic_nllloss : 25914.456055 ∣ critic_ganloss : -111.345425 ∣ generator_nllloss : 5200.634180 ∣ generator_ganloss : 1115.141602 ∣     [  std_z : 1.00  real_sub_fake : 351.83 ]
[  epoch 0029/0040] 1220/4800, lr:2.5e-05 ∣ avg_100 : 32107.495126 ∣ critic_nllloss : 25821.949414 ∣ critic_ganloss : -136.015079 ∣ generator_nllloss : 5118.098828 ∣ generator_ganloss : 1083.274316 ∣     [  std_z : 0.98  real_sub_fake : 460.91 ]
[  epoch 0029/0040] 1230/4800, lr:2.5e-05 ∣ avg_100 : 32108.643421 ∣ critic_nllloss : 25941.506836 ∣ critic_ganloss : -154.171364 ∣ generator_nllloss : 5190.076563 ∣ generator_ganloss : 1104.393164 ∣     [  std_z : 0.98  real_sub_fake : 532.36 ]
[  epoch 0029/0040] 1240/4800, lr:2.5e-05 ∣ avg_100 : 32105.631575 ∣ critic_nllloss : 25843.379102 ∣ critic_ganloss : -117.165781 ∣ generator_nllloss : 5136.566016 ∣ generator_ganloss : 1104.221191 ∣     [  std_z : 0.99  real_sub_fake : 480.09 ]
[  epoch 0029/0040] 1250/4800, lr:2.5e-05 ∣ avg_100 : 32102.863619 ∣ critic_nllloss : 25692.682617 ∣ critic_ganloss : -147.272117 ∣ generator_nllloss : 5089.889844 ∣ generator_ganloss : 1083.883301 ∣     [  std_z : 1.00  real_sub_fake : 531.82 ]
[  epoch 0029/0040] 1260/4800, lr:2.5e-05 ∣ avg_100 : 32104.321948 ∣ critic_nllloss : 26089.542773 ∣ critic_ganloss : -141.138568 ∣ generator_nllloss : 5322.273242 ∣ generator_ganloss : 1090.262109 ∣     [  std_z : 1.00  real_sub_fake : 539.73 ]
[  epoch 0029/0040] 1270/4800, lr:2.5e-05 ∣ avg_100 : 32104.490908 ∣ critic_nllloss : 25965.188672 ∣ critic_ganloss : -158.630893 ∣ generator_nllloss : 5179.443359 ∣ generator_ganloss : 1083.084180 ∣     [  std_z : 0.99  real_sub_fake : 520.66 ]
[  epoch 0029/0040] 1280/4800, lr:2.5e-05 ∣ avg_100 : 32104.821641 ∣ critic_nllloss : 26082.385352 ∣ critic_ganloss : -146.636391 ∣ generator_nllloss : 5188.489453 ∣ generator_ganloss : 1064.478027 ∣     [  std_z : 0.99  real_sub_fake : 569.21 ]
[  epoch 0029/0040] 1290/4800, lr:2.5e-05 ∣ avg_100 : 32105.001600 ∣ critic_nllloss : 25972.866211 ∣ critic_ganloss : -115.515903 ∣ generator_nllloss : 5232.417773 ∣ generator_ganloss : 1088.512012 ∣     [  std_z : 0.99  real_sub_fake : 530.59 ]
[  epoch 0029/0040] 1300/4800, lr:2.5e-05 ∣ avg_100 : 32106.594208 ∣ critic_nllloss : 26161.085742 ∣ critic_ganloss : -168.480211 ∣ generator_nllloss : 5242.832812 ∣ generator_ganloss : 1067.103662 ∣     [  std_z : 0.99  real_sub_fake : 559.58 ]
[  epoch 0029/0040] 1310/4800, lr:2.5e-05 ∣ avg_100 : 32105.945799 ∣ critic_nllloss : 25975.316992 ∣ critic_ganloss : -136.837267 ∣ generator_nllloss : 5171.105078 ∣ generator_ganloss : 1087.958252 ∣     [  std_z : 0.99  real_sub_fake : 569.92 ]
[  epoch 0029/0040] 1320/4800, lr:2.5e-05 ∣ avg_100 : 32103.897711 ∣ critic_nllloss : 25748.998633 ∣ critic_ganloss : -156.791316 ∣ generator_nllloss : 5093.692969 ∣ generator_ganloss : 1093.646387 ∣     [  std_z : 0.99  real_sub_fake : 583.63 ]
[  epoch 0029/0040] 1330/4800, lr:2.5e-05 ∣ avg_100 : 32104.390786 ∣ critic_nllloss : 26050.488086 ∣ critic_ganloss : -105.232243 ∣ generator_nllloss : 5123.492578 ∣ generator_ganloss : 1104.460254 ∣     [  std_z : 0.99  real_sub_fake : 543.86 ]
[  epoch 0029/0040] 1340/4800, lr:2.5e-05 ∣ avg_100 : 32106.024838 ∣ critic_nllloss : 25870.540039 ∣ critic_ganloss : -109.462035 ∣ generator_nllloss : 5220.233984 ∣ generator_ganloss : 1107.268213 ∣     [  std_z : 1.00  real_sub_fake : 361.67 ]
[  epoch 0029/0040] 1350/4800, lr:2.5e-05 ∣ avg_100 : 32106.316001 ∣ critic_nllloss : 26103.349805 ∣ critic_ganloss : -111.720199 ∣ generator_nllloss : 5206.831641 ∣ generator_ganloss : 1076.267773 ∣     [  std_z : 1.00  real_sub_fake : 440.54 ]
[  epoch 0029/0040] 1360/4800, lr:2.5e-05 ∣ avg_100 : 32109.646061 ∣ critic_nllloss : 25898.215234 ∣ critic_ganloss : -144.843641 ∣ generator_nllloss : 5221.038281 ∣ generator_ganloss : 1069.065723 ∣     [  std_z : 0.99  real_sub_fake : 482.10 ]
[  epoch 0029/0040] 1370/4800, lr:2.5e-05 ∣ avg_100 : 32110.730796 ∣ critic_nllloss : 26226.910742 ∣ critic_ganloss : -172.429935 ∣ generator_nllloss : 5247.555078 ∣ generator_ganloss : 1085.613086 ∣     [  std_z : 0.99  real_sub_fake : 544.55 ]
[  epoch 0029/0040] 1380/4800, lr:2.5e-05 ∣ avg_100 : 32108.133538 ∣ critic_nllloss : 25855.311523 ∣ critic_ganloss : -189.863139 ∣ generator_nllloss : 5139.331641 ∣ generator_ganloss : 1095.760742 ∣     [  std_z : 0.99  real_sub_fake : 648.43 ]
[  epoch 0029/0040] 1390/4800, lr:2.5e-05 ∣ avg_100 : 32108.059240 ∣ critic_nllloss : 25903.555469 ∣ critic_ganloss : -121.341003 ∣ generator_nllloss : 5191.482227 ∣ generator_ganloss : 1105.279004 ∣     [  std_z : 1.01  real_sub_fake : 672.85 ]
[  epoch 0029/0040] 1400/4800, lr:2.5e-05 ∣ avg_100 : 32109.860075 ∣ critic_nllloss : 26040.533594 ∣ critic_ganloss : -95.468226 ∣ generator_nllloss : 5166.731250 ∣ generator_ganloss : 1115.552930 ∣  [  std_z : 1.00  real_sub_fake : 378.74 ]
[  epoch 0029/0040] 1410/4800, lr:2.5e-05 ∣ avg_100 : 32106.535672 ∣ critic_nllloss : 25967.272656 ∣ critic_ganloss : -128.313357 ∣ generator_nllloss : 5225.901563 ∣ generator_ganloss : 1068.495166 ∣     [  std_z : 0.98  real_sub_fake : 460.49 ]
[  epoch 0029/0040] 1420/4800, lr:2.5e-05 ∣ avg_100 : 32105.287210 ∣ critic_nllloss : 25855.786328 ∣ critic_ganloss : -140.356428 ∣ generator_nllloss : 5255.679492 ∣ generator_ganloss : 1061.287695 ∣     [  std_z : 0.98  real_sub_fake : 501.46 ]
[  epoch 0029/0040] 1430/4800, lr:2.5e-05 ∣ avg_100 : 32104.857831 ∣ critic_nllloss : 25851.384180 ∣ critic_ganloss : -122.772681 ∣ generator_nllloss : 5178.372461 ∣ generator_ganloss : 1085.577832 ∣     [  std_z : 0.99  real_sub_fake : 456.45 ]
[  epoch 0029/0040] 1440/4800, lr:2.5e-05 ∣ avg_100 : 32106.141324 ∣ critic_nllloss : 26095.334961 ∣ critic_ganloss : -160.436600 ∣ generator_nllloss : 5121.933984 ∣ generator_ganloss : 1096.445361 ∣     [  std_z : 1.00  real_sub_fake : 551.51 ]
[  epoch 0029/0040] 1450/4800, lr:2.5e-05 ∣ avg_100 : 32105.267659 ∣ critic_nllloss : 25990.826367 ∣ critic_ganloss : -121.005270 ∣ generator_nllloss : 5237.487695 ∣ generator_ganloss : 1102.452197 ∣     [  std_z : 1.00  real_sub_fake : 641.26 ]
[  epoch 0029/0040] 1460/4800, lr:2.5e-05 ∣ avg_100 : 32102.901207 ∣ critic_nllloss : 25865.341211 ∣ critic_ganloss : -109.588589 ∣ generator_nllloss : 5166.287500 ∣ generator_ganloss : 1124.793115 ∣     [  std_z : 0.99  real_sub_fake : 355.88 ]
[  epoch 0029/0040] 1470/4800, lr:2.5e-05 ∣ avg_100 : 32100.753182 ∣ critic_nllloss : 25965.052930 ∣ critic_ganloss : -100.736552 ∣ generator_nllloss : 5224.724219 ∣ generator_ganloss : 1096.679395 ∣     [  std_z : 0.99  real_sub_fake : 352.84 ]
[  epoch 0029/0040] 1480/4800, lr:2.5e-05 ∣ avg_100 : 32103.684811 ∣ critic_nllloss : 25984.096875 ∣ critic_ganloss : -147.136472 ∣ generator_nllloss : 5191.489453 ∣ generator_ganloss : 1073.823047 ∣     [  std_z : 0.99  real_sub_fake : 462.72 ]
[  epoch 0029/0040] 1490/4800, lr:2.5e-05 ∣ avg_100 : 32104.526292 ∣ critic_nllloss : 25840.366992 ∣ critic_ganloss : -165.460521 ∣ generator_nllloss : 5151.761719 ∣ generator_ganloss : 1081.779687 ∣     [  std_z : 0.99  real_sub_fake : 519.48 ]
[  epoch 0029/0040] 1500/4800, lr:2.5e-05 ∣ avg_100 : 32101.685993 ∣ critic_nllloss : 25862.503125 ∣ critic_ganloss : -148.527905 ∣ generator_nllloss : 5099.951367 ∣ generator_ganloss : 1089.799121 ∣     [  std_z : 0.99  real_sub_fake : 598.80 ]
[  epoch 0029/0040] 1510/4800, lr:2.5e-05 ∣ avg_100 : 32102.085938 ∣ critic_nllloss : 25983.304688 ∣ critic_ganloss : -138.925356 ∣ generator_nllloss : 5253.882031 ∣ generator_ganloss : 1095.560937 ∣     [  std_z : 1.00  real_sub_fake : 575.63 ]
[  epoch 0029/0040] 1520/4800, lr:2.5e-05 ∣ avg_100 : 32095.435088 ∣ critic_nllloss : 25600.002148 ∣ critic_ganloss : -112.357910 ∣ generator_nllloss : 5053.726562 ∣ generator_ganloss : 1115.350098 ∣     [  std_z : 1.01  real_sub_fake : 445.90 ]
[  epoch 0029/0040] 1530/4800, lr:2.5e-05 ∣ avg_100 : 32098.106679 ∣ critic_nllloss : 25947.441406 ∣ critic_ganloss : -53.815943 ∣ generator_nllloss : 5278.429297 ∣ generator_ganloss : 1132.365186 ∣  [  std_z : 1.00  real_sub_fake : 291.84 ]
[  epoch 0029/0040] 1540/4800, lr:2.5e-05 ∣ avg_100 : 32101.581953 ∣ critic_nllloss : 26144.018164 ∣ critic_ganloss : -130.218076 ∣ generator_nllloss : 5132.324414 ∣ generator_ganloss : 1098.709131 ∣     [  std_z : 0.99  real_sub_fake : 370.44 ]
[  epoch 0029/0040] 1550/4800, lr:2.5e-05 ∣ avg_100 : 32103.645024 ∣ critic_nllloss : 25986.459570 ∣ critic_ganloss : -103.978799 ∣ generator_nllloss : 5189.900195 ∣ generator_ganloss : 1078.321777 ∣     [  std_z : 0.99  real_sub_fake : 481.04 ]
[  epoch 0029/0040] 1560/4800, lr:2.5e-05 ∣ avg_100 : 32102.386352 ∣ critic_nllloss : 25872.083789 ∣ critic_ganloss : -137.176969 ∣ generator_nllloss : 5168.222656 ∣ generator_ganloss : 1095.844824 ∣     [  std_z : 0.98  real_sub_fake : 406.44 ]
[  epoch 0029/0040] 1570/4800, lr:2.5e-05 ∣ avg_100 : 32101.593043 ∣ critic_nllloss : 26036.425586 ∣ critic_ganloss : -129.568848 ∣ generator_nllloss : 5146.032617 ∣ generator_ganloss : 1058.352881 ∣     [  std_z : 0.99  real_sub_fake : 554.61 ]
[  epoch 0029/0040] 1580/4800, lr:2.5e-05 ∣ avg_100 : 32102.264326 ∣ critic_nllloss : 25957.279102 ∣ critic_ganloss : -144.933790 ∣ generator_nllloss : 5260.764648 ∣ generator_ganloss : 1095.381689 ∣     [  std_z : 1.00  real_sub_fake : 489.07 ]
[  epoch 0029/0040] 1590/4800, lr:2.5e-05 ∣ avg_100 : 32100.966967 ∣ critic_nllloss : 25998.419336 ∣ critic_ganloss : -131.692310 ∣ generator_nllloss : 5239.422266 ∣ generator_ganloss : 1083.023730 ∣     [  std_z : 0.99  real_sub_fake : 520.86 ]
[  epoch 0029/0040] 1600/4800, lr:2.5e-05 ∣ avg_100 : 32101.967039 ∣ critic_nllloss : 26082.926367 ∣ critic_ganloss : -123.092191 ∣ generator_nllloss : 5225.435156 ∣ generator_ganloss : 1090.345166 ∣     [  std_z : 0.99  real_sub_fake : 492.54 ]
[  epoch 0029/0040] 1610/4800, lr:2.5e-05 ∣ avg_100 : 32103.594760 ∣ critic_nllloss : 26102.457813 ∣ critic_ganloss : -171.801576 ∣ generator_nllloss : 5270.190430 ∣ generator_ganloss : 1073.217090 ∣     [  std_z : 0.98  real_sub_fake : 549.61 ]
[  epoch 0029/0040] 1620/4800, lr:2.5e-05 ∣ avg_100 : 32103.344685 ∣ critic_nllloss : 26044.005273 ∣ critic_ganloss : -152.691342 ∣ generator_nllloss : 5140.075781 ∣ generator_ganloss : 1097.192920 ∣     [  std_z : 0.99  real_sub_fake : 537.84 ]
[  epoch 0029/0040] 1630/4800, lr:2.5e-05 ∣ avg_100 : 32103.457372 ∣ critic_nllloss : 25934.143945 ∣ critic_ganloss : -180.083565 ∣ generator_nllloss : 5227.875781 ∣ generator_ganloss : 1071.490820 ∣     [  std_z : 1.01  real_sub_fake : 671.57 ]
[  epoch 0029/0040] 1640/4800, lr:2.5e-05 ∣ avg_100 : 32097.771468 ∣ critic_nllloss : 25952.428320 ∣ critic_ganloss : -147.366154 ∣ generator_nllloss : 5152.973437 ∣ generator_ganloss : 1125.148193 ∣     [  std_z : 1.01  real_sub_fake : 544.95 ]
[  epoch 0029/0040] 1650/4800, lr:2.5e-05 ∣ avg_100 : 32096.715488 ∣ critic_nllloss : 25975.714453 ∣ critic_ganloss : -121.446337 ∣ generator_nllloss : 5168.924023 ∣ generator_ganloss : 1114.827734 ∣     [  std_z : 1.00  real_sub_fake : 495.00 ]
[  epoch 0029/0040] 1660/4800, lr:2.5e-05 ∣ avg_100 : 32095.011720 ∣ critic_nllloss : 25926.606250 ∣ critic_ganloss : -95.622965 ∣ generator_nllloss : 5135.579492 ∣ generator_ganloss : 1125.317383 ∣  [  std_z : 0.99  real_sub_fake : 354.49 ]
[  epoch 0029/0040] 1670/4800, lr:2.5e-05 ∣ avg_100 : 32093.849257 ∣ critic_nllloss : 25849.062891 ∣ critic_ganloss : -111.180560 ∣ generator_nllloss : 5219.249023 ∣ generator_ganloss : 1080.800781 ∣     [  std_z : 0.98  real_sub_fake : 554.78 ]
[  epoch 0029/0040] 1680/4800, lr:2.5e-05 ∣ avg_100 : 32093.876208 ∣ critic_nllloss : 25771.863867 ∣ critic_ganloss : -139.590521 ∣ generator_nllloss : 5155.217188 ∣ generator_ganloss : 1066.494434 ∣     [  std_z : 0.99  real_sub_fake : 463.91 ]
[  epoch 0029/0040] 1690/4800, lr:2.5e-05 ∣ avg_100 : 32091.952316 ∣ critic_nllloss : 25858.747852 ∣ critic_ganloss : -126.519495 ∣ generator_nllloss : 5207.010547 ∣ generator_ganloss : 1070.697607 ∣     [  std_z : 1.00  real_sub_fake : 461.62 ]
[  epoch 0029/0040] 1700/4800, lr:2.5e-05 ∣ avg_100 : 32092.294144 ∣ critic_nllloss : 25817.596680 ∣ critic_ganloss : -162.854504 ∣ generator_nllloss : 5101.577539 ∣ generator_ganloss : 1057.044189 ∣     [  std_z : 1.00  real_sub_fake : 539.47 ]
[  epoch 0029/0040] 1710/4800, lr:2.5e-05 ∣ avg_100 : 32093.200245 ∣ critic_nllloss : 26012.292969 ∣ critic_ganloss : -174.142036 ∣ generator_nllloss : 5137.401563 ∣ generator_ganloss : 1079.073975 ∣     [  std_z : 1.00  real_sub_fake : 608.27 ]
[  epoch 0029/0040] 1720/4800, lr:2.5e-05 ∣ avg_100 : 32090.962469 ∣ critic_nllloss : 25795.945508 ∣ critic_ganloss : -128.737071 ∣ generator_nllloss : 5113.958789 ∣ generator_ganloss : 1093.103223 ∣     [  std_z : 0.98  real_sub_fake : 485.50 ]
[  epoch 0029/0040] 1730/4800, lr:2.5e-05 ∣ avg_100 : 32094.208567 ∣ critic_nllloss : 26062.864453 ∣ critic_ganloss : -141.510806 ∣ generator_nllloss : 5257.602539 ∣ generator_ganloss : 1080.204492 ∣     [  std_z : 0.99  real_sub_fake : 575.83 ]
[  epoch 0029/0040] 1740/4800, lr:2.5e-05 ∣ avg_100 : 32092.798496 ∣ critic_nllloss : 26013.458008 ∣ critic_ganloss : -84.904191 ∣ generator_nllloss : 5219.455859 ∣ generator_ganloss : 1106.032813 ∣  [  std_z : 0.99  real_sub_fake : 456.68 ]
[  epoch 0029/0040] 1750/4800, lr:2.5e-05 ∣ avg_100 : 32090.667142 ∣ critic_nllloss : 25797.724805 ∣ critic_ganloss : -120.966953 ∣ generator_nllloss : 5169.578516 ∣ generator_ganloss : 1081.181885 ∣     [  std_z : 1.00  real_sub_fake : 440.96 ]
[  epoch 0029/0040] 1760/4800, lr:2.5e-05 ∣ avg_100 : 32089.439415 ∣ critic_nllloss : 25700.629102 ∣ critic_ganloss : -87.530616 ∣ generator_nllloss : 5181.270703 ∣ generator_ganloss : 1074.890723 ∣  [  std_z : 1.00  real_sub_fake : 462.34 ]
[  epoch 0029/0040] 1770/4800, lr:2.5e-05 ∣ avg_100 : 32088.299737 ∣ critic_nllloss : 25977.399219 ∣ critic_ganloss : -164.224908 ∣ generator_nllloss : 5205.242969 ∣ generator_ganloss : 1081.702832 ∣     [  std_z : 0.99  real_sub_fake : 477.90 ]
[  epoch 0029/0040] 1780/4800, lr:2.5e-05 ∣ avg_100 : 32085.738453 ∣ critic_nllloss : 25665.192969 ∣ critic_ganloss : -116.002043 ∣ generator_nllloss : 5177.151953 ∣ generator_ganloss : 1079.467773 ∣     [  std_z : 0.98  real_sub_fake : 458.27 ]
[  epoch 0029/0040] 1790/4800, lr:2.5e-05 ∣ avg_100 : 32085.246051 ∣ critic_nllloss : 25777.481250 ∣ critic_ganloss : -141.235333 ∣ generator_nllloss : 5184.970117 ∣ generator_ganloss : 1092.583887 ∣     [  std_z : 0.99  real_sub_fake : 463.35 ]
[  epoch 0029/0040] 1800/4800, lr:2.5e-05 ∣ avg_100 : 32085.558152 ∣ critic_nllloss : 25840.299805 ∣ critic_ganloss : -168.012895 ∣ generator_nllloss : 5214.288477 ∣ generator_ganloss : 1073.320947 ∣     [  std_z : 1.00  real_sub_fake : 567.75 ]
[  epoch 0029/0040] 1810/4800, lr:2.5e-05 ∣ avg_100 : 32083.799428 ∣ critic_nllloss : 25948.812695 ∣ critic_ganloss : -213.583998 ∣ generator_nllloss : 5241.102148 ∣ generator_ganloss : 1070.849951 ∣     [  std_z : 0.99  real_sub_fake : 666.90 ]
[  epoch 0029/0040] 1820/4800, lr:2.5e-05 ∣ avg_100 : 32085.984586 ∣ critic_nllloss : 26104.419336 ∣ critic_ganloss : -66.001593 ∣ generator_nllloss : 5183.441992 ∣ generator_ganloss : 1115.442383 ∣  [  std_z : 0.99  real_sub_fake : 608.28 ]
[  epoch 0029/0040] 1830/4800, lr:2.5e-05 ∣ avg_100 : 32090.349555 ∣ critic_nllloss : 26070.092578 ∣ critic_ganloss : -136.311714 ∣ generator_nllloss : 5253.811719 ∣ generator_ganloss : 1097.318262 ∣     [  std_z : 1.00  real_sub_fake : 389.51 ]
[  epoch 0029/0040] 1840/4800, lr:2.5e-05 ∣ avg_100 : 32088.881151 ∣ critic_nllloss : 26000.788672 ∣ critic_ganloss : -154.926022 ∣ generator_nllloss : 5187.720117 ∣ generator_ganloss : 1071.347998 ∣     [  std_z : 1.00  real_sub_fake : 530.56 ]
[  epoch 0029/0040] 1850/4800, lr:2.5e-05 ∣ avg_100 : 32089.355484 ∣ critic_nllloss : 25857.695508 ∣ critic_ganloss : -114.394830 ∣ generator_nllloss : 5132.607227 ∣ generator_ganloss : 1088.825195 ∣     [  std_z : 1.00  real_sub_fake : 441.16 ]
[  epoch 0029/0040] 1860/4800, lr:2.5e-05 ∣ avg_100 : 32091.105214 ∣ critic_nllloss : 26000.264648 ∣ critic_ganloss : -134.250690 ∣ generator_nllloss : 5252.513477 ∣ generator_ganloss : 1094.891211 ∣     [  std_z : 1.00  real_sub_fake : 503.96 ]
[  epoch 0029/0040] 1870/4800, lr:2.5e-05 ∣ avg_100 : 32088.903781 ∣ critic_nllloss : 25976.007617 ∣ critic_ganloss : -146.687634 ∣ generator_nllloss : 5181.958203 ∣ generator_ganloss : 1091.214111 ∣     [  std_z : 0.99  real_sub_fake : 522.95 ]
[  epoch 0029/0040] 1880/4800, lr:2.5e-05 ∣ avg_100 : 32087.171991 ∣ critic_nllloss : 25773.583984 ∣ critic_ganloss : -168.046896 ∣ generator_nllloss : 5243.416406 ∣ generator_ganloss : 1092.045508 ∣     [  std_z : 0.98  real_sub_fake : 590.79 ]
[  epoch 0029/0040] 1890/4800, lr:2.5e-05 ∣ avg_100 : 32085.752357 ∣ critic_nllloss : 25859.582227 ∣ critic_ganloss : -128.563766 ∣ generator_nllloss : 5133.062500 ∣ generator_ganloss : 1099.634229 ∣     [  std_z : 0.99  real_sub_fake : 458.31 ]
[  epoch 0029/0040] 1900/4800, lr:2.5e-05 ∣ avg_100 : 32086.586700 ∣ critic_nllloss : 25945.862109 ∣ critic_ganloss : -163.190186 ∣ generator_nllloss : 5209.738281 ∣ generator_ganloss : 1070.212988 ∣     [  std_z : 1.00  real_sub_fake : 611.16 ]
[  epoch 0029/0040] 1910/4800, lr:2.5e-05 ∣ avg_100 : 32086.460638 ∣ critic_nllloss : 25956.547852 ∣ critic_ganloss : -161.868545 ∣ generator_nllloss : 5131.064062 ∣ generator_ganloss : 1083.952197 ∣     [  std_z : 1.00  real_sub_fake : 586.63 ]
[  epoch 0029/0040] 1920/4800, lr:2.5e-05 ∣ avg_100 : 32085.346991 ∣ critic_nllloss : 25838.572656 ∣ critic_ganloss : -150.294842 ∣ generator_nllloss : 5156.881445 ∣ generator_ganloss : 1088.988379 ∣     [  std_z : 1.00  real_sub_fake : 529.00 ]
[  epoch 0029/0040] 1930/4800, lr:2.5e-05 ∣ avg_100 : 32084.132416 ∣ critic_nllloss : 25915.880273 ∣ critic_ganloss : -145.308244 ∣ generator_nllloss : 5214.938867 ∣ generator_ganloss : 1069.643896 ∣     [  std_z : 0.99  real_sub_fake : 590.75 ]
[  epoch 0029/0040] 1940/4800, lr:2.5e-05 ∣ avg_100 : 32080.933867 ∣ critic_nllloss : 25927.139844 ∣ critic_ganloss : -217.632278 ∣ generator_nllloss : 5212.341797 ∣ generator_ganloss : 1073.480322 ∣     [  std_z : 0.98  real_sub_fake : 682.04 ]
[  epoch 0029/0040] 1950/4800, lr:2.5e-05 ∣ avg_100 : 32082.567365 ∣ critic_nllloss : 25971.946094 ∣ critic_ganloss : -130.710080 ∣ generator_nllloss : 5324.065430 ∣ generator_ganloss : 1079.085205 ∣     [  std_z : 0.98  real_sub_fake : 667.34 ]
[  epoch 0029/0040] 1960/4800, lr:2.5e-05 ∣ avg_100 : 32084.850131 ∣ critic_nllloss : 26227.482812 ∣ critic_ganloss : -79.424613 ∣ generator_nllloss : 5205.697070 ∣ generator_ganloss : 1104.079346 ∣  [  std_z : 0.99  real_sub_fake : 373.18 ]
[  epoch 0029/0040] 1970/4800, lr:2.5e-05 ∣ avg_100 : 32082.537326 ∣ critic_nllloss : 25891.393945 ∣ critic_ganloss : -126.077724 ∣ generator_nllloss : 5273.290625 ∣ generator_ganloss : 1079.895605 ∣     [  std_z : 1.00  real_sub_fake : 467.88 ]
[  epoch 0029/0040] 1980/4800, lr:2.5e-05 ∣ avg_100 : 32082.579684 ∣ critic_nllloss : 26087.180664 ∣ critic_ganloss : -155.331728 ∣ generator_nllloss : 5192.602734 ∣ generator_ganloss : 1088.080322 ∣     [  std_z : 1.00  real_sub_fake : 584.88 ]
[  epoch 0029/0040] 1990/4800, lr:2.5e-05 ∣ avg_100 : 32084.438774 ∣ critic_nllloss : 25824.430469 ∣ critic_ganloss : -147.250351 ∣ generator_nllloss : 5202.560742 ∣ generator_ganloss : 1086.386133 ∣     [  std_z : 0.99  real_sub_fake : 537.13 ]
[  epoch 0029/0040] 2000/4800, lr:2.5e-05 ∣ avg_100 : 32085.646300 ∣ critic_nllloss : 26162.710156 ∣ critic_ganloss : -184.293066 ∣ generator_nllloss : 5211.642969 ∣ generator_ganloss : 1069.947021 ∣     [  std_z : 0.99  real_sub_fake : 608.97 ]
[  epoch 0029/0040] 2010/4800, lr:2.5e-05 ∣ avg_100 : 32089.836254 ∣ critic_nllloss : 25979.080664 ∣ critic_ganloss : -145.787086 ∣ generator_nllloss : 5275.067969 ∣ generator_ganloss : 1083.559814 ∣     [  std_z : 0.99  real_sub_fake : 542.58 ]
[  epoch 0029/0040] 2020/4800, lr:2.5e-05 ∣ avg_100 : 32091.127130 ∣ critic_nllloss : 25956.491797 ∣ critic_ganloss : -143.981104 ∣ generator_nllloss : 5122.688672 ∣ generator_ganloss : 1091.729687 ∣     [  std_z : 0.99  real_sub_fake : 548.06 ]
[  epoch 0029/0040] 2030/4800, lr:2.5e-05 ∣ avg_100 : 32091.451570 ∣ critic_nllloss : 25888.445312 ∣ critic_ganloss : -137.589499 ∣ generator_nllloss : 5209.295117 ∣ generator_ganloss : 1083.101660 ∣     [  std_z : 1.00  real_sub_fake : 470.71 ]
[  epoch 0029/0040] 2040/4800, lr:2.5e-05 ∣ avg_100 : 32092.382558 ∣ critic_nllloss : 26012.737695 ∣ critic_ganloss : -155.207796 ∣ generator_nllloss : 5181.578516 ∣ generator_ganloss : 1084.021826 ∣     [  std_z : 1.00  real_sub_fake : 529.70 ]
[  epoch 0029/0040] 2050/4800, lr:2.5e-05 ∣ avg_100 : 32089.896916 ∣ critic_nllloss : 25900.942969 ∣ critic_ganloss : -161.120644 ∣ generator_nllloss : 5125.524805 ∣ generator_ganloss : 1105.914307 ∣     [  std_z : 0.99  real_sub_fake : 539.74 ]
[  epoch 0029/0040] 2060/4800, lr:2.5e-05 ∣ avg_100 : 32088.027014 ∣ critic_nllloss : 25951.939844 ∣ critic_ganloss : -165.917461 ∣ generator_nllloss : 5205.313086 ∣ generator_ganloss : 1097.929883 ∣     [  std_z : 0.99  real_sub_fake : 616.23 ]
[  epoch 0029/0040] 2070/4800, lr:2.5e-05 ∣ avg_100 : 32091.202891 ∣ critic_nllloss : 26168.502734 ∣ critic_ganloss : -181.820828 ∣ generator_nllloss : 5256.661719 ∣ generator_ganloss : 1111.676172 ∣     [  std_z : 0.99  real_sub_fake : 547.53 ]
[  epoch 0029/0040] 2080/4800, lr:2.5e-05 ∣ avg_100 : 32094.132942 ∣ critic_nllloss : 26214.420898 ∣ critic_ganloss : -146.712994 ∣ generator_nllloss : 5174.826563 ∣ generator_ganloss : 1104.025781 ∣     [  std_z : 0.99  real_sub_fake : 730.91 ]
[  epoch 0029/0040] 2090/4800, lr:2.5e-05 ∣ avg_100 : 32093.576114 ∣ critic_nllloss : 25946.061133 ∣ critic_ganloss : -58.685732 ∣ generator_nllloss : 5197.905273 ∣ generator_ganloss : 1141.973193 ∣  [  std_z : 1.00  real_sub_fake : 313.18 ]
[  epoch 0029/0040] 2100/4800, lr:2.5e-05 ∣ avg_100 : 32091.903369 ∣ critic_nllloss : 25890.474023 ∣ critic_ganloss : -138.643211 ∣ generator_nllloss : 5275.888281 ∣ generator_ganloss : 1069.326221 ∣     [  std_z : 1.00  real_sub_fake : 486.13 ]
[  epoch 0029/0040] 2110/4800, lr:2.5e-05 ∣ avg_100 : 32093.309403 ∣ critic_nllloss : 26122.059570 ∣ critic_ganloss : -165.333824 ∣ generator_nllloss : 5213.405078 ∣ generator_ganloss : 1076.450098 ∣     [  std_z : 0.99  real_sub_fake : 599.41 ]
[  epoch 0029/0040] 2120/4800, lr:2.5e-05 ∣ avg_100 : 32093.536141 ∣ critic_nllloss : 25948.504102 ∣ critic_ganloss : -159.506029 ∣ generator_nllloss : 5160.561328 ∣ generator_ganloss : 1084.748584 ∣     [  std_z : 0.99  real_sub_fake : 515.18 ]
[  epoch 0029/0040] 2130/4800, lr:2.5e-05 ∣ avg_100 : 32089.796442 ∣ critic_nllloss : 25915.094922 ∣ critic_ganloss : -99.225497 ∣ generator_nllloss : 5055.671875 ∣ generator_ganloss : 1077.399561 ∣  [  std_z : 0.99  real_sub_fake : 481.64 ]
[  epoch 0029/0040] 2140/4800, lr:2.5e-05 ∣ avg_100 : 32083.562032 ∣ critic_nllloss : 25771.366406 ∣ critic_ganloss : -140.592508 ∣ generator_nllloss : 5173.431250 ∣ generator_ganloss : 1076.102490 ∣     [  std_z : 0.99  real_sub_fake : 501.83 ]
[  epoch 0029/0040] 2150/4800, lr:2.5e-05 ∣ avg_100 : 32081.724751 ∣ critic_nllloss : 25889.594141 ∣ critic_ganloss : -162.514038 ∣ generator_nllloss : 5132.469531 ∣ generator_ganloss : 1084.607275 ∣     [  std_z : 1.00  real_sub_fake : 521.18 ]
[  epoch 0029/0040] 2160/4800, lr:2.5e-05 ∣ avg_100 : 32084.567725 ∣ critic_nllloss : 25876.182422 ∣ critic_ganloss : -139.710345 ∣ generator_nllloss : 5213.317383 ∣ generator_ganloss : 1098.915039 ∣     [  std_z : 0.99  real_sub_fake : 556.47 ]
[  epoch 0029/0040] 2170/4800, lr:2.5e-05 ∣ avg_100 : 32082.186570 ∣ critic_nllloss : 25629.256641 ∣ critic_ganloss : -139.406354 ∣ generator_nllloss : 5152.800977 ∣ generator_ganloss : 1087.950391 ∣     [  std_z : 1.00  real_sub_fake : 584.33 ]
[  epoch 0029/0040] 2180/4800, lr:2.5e-05 ∣ avg_100 : 32080.128435 ∣ critic_nllloss : 25875.601562 ∣ critic_ganloss : -155.328976 ∣ generator_nllloss : 5104.197070 ∣ generator_ganloss : 1085.602686 ∣     [  std_z : 1.00  real_sub_fake : 616.77 ]
[  epoch 0029/0040] 2190/4800, lr:2.5e-05 ∣ avg_100 : 32084.868341 ∣ critic_nllloss : 25923.637500 ∣ critic_ganloss : -109.604903 ∣ generator_nllloss : 5212.471094 ∣ generator_ganloss : 1110.561133 ∣     [  std_z : 0.99  real_sub_fake : 463.28 ]
[  epoch 0029/0040] 2200/4800, lr:2.5e-05 ∣ avg_100 : 32082.978870 ∣ critic_nllloss : 26137.105859 ∣ critic_ganloss : -158.095920 ∣ generator_nllloss : 5224.466992 ∣ generator_ganloss : 1075.436328 ∣     [  std_z : 0.99  real_sub_fake : 616.33 ]
[  epoch 0029/0040] 2210/4800, lr:2.5e-05 ∣ avg_100 : 32084.191337 ∣ critic_nllloss : 26126.131250 ∣ critic_ganloss : -180.112012 ∣ generator_nllloss : 5202.390234 ∣ generator_ganloss : 1091.723633 ∣     [  std_z : 0.99  real_sub_fake : 589.46 ]
[  epoch 0029/0040] 2220/4800, lr:2.5e-05 ∣ avg_100 : 32086.754046 ∣ critic_nllloss : 25991.073242 ∣ critic_ganloss : -153.802660 ∣ generator_nllloss : 5223.412891 ∣ generator_ganloss : 1082.894971 ∣     [  std_z : 0.99  real_sub_fake : 524.76 ]
[  epoch 0029/0040] 2230/4800, lr:2.5e-05 ∣ avg_100 : 32083.416267 ∣ critic_nllloss : 25693.977930 ∣ critic_ganloss : -137.867226 ∣ generator_nllloss : 5100.533594 ∣ generator_ganloss : 1091.382959 ∣     [  std_z : 1.00  real_sub_fake : 523.87 ]
[  epoch 0029/0040] 2240/4800, lr:2.5e-05 ∣ avg_100 : 32085.512159 ∣ critic_nllloss : 25951.416602 ∣ critic_ganloss : -146.680072 ∣ generator_nllloss : 5262.143359 ∣ generator_ganloss : 1109.709814 ∣     [  std_z : 1.00  real_sub_fake : 481.56 ]
[  epoch 0029/0040] 2250/4800, lr:2.5e-05 ∣ avg_100 : 32089.060145 ∣ critic_nllloss : 25978.630469 ∣ critic_ganloss : -118.997902 ∣ generator_nllloss : 5124.851172 ∣ generator_ganloss : 1089.498535 ∣     [  std_z : 1.00  real_sub_fake : 644.22 ]
[  epoch 0029/0040] 2260/4800, lr:2.5e-05 ∣ avg_100 : 32088.809885 ∣ critic_nllloss : 26079.217578 ∣ critic_ganloss : -193.388612 ∣ generator_nllloss : 5356.483398 ∣ generator_ganloss : 1093.601172 ∣     [  std_z : 1.00  real_sub_fake : 572.83 ]
[  epoch 0029/0040] 2270/4800, lr:2.5e-05 ∣ avg_100 : 32089.640727 ∣ critic_nllloss : 26044.275391 ∣ critic_ganloss : -123.076981 ∣ generator_nllloss : 5129.062891 ∣ generator_ganloss : 1101.908252 ∣     [  std_z : 0.99  real_sub_fake : 516.43 ]
[  epoch 0029/0040] 2280/4800, lr:2.5e-05 ∣ avg_100 : 32086.150781 ∣ critic_nllloss : 25763.314453 ∣ critic_ganloss : -142.021159 ∣ generator_nllloss : 5103.975391 ∣ generator_ganloss : 1114.453174 ∣     [  std_z : 0.98  real_sub_fake : 447.77 ]
[  epoch 0029/0040] 2290/4800, lr:2.5e-05 ∣ avg_100 : 32084.741840 ∣ critic_nllloss : 25880.039648 ∣ critic_ganloss : -124.568240 ∣ generator_nllloss : 5178.421680 ∣ generator_ganloss : 1103.492871 ∣     [  std_z : 1.00  real_sub_fake : 541.66 ]
[  epoch 0029/0040] 2300/4800, lr:2.5e-05 ∣ avg_100 : 32080.213107 ∣ critic_nllloss : 25736.512500 ∣ critic_ganloss : -142.150924 ∣ generator_nllloss : 5149.451367 ∣ generator_ganloss : 1105.855713 ∣     [  std_z : 1.00  real_sub_fake : 422.30 ]
[  epoch 0029/0040] 2310/4800, lr:2.5e-05 ∣ avg_100 : 32077.969802 ∣ critic_nllloss : 25854.418945 ∣ critic_ganloss : -112.680486 ∣ generator_nllloss : 5072.037305 ∣ generator_ganloss : 1059.436816 ∣     [  std_z : 1.00  real_sub_fake : 549.52 ]
[  epoch 0029/0040] 2320/4800, lr:2.5e-05 ∣ avg_100 : 32079.861850 ∣ critic_nllloss : 25849.060742 ∣ critic_ganloss : -136.007459 ∣ generator_nllloss : 5167.574805 ∣ generator_ganloss : 1088.123437 ∣     [  std_z : 0.99  real_sub_fake : 508.87 ]
[  epoch 0029/0040] 2330/4800, lr:2.5e-05 ∣ avg_100 : 32078.599491 ∣ critic_nllloss : 25923.476367 ∣ critic_ganloss : -139.736789 ∣ generator_nllloss : 5180.213867 ∣ generator_ganloss : 1083.019336 ∣     [  std_z : 0.99  real_sub_fake : 538.34 ]
[  epoch 0029/0040] 2340/4800, lr:2.5e-05 ∣ avg_100 : 32078.399486 ∣ critic_nllloss : 25851.990234 ∣ critic_ganloss : -134.620905 ∣ generator_nllloss : 5268.693359 ∣ generator_ganloss : 1082.516992 ∣     [  std_z : 0.98  real_sub_fake : 501.30 ]
[  epoch 0029/0040] 2350/4800, lr:2.5e-05 ∣ avg_100 : 32076.752596 ∣ critic_nllloss : 25990.183008 ∣ critic_ganloss : -155.402934 ∣ generator_nllloss : 5195.943359 ∣ generator_ganloss : 1079.316553 ∣     [  std_z : 1.00  real_sub_fake : 530.03 ]
[  epoch 0029/0040] 2360/4800, lr:2.5e-05 ∣ avg_100 : 32076.860927 ∣ critic_nllloss : 25875.427148 ∣ critic_ganloss : -149.856481 ∣ generator_nllloss : 5247.141992 ∣ generator_ganloss : 1081.596094 ∣     [  std_z : 1.00  real_sub_fake : 591.94 ]
[  epoch 0029/0040] 2370/4800, lr:2.5e-05 ∣ avg_100 : 32071.417965 ∣ critic_nllloss : 25815.311133 ∣ critic_ganloss : -184.177684 ∣ generator_nllloss : 5131.628320 ∣ generator_ganloss : 1080.590967 ∣     [  std_z : 0.99  real_sub_fake : 551.55 ]
[  epoch 0029/0040] 2380/4800, lr:2.5e-05 ∣ avg_100 : 32071.412225 ∣ critic_nllloss : 25805.186133 ∣ critic_ganloss : -118.308683 ∣ generator_nllloss : 5111.663086 ∣ generator_ganloss : 1101.426270 ∣     [  std_z : 1.00  real_sub_fake : 545.10 ]
[  epoch 0029/0040] 2390/4800, lr:2.5e-05 ∣ avg_100 : 32069.010176 ∣ critic_nllloss : 25638.395898 ∣ critic_ganloss : -76.705289 ∣ generator_nllloss : 5171.049023 ∣ generator_ganloss : 1106.031104 ∣  [  std_z : 1.00  real_sub_fake : 356.65 ]
[  epoch 0029/0040] 2400/4800, lr:2.5e-05 ∣ avg_100 : 32066.351275 ∣ critic_nllloss : 25838.557031 ∣ critic_ganloss : -113.727641 ∣ generator_nllloss : 5160.402539 ∣ generator_ganloss : 1076.227490 ∣     [  std_z : 0.99  real_sub_fake : 418.69 ]
[  epoch 0029/0040] 2410/4800, lr:2.5e-05 ∣ avg_100 : 32068.162548 ∣ critic_nllloss : 26215.063086 ∣ critic_ganloss : -162.383066 ∣ generator_nllloss : 5187.945898 ∣ generator_ganloss : 1073.857471 ∣     [  std_z : 0.98  real_sub_fake : 443.09 ]
[  epoch 0029/0040] 2420/4800, lr:2.5e-05 ∣ avg_100 : 32070.145280 ∣ critic_nllloss : 26055.909961 ∣ critic_ganloss : -141.088358 ∣ generator_nllloss : 5232.917969 ∣ generator_ganloss : 1082.930713 ∣     [  std_z : 0.98  real_sub_fake : 511.71 ]
[  epoch 0029/0040] 2430/4800, lr:2.5e-05 ∣ avg_100 : 32070.178201 ∣ critic_nllloss : 25947.773828 ∣ critic_ganloss : -182.352856 ∣ generator_nllloss : 5163.298828 ∣ generator_ganloss : 1067.134082 ∣     [  std_z : 1.00  real_sub_fake : 648.40 ]
[  epoch 0029/0040] 2440/4800, lr:2.5e-05 ∣ avg_100 : 32069.208614 ∣ critic_nllloss : 25853.174805 ∣ critic_ganloss : -126.755360 ∣ generator_nllloss : 5229.502148 ∣ generator_ganloss : 1100.397363 ∣     [  std_z : 1.00  real_sub_fake : 579.43 ]
[  epoch 0029/0040] 2450/4800, lr:2.5e-05 ∣ avg_100 : 32067.766313 ∣ critic_nllloss : 26016.685352 ∣ critic_ganloss : -212.409909 ∣ generator_nllloss : 5187.933008 ∣ generator_ganloss : 1073.322510 ∣     [  std_z : 1.00  real_sub_fake : 626.82 ]
[  epoch 0029/0040] 2460/4800, lr:2.5e-05 ∣ avg_100 : 32066.900576 ∣ critic_nllloss : 25841.886914 ∣ critic_ganloss : -116.115830 ∣ generator_nllloss : 5123.884961 ∣ generator_ganloss : 1110.603467 ∣     [  std_z : 0.99  real_sub_fake : 497.58 ]
[  epoch 0029/0040] 2470/4800, lr:2.5e-05 ∣ avg_100 : 32066.813748 ∣ critic_nllloss : 25914.573633 ∣ critic_ganloss : -137.527637 ∣ generator_nllloss : 5302.546289 ∣ generator_ganloss : 1097.444922 ∣     [  std_z : 0.98  real_sub_fake : 520.88 ]
[  epoch 0029/0040] 2480/4800, lr:2.5e-05 ∣ avg_100 : 32066.158749 ∣ critic_nllloss : 25931.295312 ∣ critic_ganloss : -135.079989 ∣ generator_nllloss : 5139.771094 ∣ generator_ganloss : 1100.786572 ∣     [  std_z : 0.98  real_sub_fake : 620.50 ]
[  epoch 0029/0040] 2490/4800, lr:2.5e-05 ∣ avg_100 : 32070.223419 ∣ critic_nllloss : 25997.864063 ∣ critic_ganloss : -73.472782 ∣ generator_nllloss : 5261.269922 ∣ generator_ganloss : 1129.253711 ∣  [  std_z : 0.99  real_sub_fake : 313.66 ]
[  epoch 0029/0040] 2500/4800, lr:2.5e-05 ∣ avg_100 : 32072.806712 ∣ critic_nllloss : 26009.164844 ∣ critic_ganloss : -98.052152 ∣ generator_nllloss : 5163.215039 ∣ generator_ganloss : 1087.727197 ∣  [  std_z : 1.00  real_sub_fake : 394.43 ]
[  epoch 0029/0040] 2510/4800, lr:2.5e-05 ∣ avg_100 : 32070.437293 ∣ critic_nllloss : 25837.823047 ∣ critic_ganloss : -145.545707 ∣ generator_nllloss : 5183.705273 ∣ generator_ganloss : 1080.897803 ∣     [  std_z : 0.99  real_sub_fake : 469.58 ]
[  epoch 0029/0040] 2520/4800, lr:2.5e-05 ∣ avg_100 : 32076.542908 ∣ critic_nllloss : 25983.090625 ∣ critic_ganloss : -88.505444 ∣ generator_nllloss : 5289.259961 ∣ generator_ganloss : 1083.437305 ∣  [  std_z : 1.00  real_sub_fake : 435.42 ]
[  epoch 0029/0040] 2530/4800, lr:2.5e-05 ∣ avg_100 : 32074.753019 ∣ critic_nllloss : 26017.108594 ∣ critic_ganloss : -153.294791 ∣ generator_nllloss : 5185.265820 ∣ generator_ganloss : 1076.351367 ∣     [  std_z : 0.99  real_sub_fake : 495.04 ]
[  epoch 0029/0040] 2540/4800, lr:2.5e-05 ∣ avg_100 : 32071.556994 ∣ critic_nllloss : 25862.278125 ∣ critic_ganloss : -138.910089 ∣ generator_nllloss : 5105.076953 ∣ generator_ganloss : 1096.786230 ∣     [  std_z : 1.00  real_sub_fake : 537.06 ]
[  epoch 0029/0040] 2550/4800, lr:2.5e-05 ∣ avg_100 : 32070.094377 ∣ critic_nllloss : 25842.023438 ∣ critic_ganloss : -57.303005 ∣ generator_nllloss : 5127.114453 ∣ generator_ganloss : 1092.606104 ∣  [  std_z : 1.00  real_sub_fake : 434.76 ]
[  epoch 0029/0040] 2560/4800, lr:2.5e-05 ∣ avg_100 : 32068.483480 ∣ critic_nllloss : 25801.522070 ∣ critic_ganloss : -131.073484 ∣ generator_nllloss : 5092.806445 ∣ generator_ganloss : 1074.629590 ∣     [  std_z : 0.99  real_sub_fake : 499.67 ]
[  epoch 0029/0040] 2570/4800, lr:2.5e-05 ∣ avg_100 : 32067.753754 ∣ critic_nllloss : 25935.777148 ∣ critic_ganloss : -124.347237 ∣ generator_nllloss : 5140.485547 ∣ generator_ganloss : 1086.354150 ∣     [  std_z : 0.99  real_sub_fake : 359.90 ]
[  epoch 0029/0040] 2580/4800, lr:2.5e-05 ∣ avg_100 : 32068.308807 ∣ critic_nllloss : 26123.255859 ∣ critic_ganloss : -137.908777 ∣ generator_nllloss : 5180.028125 ∣ generator_ganloss : 1058.621777 ∣     [  std_z : 0.98  real_sub_fake : 506.41 ]
[  epoch 0029/0040] 2590/4800, lr:2.5e-05 ∣ avg_100 : 32063.474497 ∣ critic_nllloss : 25703.279883 ∣ critic_ganloss : -145.445126 ∣ generator_nllloss : 5077.146680 ∣ generator_ganloss : 1070.760596 ∣     [  std_z : 0.99  real_sub_fake : 458.92 ]
[  epoch 0029/0040] 2600/4800, lr:2.5e-05 ∣ avg_100 : 32060.038583 ∣ critic_nllloss : 25836.806641 ∣ critic_ganloss : -105.491238 ∣ generator_nllloss : 5127.705078 ∣ generator_ganloss : 1073.002588 ∣     [  std_z : 1.00  real_sub_fake : 500.03 ]
[  epoch 0029/0040] 2610/4800, lr:2.5e-05 ∣ avg_100 : 32057.215415 ∣ critic_nllloss : 25905.445312 ∣ critic_ganloss : -153.013813 ∣ generator_nllloss : 5164.663477 ∣ generator_ganloss : 1074.652002 ∣     [  std_z : 1.00  real_sub_fake : 516.18 ]
[  epoch 0029/0040] 2620/4800, lr:2.5e-05 ∣ avg_100 : 32057.110795 ∣ critic_nllloss : 25932.873437 ∣ critic_ganloss : -135.290670 ∣ generator_nllloss : 5244.800391 ∣ generator_ganloss : 1075.737402 ∣     [  std_z : 0.99  real_sub_fake : 530.75 ]
[  epoch 0029/0040] 2630/4800, lr:2.5e-05 ∣ avg_100 : 32057.910805 ∣ critic_nllloss : 26027.116797 ∣ critic_ganloss : -151.206322 ∣ generator_nllloss : 5175.812109 ∣ generator_ganloss : 1081.705469 ∣     [  std_z : 0.99  real_sub_fake : 523.02 ]
[  epoch 0029/0040] 2640/4800, lr:2.5e-05 ∣ avg_100 : 32056.890194 ∣ critic_nllloss : 25951.824414 ∣ critic_ganloss : -166.154740 ∣ generator_nllloss : 5110.754883 ∣ generator_ganloss : 1084.698145 ∣     [  std_z : 0.99  real_sub_fake : 602.99 ]
[  epoch 0029/0040] 2650/4800, lr:2.5e-05 ∣ avg_100 : 32057.442355 ∣ critic_nllloss : 26064.668945 ∣ critic_ganloss : -144.341006 ∣ generator_nllloss : 5197.973828 ∣ generator_ganloss : 1074.934180 ∣     [  std_z : 0.99  real_sub_fake : 574.34 ]
[  epoch 0029/0040] 2660/4800, lr:2.5e-05 ∣ avg_100 : 32055.333470 ∣ critic_nllloss : 25800.947070 ∣ critic_ganloss : -124.254803 ∣ generator_nllloss : 5100.313281 ∣ generator_ganloss : 1103.986084 ∣     [  std_z : 1.00  real_sub_fake : 532.64 ]
[  epoch 0029/0040] 2670/4800, lr:2.5e-05 ∣ avg_100 : 32054.498701 ∣ critic_nllloss : 25873.102344 ∣ critic_ganloss : -155.344816 ∣ generator_nllloss : 5151.204492 ∣ generator_ganloss : 1085.493213 ∣     [  std_z : 1.00  real_sub_fake : 506.64 ]
[  epoch 0029/0040] 2680/4800, lr:2.5e-05 ∣ avg_100 : 32054.980792 ∣ critic_nllloss : 25799.563477 ∣ critic_ganloss : -123.367446 ∣ generator_nllloss : 5125.276367 ∣ generator_ganloss : 1100.721680 ∣     [  std_z : 1.00  real_sub_fake : 522.68 ]
[  epoch 0029/0040] 2690/4800, lr:2.5e-05 ∣ avg_100 : 32055.481321 ∣ critic_nllloss : 25923.782227 ∣ critic_ganloss : -132.974286 ∣ generator_nllloss : 5175.112500 ∣ generator_ganloss : 1094.068945 ∣     [  std_z : 0.99  real_sub_fake : 489.51 ]
[  epoch 0029/0040] 2700/4800, lr:2.5e-05 ∣ avg_100 : 32056.572649 ∣ critic_nllloss : 25897.969727 ∣ critic_ganloss : -162.645769 ∣ generator_nllloss : 5109.474219 ∣ generator_ganloss : 1077.698535 ∣     [  std_z : 0.98  real_sub_fake : 577.24 ]
[  epoch 0029/0040] 2710/4800, lr:2.5e-05 ∣ avg_100 : 32057.053507 ∣ critic_nllloss : 25994.507227 ∣ critic_ganloss : -179.432866 ∣ generator_nllloss : 5207.100781 ∣ generator_ganloss : 1080.537158 ∣     [  std_z : 0.99  real_sub_fake : 609.94 ]
[  epoch 0029/0040] 2720/4800, lr:2.5e-05 ∣ avg_100 : 32057.455270 ∣ critic_nllloss : 25810.360352 ∣ critic_ganloss : -160.481602 ∣ generator_nllloss : 5173.732031 ∣ generator_ganloss : 1090.835986 ∣     [  std_z : 1.00  real_sub_fake : 604.09 ]
[  epoch 0029/0040] 2730/4800, lr:2.5e-05 ∣ avg_100 : 32057.282708 ∣ critic_nllloss : 26116.594922 ∣ critic_ganloss : -143.317235 ∣ generator_nllloss : 5162.711328 ∣ generator_ganloss : 1105.915430 ∣     [  std_z : 1.00  real_sub_fake : 558.55 ]
[  epoch 0029/0040] 2740/4800, lr:2.5e-05 ∣ avg_100 : 32052.674159 ∣ critic_nllloss : 25654.349609 ∣ critic_ganloss : -124.574319 ∣ generator_nllloss : 5154.745508 ∣ generator_ganloss : 1108.666797 ∣     [  std_z : 0.99  real_sub_fake : 498.94 ]
[  epoch 0029/0040] 2750/4800, lr:2.5e-05 ∣ avg_100 : 32054.694163 ∣ critic_nllloss : 25932.499609 ∣ critic_ganloss : -121.282447 ∣ generator_nllloss : 5205.913086 ∣ generator_ganloss : 1112.388379 ∣     [  std_z : 0.99  real_sub_fake : 469.11 ]
[  epoch 0029/0040] 2760/4800, lr:2.5e-05 ∣ avg_100 : 32058.315493 ∣ critic_nllloss : 26028.672656 ∣ critic_ganloss : -153.299286 ∣ generator_nllloss : 5264.462109 ∣ generator_ganloss : 1091.557471 ∣     [  std_z : 0.99  real_sub_fake : 513.01 ]
[  epoch 0029/0040] 2770/4800, lr:2.5e-05 ∣ avg_100 : 32057.285030 ∣ critic_nllloss : 25874.160742 ∣ critic_ganloss : -168.374351 ∣ generator_nllloss : 5209.692773 ∣ generator_ganloss : 1081.594629 ∣     [  std_z : 0.99  real_sub_fake : 525.33 ]
[  epoch 0029/0040] 2780/4800, lr:2.5e-05 ∣ avg_100 : 32057.890681 ∣ critic_nllloss : 25783.515430 ∣ critic_ganloss : -143.650603 ∣ generator_nllloss : 5128.982422 ∣ generator_ganloss : 1097.528516 ∣     [  std_z : 0.99  real_sub_fake : 625.99 ]
[  epoch 0029/0040] 2790/4800, lr:2.5e-05 ∣ avg_100 : 32058.378120 ∣ critic_nllloss : 25680.070508 ∣ critic_ganloss : -83.291141 ∣ generator_nllloss : 5222.074219 ∣ generator_ganloss : 1143.690283 ∣  [  std_z : 1.00  real_sub_fake : 309.28 ]
[  epoch 0029/0040] 2800/4800, lr:2.5e-05 ∣ avg_100 : 32061.871739 ∣ critic_nllloss : 26071.101367 ∣ critic_ganloss : -96.883372 ∣ generator_nllloss : 5216.342969 ∣ generator_ganloss : 1118.697217 ∣  [  std_z : 1.00  real_sub_fake : 342.74 ]
[  epoch 0029/0040] 2810/4800, lr:2.5e-05 ∣ avg_100 : 32058.126245 ∣ critic_nllloss : 25663.781445 ∣ critic_ganloss : -129.591161 ∣ generator_nllloss : 5044.483594 ∣ generator_ganloss : 1093.957520 ∣     [  std_z : 0.99  real_sub_fake : 429.28 ]
[  epoch 0029/0040] 2820/4800, lr:2.5e-05 ∣ avg_100 : 32054.375886 ∣ critic_nllloss : 25852.239063 ∣ critic_ganloss : -179.021439 ∣ generator_nllloss : 5192.128711 ∣ generator_ganloss : 1096.919922 ∣     [  std_z : 0.99  real_sub_fake : 538.62 ]
[  epoch 0029/0040] 2830/4800, lr:2.5e-05 ∣ avg_100 : 32052.243972 ∣ critic_nllloss : 25786.435547 ∣ critic_ganloss : -70.503062 ∣ generator_nllloss : 5237.450000 ∣ generator_ganloss : 1118.336914 ∣  [  std_z : 0.99  real_sub_fake : 493.11 ]
[  epoch 0029/0040] 2840/4800, lr:2.5e-05 ∣ avg_100 : 32050.830074 ∣ critic_nllloss : 25921.886133 ∣ critic_ganloss : -139.815591 ∣ generator_nllloss : 5090.574414 ∣ generator_ganloss : 1090.895996 ∣     [  std_z : 1.00  real_sub_fake : 445.36 ]
[  epoch 0029/0040] 2850/4800, lr:2.5e-05 ∣ avg_100 : 32050.325669 ∣ critic_nllloss : 25795.139648 ∣ critic_ganloss : -144.671878 ∣ generator_nllloss : 5188.688867 ∣ generator_ganloss : 1075.136035 ∣     [  std_z : 0.99  real_sub_fake : 494.67 ]
[  epoch 0029/0040] 2860/4800, lr:2.5e-05 ∣ avg_100 : 32050.342757 ∣ critic_nllloss : 26025.226758 ∣ critic_ganloss : -134.463330 ∣ generator_nllloss : 5233.470508 ∣ generator_ganloss : 1090.893457 ∣     [  std_z : 0.99  real_sub_fake : 575.52 ]
[  epoch 0029/0040] 2870/4800, lr:2.5e-05 ∣ avg_100 : 32050.918052 ∣ critic_nllloss : 25987.614844 ∣ critic_ganloss : -126.179444 ∣ generator_nllloss : 5193.629687 ∣ generator_ganloss : 1104.956738 ∣     [  std_z : 0.99  real_sub_fake : 395.65 ]
[  epoch 0029/0040] 2880/4800, lr:2.5e-05 ∣ avg_100 : 32052.039395 ∣ critic_nllloss : 25842.962695 ∣ critic_ganloss : -135.451316 ∣ generator_nllloss : 5266.879883 ∣ generator_ganloss : 1078.742041 ∣     [  std_z : 0.99  real_sub_fake : 515.84 ]
[  epoch 0029/0040] 2890/4800, lr:2.5e-05 ∣ avg_100 : 32053.096511 ∣ critic_nllloss : 25842.390234 ∣ critic_ganloss : -100.595298 ∣ generator_nllloss : 5221.153125 ∣ generator_ganloss : 1106.478711 ∣     [  std_z : 0.99  real_sub_fake : 424.17 ]
[  epoch 0029/0040] 2900/4800, lr:2.5e-05 ∣ avg_100 : 32053.800982 ∣ critic_nllloss : 25966.009180 ∣ critic_ganloss : -94.012290 ∣ generator_nllloss : 5163.843555 ∣ generator_ganloss : 1097.229834 ∣  [  std_z : 0.99  real_sub_fake : 380.71 ]
[  epoch 0029/0040] 2910/4800, lr:2.5e-05 ∣ avg_100 : 32054.310650 ∣ critic_nllloss : 25918.051172 ∣ critic_ganloss : -130.445962 ∣ generator_nllloss : 5156.447070 ∣ generator_ganloss : 1116.610107 ∣     [  std_z : 0.99  real_sub_fake : 458.26 ]
[  epoch 0029/0040] 2920/4800, lr:2.5e-05 ∣ avg_100 : 32054.828383 ∣ critic_nllloss : 25849.084961 ∣ critic_ganloss : -156.190552 ∣ generator_nllloss : 5176.777148 ∣ generator_ganloss : 1116.249365 ∣     [  std_z : 1.00  real_sub_fake : 583.24 ]
[  epoch 0029/0040] 2930/4800, lr:2.5e-05 ∣ avg_100 : 32056.267822 ∣ critic_nllloss : 26048.990234 ∣ critic_ganloss : -66.563339 ∣ generator_nllloss : 5093.822656 ∣ generator_ganloss : 1122.849170 ∣  [  std_z : 1.00  real_sub_fake : 389.38 ]
[  epoch 0029/0040] 2940/4800, lr:2.5e-05 ∣ avg_100 : 32057.693698 ∣ critic_nllloss : 25947.011523 ∣ critic_ganloss : -111.473511 ∣ generator_nllloss : 5196.235937 ∣ generator_ganloss : 1106.143359 ∣     [  std_z : 0.99  real_sub_fake : 386.45 ]
[  epoch 0029/0040] 2950/4800, lr:2.5e-05 ∣ avg_100 : 32054.924970 ∣ critic_nllloss : 25875.720508 ∣ critic_ganloss : -130.085554 ∣ generator_nllloss : 5143.351172 ∣ generator_ganloss : 1078.527637 ∣     [  std_z : 0.98  real_sub_fake : 461.86 ]
[  epoch 0029/0040] 2960/4800, lr:2.5e-05 ∣ avg_100 : 32050.737144 ∣ critic_nllloss : 25842.275586 ∣ critic_ganloss : -81.085923 ∣ generator_nllloss : 5186.829883 ∣ generator_ganloss : 1091.032471 ∣  [  std_z : 0.99  real_sub_fake : 413.47 ]
[  epoch 0029/0040] 2970/4800, lr:2.5e-05 ∣ avg_100 : 32052.473732 ∣ critic_nllloss : 26079.257617 ∣ critic_ganloss : -136.773479 ∣ generator_nllloss : 5254.194727 ∣ generator_ganloss : 1095.482471 ∣     [  std_z : 1.00  real_sub_fake : 406.02 ]
[  epoch 0029/0040] 2980/4800, lr:2.5e-05 ∣ avg_100 : 32053.071253 ∣ critic_nllloss : 26107.761719 ∣ critic_ganloss : -107.989507 ∣ generator_nllloss : 5204.268750 ∣ generator_ganloss : 1068.243115 ∣     [  std_z : 1.00  real_sub_fake : 428.43 ]
[  epoch 0029/0040] 2990/4800, lr:2.5e-05 ∣ avg_100 : 32054.959677 ∣ critic_nllloss : 25991.360352 ∣ critic_ganloss : -133.169634 ∣ generator_nllloss : 5223.872461 ∣ generator_ganloss : 1072.906201 ∣     [  std_z : 1.00  real_sub_fake : 469.43 ]
[  epoch 0029/0040] 3000/4800, lr:2.5e-05 ∣ avg_100 : 32052.309406 ∣ critic_nllloss : 25891.978320 ∣ critic_ganloss : -153.112961 ∣ generator_nllloss : 5193.231836 ∣ generator_ganloss : 1062.882812 ∣     [  std_z : 0.99  real_sub_fake : 589.03 ]
[  epoch 0029/0040] 3010/4800, lr:2.5e-05 ∣ avg_100 : 32050.443514 ∣ critic_nllloss : 25811.931836 ∣ critic_ganloss : -121.870815 ∣ generator_nllloss : 5250.425195 ∣ generator_ganloss : 1064.845898 ∣     [  std_z : 0.98  real_sub_fake : 581.35 ]
[  epoch 0029/0040] 3020/4800, lr:2.5e-05 ∣ avg_100 : 32049.560488 ∣ critic_nllloss : 25885.713281 ∣ critic_ganloss : -198.162787 ∣ generator_nllloss : 5188.874609 ∣ generator_ganloss : 1062.201367 ∣     [  std_z : 0.99  real_sub_fake : 622.11 ]
[  epoch 0029/0040] 3030/4800, lr:2.5e-05 ∣ avg_100 : 32050.305626 ∣ critic_nllloss : 25876.223438 ∣ critic_ganloss : -59.788499 ∣ generator_nllloss : 5215.139844 ∣ generator_ganloss : 1086.191602 ∣  [  std_z : 1.00  real_sub_fake : 392.94 ]
[  epoch 0029/0040] 3040/4800, lr:2.5e-05 ∣ avg_100 : 32049.308275 ∣ critic_nllloss : 25826.080664 ∣ critic_ganloss : -108.132439 ∣ generator_nllloss : 5205.907422 ∣ generator_ganloss : 1099.539502 ∣     [  std_z : 1.00  real_sub_fake : 347.53 ]
[  epoch 0029/0040] 3050/4800, lr:2.5e-05 ∣ avg_100 : 32049.399401 ∣ critic_nllloss : 25865.249414 ∣ critic_ganloss : -136.411860 ∣ generator_nllloss : 5174.452344 ∣ generator_ganloss : 1077.084082 ∣     [  std_z : 1.00  real_sub_fake : 442.37 ]
[  epoch 0029/0040] 3060/4800, lr:2.5e-05 ∣ avg_100 : 32046.480268 ∣ critic_nllloss : 25776.858398 ∣ critic_ganloss : -193.165269 ∣ generator_nllloss : 5144.246484 ∣ generator_ganloss : 1069.412500 ∣     [  std_z : 0.99  real_sub_fake : 586.37 ]
[  epoch 0029/0040] 3070/4800, lr:2.5e-05 ∣ avg_100 : 32040.581274 ∣ critic_nllloss : 25612.764453 ∣ critic_ganloss : -120.573674 ∣ generator_nllloss : 5182.555469 ∣ generator_ganloss : 1090.374121 ∣     [  std_z : 0.98  real_sub_fake : 504.86 ]
[  epoch 0029/0040] 3080/4800, lr:2.5e-05 ∣ avg_100 : 32040.150652 ∣ critic_nllloss : 26173.640039 ∣ critic_ganloss : -136.220072 ∣ generator_nllloss : 5184.629687 ∣ generator_ganloss : 1081.448389 ∣     [  std_z : 0.98  real_sub_fake : 535.62 ]
[  epoch 0029/0040] 3090/4800, lr:2.5e-05 ∣ avg_100 : 32037.892334 ∣ critic_nllloss : 25861.871875 ∣ critic_ganloss : -150.561395 ∣ generator_nllloss : 5226.110937 ∣ generator_ganloss : 1064.000684 ∣     [  std_z : 0.99  real_sub_fake : 544.78 ]
[  epoch 0029/0040] 3100/4800, lr:2.5e-05 ∣ avg_100 : 32037.538467 ∣ critic_nllloss : 25952.309570 ∣ critic_ganloss : -131.682086 ∣ generator_nllloss : 5159.847852 ∣ generator_ganloss : 1081.183301 ∣     [  std_z : 1.00  real_sub_fake : 582.83 ]
[  epoch 0029/0040] 3110/4800, lr:2.5e-05 ∣ avg_100 : 32032.351692 ∣ critic_nllloss : 25703.001758 ∣ critic_ganloss : -157.360347 ∣ generator_nllloss : 5090.476562 ∣ generator_ganloss : 1091.785449 ∣     [  std_z : 1.00  real_sub_fake : 537.11 ]
[  epoch 0029/0040] 3120/4800, lr:2.5e-05 ∣ avg_100 : 32033.399263 ∣ critic_nllloss : 25986.212305 ∣ critic_ganloss : -176.230836 ∣ generator_nllloss : 5244.944531 ∣ generator_ganloss : 1084.139014 ∣     [  std_z : 1.00  real_sub_fake : 568.58 ]
[  epoch 0029/0040] 3130/4800, lr:2.5e-05 ∣ avg_100 : 32033.794877 ∣ critic_nllloss : 25980.166016 ∣ critic_ganloss : -159.086977 ∣ generator_nllloss : 5086.821094 ∣ generator_ganloss : 1080.602148 ∣     [  std_z : 0.99  real_sub_fake : 607.19 ]
[  epoch 0029/0040] 3140/4800, lr:2.5e-05 ∣ avg_100 : 32037.362843 ∣ critic_nllloss : 25957.872852 ∣ critic_ganloss : -60.027036 ∣ generator_nllloss : 5274.162500 ∣ generator_ganloss : 1065.095947 ∣  [  std_z : 0.99  real_sub_fake : 583.96 ]
[  epoch 0029/0040] 3150/4800, lr:2.5e-05 ∣ avg_100 : 32037.789597 ∣ critic_nllloss : 25833.093359 ∣ critic_ganloss : -109.062415 ∣ generator_nllloss : 5165.452539 ∣ generator_ganloss : 1097.348779 ∣     [  std_z : 0.99  real_sub_fake : 315.17 ]
[  epoch 0029/0040] 3160/4800, lr:2.5e-05 ∣ avg_100 : 32037.463671 ∣ critic_nllloss : 25897.780859 ∣ critic_ganloss : -107.789622 ∣ generator_nllloss : 5162.625000 ∣ generator_ganloss : 1063.495654 ∣     [  std_z : 1.00  real_sub_fake : 424.71 ]
[  epoch 0029/0040] 3170/4800, lr:2.5e-05 ∣ avg_100 : 32042.345086 ∣ critic_nllloss : 26046.113672 ∣ critic_ganloss : -128.194855 ∣ generator_nllloss : 5217.977930 ∣ generator_ganloss : 1082.846484 ∣     [  std_z : 1.01  real_sub_fake : 423.98 ]
[  epoch 0029/0040] 3180/4800, lr:2.5e-05 ∣ avg_100 : 32043.253784 ∣ critic_nllloss : 25898.417578 ∣ critic_ganloss : -134.108012 ∣ generator_nllloss : 5151.907031 ∣ generator_ganloss : 1084.725537 ∣     [  std_z : 1.00  real_sub_fake : 465.89 ]
[  epoch 0029/0040] 3190/4800, lr:2.5e-05 ∣ avg_100 : 32040.459908 ∣ critic_nllloss : 25810.466602 ∣ critic_ganloss : -168.666372 ∣ generator_nllloss : 5142.491406 ∣ generator_ganloss : 1073.385547 ∣     [  std_z : 0.99  real_sub_fake : 558.01 ]
[  epoch 0029/0040] 3200/4800, lr:2.5e-05 ∣ avg_100 : 32035.083340 ∣ critic_nllloss : 25685.451562 ∣ critic_ganloss : -177.524648 ∣ generator_nllloss : 5150.719727 ∣ generator_ganloss : 1082.609863 ∣     [  std_z : 0.98  real_sub_fake : 583.50 ]
[  epoch 0029/0040] 3210/4800, lr:2.5e-05 ∣ avg_100 : 32030.655396 ∣ critic_nllloss : 25799.800586 ∣ critic_ganloss : -162.105940 ∣ generator_nllloss : 5077.091016 ∣ generator_ganloss : 1082.552979 ∣     [  std_z : 0.99  real_sub_fake : 613.85 ]
[  epoch 0029/0040] 3220/4800, lr:2.5e-05 ∣ avg_100 : 32030.074397 ∣ critic_nllloss : 25888.626758 ∣ critic_ganloss : -151.747047 ∣ generator_nllloss : 5239.562500 ∣ generator_ganloss : 1109.036328 ∣     [  std_z : 1.00  real_sub_fake : 564.19 ]
[  epoch 0029/0040] 3230/4800, lr:2.5e-05 ∣ avg_100 : 32032.455392 ∣ critic_nllloss : 25870.757422 ∣ critic_ganloss : -139.300436 ∣ generator_nllloss : 5159.516406 ∣ generator_ganloss : 1095.153369 ∣     [  std_z : 1.00  real_sub_fake : 615.49 ]
[  epoch 0029/0040] 3240/4800, lr:2.5e-05 ∣ avg_100 : 32032.478585 ∣ critic_nllloss : 26011.647852 ∣ critic_ganloss : -139.252885 ∣ generator_nllloss : 5194.524609 ∣ generator_ganloss : 1111.989502 ∣     [  std_z : 0.99  real_sub_fake : 483.99 ]
[  epoch 0029/0040] 3250/4800, lr:2.5e-05 ∣ avg_100 : 32034.133993 ∣ critic_nllloss : 25979.800000 ∣ critic_ganloss : -96.004803 ∣ generator_nllloss : 5251.772656 ∣ generator_ganloss : 1103.955225 ∣  [  std_z : 0.98  real_sub_fake : 387.45 ]
[  epoch 0029/0040] 3260/4800, lr:2.5e-05 ∣ avg_100 : 32028.946957 ∣ critic_nllloss : 25776.332227 ∣ critic_ganloss : -168.039282 ∣ generator_nllloss : 5138.437500 ∣ generator_ganloss : 1070.479443 ∣     [  std_z : 0.98  real_sub_fake : 507.31 ]
[  epoch 0029/0040] 3270/4800, lr:2.5e-05 ∣ avg_100 : 32029.166833 ∣ critic_nllloss : 25991.762109 ∣ critic_ganloss : -87.961132 ∣ generator_nllloss : 5182.449609 ∣ generator_ganloss : 1087.906543 ∣  [  std_z : 1.00  real_sub_fake : 503.03 ]
[  epoch 0029/0040] 3280/4800, lr:2.5e-05 ∣ avg_100 : 32032.603386 ∣ critic_nllloss : 26034.713086 ∣ critic_ganloss : -123.399661 ∣ generator_nllloss : 5196.728125 ∣ generator_ganloss : 1075.335596 ∣     [  std_z : 1.01  real_sub_fake : 449.08 ]
[  epoch 0029/0040] 3290/4800, lr:2.5e-05 ∣ avg_100 : 32030.968563 ∣ critic_nllloss : 25807.708984 ∣ critic_ganloss : -156.670706 ∣ generator_nllloss : 5146.417773 ∣ generator_ganloss : 1076.447607 ∣     [  std_z : 1.01  real_sub_fake : 531.99 ]
[  epoch 0029/0040] 3300/4800, lr:2.5e-05 ∣ avg_100 : 32030.871272 ∣ critic_nllloss : 25781.310937 ∣ critic_ganloss : -154.286158 ∣ generator_nllloss : 5126.536328 ∣ generator_ganloss : 1086.378516 ∣     [  std_z : 0.99  real_sub_fake : 513.51 ]
[  epoch 0029/0040] 3310/4800, lr:2.5e-05 ∣ avg_100 : 32031.738712 ∣ critic_nllloss : 25883.269922 ∣ critic_ganloss : -194.275505 ∣ generator_nllloss : 5183.862500 ∣ generator_ganloss : 1087.099609 ∣     [  std_z : 0.98  real_sub_fake : 682.64 ]
[  epoch 0029/0040] 3320/4800, lr:2.5e-05 ∣ avg_100 : 32033.104750 ∣ critic_nllloss : 26052.080078 ∣ critic_ganloss : -164.606693 ∣ generator_nllloss : 5139.230859 ∣ generator_ganloss : 1078.651074 ∣     [  std_z : 0.98  real_sub_fake : 737.20 ]
[  epoch 0029/0040] 3330/4800, lr:2.5e-05 ∣ avg_100 : 32031.051290 ∣ critic_nllloss : 25696.126563 ∣ critic_ganloss : -114.646985 ∣ generator_nllloss : 5131.463281 ∣ generator_ganloss : 1128.683936 ∣     [  std_z : 0.99  real_sub_fake : 440.23 ]
[  epoch 0029/0040] 3340/4800, lr:2.5e-05 ∣ avg_100 : 32031.965629 ∣ critic_nllloss : 25942.120508 ∣ critic_ganloss : -151.816292 ∣ generator_nllloss : 5249.515625 ∣ generator_ganloss : 1120.193799 ∣     [  std_z : 1.00  real_sub_fake : 494.37 ]
[  epoch 0029/0040] 3350/4800, lr:2.5e-05 ∣ avg_100 : 32033.204383 ∣ critic_nllloss : 26131.852539 ∣ critic_ganloss : -150.611929 ∣ generator_nllloss : 5160.005078 ∣ generator_ganloss : 1092.669629 ∣     [  std_z : 1.00  real_sub_fake : 662.42 ]
[  epoch 0029/0040] 3360/4800, lr:2.5e-05 ∣ avg_100 : 32031.575171 ∣ critic_nllloss : 25774.906445 ∣ critic_ganloss : -77.640887 ∣ generator_nllloss : 5063.349414 ∣ generator_ganloss : 1130.772607 ∣  [  std_z : 0.99  real_sub_fake : 421.72 ]
[  epoch 0029/0040] 3370/4800, lr:2.5e-05 ∣ avg_100 : 32034.125584 ∣ critic_nllloss : 25908.071289 ∣ critic_ganloss : -109.056171 ∣ generator_nllloss : 5188.708008 ∣ generator_ganloss : 1110.670947 ∣     [  std_z : 0.99  real_sub_fake : 353.58 ]
[  epoch 0029/0040] 3380/4800, lr:2.5e-05 ∣ avg_100 : 32035.737715 ∣ critic_nllloss : 25913.239844 ∣ critic_ganloss : -124.152893 ∣ generator_nllloss : 5194.953906 ∣ generator_ganloss : 1077.139014 ∣     [  std_z : 0.99  real_sub_fake : 431.61 ]
[  epoch 0029/0040] 3390/4800, lr:2.5e-05 ∣ avg_100 : 32039.832897 ∣ critic_nllloss : 26047.404102 ∣ critic_ganloss : -150.713644 ∣ generator_nllloss : 5255.517578 ∣ generator_ganloss : 1096.080859 ∣     [  std_z : 1.00  real_sub_fake : 498.20 ]
[  epoch 0029/0040] 3400/4800, lr:2.5e-05 ∣ avg_100 : 32038.730933 ∣ critic_nllloss : 25752.786328 ∣ critic_ganloss : -107.046702 ∣ generator_nllloss : 5114.018750 ∣ generator_ganloss : 1091.504688 ∣     [  std_z : 0.99  real_sub_fake : 464.00 ]
[  epoch 0029/0040] 3410/4800, lr:2.5e-05 ∣ avg_100 : 32036.746421 ∣ critic_nllloss : 25946.665039 ∣ critic_ganloss : -137.424274 ∣ generator_nllloss : 5216.219141 ∣ generator_ganloss : 1090.572314 ∣     [  std_z : 0.98  real_sub_fake : 535.28 ]
[  epoch 0029/0040] 3420/4800, lr:2.5e-05 ∣ avg_100 : 32036.348595 ∣ critic_nllloss : 25991.537500 ∣ critic_ganloss : -136.474219 ∣ generator_nllloss : 5247.215625 ∣ generator_ganloss : 1088.608740 ∣     [  std_z : 0.98  real_sub_fake : 509.84 ]
[  epoch 0029/0040] 3430/4800, lr:2.5e-05 ∣ avg_100 : 32037.480384 ∣ critic_nllloss : 25900.257031 ∣ critic_ganloss : -140.949867 ∣ generator_nllloss : 5276.667188 ∣ generator_ganloss : 1073.058447 ∣     [  std_z : 0.99  real_sub_fake : 532.57 ]
[  epoch 0029/0040] 3440/4800, lr:2.5e-05 ∣ avg_100 : 32039.174709 ∣ critic_nllloss : 25998.979297 ∣ critic_ganloss : -130.256430 ∣ generator_nllloss : 5270.742578 ∣ generator_ganloss : 1086.286035 ∣     [  std_z : 1.00  real_sub_fake : 489.36 ]
[  epoch 0029/0040] 3450/4800, lr:2.5e-05 ∣ avg_100 : 32038.353889 ∣ critic_nllloss : 25842.597070 ∣ critic_ganloss : -146.571532 ∣ generator_nllloss : 5200.682617 ∣ generator_ganloss : 1086.740771 ∣     [  std_z : 1.00  real_sub_fake : 538.42 ]
[  epoch 0029/0040] 3460/4800, lr:2.5e-05 ∣ avg_100 : 32037.839988 ∣ critic_nllloss : 25787.590039 ∣ critic_ganloss : -118.369948 ∣ generator_nllloss : 5129.066211 ∣ generator_ganloss : 1110.583105 ∣     [  std_z : 0.99  real_sub_fake : 472.49 ]
[  epoch 0029/0040] 3470/4800, lr:2.5e-05 ∣ avg_100 : 32038.179764 ∣ critic_nllloss : 26068.421094 ∣ critic_ganloss : -123.680068 ∣ generator_nllloss : 5149.575195 ∣ generator_ganloss : 1116.698535 ∣     [  std_z : 0.98  real_sub_fake : 513.62 ]
[  epoch 0029/0040] 3480/4800, lr:2.5e-05 ∣ avg_100 : 32038.295580 ∣ critic_nllloss : 25847.956836 ∣ critic_ganloss : -128.324384 ∣ generator_nllloss : 5220.906641 ∣ generator_ganloss : 1107.815576 ∣     [  std_z : 0.98  real_sub_fake : 468.87 ]
[  epoch 0029/0040] 3490/4800, lr:2.5e-05 ∣ avg_100 : 32036.845343 ∣ critic_nllloss : 26064.216016 ∣ critic_ganloss : -145.268156 ∣ generator_nllloss : 5155.814453 ∣ generator_ganloss : 1095.128857 ∣     [  std_z : 0.99  real_sub_fake : 508.94 ]
[  epoch 0029/0040] 3500/4800, lr:2.5e-05 ∣ avg_100 : 32036.555742 ∣ critic_nllloss : 25864.445508 ∣ critic_ganloss : -140.949641 ∣ generator_nllloss : 5284.789453 ∣ generator_ganloss : 1124.809473 ∣     [  std_z : 1.00  real_sub_fake : 496.33 ]
[  epoch 0029/0040] 3510/4800, lr:2.5e-05 ∣ avg_100 : 32040.412359 ∣ critic_nllloss : 26072.720703 ∣ critic_ganloss : -131.299229 ∣ generator_nllloss : 5288.287109 ∣ generator_ganloss : 1112.833545 ∣     [  std_z : 1.00  real_sub_fake : 596.73 ]
[  epoch 0029/0040] 3520/4800, lr:2.5e-05 ∣ avg_100 : 32038.407563 ∣ critic_nllloss : 25934.464453 ∣ critic_ganloss : -147.687045 ∣ generator_nllloss : 5162.621875 ∣ generator_ganloss : 1117.403564 ∣     [  std_z : 1.00  real_sub_fake : 490.21 ]
[  epoch 0029/0040] 3530/4800, lr:2.5e-05 ∣ avg_100 : 32036.594226 ∣ critic_nllloss : 25879.289844 ∣ critic_ganloss : -200.120836 ∣ generator_nllloss : 5169.308203 ∣ generator_ganloss : 1095.620117 ∣     [  std_z : 0.99  real_sub_fake : 613.62 ]
[  epoch 0029/0040] 3540/4800, lr:2.5e-05 ∣ avg_100 : 32037.255061 ∣ critic_nllloss : 25842.199219 ∣ critic_ganloss : -149.742802 ∣ generator_nllloss : 5198.568555 ∣ generator_ganloss : 1100.289697 ∣     [  std_z : 0.99  real_sub_fake : 578.08 ]
[  epoch 0029/0040] 3550/4800, lr:2.5e-05 ∣ avg_100 : 32035.261674 ∣ critic_nllloss : 25715.155859 ∣ critic_ganloss : -205.505014 ∣ generator_nllloss : 5218.983008 ∣ generator_ganloss : 1076.468506 ∣     [  std_z : 0.99  real_sub_fake : 701.79 ]
[  epoch 0029/0040] 3560/4800, lr:2.5e-05 ∣ avg_100 : 32035.508512 ∣ critic_nllloss : 25771.873828 ∣ critic_ganloss : -141.335115 ∣ generator_nllloss : 5113.763086 ∣ generator_ganloss : 1118.266602 ∣     [  std_z : 0.99  real_sub_fake : 639.69 ]
[  epoch 0029/0040] 3570/4800, lr:2.5e-05 ∣ avg_100 : 32036.922199 ∣ critic_nllloss : 25970.389453 ∣ critic_ganloss : -119.589280 ∣ generator_nllloss : 5228.641992 ∣ generator_ganloss : 1100.196191 ∣     [  std_z : 0.99  real_sub_fake : 554.31 ]
[  epoch 0029/0040] 3580/4800, lr:2.5e-05 ∣ avg_100 : 32033.133391 ∣ critic_nllloss : 25738.652539 ∣ critic_ganloss : -154.516484 ∣ generator_nllloss : 5161.703125 ∣ generator_ganloss : 1099.276953 ∣     [  std_z : 0.99  real_sub_fake : 444.92 ]
[  epoch 0029/0040] 3590/4800, lr:2.5e-05 ∣ avg_100 : 32038.667584 ∣ critic_nllloss : 26044.743750 ∣ critic_ganloss : -114.746596 ∣ generator_nllloss : 5242.901367 ∣ generator_ganloss : 1086.262793 ∣     [  std_z : 0.99  real_sub_fake : 586.89 ]
[  epoch 0029/0040] 3600/4800, lr:2.5e-05 ∣ avg_100 : 32040.604217 ∣ critic_nllloss : 25989.845898 ∣ critic_ganloss : -154.584550 ∣ generator_nllloss : 5192.581836 ∣ generator_ganloss : 1097.843213 ∣     [  std_z : 0.99  real_sub_fake : 510.85 ]
[  epoch 0029/0040] 3610/4800, lr:2.5e-05 ∣ avg_100 : 32039.591467 ∣ critic_nllloss : 25732.974414 ∣ critic_ganloss : -104.455191 ∣ generator_nllloss : 5154.218164 ∣ generator_ganloss : 1107.734619 ∣     [  std_z : 0.98  real_sub_fake : 532.34 ]
[  epoch 0029/0040] 3620/4800, lr:2.5e-05 ∣ avg_100 : 32037.209220 ∣ critic_nllloss : 25788.131250 ∣ critic_ganloss : -144.659156 ∣ generator_nllloss : 5130.620313 ∣ generator_ganloss : 1105.803418 ∣     [  std_z : 0.99  real_sub_fake : 448.77 ]
[  epoch 0029/0040] 3630/4800, lr:2.5e-05 ∣ avg_100 : 32039.617337 ∣ critic_nllloss : 26207.590234 ∣ critic_ganloss : -159.603091 ∣ generator_nllloss : 5235.086328 ∣ generator_ganloss : 1091.166260 ∣     [  std_z : 1.00  real_sub_fake : 555.73 ]
[  epoch 0029/0040] 3640/4800, lr:2.5e-05 ∣ avg_100 : 32040.092456 ∣ critic_nllloss : 25902.690430 ∣ critic_ganloss : -148.730853 ∣ generator_nllloss : 5158.815625 ∣ generator_ganloss : 1115.859375 ∣     [  std_z : 1.00  real_sub_fake : 516.16 ]
[  epoch 0029/0040] 3650/4800, lr:2.5e-05 ∣ avg_100 : 32040.061838 ∣ critic_nllloss : 26011.308594 ∣ critic_ganloss : -153.670627 ∣ generator_nllloss : 5239.002930 ∣ generator_ganloss : 1093.533301 ∣     [  std_z : 1.00  real_sub_fake : 560.97 ]
[  epoch 0029/0040] 3660/4800, lr:2.5e-05 ∣ avg_100 : 32042.725562 ∣ critic_nllloss : 25955.294727 ∣ critic_ganloss : -144.488269 ∣ generator_nllloss : 5224.259375 ∣ generator_ganloss : 1112.298145 ∣     [  std_z : 0.99  real_sub_fake : 538.88 ]
[  epoch 0029/0040] 3670/4800, lr:2.5e-05 ∣ avg_100 : 32044.605091 ∣ critic_nllloss : 26002.686328 ∣ critic_ganloss : -208.112892 ∣ generator_nllloss : 5269.417578 ∣ generator_ganloss : 1078.417187 ∣     [  std_z : 0.99  real_sub_fake : 685.91 ]
[  epoch 0029/0040] 3680/4800, lr:2.5e-05 ∣ avg_100 : 32048.116174 ∣ critic_nllloss : 26073.956836 ∣ critic_ganloss : -148.741992 ∣ generator_nllloss : 5203.976562 ∣ generator_ganloss : 1124.110986 ∣     [  std_z : 0.99  real_sub_fake : 601.43 ]
[  epoch 0029/0040] 3690/4800, lr:2.5e-05 ∣ avg_100 : 32049.718415 ∣ critic_nllloss : 26010.546289 ∣ critic_ganloss : -96.065205 ∣ generator_nllloss : 5189.240430 ∣ generator_ganloss : 1116.491895 ∣  [  std_z : 1.00  real_sub_fake : 479.71 ]
[  epoch 0029/0040] 3700/4800, lr:2.5e-05 ∣ avg_100 : 32050.864999 ∣ critic_nllloss : 25965.190820 ∣ critic_ganloss : -157.740588 ∣ generator_nllloss : 5123.415625 ∣ generator_ganloss : 1106.289258 ∣     [  std_z : 1.00  real_sub_fake : 561.56 ]
[  epoch 0029/0040] 3710/4800, lr:2.5e-05 ∣ avg_100 : 32051.408006 ∣ critic_nllloss : 25932.363867 ∣ critic_ganloss : -144.962584 ∣ generator_nllloss : 5251.451953 ∣ generator_ganloss : 1118.159766 ∣     [  std_z : 0.99  real_sub_fake : 504.75 ]
[  epoch 0029/0040] 3720/4800, lr:2.5e-05 ∣ avg_100 : 32051.694285 ∣ critic_nllloss : 25813.327148 ∣ critic_ganloss : -161.140726 ∣ generator_nllloss : 5184.323828 ∣ generator_ganloss : 1106.564453 ∣     [  std_z : 0.99  real_sub_fake : 555.24 ]
[  epoch 0029/0040] 3730/4800, lr:2.5e-05 ∣ avg_100 : 32050.179907 ∣ critic_nllloss : 25951.367969 ∣ critic_ganloss : -122.311594 ∣ generator_nllloss : 5136.204102 ∣ generator_ganloss : 1125.206152 ∣     [  std_z : 0.99  real_sub_fake : 514.83 ]
[  epoch 0029/0040] 3740/4800, lr:2.5e-05 ∣ avg_100 : 32053.028933 ∣ critic_nllloss : 25938.239453 ∣ critic_ganloss : -127.515930 ∣ generator_nllloss : 5150.208594 ∣ generator_ganloss : 1117.158057 ∣     [  std_z : 0.99  real_sub_fake : 455.49 ]
[  epoch 0029/0040] 3750/4800, lr:2.5e-05 ∣ avg_100 : 32050.704448 ∣ critic_nllloss : 25830.816016 ∣ critic_ganloss : -124.847131 ∣ generator_nllloss : 5075.784961 ∣ generator_ganloss : 1115.316357 ∣     [  std_z : 0.99  real_sub_fake : 413.82 ]
[  epoch 0029/0040] 3760/4800, lr:2.5e-05 ∣ avg_100 : 32049.849820 ∣ critic_nllloss : 26023.804297 ∣ critic_ganloss : -91.729496 ∣ generator_nllloss : 5107.912305 ∣ generator_ganloss : 1105.942969 ∣  [  std_z : 0.99  real_sub_fake : 490.13 ]
[  epoch 0029/0040] 3770/4800, lr:2.5e-05 ∣ avg_100 : 32049.392159 ∣ critic_nllloss : 25814.249219 ∣ critic_ganloss : -149.297021 ∣ generator_nllloss : 5185.386914 ∣ generator_ganloss : 1100.968652 ∣     [  std_z : 1.00  real_sub_fake : 453.42 ]
[  epoch 0029/0040] 3780/4800, lr:2.5e-05 ∣ avg_100 : 32051.824457 ∣ critic_nllloss : 25962.034375 ∣ critic_ganloss : -165.098972 ∣ generator_nllloss : 5221.541211 ∣ generator_ganloss : 1091.128906 ∣     [  std_z : 1.00  real_sub_fake : 590.83 ]
[  epoch 0029/0040] 3790/4800, lr:2.5e-05 ∣ avg_100 : 32052.626165 ∣ critic_nllloss : 25922.851953 ∣ critic_ganloss : -159.921655 ∣ generator_nllloss : 5163.707422 ∣ generator_ganloss : 1116.076953 ∣     [  std_z : 0.99  real_sub_fake : 544.74 ]
[  epoch 0029/0040] 3800/4800, lr:2.5e-05 ∣ avg_100 : 32050.714362 ∣ critic_nllloss : 25978.631836 ∣ critic_ganloss : -109.422570 ∣ generator_nllloss : 5130.512500 ∣ generator_ganloss : 1118.356152 ∣     [  std_z : 0.99  real_sub_fake : 478.97 ]
[  epoch 0029/0040] 3810/4800, lr:2.5e-05 ∣ avg_100 : 32057.676114 ∣ critic_nllloss : 26163.912305 ∣ critic_ganloss : -142.473642 ∣ generator_nllloss : 5247.203711 ∣ generator_ganloss : 1100.164209 ∣     [  std_z : 0.99  real_sub_fake : 512.34 ]
[  epoch 0029/0040] 3820/4800, lr:2.5e-05 ∣ avg_100 : 32056.905546 ∣ critic_nllloss : 25831.369141 ∣ critic_ganloss : -120.989813 ∣ generator_nllloss : 5058.217969 ∣ generator_ganloss : 1116.612109 ∣     [  std_z : 0.99  real_sub_fake : 460.84 ]
[  epoch 0029/0040] 3830/4800, lr:2.5e-05 ∣ avg_100 : 32056.740286 ∣ critic_nllloss : 25911.411328 ∣ critic_ganloss : -134.489262 ∣ generator_nllloss : 5184.028516 ∣ generator_ganloss : 1094.242822 ∣     [  std_z : 0.99  real_sub_fake : 520.62 ]
[  epoch 0029/0040] 3840/4800, lr:2.5e-05 ∣ avg_100 : 32060.598028 ∣ critic_nllloss : 26075.422656 ∣ critic_ganloss : -125.579933 ∣ generator_nllloss : 5292.328320 ∣ generator_ganloss : 1107.144141 ∣     [  std_z : 1.00  real_sub_fake : 568.73 ]
[  epoch 0029/0040] 3850/4800, lr:2.5e-05 ∣ avg_100 : 32061.951428 ∣ critic_nllloss : 25903.639062 ∣ critic_ganloss : -146.867081 ∣ generator_nllloss : 5198.121680 ∣ generator_ganloss : 1094.739014 ∣     [  std_z : 0.99  real_sub_fake : 526.99 ]
[  epoch 0029/0040] 3860/4800, lr:2.5e-05 ∣ avg_100 : 32061.519075 ∣ critic_nllloss : 26075.112695 ∣ critic_ganloss : -107.016780 ∣ generator_nllloss : 5115.660547 ∣ generator_ganloss : 1088.135645 ∣     [  std_z : 0.99  real_sub_fake : 505.34 ]
[  epoch 0029/0040] 3870/4800, lr:2.5e-05 ∣ avg_100 : 32063.046254 ∣ critic_nllloss : 26143.040430 ∣ critic_ganloss : -175.580772 ∣ generator_nllloss : 5275.864258 ∣ generator_ganloss : 1069.415820 ∣     [  std_z : 1.00  real_sub_fake : 562.05 ]
[  epoch 0029/0040] 3880/4800, lr:2.5e-05 ∣ avg_100 : 32062.820614 ∣ critic_nllloss : 25888.347266 ∣ critic_ganloss : -145.442383 ∣ generator_nllloss : 5188.916992 ∣ generator_ganloss : 1098.747363 ∣     [  std_z : 1.00  real_sub_fake : 547.14 ]
[  epoch 0029/0040] 3890/4800, lr:2.5e-05 ∣ avg_100 : 32063.972783 ∣ critic_nllloss : 26126.075977 ∣ critic_ganloss : -152.992792 ∣ generator_nllloss : 5107.611914 ∣ generator_ganloss : 1103.948584 ∣     [  std_z : 1.00  real_sub_fake : 535.57 ]
[  epoch 0029/0040] 3900/4800, lr:2.5e-05 ∣ avg_100 : 32063.051844 ∣ critic_nllloss : 25908.548438 ∣ critic_ganloss : -100.409123 ∣ generator_nllloss : 5130.012500 ∣ generator_ganloss : 1102.824561 ∣     [  std_z : 0.99  real_sub_fake : 522.47 ]
[  epoch 0029/0040] 3910/4800, lr:2.5e-05 ∣ avg_100 : 32065.279840 ∣ critic_nllloss : 26039.317773 ∣ critic_ganloss : -139.116607 ∣ generator_nllloss : 5281.722461 ∣ generator_ganloss : 1101.538428 ∣     [  std_z : 0.99  real_sub_fake : 451.90 ]
[  epoch 0029/0040] 3920/4800, lr:2.5e-05 ∣ avg_100 : 32064.994719 ∣ critic_nllloss : 25845.306250 ∣ critic_ganloss : -138.856573 ∣ generator_nllloss : 5147.681641 ∣ generator_ganloss : 1103.277490 ∣     [  std_z : 0.99  real_sub_fake : 549.64 ]
[  epoch 0029/0040] 3930/4800, lr:2.5e-05 ∣ avg_100 : 32063.403160 ∣ critic_nllloss : 25801.800586 ∣ critic_ganloss : -127.814660 ∣ generator_nllloss : 5248.171484 ∣ generator_ganloss : 1117.785352 ∣     [  std_z : 0.99  real_sub_fake : 474.34 ]
[  epoch 0029/0040] 3940/4800, lr:2.5e-05 ∣ avg_100 : 32060.318662 ∣ critic_nllloss : 25639.851172 ∣ critic_ganloss : -135.204987 ∣ generator_nllloss : 5221.048242 ∣ generator_ganloss : 1103.773145 ∣     [  std_z : 0.99  real_sub_fake : 541.03 ]
[  epoch 0029/0040] 3950/4800, lr:2.5e-05 ∣ avg_100 : 32061.464625 ∣ critic_nllloss : 25886.828711 ∣ critic_ganloss : -82.131059 ∣ generator_nllloss : 5162.681445 ∣ generator_ganloss : 1114.730908 ∣  [  std_z : 0.99  real_sub_fake : 403.25 ]
[  epoch 0029/0040] 3960/4800, lr:2.5e-05 ∣ avg_100 : 32062.563688 ∣ critic_nllloss : 26034.196680 ∣ critic_ganloss : -131.234392 ∣ generator_nllloss : 5155.583789 ∣ generator_ganloss : 1090.412305 ∣     [  std_z : 0.99  real_sub_fake : 508.78 ]
[  epoch 0029/0040] 3970/4800, lr:2.5e-05 ∣ avg_100 : 32062.004595 ∣ critic_nllloss : 26042.740234 ∣ critic_ganloss : -111.795361 ∣ generator_nllloss : 5199.593164 ∣ generator_ganloss : 1105.713965 ∣     [  std_z : 0.99  real_sub_fake : 451.20 ]
[  epoch 0029/0040] 3980/4800, lr:2.5e-05 ∣ avg_100 : 32059.824950 ∣ critic_nllloss : 25939.636914 ∣ critic_ganloss : -131.337566 ∣ generator_nllloss : 5149.488867 ∣ generator_ganloss : 1096.531396 ∣     [  std_z : 1.00  real_sub_fake : 411.63 ]
[  epoch 0029/0040] 3990/4800, lr:2.5e-05 ∣ avg_100 : 32059.623438 ∣ critic_nllloss : 26038.249219 ∣ critic_ganloss : -133.320890 ∣ generator_nllloss : 5140.996484 ∣ generator_ganloss : 1088.893359 ∣     [  std_z : 1.00  real_sub_fake : 515.39 ]
[  epoch 0029/0040] 4000/4800, lr:2.5e-05 ∣ avg_100 : 32058.907574 ∣ critic_nllloss : 25808.101953 ∣ critic_ganloss : -102.711150 ∣ generator_nllloss : 5115.546875 ∣ generator_ganloss : 1102.455859 ∣     [  std_z : 1.00  real_sub_fake : 466.90 ]
[  epoch 0029/0040] 4010/4800, lr:2.5e-05 ∣ avg_100 : 32059.137191 ∣ critic_nllloss : 25885.099805 ∣ critic_ganloss : -144.822729 ∣ generator_nllloss : 5181.637109 ∣ generator_ganloss : 1106.379639 ∣     [  std_z : 1.00  real_sub_fake : 413.13 ]
[  epoch 0029/0040] 4020/4800, lr:2.5e-05 ∣ avg_100 : 32058.609897 ∣ critic_nllloss : 25753.457031 ∣ critic_ganloss : -142.400803 ∣ generator_nllloss : 5197.691406 ∣ generator_ganloss : 1077.149463 ∣     [  std_z : 0.99  real_sub_fake : 489.54 ]
[  epoch 0029/0040] 4030/4800, lr:2.5e-05 ∣ avg_100 : 32058.725467 ∣ critic_nllloss : 25911.470313 ∣ critic_ganloss : -148.307179 ∣ generator_nllloss : 5266.399219 ∣ generator_ganloss : 1099.761035 ∣     [  std_z : 0.99  real_sub_fake : 543.30 ]
[  epoch 0029/0040] 4040/4800, lr:2.5e-05 ∣ avg_100 : 32058.214485 ∣ critic_nllloss : 25814.617383 ∣ critic_ganloss : -118.319603 ∣ generator_nllloss : 5174.708594 ∣ generator_ganloss : 1101.290576 ∣     [  std_z : 0.99  real_sub_fake : 485.31 ]
[  epoch 0029/0040] 4050/4800, lr:2.5e-05 ∣ avg_100 : 32060.079268 ∣ critic_nllloss : 26035.303711 ∣ critic_ganloss : -161.006769 ∣ generator_nllloss : 5216.808984 ∣ generator_ganloss : 1075.746387 ∣     [  std_z : 1.00  real_sub_fake : 556.55 ]
[  epoch 0029/0040] 4060/4800, lr:2.5e-05 ∣ avg_100 : 32062.027608 ∣ critic_nllloss : 25836.981250 ∣ critic_ganloss : -160.862106 ∣ generator_nllloss : 5207.899414 ∣ generator_ganloss : 1108.167480 ∣     [  std_z : 1.00  real_sub_fake : 515.04 ]
[  epoch 0029/0040] 4070/4800, lr:2.5e-05 ∣ avg_100 : 32064.418972 ∣ critic_nllloss : 26032.252930 ∣ critic_ganloss : -191.892863 ∣ generator_nllloss : 5077.063086 ∣ generator_ganloss : 1086.833643 ∣     [  std_z : 1.00  real_sub_fake : 656.13 ]
[  epoch 0029/0040] 4080/4800, lr:2.5e-05 ∣ avg_100 : 32062.216833 ∣ critic_nllloss : 25880.143164 ∣ critic_ganloss : -113.282662 ∣ generator_nllloss : 5215.462695 ∣ generator_ganloss : 1100.960938 ∣     [  std_z : 0.99  real_sub_fake : 581.56 ]
[  epoch 0029/0040] 4090/4800, lr:2.5e-05 ∣ avg_100 : 32061.698853 ∣ critic_nllloss : 25855.976953 ∣ critic_ganloss : -156.167592 ∣ generator_nllloss : 5154.991992 ∣ generator_ganloss : 1094.822754 ∣     [  std_z : 0.98  real_sub_fake : 589.86 ]
[  epoch 0029/0040] 4100/4800, lr:2.5e-05 ∣ avg_100 : 32057.738042 ∣ critic_nllloss : 25598.858008 ∣ critic_ganloss : -147.231500 ∣ generator_nllloss : 5097.087891 ∣ generator_ganloss : 1116.863184 ∣     [  std_z : 0.98  real_sub_fake : 526.15 ]
[  epoch 0029/0040] 4110/4800, lr:2.5e-05 ∣ avg_100 : 32065.880638 ∣ critic_nllloss : 26288.046875 ∣ critic_ganloss : -150.401230 ∣ generator_nllloss : 5316.027148 ∣ generator_ganloss : 1088.490234 ∣     [  std_z : 1.00  real_sub_fake : 575.39 ]
[  epoch 0029/0040] 4120/4800, lr:2.5e-05 ∣ avg_100 : 32065.249234 ∣ critic_nllloss : 25860.976953 ∣ critic_ganloss : -95.876406 ∣ generator_nllloss : 5188.362109 ∣ generator_ganloss : 1122.461963 ∣  [  std_z : 1.01  real_sub_fake : 405.13 ]
[  epoch 0029/0040] 4130/4800, lr:2.5e-05 ∣ avg_100 : 32066.908133 ∣ critic_nllloss : 25995.015430 ∣ critic_ganloss : -123.024178 ∣ generator_nllloss : 5176.824023 ∣ generator_ganloss : 1105.576904 ∣     [  std_z : 1.00  real_sub_fake : 488.45 ]
[  epoch 0029/0040] 4140/4800, lr:2.5e-05 ∣ avg_100 : 32067.773423 ∣ critic_nllloss : 26111.776953 ∣ critic_ganloss : -126.405441 ∣ generator_nllloss : 5212.790039 ∣ generator_ganloss : 1125.471680 ∣     [  std_z : 0.99  real_sub_fake : 457.50 ]
[  epoch 0029/0040] 4150/4800, lr:2.5e-05 ∣ avg_100 : 32069.747212 ∣ critic_nllloss : 26042.629688 ∣ critic_ganloss : -144.430704 ∣ generator_nllloss : 5182.883984 ∣ generator_ganloss : 1103.128223 ∣     [  std_z : 0.98  real_sub_fake : 505.33 ]
[  epoch 0029/0040] 4160/4800, lr:2.5e-05 ∣ avg_100 : 32069.486009 ∣ critic_nllloss : 25768.558984 ∣ critic_ganloss : -100.918034 ∣ generator_nllloss : 5205.435742 ∣ generator_ganloss : 1116.914893 ∣     [  std_z : 0.98  real_sub_fake : 386.78 ]
[  epoch 0029/0040] 4170/4800, lr:2.5e-05 ∣ avg_100 : 32069.652709 ∣ critic_nllloss : 26011.419922 ∣ critic_ganloss : -157.307528 ∣ generator_nllloss : 5284.945117 ∣ generator_ganloss : 1096.355713 ∣     [  std_z : 0.99  real_sub_fake : 552.22 ]
[  epoch 0029/0040] 4180/4800, lr:2.5e-05 ∣ avg_100 : 32070.777630 ∣ critic_nllloss : 26016.710352 ∣ critic_ganloss : -141.059538 ∣ generator_nllloss : 5128.862891 ∣ generator_ganloss : 1108.920557 ∣     [  std_z : 0.99  real_sub_fake : 587.10 ]
[  epoch 0029/0040] 4190/4800, lr:2.5e-05 ∣ avg_100 : 32074.852126 ∣ critic_nllloss : 26038.917969 ∣ critic_ganloss : -163.061339 ∣ generator_nllloss : 5271.302539 ∣ generator_ganloss : 1117.967578 ∣     [  std_z : 0.99  real_sub_fake : 542.44 ]
[  epoch 0029/0040] 4200/4800, lr:2.5e-05 ∣ avg_100 : 32077.858355 ∣ critic_nllloss : 25849.947266 ∣ critic_ganloss : -114.772623 ∣ generator_nllloss : 5209.844922 ∣ generator_ganloss : 1096.859863 ∣     [  std_z : 1.00  real_sub_fake : 540.74 ]
[  epoch 0029/0040] 4210/4800, lr:2.5e-05 ∣ avg_100 : 32077.142800 ∣ critic_nllloss : 25739.366602 ∣ critic_ganloss : -119.309616 ∣ generator_nllloss : 5011.502930 ∣ generator_ganloss : 1094.223193 ∣     [  std_z : 1.00  real_sub_fake : 416.34 ]
[  epoch 0029/0040] 4220/4800, lr:2.5e-05 ∣ avg_100 : 32076.949905 ∣ critic_nllloss : 25904.389062 ∣ critic_ganloss : -89.486092 ∣ generator_nllloss : 5167.915625 ∣ generator_ganloss : 1083.370410 ∣  [  std_z : 0.99  real_sub_fake : 516.48 ]
[  epoch 0029/0040] 4230/4800, lr:2.5e-05 ∣ avg_100 : 32078.337128 ∣ critic_nllloss : 25912.527344 ∣ critic_ganloss : -123.233642 ∣ generator_nllloss : 5216.166016 ∣ generator_ganloss : 1119.389404 ∣     [  std_z : 0.98  real_sub_fake : 415.57 ]
[  epoch 0029/0040] 4240/4800, lr:2.5e-05 ∣ avg_100 : 32075.098016 ∣ critic_nllloss : 25764.261328 ∣ critic_ganloss : -131.620059 ∣ generator_nllloss : 5126.644922 ∣ generator_ganloss : 1095.711621 ∣     [  std_z : 0.99  real_sub_fake : 447.01 ]
[  epoch 0029/0040] 4250/4800, lr:2.5e-05 ∣ avg_100 : 32073.556578 ∣ critic_nllloss : 25945.323047 ∣ critic_ganloss : -131.455968 ∣ generator_nllloss : 5168.772266 ∣ generator_ganloss : 1102.739941 ∣     [  std_z : 1.00  real_sub_fake : 493.24 ]
[  epoch 0029/0040] 4260/4800, lr:2.5e-05 ∣ avg_100 : 32078.047119 ∣ critic_nllloss : 26019.999805 ∣ critic_ganloss : -82.208587 ∣ generator_nllloss : 5214.414844 ∣ generator_ganloss : 1114.057910 ∣  [  std_z : 1.00  real_sub_fake : 455.78 ]
[  epoch 0029/0040] 4270/4800, lr:2.5e-05 ∣ avg_100 : 32078.606929 ∣ critic_nllloss : 26042.290039 ∣ critic_ganloss : -136.777153 ∣ generator_nllloss : 5221.513281 ∣ generator_ganloss : 1103.112012 ∣     [  std_z : 0.99  real_sub_fake : 415.29 ]
[  epoch 0029/0040] 4280/4800, lr:2.5e-05 ∣ avg_100 : 32075.784672 ∣ critic_nllloss : 25767.422266 ∣ critic_ganloss : -140.014218 ∣ generator_nllloss : 5190.406250 ∣ generator_ganloss : 1083.337109 ∣     [  std_z : 0.98  real_sub_fake : 488.99 ]
[  epoch 0029/0040] 4290/4800, lr:2.5e-05 ∣ avg_100 : 32077.872255 ∣ critic_nllloss : 25834.209570 ∣ critic_ganloss : -128.799881 ∣ generator_nllloss : 5266.451367 ∣ generator_ganloss : 1110.800928 ∣     [  std_z : 0.98  real_sub_fake : 447.32 ]
[  epoch 0029/0040] 4300/4800, lr:2.5e-05 ∣ avg_100 : 32080.770463 ∣ critic_nllloss : 26033.951562 ∣ critic_ganloss : -171.488959 ∣ generator_nllloss : 5198.499219 ∣ generator_ganloss : 1068.798633 ∣     [  std_z : 0.99  real_sub_fake : 527.67 ]
[  epoch 0029/0040] 4310/4800, lr:2.5e-05 ∣ avg_100 : 32084.082684 ∣ critic_nllloss : 25995.939648 ∣ critic_ganloss : -83.727675 ∣ generator_nllloss : 5265.687109 ∣ generator_ganloss : 1113.279541 ∣  [  std_z : 1.00  real_sub_fake : 544.18 ]
[  epoch 0029/0040] 4320/4800, lr:2.5e-05 ∣ avg_100 : 32085.722004 ∣ critic_nllloss : 26007.181836 ∣ critic_ganloss : -134.745002 ∣ generator_nllloss : 5281.156250 ∣ generator_ganloss : 1115.694189 ∣     [  std_z : 1.00  real_sub_fake : 449.99 ]
[  epoch 0029/0040] 4330/4800, lr:2.5e-05 ∣ avg_100 : 32088.950214 ∣ critic_nllloss : 26055.211133 ∣ critic_ganloss : -185.965689 ∣ generator_nllloss : 5185.718750 ∣ generator_ganloss : 1109.483594 ∣     [  std_z : 0.99  real_sub_fake : 534.50 ]
[  epoch 0029/0040] 4340/4800, lr:2.5e-05 ∣ avg_100 : 32088.360139 ∣ critic_nllloss : 25869.998437 ∣ critic_ganloss : -46.963780 ∣ generator_nllloss : 5143.870703 ∣ generator_ganloss : 1134.100781 ∣  [  std_z : 0.99  real_sub_fake : 463.97 ]
[  epoch 0029/0040] 4350/4800, lr:2.5e-05 ∣ avg_100 : 32086.823837 ∣ critic_nllloss : 25930.152734 ∣ critic_ganloss : -62.147429 ∣ generator_nllloss : 5079.900781 ∣ generator_ganloss : 1132.379053 ∣  [  std_z : 0.99  real_sub_fake : 214.72 ]
[  epoch 0029/0040] 4360/4800, lr:2.5e-05 ∣ avg_100 : 32088.918238 ∣ critic_nllloss : 25895.678125 ∣ critic_ganloss : -86.745062 ∣ generator_nllloss : 5180.308594 ∣ generator_ganloss : 1111.586035 ∣  [  std_z : 0.99  real_sub_fake : 281.00 ]
[  epoch 0029/0040] 4370/4800, lr:2.5e-05 ∣ avg_100 : 32086.883469 ∣ critic_nllloss : 25854.311523 ∣ critic_ganloss : -127.096014 ∣ generator_nllloss : 5096.683203 ∣ generator_ganloss : 1071.018457 ∣     [  std_z : 1.00  real_sub_fake : 430.91 ]
[  epoch 0029/0040] 4380/4800, lr:2.5e-05 ∣ avg_100 : 32092.079604 ∣ critic_nllloss : 26288.844727 ∣ critic_ganloss : -131.830921 ∣ generator_nllloss : 5341.016406 ∣ generator_ganloss : 1082.763135 ∣     [  std_z : 1.01  real_sub_fake : 459.99 ]
[  epoch 0029/0040] 4390/4800, lr:2.5e-05 ∣ avg_100 : 32087.451125 ∣ critic_nllloss : 25689.842187 ∣ critic_ganloss : -134.953098 ∣ generator_nllloss : 5140.087891 ∣ generator_ganloss : 1090.464062 ∣     [  std_z : 1.00  real_sub_fake : 436.10 ]
[  epoch 0029/0040] 4400/4800, lr:2.5e-05 ∣ avg_100 : 32090.466496 ∣ critic_nllloss : 26064.399219 ∣ critic_ganloss : -167.795463 ∣ generator_nllloss : 5169.568750 ∣ generator_ganloss : 1086.627686 ∣     [  std_z : 0.99  real_sub_fake : 529.91 ]
[  epoch 0029/0040] 4410/4800, lr:2.5e-05 ∣ avg_100 : 32090.022206 ∣ critic_nllloss : 25963.643945 ∣ critic_ganloss : -181.105716 ∣ generator_nllloss : 5209.495117 ∣ generator_ganloss : 1079.569775 ∣     [  std_z : 0.97  real_sub_fake : 688.78 ]
[  epoch 0029/0040] 4420/4800, lr:2.5e-05 ∣ avg_100 : 32088.002936 ∣ critic_nllloss : 25815.942773 ∣ critic_ganloss : -129.493771 ∣ generator_nllloss : 5189.609961 ∣ generator_ganloss : 1112.901709 ∣     [  std_z : 0.99  real_sub_fake : 576.55 ]
[  epoch 0029/0040] 4430/4800, lr:2.5e-05 ∣ avg_100 : 32088.155450 ∣ critic_nllloss : 25937.163086 ∣ critic_ganloss : -101.664030 ∣ generator_nllloss : 5179.255078 ∣ generator_ganloss : 1109.530078 ∣     [  std_z : 1.01  real_sub_fake : 435.60 ]
[  epoch 0029/0040] 4440/4800, lr:2.5e-05 ∣ avg_100 : 32085.347540 ∣ critic_nllloss : 25870.302734 ∣ critic_ganloss : -143.125957 ∣ generator_nllloss : 5126.629687 ∣ generator_ganloss : 1091.154053 ∣     [  std_z : 1.01  real_sub_fake : 479.00 ]
[  epoch 0029/0040] 4450/4800, lr:2.5e-05 ∣ avg_100 : 32088.333782 ∣ critic_nllloss : 26126.705469 ∣ critic_ganloss : -160.618076 ∣ generator_nllloss : 5222.742578 ∣ generator_ganloss : 1093.243164 ∣     [  std_z : 1.00  real_sub_fake : 535.70 ]
[  epoch 0029/0040] 4460/4800, lr:2.5e-05 ∣ avg_100 : 32089.928412 ∣ critic_nllloss : 25992.491016 ∣ critic_ganloss : -168.095946 ∣ generator_nllloss : 5154.443945 ∣ generator_ganloss : 1089.493311 ∣     [  std_z : 0.99  real_sub_fake : 545.97 ]
[  epoch 0029/0040] 4470/4800, lr:2.5e-05 ∣ avg_100 : 32089.844374 ∣ critic_nllloss : 25986.478711 ∣ critic_ganloss : -128.965082 ∣ generator_nllloss : 5230.098242 ∣ generator_ganloss : 1114.999121 ∣     [  std_z : 0.99  real_sub_fake : 525.52 ]
[  epoch 0029/0040] 4480/4800, lr:2.5e-05 ∣ avg_100 : 32091.052980 ∣ critic_nllloss : 26000.019727 ∣ critic_ganloss : -147.909091 ∣ generator_nllloss : 5219.855859 ∣ generator_ganloss : 1097.248779 ∣     [  std_z : 0.99  real_sub_fake : 577.63 ]
[  epoch 0029/0040] 4490/4800, lr:2.5e-05 ∣ avg_100 : 32089.024600 ∣ critic_nllloss : 25775.516211 ∣ critic_ganloss : -118.880726 ∣ generator_nllloss : 5180.984961 ∣ generator_ganloss : 1129.432715 ∣     [  std_z : 1.00  real_sub_fake : 431.09 ]
[  epoch 0029/0040] 4500/4800, lr:2.5e-05 ∣ avg_100 : 32085.450275 ∣ critic_nllloss : 25637.510742 ∣ critic_ganloss : -129.574211 ∣ generator_nllloss : 5154.768945 ∣ generator_ganloss : 1112.956787 ∣     [  std_z : 1.00  real_sub_fake : 452.08 ]
[  epoch 0029/0040] 4510/4800, lr:2.5e-05 ∣ avg_100 : 32085.397120 ∣ critic_nllloss : 26150.491406 ∣ critic_ganloss : -86.587930 ∣ generator_nllloss : 5150.873633 ∣ generator_ganloss : 1122.449609 ∣  [  std_z : 1.00  real_sub_fake : 424.25 ]
[  epoch 0029/0040] 4520/4800, lr:2.5e-05 ∣ avg_100 : 32084.614096 ∣ critic_nllloss : 25937.265234 ∣ critic_ganloss : -136.063231 ∣ generator_nllloss : 5080.205469 ∣ generator_ganloss : 1107.092920 ∣     [  std_z : 0.99  real_sub_fake : 482.46 ]
[  epoch 0029/0040] 4530/4800, lr:2.5e-05 ∣ avg_100 : 32083.743012 ∣ critic_nllloss : 25786.158398 ∣ critic_ganloss : -136.735678 ∣ generator_nllloss : 5106.371680 ∣ generator_ganloss : 1101.194531 ∣     [  std_z : 0.99  real_sub_fake : 536.70 ]
[  epoch 0029/0040] 4540/4800, lr:2.5e-05 ∣ avg_100 : 32083.941604 ∣ critic_nllloss : 25794.721094 ∣ critic_ganloss : -135.509297 ∣ generator_nllloss : 5244.707422 ∣ generator_ganloss : 1107.254688 ∣     [  std_z : 1.00  real_sub_fake : 500.29 ]
[  epoch 0029/0040] 4550/4800, lr:2.5e-05 ∣ avg_100 : 32085.205090 ∣ critic_nllloss : 25822.127539 ∣ critic_ganloss : -125.485397 ∣ generator_nllloss : 5165.481641 ∣ generator_ganloss : 1069.327148 ∣     [  std_z : 0.99  real_sub_fake : 568.08 ]
[  epoch 0029/0040] 4560/4800, lr:2.5e-05 ∣ avg_100 : 32089.064907 ∣ critic_nllloss : 26059.150000 ∣ critic_ganloss : -122.097432 ∣ generator_nllloss : 5203.321680 ∣ generator_ganloss : 1108.175879 ∣     [  std_z : 0.99  real_sub_fake : 470.09 ]
[  epoch 0029/0040] 4570/4800, lr:2.5e-05 ∣ avg_100 : 32088.315801 ∣ critic_nllloss : 25925.234180 ∣ critic_ganloss : -101.516298 ∣ generator_nllloss : 5159.375781 ∣ generator_ganloss : 1121.634033 ∣     [  std_z : 0.99  real_sub_fake : 337.97 ]
[  epoch 0029/0040] 4580/4800, lr:2.5e-05 ∣ avg_100 : 32092.409998 ∣ critic_nllloss : 26067.060547 ∣ critic_ganloss : -107.779514 ∣ generator_nllloss : 5181.974219 ∣ generator_ganloss : 1113.280615 ∣     [  std_z : 1.00  real_sub_fake : 461.29 ]
[  epoch 0029/0040] 4590/4800, lr:2.5e-05 ∣ avg_100 : 32093.149842 ∣ critic_nllloss : 26059.317188 ∣ critic_ganloss : -110.811577 ∣ generator_nllloss : 5270.166016 ∣ generator_ganloss : 1114.474121 ∣     [  std_z : 1.00  real_sub_fake : 501.81 ]
[  epoch 0029/0040] 4600/4800, lr:2.5e-05 ∣ avg_100 : 32091.682368 ∣ critic_nllloss : 25851.412891 ∣ critic_ganloss : -128.175850 ∣ generator_nllloss : 5152.861914 ∣ generator_ganloss : 1102.839990 ∣     [  std_z : 0.99  real_sub_fake : 455.45 ]
[  epoch 0029/0040] 4610/4800, lr:2.5e-05 ∣ avg_100 : 32091.502697 ∣ critic_nllloss : 25762.143164 ∣ critic_ganloss : -174.628876 ∣ generator_nllloss : 5190.496094 ∣ generator_ganloss : 1094.494580 ∣     [  std_z : 0.99  real_sub_fake : 553.46 ]
[  epoch 0029/0040] 4620/4800, lr:2.5e-05 ∣ avg_100 : 32090.039729 ∣ critic_nllloss : 25648.809961 ∣ critic_ganloss : -123.269014 ∣ generator_nllloss : 5104.733203 ∣ generator_ganloss : 1103.324805 ∣     [  std_z : 1.00  real_sub_fake : 523.43 ]
[  epoch 0029/0040] 4630/4800, lr:2.5e-05 ∣ avg_100 : 32085.104014 ∣ critic_nllloss : 25719.534180 ∣ critic_ganloss : -131.185866 ∣ generator_nllloss : 5192.405078 ∣ generator_ganloss : 1099.914844 ∣     [  std_z : 1.00  real_sub_fake : 479.22 ]
[  epoch 0029/0040] 4640/4800, lr:2.5e-05 ∣ avg_100 : 32088.265825 ∣ critic_nllloss : 26111.565430 ∣ critic_ganloss : -77.752494 ∣ generator_nllloss : 5188.491602 ∣ generator_ganloss : 1122.511133 ∣  [  std_z : 1.00  real_sub_fake : 385.83 ]
[  epoch 0029/0040] 4650/4800, lr:2.5e-05 ∣ avg_100 : 32086.038083 ∣ critic_nllloss : 25820.865625 ∣ critic_ganloss : -129.324022 ∣ generator_nllloss : 5181.153711 ∣ generator_ganloss : 1094.704688 ∣     [  std_z : 1.00  real_sub_fake : 403.25 ]
[  epoch 0029/0040] 4660/4800, lr:2.5e-05 ∣ avg_100 : 32084.070510 ∣ critic_nllloss : 25900.820312 ∣ critic_ganloss : -161.261554 ∣ generator_nllloss : 5113.514453 ∣ generator_ganloss : 1097.533447 ∣     [  std_z : 1.00  real_sub_fake : 535.55 ]
[  epoch 0029/0040] 4670/4800, lr:2.5e-05 ∣ avg_100 : 32083.171667 ∣ critic_nllloss : 25934.947070 ∣ critic_ganloss : -129.440532 ∣ generator_nllloss : 5144.506641 ∣ generator_ganloss : 1102.510742 ∣     [  std_z : 1.00  real_sub_fake : 566.77 ]
[  epoch 0029/0040] 4680/4800, lr:2.5e-05 ∣ avg_100 : 32082.658204 ∣ critic_nllloss : 25867.227539 ∣ critic_ganloss : -11.284142 ∣ generator_nllloss : 5223.377148 ∣ generator_ganloss : 1122.635596 ∣  [  std_z : 0.99  real_sub_fake : 221.92 ]
[  epoch 0029/0040] 4690/4800, lr:2.5e-05 ∣ avg_100 : 32080.720952 ∣ critic_nllloss : 25812.783398 ∣ critic_ganloss : -68.796669 ∣ generator_nllloss : 5171.792188 ∣ generator_ganloss : 1110.709277 ∣  [  std_z : 0.98  real_sub_fake : 220.20 ]
[  epoch 0029/0040] 4700/4800, lr:2.5e-05 ∣ avg_100 : 32081.959657 ∣ critic_nllloss : 25936.618164 ∣ critic_ganloss : -112.833842 ∣ generator_nllloss : 5256.588086 ∣ generator_ganloss : 1080.653174 ∣     [  std_z : 0.98  real_sub_fake : 382.01 ]
[  epoch 0029/0040] 4710/4800, lr:2.5e-05 ∣ avg_100 : 32082.949331 ∣ critic_nllloss : 26106.109180 ∣ critic_ganloss : -147.147453 ∣ generator_nllloss : 5214.432617 ∣ generator_ganloss : 1082.586035 ∣     [  std_z : 0.99  real_sub_fake : 444.93 ]
[  epoch 0029/0040] 4720/4800, lr:2.5e-05 ∣ avg_100 : 32085.464045 ∣ critic_nllloss : 26023.940234 ∣ critic_ganloss : -121.195667 ∣ generator_nllloss : 5197.392578 ∣ generator_ganloss : 1094.408984 ∣     [  std_z : 1.00  real_sub_fake : 479.98 ]
[  epoch 0029/0040] 4730/4800, lr:2.5e-05 ∣ avg_100 : 32083.963039 ∣ critic_nllloss : 25816.967773 ∣ critic_ganloss : -143.144067 ∣ generator_nllloss : 5169.104883 ∣ generator_ganloss : 1097.437500 ∣     [  std_z : 1.00  real_sub_fake : 496.19 ]
[  epoch 0029/0040] 4740/4800, lr:2.5e-05 ∣ avg_100 : 32083.529389 ∣ critic_nllloss : 25905.834375 ∣ critic_ganloss : -142.688818 ∣ generator_nllloss : 5168.273633 ∣ generator_ganloss : 1103.305957 ∣     [  std_z : 0.99  real_sub_fake : 455.64 ]
[  epoch 0029/0040] 4750/4800, lr:2.5e-05 ∣ avg_100 : 32087.847726 ∣ critic_nllloss : 26046.856055 ∣ critic_ganloss : -114.242618 ∣ generator_nllloss : 5297.222266 ∣ generator_ganloss : 1099.068164 ∣     [  std_z : 0.99  real_sub_fake : 562.23 ]
[  epoch 0029/0040] 4760/4800, lr:2.5e-05 ∣ avg_100 : 32087.236475 ∣ critic_nllloss : 25930.351367 ∣ critic_ganloss : -151.014186 ∣ generator_nllloss : 5200.377539 ∣ generator_ganloss : 1105.090234 ∣     [  std_z : 0.99  real_sub_fake : 502.98 ]
[  epoch 0029/0040] 4770/4800, lr:2.5e-05 ∣ avg_100 : 32087.079901 ∣ critic_nllloss : 25797.578125 ∣ critic_ganloss : -130.253155 ∣ generator_nllloss : 5163.427734 ∣ generator_ganloss : 1104.897705 ∣     [  std_z : 0.99  real_sub_fake : 518.88 ]
[  epoch 0029/0040] 4780/4800, lr:2.5e-05 ∣ avg_100 : 32087.641955 ∣ critic_nllloss : 26046.659570 ∣ critic_ganloss : -151.014952 ∣ generator_nllloss : 5144.223828 ∣ generator_ganloss : 1125.942480 ∣     [  std_z : 0.99  real_sub_fake : 568.06 ]
[  epoch 0029/0040] 4790/4800, lr:2.5e-05 ∣ avg_100 : 32088.169658 ∣ critic_nllloss : 25943.505469 ∣ critic_ganloss : -137.249249 ∣ generator_nllloss : 5172.567187 ∣ generator_ganloss : 1116.661523 ∣     [  std_z : 1.00  real_sub_fake : 520.43 ]
[  epoch 0029/0040] 4800/4800, lr:2.5e-05 ∣ avg_100 : 32085.548773 ∣ critic_nllloss : 25703.741797 ∣ critic_ganloss : -99.944851 ∣ generator_nllloss : 5135.462891 ∣ generator_ganloss : 1116.729590 ∣  [  std_z : 1.00  real_sub_fake : 399.72 ]
[    val 029    ] Done! KLD: 0.035064: 0.0108331:37, total: 1 day, 6:24:04                  
[  epoch 0030/0040] 0010/4800, lr:2.5e-05 ∣ avg_100 : 32080.803383 ∣ critic_nllloss : 25746.981055 ∣ critic_ganloss : -137.958096 ∣ generator_nllloss : 5185.798437 ∣ generator_ganloss : 1099.446191 ∣     [  std_z : 0.99  real_sub_fake : 456.35 ]
[  epoch 0030/0040] 0020/4800, lr:2.5e-05 ∣ avg_100 : 32080.765957 ∣ critic_nllloss : 25777.719141 ∣ critic_ganloss : -132.991574 ∣ generator_nllloss : 5132.155469 ∣ generator_ganloss : 1104.583838 ∣     [  std_z : 0.99  real_sub_fake : 540.85 ]
[  epoch 0030/0040] 0030/4800, lr:2.5e-05 ∣ avg_100 : 32081.019765 ∣ critic_nllloss : 25903.356641 ∣ critic_ganloss : -163.600034 ∣ generator_nllloss : 5210.398633 ∣ generator_ganloss : 1130.418896 ∣     [  std_z : 0.99  real_sub_fake : 490.71 ]
[  epoch 0030/0040] 0040/4800, lr:2.5e-05 ∣ avg_100 : 32079.137287 ∣ critic_nllloss : 25995.996875 ∣ critic_ganloss : -103.476826 ∣ generator_nllloss : 5145.562500 ∣ generator_ganloss : 1122.984814 ∣     [  std_z : 1.00  real_sub_fake : 438.14 ]
[  epoch 0030/0040] 0050/4800, lr:2.5e-05 ∣ avg_100 : 32081.266370 ∣ critic_nllloss : 26014.190820 ∣ critic_ganloss : -134.347296 ∣ generator_nllloss : 5279.011523 ∣ generator_ganloss : 1103.685986 ∣     [  std_z : 1.01  real_sub_fake : 454.54 ]
[  epoch 0030/0040] 0060/4800, lr:2.5e-05 ∣ avg_100 : 32077.439632 ∣ critic_nllloss : 25714.179297 ∣ critic_ganloss : -160.256410 ∣ generator_nllloss : 5123.011133 ∣ generator_ganloss : 1112.284229 ∣     [  std_z : 1.00  real_sub_fake : 522.34 ]
[  epoch 0030/0040] 0070/4800, lr:2.5e-05 ∣ avg_100 : 32072.110345 ∣ critic_nllloss : 25754.319531 ∣ critic_ganloss : -174.484238 ∣ generator_nllloss : 5096.646680 ∣ generator_ganloss : 1103.329102 ∣     [  std_z : 0.98  real_sub_fake : 605.60 ]
[  epoch 0030/0040] 0080/4800, lr:2.5e-05 ∣ avg_100 : 32073.296523 ∣ critic_nllloss : 25963.439648 ∣ critic_ganloss : -126.016545 ∣ generator_nllloss : 5177.998438 ∣ generator_ganloss : 1133.765527 ∣     [  std_z : 0.99  real_sub_fake : 620.17 ]
[  epoch 0030/0040] 0090/4800, lr:2.5e-05 ∣ avg_100 : 32069.570607 ∣ critic_nllloss : 25669.032617 ∣ critic_ganloss : -111.013216 ∣ generator_nllloss : 5117.620313 ∣ generator_ganloss : 1136.412305 ∣     [  std_z : 1.00  real_sub_fake : 407.18 ]
[  epoch 0030/0040] 0100/4800, lr:2.5e-05 ∣ avg_100 : 32069.080063 ∣ critic_nllloss : 25823.718555 ∣ critic_ganloss : -137.249022 ∣ generator_nllloss : 5194.513672 ∣ generator_ganloss : 1110.938770 ∣     [  std_z : 1.00  real_sub_fake : 484.37 ]
[  epoch 0030/0040] 0110/4800, lr:2.5e-05 ∣ avg_100 : 32065.202289 ∣ critic_nllloss : 25779.136328 ∣ critic_ganloss : -126.389654 ∣ generator_nllloss : 5099.431250 ∣ generator_ganloss : 1143.506787 ∣     [  std_z : 1.00  real_sub_fake : 383.76 ]
[  epoch 0030/0040] 0120/4800, lr:2.5e-05 ∣ avg_100 : 32065.160245 ∣ critic_nllloss : 25848.654297 ∣ critic_ganloss : -184.028996 ∣ generator_nllloss : 5176.861523 ∣ generator_ganloss : 1111.717529 ∣     [  std_z : 0.98  real_sub_fake : 556.22 ]
[  epoch 0030/0040] 0130/4800, lr:2.5e-05 ∣ avg_100 : 32064.677703 ∣ critic_nllloss : 25883.878320 ∣ critic_ganloss : -182.888098 ∣ generator_nllloss : 5154.146875 ∣ generator_ganloss : 1136.551465 ∣     [  std_z : 0.98  real_sub_fake : 665.24 ]
[  epoch 0030/0040] 0140/4800, lr:2.5e-05 ∣ avg_100 : 32067.266290 ∣ critic_nllloss : 26024.886523 ∣ critic_ganloss : -161.588339 ∣ generator_nllloss : 5119.722852 ∣ generator_ganloss : 1105.305273 ∣     [  std_z : 1.00  real_sub_fake : 614.88 ]
[  epoch 0030/0040] 0150/4800, lr:2.5e-05 ∣ avg_100 : 32065.829040 ∣ critic_nllloss : 25886.972852 ∣ critic_ganloss : -119.481956 ∣ generator_nllloss : 5050.055859 ∣ generator_ganloss : 1120.838281 ∣     [  std_z : 1.01  real_sub_fake : 461.45 ]
[  epoch 0030/0040] 0160/4800, lr:2.5e-05 ∣ avg_100 : 32065.750305 ∣ critic_nllloss : 25946.637891 ∣ critic_ganloss : -93.377493 ∣ generator_nllloss : 5160.802734 ∣ generator_ganloss : 1127.021729 ∣  [  std_z : 1.00  real_sub_fake : 373.96 ]
[  epoch 0030/0040] 0170/4800, lr:2.5e-05 ∣ avg_100 : 32064.480687 ∣ critic_nllloss : 25878.617969 ∣ critic_ganloss : -99.240659 ∣ generator_nllloss : 5200.188672 ∣ generator_ganloss : 1129.724219 ∣  [  std_z : 0.99  real_sub_fake : 286.40 ]
[  epoch 0030/0040] 0180/4800, lr:2.5e-05 ∣ avg_100 : 32062.511256 ∣ critic_nllloss : 25700.800586 ∣ critic_ganloss : -127.734389 ∣ generator_nllloss : 5198.888086 ∣ generator_ganloss : 1085.422266 ∣     [  std_z : 0.98  real_sub_fake : 454.14 ]
[  epoch 0030/0040] 0190/4800, lr:2.5e-05 ∣ avg_100 : 32062.154795 ∣ critic_nllloss : 26061.966016 ∣ critic_ganloss : -190.858325 ∣ generator_nllloss : 5134.820117 ∣ generator_ganloss : 1093.244238 ∣     [  std_z : 0.99  real_sub_fake : 628.66 ]
[  epoch 0030/0040] 0200/4800, lr:2.5e-05 ∣ avg_100 : 32064.279200 ∣ critic_nllloss : 25918.603711 ∣ critic_ganloss : -163.943195 ∣ generator_nllloss : 5278.038281 ∣ generator_ganloss : 1103.135254 ∣     [  std_z : 1.00  real_sub_fake : 576.14 ]
[  epoch 0030/0040] 0210/4800, lr:2.5e-05 ∣ avg_100 : 32065.534844 ∣ critic_nllloss : 25977.633203 ∣ critic_ganloss : -140.067929 ∣ generator_nllloss : 5204.050781 ∣ generator_ganloss : 1112.242090 ∣     [  std_z : 1.01  real_sub_fake : 607.11 ]
[  epoch 0030/0040] 0220/4800, lr:2.5e-05 ∣ avg_100 : 32067.939873 ∣ critic_nllloss : 25948.423047 ∣ critic_ganloss : -157.739589 ∣ generator_nllloss : 5210.652148 ∣ generator_ganloss : 1125.064453 ∣     [  std_z : 1.01  real_sub_fake : 588.68 ]
[  epoch 0030/0040] 0230/4800, lr:2.5e-05 ∣ avg_100 : 32068.547801 ∣ critic_nllloss : 25933.132422 ∣ critic_ganloss : -107.240022 ∣ generator_nllloss : 5226.966992 ∣ generator_ganloss : 1137.256738 ∣     [  std_z : 0.99  real_sub_fake : 438.98 ]
[  epoch 0030/0040] 0240/4800, lr:2.5e-05 ∣ avg_100 : 32071.418504 ∣ critic_nllloss : 25966.011719 ∣ critic_ganloss : -87.127833 ∣ generator_nllloss : 5269.794922 ∣ generator_ganloss : 1110.688525 ∣  [  std_z : 0.98  real_sub_fake : 368.91 ]
[  epoch 0030/0040] 0250/4800, lr:2.5e-05 ∣ avg_100 : 32070.145945 ∣ critic_nllloss : 25831.117383 ∣ critic_ganloss : -77.860480 ∣ generator_nllloss : 5176.492969 ∣ generator_ganloss : 1109.846533 ∣  [  std_z : 0.98  real_sub_fake : 362.12 ]
[  epoch 0030/0040] 0260/4800, lr:2.5e-05 ∣ avg_100 : 32070.692379 ∣ critic_nllloss : 25937.693164 ∣ critic_ganloss : -116.523743 ∣ generator_nllloss : 5141.783008 ∣ generator_ganloss : 1083.876953 ∣     [  std_z : 0.99  real_sub_fake : 437.63 ]
[  epoch 0030/0040] 0270/4800, lr:2.5e-05 ∣ avg_100 : 32073.598553 ∣ critic_nllloss : 26039.558008 ∣ critic_ganloss : -149.001445 ∣ generator_nllloss : 5311.899609 ∣ generator_ganloss : 1092.418066 ∣     [  std_z : 1.01  real_sub_fake : 512.44 ]
[  epoch 0030/0040] 0280/4800, lr:2.5e-05 ∣ avg_100 : 32075.974775 ∣ critic_nllloss : 26068.140430 ∣ critic_ganloss : -115.153943 ∣ generator_nllloss : 5262.008594 ∣ generator_ganloss : 1105.911230 ∣     [  std_z : 1.01  real_sub_fake : 564.13 ]
[  epoch 0030/0040] 0290/4800, lr:2.5e-05 ∣ avg_100 : 32076.909055 ∣ critic_nllloss : 26031.731250 ∣ critic_ganloss : -179.441029 ∣ generator_nllloss : 5115.729688 ∣ generator_ganloss : 1075.032227 ∣     [  std_z : 1.00  real_sub_fake : 563.93 ]
[  epoch 0030/0040] 0300/4800, lr:2.5e-05 ∣ avg_100 : 32079.989874 ∣ critic_nllloss : 25950.641992 ∣ critic_ganloss : -117.846312 ∣ generator_nllloss : 5037.843750 ∣ generator_ganloss : 1103.020020 ∣     [  std_z : 0.99  real_sub_fake : 533.37 ]
[  epoch 0030/0040] 0310/4800, lr:2.5e-05 ∣ avg_100 : 32075.406269 ∣ critic_nllloss : 25970.606250 ∣ critic_ganloss : -147.907448 ∣ generator_nllloss : 5167.151172 ∣ generator_ganloss : 1093.952539 ∣     [  std_z : 0.98  real_sub_fake : 478.61 ]
[  epoch 0030/0040] 0320/4800, lr:2.5e-05 ∣ avg_100 : 32072.097999 ∣ critic_nllloss : 25732.778516 ∣ critic_ganloss : -153.169995 ∣ generator_nllloss : 5075.928711 ∣ generator_ganloss : 1089.560449 ∣     [  std_z : 1.00  real_sub_fake : 532.96 ]
[  epoch 0030/0040] 0330/4800, lr:2.5e-05 ∣ avg_100 : 32071.032890 ∣ critic_nllloss : 25946.977930 ∣ critic_ganloss : -153.967674 ∣ generator_nllloss : 5149.405469 ∣ generator_ganloss : 1105.465527 ∣     [  std_z : 1.00  real_sub_fake : 555.50 ]
[  epoch 0030/0040] 0340/4800, lr:2.5e-05 ∣ avg_100 : 32070.085532 ∣ critic_nllloss : 26045.521094 ∣ critic_ganloss : -100.786794 ∣ generator_nllloss : 5166.679688 ∣ generator_ganloss : 1117.483398 ∣     [  std_z : 1.00  real_sub_fake : 516.50 ]
[  epoch 0030/0040] 0350/4800, lr:2.5e-05 ∣ avg_100 : 32071.147217 ∣ critic_nllloss : 26014.924219 ∣ critic_ganloss : -123.483675 ∣ generator_nllloss : 5301.088867 ∣ generator_ganloss : 1097.850293 ∣     [  std_z : 1.00  real_sub_fake : 488.59 ]
[  epoch 0030/0040] 0360/4800, lr:2.5e-05 ∣ avg_100 : 32070.775700 ∣ critic_nllloss : 25862.674609 ∣ critic_ganloss : -127.968031 ∣ generator_nllloss : 5122.712695 ∣ generator_ganloss : 1095.420654 ∣     [  std_z : 0.99  real_sub_fake : 472.66 ]
[  epoch 0030/0040] 0370/4800, lr:2.5e-05 ∣ avg_100 : 32069.704923 ∣ critic_nllloss : 25946.706836 ∣ critic_ganloss : -167.107080 ∣ generator_nllloss : 5288.985156 ∣ generator_ganloss : 1059.750586 ∣     [  std_z : 0.99  real_sub_fake : 566.06 ]
[  epoch 0030/0040] 0380/4800, lr:2.5e-05 ∣ avg_100 : 32067.581037 ∣ critic_nllloss : 25821.680664 ∣ critic_ganloss : -145.635323 ∣ generator_nllloss : 5138.099609 ∣ generator_ganloss : 1086.900684 ∣     [  std_z : 0.99  real_sub_fake : 579.69 ]
[  epoch 0030/0040] 0390/4800, lr:2.5e-05 ∣ avg_100 : 32067.431980 ∣ critic_nllloss : 26121.345117 ∣ critic_ganloss : -180.088443 ∣ generator_nllloss : 5223.731836 ∣ generator_ganloss : 1085.232568 ∣     [  std_z : 1.00  real_sub_fake : 659.85 ]
[  epoch 0030/0040] 0400/4800, lr:2.5e-05 ∣ avg_100 : 32066.653995 ∣ critic_nllloss : 25845.517773 ∣ critic_ganloss : -117.245911 ∣ generator_nllloss : 5137.621484 ∣ generator_ganloss : 1098.187549 ∣     [  std_z : 0.99  real_sub_fake : 523.90 ]
[  epoch 0030/0040] 0410/4800, lr:2.5e-05 ∣ avg_100 : 32071.452143 ∣ critic_nllloss : 26037.467578 ∣ critic_ganloss : -139.325208 ∣ generator_nllloss : 5205.876758 ∣ generator_ganloss : 1101.578809 ∣     [  std_z : 1.00  real_sub_fake : 448.88 ]
[  epoch 0030/0040] 0420/4800, lr:2.5e-05 ∣ avg_100 : 32070.621446 ∣ critic_nllloss : 25824.933789 ∣ critic_ganloss : -102.678307 ∣ generator_nllloss : 5176.364258 ∣ generator_ganloss : 1084.499609 ∣     [  std_z : 0.99  real_sub_fake : 467.37 ]
[  epoch 0030/0040] 0430/4800, lr:2.5e-05 ∣ avg_100 : 32069.045649 ∣ critic_nllloss : 25825.162500 ∣ critic_ganloss : -117.133476 ∣ generator_nllloss : 5154.576367 ∣ generator_ganloss : 1104.664014 ∣     [  std_z : 0.99  real_sub_fake : 447.62 ]
[  epoch 0030/0040] 0440/4800, lr:2.5e-05 ∣ avg_100 : 32071.599724 ∣ critic_nllloss : 25943.415430 ∣ critic_ganloss : -159.043404 ∣ generator_nllloss : 5238.696289 ∣ generator_ganloss : 1087.337012 ∣     [  std_z : 1.00  real_sub_fake : 498.40 ]
[  epoch 0030/0040] 0450/4800, lr:2.5e-05 ∣ avg_100 : 32073.537513 ∣ critic_nllloss : 26099.633984 ∣ critic_ganloss : -134.385490 ∣ generator_nllloss : 5207.844922 ∣ generator_ganloss : 1106.064746 ∣     [  std_z : 1.00  real_sub_fake : 522.48 ]
[  epoch 0030/0040] 0460/4800, lr:2.5e-05 ∣ avg_100 : 32071.213043 ∣ critic_nllloss : 25977.140430 ∣ critic_ganloss : -148.893790 ∣ generator_nllloss : 5099.894922 ∣ generator_ganloss : 1105.675391 ∣     [  std_z : 0.99  real_sub_fake : 550.75 ]
[  epoch 0030/0040] 0470/4800, lr:2.5e-05 ∣ avg_100 : 32072.205484 ∣ critic_nllloss : 26132.745703 ∣ critic_ganloss : -169.887234 ∣ generator_nllloss : 5247.929492 ∣ generator_ganloss : 1118.594287 ∣     [  std_z : 0.99  real_sub_fake : 557.93 ]
[  epoch 0030/0040] 0480/4800, lr:2.5e-05 ∣ avg_100 : 32075.501595 ∣ critic_nllloss : 26024.808008 ∣ critic_ganloss : -184.415121 ∣ generator_nllloss : 5278.939453 ∣ generator_ganloss : 1111.430176 ∣     [  std_z : 1.00  real_sub_fake : 634.65 ]
[  epoch 0030/0040] 0490/4800, lr:2.5e-05 ∣ avg_100 : 32074.889354 ∣ critic_nllloss : 25881.760156 ∣ critic_ganloss : -182.920070 ∣ generator_nllloss : 5212.191406 ∣ generator_ganloss : 1110.406445 ∣     [  std_z : 0.99  real_sub_fake : 568.11 ]
[  epoch 0030/0040] 0500/4800, lr:2.5e-05 ∣ avg_100 : 32075.676128 ∣ critic_nllloss : 25914.709961 ∣ critic_ganloss : -59.960649 ∣ generator_nllloss : 5220.021094 ∣ generator_ganloss : 1133.667383 ∣  [  std_z : 0.99  real_sub_fake : 498.89 ]
[  epoch 0030/0040] 0510/4800, lr:2.5e-05 ∣ avg_100 : 32072.920907 ∣ critic_nllloss : 25817.430078 ∣ critic_ganloss : -117.186925 ∣ generator_nllloss : 5196.599219 ∣ generator_ganloss : 1118.814160 ∣     [  std_z : 0.99  real_sub_fake : 407.33 ]
[  epoch 0030/0040] 0520/4800, lr:2.5e-05 ∣ avg_100 : 32068.299764 ∣ critic_nllloss : 25733.618945 ∣ critic_ganloss : -123.275679 ∣ generator_nllloss : 5111.693750 ∣ generator_ganloss : 1085.135986 ∣     [  std_z : 0.99  real_sub_fake : 504.04 ]
[  epoch 0030/0040] 0530/4800, lr:2.5e-05 ∣ avg_100 : 32066.970687 ∣ critic_nllloss : 25882.818359 ∣ critic_ganloss : -141.548347 ∣ generator_nllloss : 5173.505078 ∣ generator_ganloss : 1116.764990 ∣     [  std_z : 0.99  real_sub_fake : 443.18 ]
[  epoch 0030/0040] 0540/4800, lr:2.5e-05 ∣ avg_100 : 32064.593363 ∣ critic_nllloss : 25886.158984 ∣ critic_ganloss : -193.791467 ∣ generator_nllloss : 5099.212305 ∣ generator_ganloss : 1071.693945 ∣     [  std_z : 1.00  real_sub_fake : 576.01 ]
[  epoch 0030/0040] 0550/4800, lr:2.5e-05 ∣ avg_100 : 32063.269228 ∣ critic_nllloss : 25828.539258 ∣ critic_ganloss : -139.045342 ∣ generator_nllloss : 5151.836523 ∣ generator_ganloss : 1106.541211 ∣     [  std_z : 1.00  real_sub_fake : 574.08 ]
[  epoch 0030/0040] 0560/4800, lr:2.5e-05 ∣ avg_100 : 32063.981441 ∣ critic_nllloss : 25992.604492 ∣ critic_ganloss : -118.114184 ∣ generator_nllloss : 5206.311328 ∣ generator_ganloss : 1091.247363 ∣     [  std_z : 0.99  real_sub_fake : 457.63 ]
[  epoch 0030/0040] 0570/4800, lr:2.5e-05 ∣ avg_100 : 32062.686572 ∣ critic_nllloss : 25658.449023 ∣ critic_ganloss : -143.230122 ∣ generator_nllloss : 5188.812500 ∣ generator_ganloss : 1061.398828 ∣     [  std_z : 0.99  real_sub_fake : 533.59 ]
[  epoch 0030/0040] 0580/4800, lr:2.5e-05 ∣ avg_100 : 32058.523488 ∣ critic_nllloss : 25996.104492 ∣ critic_ganloss : -126.676167 ∣ generator_nllloss : 5202.382812 ∣ generator_ganloss : 1092.673779 ∣     [  std_z : 0.99  real_sub_fake : 554.90 ]
[  epoch 0030/0040] 0590/4800, lr:2.5e-05 ∣ avg_100 : 32060.252497 ∣ critic_nllloss : 25935.962305 ∣ critic_ganloss : -139.371555 ∣ generator_nllloss : 5067.936328 ∣ generator_ganloss : 1093.814941 ∣     [  std_z : 0.99  real_sub_fake : 446.62 ]
[  epoch 0030/0040] 0600/4800, lr:2.5e-05 ∣ avg_100 : 32059.260070 ∣ critic_nllloss : 25989.444141 ∣ critic_ganloss : -148.389203 ∣ generator_nllloss : 5131.961719 ∣ generator_ganloss : 1080.540771 ∣     [  std_z : 1.00  real_sub_fake : 582.57 ]
[  epoch 0030/0040] 0610/4800, lr:2.5e-05 ∣ avg_100 : 32062.606783 ∣ critic_nllloss : 26283.683984 ∣ critic_ganloss : -205.195274 ∣ generator_nllloss : 5238.185156 ∣ generator_ganloss : 1089.600586 ∣     [  std_z : 1.00  real_sub_fake : 682.10 ]
[  epoch 0030/0040] 0620/4800, lr:2.5e-05 ∣ avg_100 : 32062.313027 ∣ critic_nllloss : 25848.705664 ∣ critic_ganloss : -144.269667 ∣ generator_nllloss : 5148.034766 ∣ generator_ganloss : 1107.114258 ∣     [  std_z : 1.00  real_sub_fake : 547.35 ]
[  epoch 0030/0040] 0630/4800, lr:2.5e-05 ∣ avg_100 : 32060.748230 ∣ critic_nllloss : 25890.747852 ∣ critic_ganloss : -207.905719 ∣ generator_nllloss : 5218.087891 ∣ generator_ganloss : 1066.874512 ∣     [  std_z : 0.98  real_sub_fake : 707.52 ]
[  epoch 0030/0040] 0640/4800, lr:2.5e-05 ∣ avg_100 : 32062.187720 ∣ critic_nllloss : 25884.543555 ∣ critic_ganloss : -171.117931 ∣ generator_nllloss : 5267.498633 ∣ generator_ganloss : 1107.985254 ∣     [  std_z : 0.98  real_sub_fake : 667.49 ]
[  epoch 0030/0040] 0650/4800, lr:2.5e-05 ∣ avg_100 : 32059.826335 ∣ critic_nllloss : 25804.334570 ∣ critic_ganloss : -131.801575 ∣ generator_nllloss : 5267.683984 ∣ generator_ganloss : 1105.717725 ∣     [  std_z : 0.99  real_sub_fake : 541.22 ]
[  epoch 0030/0040] 0660/4800, lr:2.5e-05 ∣ avg_100 : 32061.798963 ∣ critic_nllloss : 26098.863867 ∣ critic_ganloss : -118.580087 ∣ generator_nllloss : 5170.783203 ∣ generator_ganloss : 1114.528125 ∣     [  std_z : 1.00  real_sub_fake : 528.30 ]
[  epoch 0030/0040] 0670/4800, lr:2.5e-05 ∣ avg_100 : 32058.805395 ∣ critic_nllloss : 25770.718750 ∣ critic_ganloss : -121.156837 ∣ generator_nllloss : 5147.975391 ∣ generator_ganloss : 1105.716895 ∣     [  std_z : 1.00  real_sub_fake : 453.19 ]
[  epoch 0030/0040] 0680/4800, lr:2.5e-05 ∣ avg_100 : 32055.822315 ∣ critic_nllloss : 25798.975391 ∣ critic_ganloss : -157.799586 ∣ generator_nllloss : 5137.977930 ∣ generator_ganloss : 1091.753516 ∣     [  std_z : 0.99  real_sub_fake : 484.98 ]
[  epoch 0030/0040] 0690/4800, lr:2.5e-05 ∣ avg_100 : 32059.431252 ∣ critic_nllloss : 26115.844922 ∣ critic_ganloss : -145.083403 ∣ generator_nllloss : 5262.086133 ∣ generator_ganloss : 1095.099219 ∣     [  std_z : 0.99  real_sub_fake : 529.69 ]
[  epoch 0030/0040] 0700/4800, lr:2.5e-05 ∣ avg_100 : 32063.147054 ∣ critic_nllloss : 26081.819727 ∣ critic_ganloss : -171.246765 ∣ generator_nllloss : 5136.074805 ∣ generator_ganloss : 1100.594727 ∣     [  std_z : 0.99  real_sub_fake : 574.92 ]
[  epoch 0030/0040] 0710/4800, lr:2.5e-05 ∣ avg_100 : 32062.005100 ∣ critic_nllloss : 26062.648828 ∣ critic_ganloss : -167.442570 ∣ generator_nllloss : 5250.205469 ∣ generator_ganloss : 1077.619580 ∣     [  std_z : 1.00  real_sub_fake : 627.88 ]
[  epoch 0030/0040] 0720/4800, lr:2.5e-05 ∣ avg_100 : 32062.142392 ∣ critic_nllloss : 25941.288281 ∣ critic_ganloss : -148.269119 ∣ generator_nllloss : 5111.238672 ∣ generator_ganloss : 1097.971680 ∣     [  std_z : 1.00  real_sub_fake : 631.95 ]
[  epoch 0030/0040] 0730/4800, lr:2.5e-05 ∣ avg_100 : 32063.401729 ∣ critic_nllloss : 25862.933398 ∣ critic_ganloss : -161.468456 ∣ generator_nllloss : 5179.403125 ∣ generator_ganloss : 1102.054590 ∣     [  std_z : 1.00  real_sub_fake : 578.41 ]
[  epoch 0030/0040] 0740/4800, lr:2.5e-05 ∣ avg_100 : 32063.813073 ∣ critic_nllloss : 25862.416602 ∣ critic_ganloss : -132.919099 ∣ generator_nllloss : 5234.972266 ∣ generator_ganloss : 1087.838574 ∣     [  std_z : 0.99  real_sub_fake : 576.64 ]
[  epoch 0030/0040] 0750/4800, lr:2.5e-05 ∣ avg_100 : 32067.936270 ∣ critic_nllloss : 26115.064063 ∣ critic_ganloss : -99.939101 ∣ generator_nllloss : 5225.363281 ∣ generator_ganloss : 1103.282373 ∣  [  std_z : 0.99  real_sub_fake : 578.22 ]
[  epoch 0030/0040] 0760/4800, lr:2.5e-05 ∣ avg_100 : 32063.413144 ∣ critic_nllloss : 25576.564258 ∣ critic_ganloss : -72.389040 ∣ generator_nllloss : 5168.481836 ∣ generator_ganloss : 1123.580469 ∣  [  std_z : 0.99  real_sub_fake : 329.01 ]
[  epoch 0030/0040] 0770/4800, lr:2.5e-05 ∣ avg_100 : 32063.602764 ∣ critic_nllloss : 25987.189453 ∣ critic_ganloss : -144.471388 ∣ generator_nllloss : 5206.868555 ∣ generator_ganloss : 1074.103125 ∣     [  std_z : 1.00  real_sub_fake : 446.30 ]
[  epoch 0030/0040] 0780/4800, lr:2.5e-05 ∣ avg_100 : 32062.465971 ∣ critic_nllloss : 26013.074805 ∣ critic_ganloss : -143.114259 ∣ generator_nllloss : 5190.785156 ∣ generator_ganloss : 1080.110791 ∣     [  std_z : 1.00  real_sub_fake : 450.18 ]
[  epoch 0030/0040] 0790/4800, lr:2.5e-05 ∣ avg_100 : 32056.548672 ∣ critic_nllloss : 25730.767578 ∣ critic_ganloss : -162.739210 ∣ generator_nllloss : 5085.488672 ∣ generator_ganloss : 1087.898828 ∣     [  std_z : 1.00  real_sub_fake : 504.71 ]
[  epoch 0030/0040] 0800/4800, lr:2.5e-05 ∣ avg_100 : 32055.748473 ∣ critic_nllloss : 25766.519727 ∣ critic_ganloss : -141.469289 ∣ generator_nllloss : 5171.433984 ∣ generator_ganloss : 1102.434619 ∣     [  std_z : 1.00  real_sub_fake : 567.86 ]
[  epoch 0030/0040] 0810/4800, lr:2.5e-05 ∣ avg_100 : 32059.432971 ∣ critic_nllloss : 26002.983789 ∣ critic_ganloss : -180.886185 ∣ generator_nllloss : 5314.192969 ∣ generator_ganloss : 1104.664160 ∣     [  std_z : 0.99  real_sub_fake : 598.24 ]
[  epoch 0030/0040] 0820/4800, lr:2.5e-05 ∣ avg_100 : 32062.585740 ∣ critic_nllloss : 25857.987305 ∣ critic_ganloss : -170.389543 ∣ generator_nllloss : 5256.870117 ∣ generator_ganloss : 1104.408008 ∣     [  std_z : 0.99  real_sub_fake : 662.55 ]
[  epoch 0030/0040] 0830/4800, lr:2.5e-05 ∣ avg_100 : 32064.588946 ∣ critic_nllloss : 25818.427930 ∣ critic_ganloss : -61.621137 ∣ generator_nllloss : 5178.797266 ∣ generator_ganloss : 1145.384766 ∣  [  std_z : 0.99  real_sub_fake : 335.12 ]
[  epoch 0030/0040] 0840/4800, lr:2.5e-05 ∣ avg_100 : 32063.220315 ∣ critic_nllloss : 25974.885547 ∣ critic_ganloss : -106.094339 ∣ generator_nllloss : 5223.678906 ∣ generator_ganloss : 1115.482471 ∣     [  std_z : 1.00  real_sub_fake : 391.23 ]
[  epoch 0030/0040] 0850/4800, lr:2.5e-05 ∣ avg_100 : 32064.804846 ∣ critic_nllloss : 26029.886523 ∣ critic_ganloss : -135.743771 ∣ generator_nllloss : 5138.035352 ∣ generator_ganloss : 1093.675000 ∣     [  std_z : 0.99  real_sub_fake : 481.18 ]
[  epoch 0030/0040] 0860/4800, lr:2.5e-05 ∣ avg_100 : 32067.676149 ∣ critic_nllloss : 26098.637695 ∣ critic_ganloss : -132.351357 ∣ generator_nllloss : 5165.212305 ∣ generator_ganloss : 1106.238330 ∣     [  std_z : 0.99  real_sub_fake : 492.37 ]
[  epoch 0030/0040] 0870/4800, lr:2.5e-05 ∣ avg_100 : 32067.965471 ∣ critic_nllloss : 26053.471289 ∣ critic_ganloss : -122.945267 ∣ generator_nllloss : 5070.970898 ∣ generator_ganloss : 1079.959229 ∣     [  std_z : 0.99  real_sub_fake : 576.64 ]
[  epoch 0030/0040] 0880/4800, lr:2.5e-05 ∣ avg_100 : 32069.999881 ∣ critic_nllloss : 26160.743555 ∣ critic_ganloss : -103.298529 ∣ generator_nllloss : 5241.728125 ∣ generator_ganloss : 1106.223975 ∣     [  std_z : 1.00  real_sub_fake : 459.60 ]
[  epoch 0030/0040] 0890/4800, lr:2.5e-05 ∣ avg_100 : 32071.831489 ∣ critic_nllloss : 26036.301172 ∣ critic_ganloss : -142.122334 ∣ generator_nllloss : 5215.651758 ∣ generator_ganloss : 1099.818359 ∣     [  std_z : 1.00  real_sub_fake : 455.98 ]
[  epoch 0030/0040] 0900/4800, lr:2.5e-05 ∣ avg_100 : 32068.437552 ∣ critic_nllloss : 25664.624219 ∣ critic_ganloss : -95.121957 ∣ generator_nllloss : 5147.758203 ∣ generator_ganloss : 1104.371484 ∣  [  std_z : 1.00  real_sub_fake : 439.02 ]
[  epoch 0030/0040] 0910/4800, lr:2.5e-05 ∣ avg_100 : 32066.472086 ∣ critic_nllloss : 25900.947852 ∣ critic_ganloss : -100.388049 ∣ generator_nllloss : 5143.527344 ∣ generator_ganloss : 1115.346582 ∣     [  std_z : 0.99  real_sub_fake : 366.76 ]
[  epoch 0030/0040] 0920/4800, lr:2.5e-05 ∣ avg_100 : 32065.991780 ∣ critic_nllloss : 25964.650195 ∣ critic_ganloss : -112.582521 ∣ generator_nllloss : 5198.510156 ∣ generator_ganloss : 1095.937744 ∣     [  std_z : 0.98  real_sub_fake : 434.20 ]
[  epoch 0030/0040] 0930/4800, lr:2.5e-05 ∣ avg_100 : 32066.752748 ∣ critic_nllloss : 25909.341406 ∣ critic_ganloss : -154.403902 ∣ generator_nllloss : 5168.525000 ∣ generator_ganloss : 1093.000391 ∣     [  std_z : 0.99  real_sub_fake : 478.79 ]
[  epoch 0030/0040] 0940/4800, lr:2.5e-05 ∣ avg_100 : 32065.541711 ∣ critic_nllloss : 25795.526367 ∣ critic_ganloss : -108.210447 ∣ generator_nllloss : 5131.697266 ∣ generator_ganloss : 1094.608252 ∣     [  std_z : 1.00  real_sub_fake : 476.12 ]
[  epoch 0030/0040] 0950/4800, lr:2.5e-05 ∣ avg_100 : 32065.527283 ∣ critic_nllloss : 26068.996094 ∣ critic_ganloss : -158.561147 ∣ generator_nllloss : 5310.296484 ∣ generator_ganloss : 1106.729590 ∣     [  std_z : 1.00  real_sub_fake : 481.21 ]
[  epoch 0030/0040] 0960/4800, lr:2.5e-05 ∣ avg_100 : 32067.082285 ∣ critic_nllloss : 26009.435156 ∣ critic_ganloss : -82.753014 ∣ generator_nllloss : 5203.487695 ∣ generator_ganloss : 1110.135303 ∣  [  std_z : 0.99  real_sub_fake : 499.26 ]
[  epoch 0030/0040] 0970/4800, lr:2.5e-05 ∣ avg_100 : 32067.745497 ∣ critic_nllloss : 25801.709570 ∣ critic_ganloss : -134.109673 ∣ generator_nllloss : 5221.382422 ∣ generator_ganloss : 1112.989307 ∣     [  std_z : 0.99  real_sub_fake : 416.33 ]
[  epoch 0030/0040] 0980/4800, lr:2.5e-05 ∣ avg_100 : 32068.083797 ∣ critic_nllloss : 26094.435156 ∣ critic_ganloss : -130.543738 ∣ generator_nllloss : 5128.093945 ∣ generator_ganloss : 1107.655615 ∣     [  std_z : 0.99  real_sub_fake : 507.56 ]
[  epoch 0030/0040] 0990/4800, lr:2.5e-05 ∣ avg_100 : 32065.446752 ∣ critic_nllloss : 25693.645508 ∣ critic_ganloss : -151.711591 ∣ generator_nllloss : 5187.256445 ∣ generator_ganloss : 1102.590039 ∣     [  std_z : 1.00  real_sub_fake : 499.49 ]
[  epoch 0030/0040] 1000/4800, lr:2.5e-05 ∣ avg_100 : 32064.819243 ∣ critic_nllloss : 25707.232812 ∣ critic_ganloss : -145.841016 ∣ generator_nllloss : 5129.473047 ∣ generator_ganloss : 1102.373633 ∣     [  std_z : 1.00  real_sub_fake : 513.87 ]
[  epoch 0030/0040] 1010/4800, lr:2.5e-05 ∣ avg_100 : 32066.952891 ∣ critic_nllloss : 25911.208984 ∣ critic_ganloss : -136.549551 ∣ generator_nllloss : 5209.976367 ∣ generator_ganloss : 1122.996631 ∣     [  std_z : 1.00  real_sub_fake : 486.98 ]
[  epoch 0030/0040] 1020/4800, lr:2.5e-05 ∣ avg_100 : 32070.515064 ∣ critic_nllloss : 26070.366992 ∣ critic_ganloss : -101.432827 ∣ generator_nllloss : 5172.215039 ∣ generator_ganloss : 1096.534961 ∣     [  std_z : 0.99  real_sub_fake : 496.42 ]
[  epoch 0030/0040] 1030/4800, lr:2.5e-05 ∣ avg_100 : 32073.271490 ∣ critic_nllloss : 26049.328711 ∣ critic_ganloss : -126.863104 ∣ generator_nllloss : 5316.557813 ∣ generator_ganloss : 1117.193311 ∣     [  std_z : 0.98  real_sub_fake : 487.13 ]
[  epoch 0030/0040] 1040/4800, lr:2.5e-05 ∣ avg_100 : 32070.753238 ∣ critic_nllloss : 25768.391992 ∣ critic_ganloss : -149.981456 ∣ generator_nllloss : 5189.558203 ∣ generator_ganloss : 1101.273438 ∣     [  std_z : 0.99  real_sub_fake : 448.04 ]
[  epoch 0030/0040] 1050/4800, lr:2.5e-05 ∣ avg_100 : 32067.342618 ∣ critic_nllloss : 25802.517969 ∣ critic_ganloss : -140.264897 ∣ generator_nllloss : 5156.059961 ∣ generator_ganloss : 1103.165967 ∣     [  std_z : 0.99  real_sub_fake : 512.41 ]
[  epoch 0030/0040] 1060/4800, lr:2.5e-05 ∣ avg_100 : 32069.159338 ∣ critic_nllloss : 25938.440625 ∣ critic_ganloss : -126.947372 ∣ generator_nllloss : 5068.816406 ∣ generator_ganloss : 1090.580615 ∣     [  std_z : 0.98  real_sub_fake : 560.16 ]
[  epoch 0030/0040] 1070/4800, lr:2.5e-05 ∣ avg_100 : 32071.073344 ∣ critic_nllloss : 25772.431836 ∣ critic_ganloss : -140.873708 ∣ generator_nllloss : 5235.983594 ∣ generator_ganloss : 1103.669971 ∣     [  std_z : 0.99  real_sub_fake : 467.85 ]
[  epoch 0030/0040] 1080/4800, lr:2.5e-05 ∣ avg_100 : 32069.403386 ∣ critic_nllloss : 25790.955273 ∣ critic_ganloss : -108.343162 ∣ generator_nllloss : 5194.692383 ∣ generator_ganloss : 1104.886719 ∣     [  std_z : 0.99  real_sub_fake : 562.62 ]
[  epoch 0030/0040] 1090/4800, lr:2.5e-05 ∣ avg_100 : 32072.274827 ∣ critic_nllloss : 25815.261719 ∣ critic_ganloss : -99.973099 ∣ generator_nllloss : 5252.520117 ∣ generator_ganloss : 1131.387451 ∣  [  std_z : 0.99  real_sub_fake : 402.58 ]
[  epoch 0030/0040] 1100/4800, lr:2.5e-05 ∣ avg_100 : 32071.984996 ∣ critic_nllloss : 25766.314063 ∣ critic_ganloss : -112.019390 ∣ generator_nllloss : 5223.461719 ∣ generator_ganloss : 1085.182471 ∣     [  std_z : 1.00  real_sub_fake : 483.86 ]
[  epoch 0030/0040] 1110/4800, lr:2.5e-05 ∣ avg_100 : 32076.052705 ∣ critic_nllloss : 26078.448828 ∣ critic_ganloss : -134.926027 ∣ generator_nllloss : 5259.511133 ∣ generator_ganloss : 1099.421680 ∣     [  std_z : 0.99  real_sub_fake : 458.71 ]
[  epoch 0030/0040] 1120/4800, lr:2.5e-05 ∣ avg_100 : 32076.427175 ∣ critic_nllloss : 25852.518164 ∣ critic_ganloss : -129.289697 ∣ generator_nllloss : 5166.300195 ∣ generator_ganloss : 1101.122656 ∣     [  std_z : 0.98  real_sub_fake : 463.09 ]
[  epoch 0030/0040] 1130/4800, lr:2.5e-05 ∣ avg_100 : 32078.012760 ∣ critic_nllloss : 25971.748828 ∣ critic_ganloss : -150.434833 ∣ generator_nllloss : 5228.731055 ∣ generator_ganloss : 1100.202002 ∣     [  std_z : 0.98  real_sub_fake : 499.17 ]
[  epoch 0030/0040] 1140/4800, lr:2.5e-05 ∣ avg_100 : 32075.684780 ∣ critic_nllloss : 25724.246875 ∣ critic_ganloss : -161.153405 ∣ generator_nllloss : 5185.151953 ∣ generator_ganloss : 1107.282910 ∣     [  std_z : 0.99  real_sub_fake : 564.32 ]
[  epoch 0030/0040] 1150/4800, lr:2.5e-05 ∣ avg_100 : 32076.747417 ∣ critic_nllloss : 25893.751953 ∣ critic_ganloss : -173.900598 ∣ generator_nllloss : 5210.991602 ∣ generator_ganloss : 1113.805762 ∣     [  std_z : 1.00  real_sub_fake : 692.34 ]
[  epoch 0030/0040] 1160/4800, lr:2.5e-05 ∣ avg_100 : 32075.295702 ∣ critic_nllloss : 25817.656641 ∣ critic_ganloss : -86.325998 ∣ generator_nllloss : 5131.193164 ∣ generator_ganloss : 1133.389551 ∣  [  std_z : 1.00  real_sub_fake : 470.82 ]
[  epoch 0030/0040] 1170/4800, lr:2.5e-05 ∣ avg_100 : 32075.722757 ∣ critic_nllloss : 25856.810352 ∣ critic_ganloss : -69.720502 ∣ generator_nllloss : 5225.563672 ∣ generator_ganloss : 1139.342236 ∣  [  std_z : 0.99  real_sub_fake : 248.31 ]
[  epoch 0030/0040] 1180/4800, lr:2.5e-05 ∣ avg_100 : 32076.302872 ∣ critic_nllloss : 25789.832617 ∣ critic_ganloss : -103.146338 ∣ generator_nllloss : 5112.418359 ∣ generator_ganloss : 1116.283398 ∣     [  std_z : 0.98  real_sub_fake : 332.68 ]
[  epoch 0030/0040] 1190/4800, lr:2.5e-05 ∣ avg_100 : 32074.793330 ∣ critic_nllloss : 25775.379297 ∣ critic_ganloss : -101.799155 ∣ generator_nllloss : 5182.161133 ∣ generator_ganloss : 1092.476562 ∣     [  std_z : 0.98  real_sub_fake : 464.21 ]
[  epoch 0030/0040] 1200/4800, lr:2.5e-05 ∣ avg_100 : 32075.882033 ∣ critic_nllloss : 25932.519336 ∣ critic_ganloss : -15.908037 ∣ generator_nllloss : 5208.114844 ∣ generator_ganloss : 1119.978174 ∣  [  std_z : 1.00  real_sub_fake : 163.20 ]
[  epoch 0030/0040] 1210/4800, lr:2.5e-05 ∣ avg_100 : 32076.059487 ∣ critic_nllloss : 25877.202148 ∣ critic_ganloss : -19.468068 ∣ generator_nllloss : 5191.284375 ∣ generator_ganloss : 1122.585059 ∣  [  std_z : 1.01  real_sub_fake : 122.64 ]
[  epoch 0030/0040] 1220/4800, lr:2.5e-05 ∣ avg_100 : 32076.583240 ∣ critic_nllloss : 25913.175977 ∣ critic_ganloss : -31.597205 ∣ generator_nllloss : 5174.258398 ∣ generator_ganloss : 1122.938281 ∣  [  std_z : 1.00  real_sub_fake : 101.20 ]
[  epoch 0030/0040] 1230/4800, lr:2.5e-05 ∣ avg_100 : 32076.317748 ∣ critic_nllloss : 26018.091211 ∣ critic_ganloss : -59.282605 ∣ generator_nllloss : 5100.830078 ∣ generator_ganloss : 1103.928174 ∣  [  std_z : 0.99  real_sub_fake : 161.16 ]
[  epoch 0030/0040] 1240/4800, lr:2.5e-05 ∣ avg_100 : 32076.195682 ∣ critic_nllloss : 26031.707422 ∣ critic_ganloss : -132.120052 ∣ generator_nllloss : 5283.964648 ∣ generator_ganloss : 1063.608691 ∣     [  std_z : 0.98  real_sub_fake : 384.20 ]
[  epoch 0030/0040] 1250/4800, lr:2.5e-05 ∣ avg_100 : 32080.495570 ∣ critic_nllloss : 26268.350977 ∣ critic_ganloss : -111.860107 ∣ generator_nllloss : 5231.405859 ∣ generator_ganloss : 1081.688477 ∣     [  std_z : 0.98  real_sub_fake : 433.79 ]
[  epoch 0030/0040] 1260/4800, lr:2.5e-05 ∣ avg_100 : 32081.506200 ∣ critic_nllloss : 25909.172461 ∣ critic_ganloss : -131.142284 ∣ generator_nllloss : 5279.655664 ∣ generator_ganloss : 1090.206592 ∣     [  std_z : 1.00  real_sub_fake : 473.62 ]
[  epoch 0030/0040] 1270/4800, lr:2.5e-05 ∣ avg_100 : 32081.587959 ∣ critic_nllloss : 26142.308008 ∣ critic_ganloss : -126.018893 ∣ generator_nllloss : 5174.015430 ∣ generator_ganloss : 1112.745605 ∣     [  std_z : 1.01  real_sub_fake : 455.47 ]
[  epoch 0030/0040] 1280/4800, lr:2.5e-05 ∣ avg_100 : 32080.311924 ∣ critic_nllloss : 26039.011328 ∣ critic_ganloss : -123.326206 ∣ generator_nllloss : 5172.598242 ∣ generator_ganloss : 1105.019385 ∣     [  std_z : 1.00  real_sub_fake : 449.49 ]
[  epoch 0030/0040] 1290/4800, lr:2.5e-05 ∣ avg_100 : 32080.621011 ∣ critic_nllloss : 25942.806055 ∣ critic_ganloss : -159.111578 ∣ generator_nllloss : 5191.541211 ∣ generator_ganloss : 1098.725195 ∣     [  std_z : 0.99  real_sub_fake : 500.28 ]
[  epoch 0030/0040] 1300/4800, lr:2.5e-05 ∣ avg_100 : 32081.253818 ∣ critic_nllloss : 25874.187695 ∣ critic_ganloss : -150.373267 ∣ generator_nllloss : 5214.324414 ∣ generator_ganloss : 1098.801270 ∣     [  std_z : 0.98  real_sub_fake : 594.37 ]
[  epoch 0030/0040] 1310/4800, lr:2.5e-05 ∣ avg_100 : 32080.378302 ∣ critic_nllloss : 25915.072852 ∣ critic_ganloss : -140.794997 ∣ generator_nllloss : 5106.533984 ∣ generator_ganloss : 1115.439063 ∣     [  std_z : 0.99  real_sub_fake : 493.04 ]
[  epoch 0030/0040] 1320/4800, lr:2.5e-05 ∣ avg_100 : 32083.980318 ∣ critic_nllloss : 25846.254297 ∣ critic_ganloss : -134.167780 ∣ generator_nllloss : 5285.411523 ∣ generator_ganloss : 1107.801318 ∣     [  std_z : 1.00  real_sub_fake : 567.05 ]
[  epoch 0030/0040] 1330/4800, lr:2.5e-05 ∣ avg_100 : 32083.543247 ∣ critic_nllloss : 25921.263477 ∣ critic_ganloss : -205.056650 ∣ generator_nllloss : 5180.022070 ∣ generator_ganloss : 1107.945215 ∣     [  std_z : 1.00  real_sub_fake : 598.39 ]
[  epoch 0030/0040] 1340/4800, lr:2.5e-05 ∣ avg_100 : 32081.677284 ∣ critic_nllloss : 25848.212891 ∣ critic_ganloss : -41.761662 ∣ generator_nllloss : 5103.644336 ∣ generator_ganloss : 1132.205566 ∣  [  std_z : 0.99  real_sub_fake : 425.67 ]
[  epoch 0030/0040] 1350/4800, lr:2.5e-05 ∣ avg_100 : 32081.989638 ∣ critic_nllloss : 26025.282031 ∣ critic_ganloss : -73.969952 ∣ generator_nllloss : 5239.945312 ∣ generator_ganloss : 1130.357715 ∣  [  std_z : 0.99  real_sub_fake : 266.42 ]
[  epoch 0030/0040] 1360/4800, lr:2.5e-05 ∣ avg_100 : 32082.806774 ∣ critic_nllloss : 25917.816992 ∣ critic_ganloss : -137.183397 ∣ generator_nllloss : 5165.388281 ∣ generator_ganloss : 1088.531592 ∣     [  std_z : 0.99  real_sub_fake : 439.00 ]
[  epoch 0030/0040] 1370/4800, lr:2.5e-05 ∣ avg_100 : 32079.898904 ∣ critic_nllloss : 25772.434961 ∣ critic_ganloss : -157.120161 ∣ generator_nllloss : 5118.578711 ∣ generator_ganloss : 1103.654980 ∣     [  std_z : 0.99  real_sub_fake : 553.44 ]
[  epoch 0030/0040] 1380/4800, lr:2.5e-05 ∣ avg_100 : 32079.400120 ∣ critic_nllloss : 25703.390039 ∣ critic_ganloss : -83.284825 ∣ generator_nllloss : 5127.712500 ∣ generator_ganloss : 1103.349561 ∣  [  std_z : 1.00  real_sub_fake : 512.55 ]
[  epoch 0030/0040] 1390/4800, lr:2.5e-05 ∣ avg_100 : 32078.987463 ∣ critic_nllloss : 25988.344922 ∣ critic_ganloss : -136.911680 ∣ generator_nllloss : 5235.760547 ∣ generator_ganloss : 1121.761572 ∣     [  std_z : 1.00  real_sub_fake : 463.73 ]
[  epoch 0030/0040] 1400/4800, lr:2.5e-05 ∣ avg_100 : 32080.392040 ∣ critic_nllloss : 25959.664062 ∣ critic_ganloss : -171.879434 ∣ generator_nllloss : 5202.342188 ∣ generator_ganloss : 1114.411816 ∣     [  std_z : 0.99  real_sub_fake : 492.61 ]
[  epoch 0030/0040] 1410/4800, lr:2.5e-05 ∣ avg_100 : 32078.422817 ∣ critic_nllloss : 25921.632812 ∣ critic_ganloss : -163.836914 ∣ generator_nllloss : 5155.894531 ∣ generator_ganloss : 1094.985156 ∣     [  std_z : 0.98  real_sub_fake : 603.44 ]
[  epoch 0030/0040] 1420/4800, lr:2.5e-05 ∣ avg_100 : 32077.139834 ∣ critic_nllloss : 25775.391406 ∣ critic_ganloss : -156.989580 ∣ generator_nllloss : 5108.033789 ∣ generator_ganloss : 1128.385498 ∣     [  std_z : 0.99  real_sub_fake : 485.24 ]
[  epoch 0030/0040] 1430/4800, lr:2.5e-05 ∣ avg_100 : 32080.917754 ∣ critic_nllloss : 26121.898828 ∣ critic_ganloss : -158.911263 ∣ generator_nllloss : 5269.877344 ∣ generator_ganloss : 1112.196436 ∣     [  std_z : 1.00  real_sub_fake : 614.90 ]
[  epoch 0030/0040] 1440/4800, lr:2.5e-05 ∣ avg_100 : 32080.882445 ∣ critic_nllloss : 25931.263086 ∣ critic_ganloss : -121.011913 ∣ generator_nllloss : 5150.179688 ∣ generator_ganloss : 1146.443555 ∣     [  std_z : 1.00  real_sub_fake : 532.51 ]
[  epoch 0030/0040] 1450/4800, lr:2.5e-05 ∣ avg_100 : 32077.073948 ∣ critic_nllloss : 25821.265820 ∣ critic_ganloss : -121.527031 ∣ generator_nllloss : 5072.616602 ∣ generator_ganloss : 1125.953125 ∣     [  std_z : 0.99  real_sub_fake : 450.96 ]
[  epoch 0030/0040] 1460/4800, lr:2.5e-05 ∣ avg_100 : 32076.720030 ∣ critic_nllloss : 25896.498828 ∣ critic_ganloss : -136.602000 ∣ generator_nllloss : 5125.352539 ∣ generator_ganloss : 1113.175732 ∣     [  std_z : 0.99  real_sub_fake : 489.75 ]
[  epoch 0030/0040] 1470/4800, lr:2.5e-05 ∣ avg_100 : 32074.843463 ∣ critic_nllloss : 25965.409570 ∣ critic_ganloss : -165.465823 ∣ generator_nllloss : 5222.380469 ∣ generator_ganloss : 1119.401318 ∣     [  std_z : 0.99  real_sub_fake : 514.89 ]
[  epoch 0030/0040] 1480/4800, lr:2.5e-05 ∣ avg_100 : 32076.643980 ∣ critic_nllloss : 26200.049609 ∣ critic_ganloss : -132.358840 ∣ generator_nllloss : 5229.991602 ∣ generator_ganloss : 1113.131836 ∣     [  std_z : 1.00  real_sub_fake : 519.07 ]
[  epoch 0030/0040] 1490/4800, lr:2.5e-05 ∣ avg_100 : 32077.793233 ∣ critic_nllloss : 25935.096875 ∣ critic_ganloss : -126.704521 ∣ generator_nllloss : 5218.554102 ∣ generator_ganloss : 1109.416846 ∣     [  std_z : 0.99  real_sub_fake : 528.71 ]
[  epoch 0030/0040] 1500/4800, lr:2.5e-05 ∣ avg_100 : 32076.404521 ∣ critic_nllloss : 25871.474414 ∣ critic_ganloss : -160.230114 ∣ generator_nllloss : 5245.072461 ∣ generator_ganloss : 1113.249805 ∣     [  std_z : 0.99  real_sub_fake : 512.80 ]
[  epoch 0030/0040] 1510/4800, lr:2.5e-05 ∣ avg_100 : 32078.433667 ∣ critic_nllloss : 26018.542578 ∣ critic_ganloss : -119.304561 ∣ generator_nllloss : 5217.256836 ∣ generator_ganloss : 1102.076318 ∣     [  std_z : 0.98  real_sub_fake : 543.14 ]
[  epoch 0030/0040] 1520/4800, lr:2.5e-05 ∣ avg_100 : 32081.463407 ∣ critic_nllloss : 25911.890430 ∣ critic_ganloss : -122.715917 ∣ generator_nllloss : 5210.522852 ∣ generator_ganloss : 1110.449561 ∣     [  std_z : 0.98  real_sub_fake : 501.58 ]
[  epoch 0030/0040] 1530/4800, lr:2.5e-05 ∣ avg_100 : 32083.190826 ∣ critic_nllloss : 26002.118555 ∣ critic_ganloss : -117.504789 ∣ generator_nllloss : 5201.918750 ∣ generator_ganloss : 1117.749512 ∣     [  std_z : 0.99  real_sub_fake : 440.97 ]
[  epoch 0030/0040] 1540/4800, lr:2.5e-05 ∣ avg_100 : 32086.113968 ∣ critic_nllloss : 25917.875586 ∣ critic_ganloss : -92.736359 ∣ generator_nllloss : 5205.985156 ∣ generator_ganloss : 1124.463574 ∣  [  std_z : 1.01  real_sub_fake : 392.99 ]
[  epoch 0030/0040] 1550/4800, lr:2.5e-05 ∣ avg_100 : 32089.672866 ∣ critic_nllloss : 26148.637891 ∣ critic_ganloss : -186.815849 ∣ generator_nllloss : 5239.883203 ∣ generator_ganloss : 1102.056201 ∣     [  std_z : 1.00  real_sub_fake : 503.28 ]
[  epoch 0030/0040] 1560/4800, lr:2.5e-05 ∣ avg_100 : 32089.687496 ∣ critic_nllloss : 26025.371094 ∣ critic_ganloss : -124.642102 ∣ generator_nllloss : 5164.380273 ∣ generator_ganloss : 1108.402783 ∣     [  std_z : 0.99  real_sub_fake : 566.95 ]
[  epoch 0030/0040] 1570/4800, lr:2.5e-05 ∣ avg_100 : 32094.570486 ∣ critic_nllloss : 26007.250000 ∣ critic_ganloss : -76.650785 ∣ generator_nllloss : 5205.710547 ∣ generator_ganloss : 1117.419385 ∣  [  std_z : 0.98  real_sub_fake : 399.28 ]
[  epoch 0030/0040] 1580/4800, lr:2.5e-05 ∣ avg_100 : 32091.643604 ∣ critic_nllloss : 25796.037109 ∣ critic_ganloss : -147.161845 ∣ generator_nllloss : 5128.173047 ∣ generator_ganloss : 1094.748437 ∣     [  std_z : 0.99  real_sub_fake : 467.84 ]
[  epoch 0030/0040] 1590/4800, lr:2.5e-05 ∣ avg_100 : 32090.444128 ∣ critic_nllloss : 25685.974805 ∣ critic_ganloss : -141.489536 ∣ generator_nllloss : 5192.988672 ∣ generator_ganloss : 1100.920508 ∣     [  std_z : 1.00  real_sub_fake : 499.90 ]
[  epoch 0030/0040] 1600/4800, lr:2.5e-05 ∣ avg_100 : 32088.724102 ∣ critic_nllloss : 25791.326172 ∣ critic_ganloss : -174.189152 ∣ generator_nllloss : 5177.338281 ∣ generator_ganloss : 1087.079492 ∣     [  std_z : 1.01  real_sub_fake : 551.85 ]
[  epoch 0030/0040] 1610/4800, lr:2.5e-05 ∣ avg_100 : 32087.910516 ∣ critic_nllloss : 26172.163867 ∣ critic_ganloss : -122.015681 ∣ generator_nllloss : 5140.326172 ∣ generator_ganloss : 1134.441553 ∣     [  std_z : 1.00  real_sub_fake : 531.31 ]
[  epoch 0030/0040] 1620/4800, lr:2.5e-05 ∣ avg_100 : 32089.206274 ∣ critic_nllloss : 25891.086328 ∣ critic_ganloss : -104.008852 ∣ generator_nllloss : 5190.379297 ∣ generator_ganloss : 1111.704053 ∣     [  std_z : 0.98  real_sub_fake : 382.99 ]
[  epoch 0030/0040] 1630/4800, lr:2.5e-05 ∣ avg_100 : 32093.816494 ∣ critic_nllloss : 26121.866016 ∣ critic_ganloss : -128.291290 ∣ generator_nllloss : 5344.811719 ∣ generator_ganloss : 1090.440039 ∣     [  std_z : 0.98  real_sub_fake : 609.43 ]
[  epoch 0030/0040] 1640/4800, lr:2.5e-05 ∣ avg_100 : 32091.103352 ∣ critic_nllloss : 25707.783789 ∣ critic_ganloss : -114.869961 ∣ generator_nllloss : 5102.666992 ∣ generator_ganloss : 1122.014502 ∣     [  std_z : 0.99  real_sub_fake : 333.44 ]
[  epoch 0030/0040] 1650/4800, lr:2.5e-05 ∣ avg_100 : 32090.981251 ∣ critic_nllloss : 25846.108398 ∣ critic_ganloss : -95.823741 ∣ generator_nllloss : 5196.015820 ∣ generator_ganloss : 1087.424121 ∣  [  std_z : 1.00  real_sub_fake : 383.78 ]
[  epoch 0030/0040] 1660/4800, lr:2.5e-05 ∣ avg_100 : 32089.816194 ∣ critic_nllloss : 25947.137109 ∣ critic_ganloss : -110.621067 ∣ generator_nllloss : 5222.186523 ∣ generator_ganloss : 1090.386816 ∣     [  std_z : 1.01  real_sub_fake : 394.43 ]
[  epoch 0030/0040] 1670/4800, lr:2.5e-05 ∣ avg_100 : 32090.770469 ∣ critic_nllloss : 25850.703711 ∣ critic_ganloss : -130.270287 ∣ generator_nllloss : 5173.894922 ∣ generator_ganloss : 1104.353418 ∣     [  std_z : 0.99  real_sub_fake : 468.22 ]
[  epoch 0030/0040] 1680/4800, lr:2.5e-05 ∣ avg_100 : 32092.368008 ∣ critic_nllloss : 25932.166211 ∣ critic_ganloss : -196.602567 ∣ generator_nllloss : 5195.856836 ∣ generator_ganloss : 1099.240625 ∣     [  std_z : 0.99  real_sub_fake : 585.11 ]
[  epoch 0030/0040] 1690/4800, lr:2.5e-05 ∣ avg_100 : 32090.083880 ∣ critic_nllloss : 25952.083008 ∣ critic_ganloss : -154.033382 ∣ generator_nllloss : 5180.219336 ∣ generator_ganloss : 1121.265137 ∣     [  std_z : 0.98  real_sub_fake : 631.97 ]
[  epoch 0030/0040] 1700/4800, lr:2.5e-05 ∣ avg_100 : 32090.512501 ∣ critic_nllloss : 26119.138086 ∣ critic_ganloss : -196.042835 ∣ generator_nllloss : 5169.205273 ∣ generator_ganloss : 1097.804004 ∣     [  std_z : 0.99  real_sub_fake : 618.80 ]
[  epoch 0030/0040] 1710/4800, lr:2.5e-05 ∣ avg_100 : 32089.021003 ∣ critic_nllloss : 25926.243164 ∣ critic_ganloss : -185.638629 ∣ generator_nllloss : 5235.477539 ∣ generator_ganloss : 1097.799463 ∣     [  std_z : 0.99  real_sub_fake : 647.90 ]
[  epoch 0030/0040] 1720/4800, lr:2.5e-05 ∣ avg_100 : 32089.417857 ∣ critic_nllloss : 25893.074609 ∣ critic_ganloss : -104.312800 ∣ generator_nllloss : 5131.075586 ∣ generator_ganloss : 1122.077539 ∣     [  std_z : 1.00  real_sub_fake : 579.02 ]
[  epoch 0030/0040] 1730/4800, lr:2.5e-05 ∣ avg_100 : 32089.261136 ∣ critic_nllloss : 25911.948633 ∣ critic_ganloss : -153.319502 ∣ generator_nllloss : 5086.210547 ∣ generator_ganloss : 1122.410889 ∣     [  std_z : 1.00  real_sub_fake : 513.19 ]
[  epoch 0030/0040] 1740/4800, lr:2.5e-05 ∣ avg_100 : 32089.452432 ∣ critic_nllloss : 25873.327734 ∣ critic_ganloss : -157.307072 ∣ generator_nllloss : 5244.855469 ∣ generator_ganloss : 1110.561816 ∣     [  std_z : 1.00  real_sub_fake : 601.42 ]
[  epoch 0030/0040] 1750/4800, lr:2.5e-05 ∣ avg_100 : 32084.579423 ∣ critic_nllloss : 25831.174023 ∣ critic_ganloss : -181.942789 ∣ generator_nllloss : 5094.995508 ∣ generator_ganloss : 1112.242969 ∣     [  std_z : 1.00  real_sub_fake : 638.04 ]
[  epoch 0030/0040] 1760/4800, lr:2.5e-05 ∣ avg_100 : 32089.077547 ∣ critic_nllloss : 26037.283203 ∣ critic_ganloss : -153.740769 ∣ generator_nllloss : 5223.682813 ∣ generator_ganloss : 1138.824658 ∣     [  std_z : 1.00  real_sub_fake : 596.49 ]
[  epoch 0030/0040] 1770/4800, lr:2.5e-05 ∣ avg_100 : 32088.795589 ∣ critic_nllloss : 26037.688867 ∣ critic_ganloss : -219.509293 ∣ generator_nllloss : 5173.292383 ∣ generator_ganloss : 1104.021973 ∣     [  std_z : 0.99  real_sub_fake : 716.66 ]
[  epoch 0030/0040] 1780/4800, lr:2.5e-05 ∣ avg_100 : 32088.318918 ∣ critic_nllloss : 26031.138672 ∣ critic_ganloss : -199.897925 ∣ generator_nllloss : 5148.857422 ∣ generator_ganloss : 1113.091260 ∣     [  std_z : 0.99  real_sub_fake : 724.30 ]
[  epoch 0030/0040] 1790/4800, lr:2.5e-05 ∣ avg_100 : 32092.067845 ∣ critic_nllloss : 25922.004688 ∣ critic_ganloss : -101.460154 ∣ generator_nllloss : 5156.885938 ∣ generator_ganloss : 1138.878027 ∣     [  std_z : 0.99  real_sub_fake : 454.56 ]
[  epoch 0030/0040] 1800/4800, lr:2.5e-05 ∣ avg_100 : 32097.202220 ∣ critic_nllloss : 26166.615234 ∣ critic_ganloss : -75.718294 ∣ generator_nllloss : 5206.152344 ∣ generator_ganloss : 1115.307324 ∣  [  std_z : 1.00  real_sub_fake : 391.36 ]
[  epoch 0030/0040] 1810/4800, lr:2.5e-05 ∣ avg_100 : 32094.011645 ∣ critic_nllloss : 25780.609375 ∣ critic_ganloss : -94.453229 ∣ generator_nllloss : 5122.897656 ∣ generator_ganloss : 1112.843457 ∣  [  std_z : 1.01  real_sub_fake : 314.55 ]
[  epoch 0030/0040] 1820/4800, lr:2.5e-05 ∣ avg_100 : 32092.313689 ∣ critic_nllloss : 25774.679102 ∣ critic_ganloss : -138.745039 ∣ generator_nllloss : 5165.512891 ∣ generator_ganloss : 1077.633252 ∣     [  std_z : 1.00  real_sub_fake : 499.00 ]
[  epoch 0030/0040] 1830/4800, lr:2.5e-05 ∣ avg_100 : 32091.005749 ∣ critic_nllloss : 25789.047266 ∣ critic_ganloss : -131.709320 ∣ generator_nllloss : 5190.266406 ∣ generator_ganloss : 1102.590479 ∣     [  std_z : 0.98  real_sub_fake : 506.13 ]
[  epoch 0030/0040] 1840/4800, lr:2.5e-05 ∣ avg_100 : 32088.803890 ∣ critic_nllloss : 25868.389844 ∣ critic_ganloss : -148.217353 ∣ generator_nllloss : 5169.856055 ∣ generator_ganloss : 1097.738135 ∣     [  std_z : 0.98  real_sub_fake : 502.91 ]
[  epoch 0030/0040] 1850/4800, lr:2.5e-05 ∣ avg_100 : 32086.001155 ∣ critic_nllloss : 25817.564258 ∣ critic_ganloss : -130.731215 ∣ generator_nllloss : 5054.443945 ∣ generator_ganloss : 1104.302637 ∣     [  std_z : 0.98  real_sub_fake : 530.24 ]
[  epoch 0030/0040] 1860/4800, lr:2.5e-05 ∣ avg_100 : 32086.271099 ∣ critic_nllloss : 26124.435937 ∣ critic_ganloss : -175.311230 ∣ generator_nllloss : 5222.153711 ∣ generator_ganloss : 1093.452930 ∣     [  std_z : 1.01  real_sub_fake : 563.68 ]
[  epoch 0030/0040] 1870/4800, lr:2.5e-05 ∣ avg_100 : 32085.263665 ∣ critic_nllloss : 25871.795508 ∣ critic_ganloss : -161.708603 ∣ generator_nllloss : 5173.130664 ∣ generator_ganloss : 1097.495264 ∣     [  std_z : 1.02  real_sub_fake : 649.71 ]
[  epoch 0030/0040] 1880/4800, lr:2.5e-05 ∣ avg_100 : 32084.461611 ∣ critic_nllloss : 26064.845117 ∣ critic_ganloss : -85.413072 ∣ generator_nllloss : 5219.015625 ∣ generator_ganloss : 1126.744043 ∣  [  std_z : 1.00  real_sub_fake : 382.73 ]
[  epoch 0030/0040] 1890/4800, lr:2.5e-05 ∣ avg_100 : 32082.824521 ∣ critic_nllloss : 25932.542383 ∣ critic_ganloss : -153.047916 ∣ generator_nllloss : 5170.056250 ∣ generator_ganloss : 1096.389160 ∣     [  std_z : 0.98  real_sub_fake : 504.12 ]
[  epoch 0030/0040] 1900/4800, lr:2.5e-05 ∣ avg_100 : 32085.131938 ∣ critic_nllloss : 25992.600391 ∣ critic_ganloss : -127.473736 ∣ generator_nllloss : 5075.103906 ∣ generator_ganloss : 1112.143164 ∣     [  std_z : 0.98  real_sub_fake : 539.14 ]
[  epoch 0030/0040] 1910/4800, lr:2.5e-05 ∣ avg_100 : 32085.941250 ∣ critic_nllloss : 25992.566797 ∣ critic_ganloss : -150.936812 ∣ generator_nllloss : 5180.171094 ∣ generator_ganloss : 1118.563818 ∣     [  std_z : 0.99  real_sub_fake : 529.14 ]
[  epoch 0030/0040] 1920/4800, lr:2.5e-05 ∣ avg_100 : 32086.772267 ∣ critic_nllloss : 26055.739258 ∣ critic_ganloss : -166.072769 ∣ generator_nllloss : 5240.114062 ∣ generator_ganloss : 1099.836768 ∣     [  std_z : 1.00  real_sub_fake : 595.40 ]
[  epoch 0030/0040] 1930/4800, lr:2.5e-05 ∣ avg_100 : 32086.976140 ∣ critic_nllloss : 25906.392969 ∣ critic_ganloss : -146.548064 ∣ generator_nllloss : 5152.504297 ∣ generator_ganloss : 1124.500928 ∣     [  std_z : 1.00  real_sub_fake : 505.30 ]
[  epoch 0030/0040] 1940/4800, lr:2.5e-05 ∣ avg_100 : 32088.732375 ∣ critic_nllloss : 25950.833203 ∣ critic_ganloss : -156.665051 ∣ generator_nllloss : 5158.562500 ∣ generator_ganloss : 1136.514258 ∣     [  std_z : 0.99  real_sub_fake : 564.68 ]
[  epoch 0030/0040] 1950/4800, lr:2.5e-05 ∣ avg_100 : 32083.631491 ∣ critic_nllloss : 25717.779297 ∣ critic_ganloss : -140.507944 ∣ generator_nllloss : 5103.802734 ∣ generator_ganloss : 1136.298584 ∣     [  std_z : 1.00  real_sub_fake : 555.74 ]
[  epoch 0030/0040] 1960/4800, lr:2.5e-05 ∣ avg_100 : 32084.690969 ∣ critic_nllloss : 26045.289258 ∣ critic_ganloss : -135.925005 ∣ generator_nllloss : 5299.117188 ∣ generator_ganloss : 1137.771533 ∣     [  std_z : 1.00  real_sub_fake : 546.19 ]
[  epoch 0030/0040] 1970/4800, lr:2.5e-05 ∣ avg_100 : 32088.128372 ∣ critic_nllloss : 26121.138477 ∣ critic_ganloss : -163.798279 ∣ generator_nllloss : 5252.397070 ∣ generator_ganloss : 1135.974609 ∣     [  std_z : 0.99  real_sub_fake : 523.86 ]
[  epoch 0030/0040] 1980/4800, lr:2.5e-05 ∣ avg_100 : 32085.023773 ∣ critic_nllloss : 25858.704492 ∣ critic_ganloss : -158.267468 ∣ generator_nllloss : 5064.375000 ∣ generator_ganloss : 1124.369092 ∣     [  std_z : 0.99  real_sub_fake : 570.05 ]
[  epoch 0030/0040] 1990/4800, lr:2.5e-05 ∣ avg_100 : 32090.183324 ∣ critic_nllloss : 26013.782422 ∣ critic_ganloss : -9.490261 ∣ generator_nllloss : 5180.064844 ∣ generator_ganloss : 1163.378516 ∣   [  std_z : 1.00  real_sub_fake : 230.60 ]
[  epoch 0030/0040] 2000/4800, lr:2.5e-05 ∣ avg_100 : 32094.756529 ∣ critic_nllloss : 25949.105859 ∣ critic_ganloss : -44.796575 ∣ generator_nllloss : 5218.652734 ∣ generator_ganloss : 1127.596924 ∣  [  std_z : 1.00  real_sub_fake : 157.58 ]
[  epoch 0030/0040] 2010/4800, lr:2.5e-05 ∣ avg_100 : 32096.158850 ∣ critic_nllloss : 26015.656055 ∣ critic_ganloss : -64.603545 ∣ generator_nllloss : 5209.965625 ∣ generator_ganloss : 1086.846387 ∣  [  std_z : 1.00  real_sub_fake : 215.77 ]
[  epoch 0030/0040] 2020/4800, lr:2.5e-05 ∣ avg_100 : 32092.987623 ∣ critic_nllloss : 25863.297461 ∣ critic_ganloss : -77.487074 ∣ generator_nllloss : 5050.968164 ∣ generator_ganloss : 1083.782910 ∣  [  std_z : 0.99  real_sub_fake : 271.55 ]
[  epoch 0030/0040] 2030/4800, lr:2.5e-05 ∣ avg_100 : 32091.906045 ∣ critic_nllloss : 26062.615625 ∣ critic_ganloss : -75.404259 ∣ generator_nllloss : 5163.551758 ∣ generator_ganloss : 1097.295801 ∣  [  std_z : 0.99  real_sub_fake : 273.10 ]
[  epoch 0030/0040] 2040/4800, lr:2.5e-05 ∣ avg_100 : 32093.376896 ∣ critic_nllloss : 25891.383984 ∣ critic_ganloss : -95.536779 ∣ generator_nllloss : 5167.359375 ∣ generator_ganloss : 1093.120752 ∣  [  std_z : 1.00  real_sub_fake : 292.61 ]
[  epoch 0030/0040] 2050/4800, lr:2.5e-05 ∣ avg_100 : 32095.280398 ∣ critic_nllloss : 25954.812109 ∣ critic_ganloss : -123.796187 ∣ generator_nllloss : 5200.914648 ∣ generator_ganloss : 1079.898584 ∣     [  std_z : 1.00  real_sub_fake : 425.82 ]
[  epoch 0030/0040] 2060/4800, lr:2.5e-05 ∣ avg_100 : 32096.495678 ∣ critic_nllloss : 25852.410547 ∣ critic_ganloss : -114.068867 ∣ generator_nllloss : 5262.803320 ∣ generator_ganloss : 1091.273291 ∣     [  std_z : 1.00  real_sub_fake : 380.91 ]
[  epoch 0030/0040] 2070/4800, lr:2.5e-05 ∣ avg_100 : 32097.639680 ∣ critic_nllloss : 25827.189258 ∣ critic_ganloss : -91.837729 ∣ generator_nllloss : 5253.434375 ∣ generator_ganloss : 1096.825977 ∣  [  std_z : 0.99  real_sub_fake : 426.15 ]
[  epoch 0030/0040] 2080/4800, lr:2.5e-05 ∣ avg_100 : 32100.052393 ∣ critic_nllloss : 25995.836523 ∣ critic_ganloss : -104.063290 ∣ generator_nllloss : 5223.147461 ∣ generator_ganloss : 1108.541797 ∣     [  std_z : 0.99  real_sub_fake : 322.29 ]
[  epoch 0030/0040] 2090/4800, lr:2.5e-05 ∣ avg_100 : 32100.774729 ∣ critic_nllloss : 25968.632031 ∣ critic_ganloss : -100.615410 ∣ generator_nllloss : 5223.870703 ∣ generator_ganloss : 1079.542529 ∣     [  std_z : 0.99  real_sub_fake : 341.66 ]
[  epoch 0030/0040] 2100/4800, lr:2.5e-05 ∣ avg_100 : 32103.217318 ∣ critic_nllloss : 26014.743555 ∣ critic_ganloss : -103.741057 ∣ generator_nllloss : 5211.951563 ∣ generator_ganloss : 1084.243701 ∣     [  std_z : 1.00  real_sub_fake : 415.96 ]
[  epoch 0030/0040] 2110/4800, lr:2.5e-05 ∣ avg_100 : 32100.664510 ∣ critic_nllloss : 25884.024805 ∣ critic_ganloss : -143.618082 ∣ generator_nllloss : 5208.580078 ∣ generator_ganloss : 1098.187988 ∣     [  std_z : 1.00  real_sub_fake : 425.13 ]
[  epoch 0030/0040] 2120/4800, lr:2.5e-05 ∣ avg_100 : 32102.410660 ∣ critic_nllloss : 26067.028320 ∣ critic_ganloss : -99.022141 ∣ generator_nllloss : 5100.001172 ∣ generator_ganloss : 1097.258936 ∣  [  std_z : 1.00  real_sub_fake : 440.35 ]
[  epoch 0030/0040] 2130/4800, lr:2.5e-05 ∣ avg_100 : 32100.586955 ∣ critic_nllloss : 25749.308984 ∣ critic_ganloss : -122.268851 ∣ generator_nllloss : 5240.255664 ∣ generator_ganloss : 1100.580762 ∣     [  std_z : 0.99  real_sub_fake : 373.20 ]
[  epoch 0030/0040] 2140/4800, lr:2.5e-05 ∣ avg_100 : 32100.440448 ∣ critic_nllloss : 25791.175977 ∣ critic_ganloss : -155.541489 ∣ generator_nllloss : 5132.873633 ∣ generator_ganloss : 1072.369531 ∣     [  std_z : 0.99  real_sub_fake : 505.98 ]
[  epoch 0030/0040] 2150/4800, lr:2.5e-05 ∣ avg_100 : 32099.969301 ∣ critic_nllloss : 25945.183398 ∣ critic_ganloss : -167.799820 ∣ generator_nllloss : 5159.402734 ∣ generator_ganloss : 1060.747705 ∣     [  std_z : 0.99  real_sub_fake : 645.76 ]
[  epoch 0030/0040] 2160/4800, lr:2.5e-05 ∣ avg_100 : 32099.539411 ∣ critic_nllloss : 25838.628906 ∣ critic_ganloss : -76.052194 ∣ generator_nllloss : 5094.418750 ∣ generator_ganloss : 1095.928906 ∣  [  std_z : 1.00  real_sub_fake : 438.43 ]
[  epoch 0030/0040] 2170/4800, lr:2.5e-05 ∣ avg_100 : 32098.380734 ∣ critic_nllloss : 25899.139258 ∣ critic_ganloss : -78.764077 ∣ generator_nllloss : 5119.460156 ∣ generator_ganloss : 1096.292676 ∣  [  std_z : 1.00  real_sub_fake : 309.71 ]
[  epoch 0030/0040] 2180/4800, lr:2.5e-05 ∣ avg_100 : 32098.581740 ∣ critic_nllloss : 25850.165820 ∣ critic_ganloss : -126.684336 ∣ generator_nllloss : 5132.353906 ∣ generator_ganloss : 1079.653271 ∣     [  std_z : 1.00  real_sub_fake : 367.92 ]
[  epoch 0030/0040] 2190/4800, lr:2.5e-05 ∣ avg_100 : 32097.264764 ∣ critic_nllloss : 25799.825781 ∣ critic_ganloss : -151.352409 ∣ generator_nllloss : 5081.538086 ∣ generator_ganloss : 1086.508740 ∣     [  std_z : 0.99  real_sub_fake : 481.94 ]
[  epoch 0030/0040] 2200/4800, lr:2.5e-05 ∣ avg_100 : 32096.606986 ∣ critic_nllloss : 25921.680469 ∣ critic_ganloss : -46.697932 ∣ generator_nllloss : 5221.039844 ∣ generator_ganloss : 1082.904150 ∣  [  std_z : 1.00  real_sub_fake : 386.25 ]
[  epoch 0030/0040] 2210/4800, lr:2.5e-05 ∣ avg_100 : 32097.134130 ∣ critic_nllloss : 26006.087891 ∣ critic_ganloss : -113.003652 ∣ generator_nllloss : 5251.815234 ∣ generator_ganloss : 1079.418457 ∣     [  std_z : 0.99  real_sub_fake : 372.05 ]
[  epoch 0030/0040] 2220/4800, lr:2.5e-05 ∣ avg_100 : 32094.142278 ∣ critic_nllloss : 25791.985352 ∣ critic_ganloss : -117.169191 ∣ generator_nllloss : 5145.572266 ∣ generator_ganloss : 1059.201855 ∣     [  std_z : 0.99  real_sub_fake : 406.57 ]
[  epoch 0030/0040] 2230/4800, lr:2.5e-05 ∣ avg_100 : 32092.511284 ∣ critic_nllloss : 25899.179492 ∣ critic_ganloss : -146.304817 ∣ generator_nllloss : 5189.496094 ∣ generator_ganloss : 1058.096680 ∣     [  std_z : 0.99  real_sub_fake : 495.65 ]
[  epoch 0030/0040] 2240/4800, lr:2.5e-05 ∣ avg_100 : 32092.730089 ∣ critic_nllloss : 26089.061328 ∣ critic_ganloss : -164.168808 ∣ generator_nllloss : 5275.014063 ∣ generator_ganloss : 1069.134619 ∣     [  std_z : 1.00  real_sub_fake : 615.61 ]
[  epoch 0030/0040] 2250/4800, lr:2.5e-05 ∣ avg_100 : 32090.105087 ∣ critic_nllloss : 26050.299023 ∣ critic_ganloss : -155.917720 ∣ generator_nllloss : 5263.941211 ∣ generator_ganloss : 1048.762500 ∣     [  std_z : 1.01  real_sub_fake : 658.21 ]
[  epoch 0030/0040] 2260/4800, lr:2.5e-05 ∣ avg_100 : 32088.998249 ∣ critic_nllloss : 26016.520117 ∣ critic_ganloss : -183.249282 ∣ generator_nllloss : 5134.569141 ∣ generator_ganloss : 1069.368604 ∣     [  std_z : 0.99  real_sub_fake : 618.71 ]
[  epoch 0030/0040] 2270/4800, lr:2.5e-05 ∣ avg_100 : 32086.776734 ∣ critic_nllloss : 25987.595703 ∣ critic_ganloss : -116.725827 ∣ generator_nllloss : 5136.480664 ∣ generator_ganloss : 1073.548145 ∣     [  std_z : 0.99  real_sub_fake : 513.48 ]
[  epoch 0030/0040] 2280/4800, lr:2.5e-05 ∣ avg_100 : 32086.649115 ∣ critic_nllloss : 26035.998828 ∣ critic_ganloss : -127.469357 ∣ generator_nllloss : 5199.106641 ∣ generator_ganloss : 1072.904687 ∣     [  std_z : 0.99  real_sub_fake : 466.87 ]
[  epoch 0030/0040] 2290/4800, lr:2.5e-05 ∣ avg_100 : 32082.690376 ∣ critic_nllloss : 25661.423828 ∣ critic_ganloss : -155.631230 ∣ generator_nllloss : 5110.679492 ∣ generator_ganloss : 1061.614941 ∣     [  std_z : 0.99  real_sub_fake : 535.95 ]
[  epoch 0030/0040] 2300/4800, lr:2.5e-05 ∣ avg_100 : 32080.950922 ∣ critic_nllloss : 25755.055078 ∣ critic_ganloss : -123.538957 ∣ generator_nllloss : 5161.869531 ∣ generator_ganloss : 1069.609082 ∣     [  std_z : 1.00  real_sub_fake : 533.00 ]
[  epoch 0030/0040] 2310/4800, lr:2.5e-05 ∣ avg_100 : 32080.485442 ∣ critic_nllloss : 25850.644922 ∣ critic_ganloss : -115.824245 ∣ generator_nllloss : 5117.830078 ∣ generator_ganloss : 1097.052148 ∣     [  std_z : 1.00  real_sub_fake : 457.96 ]
[  epoch 0030/0040] 2320/4800, lr:2.5e-05 ∣ avg_100 : 32076.856559 ∣ critic_nllloss : 25706.706445 ∣ critic_ganloss : -170.201468 ∣ generator_nllloss : 5141.358398 ∣ generator_ganloss : 1064.547656 ∣     [  std_z : 1.00  real_sub_fake : 508.37 ]
[  epoch 0030/0040] 2330/4800, lr:2.5e-05 ∣ avg_100 : 32076.265257 ∣ critic_nllloss : 25859.264453 ∣ critic_ganloss : -125.204757 ∣ generator_nllloss : 5124.685547 ∣ generator_ganloss : 1086.298682 ∣     [  std_z : 0.99  real_sub_fake : 529.02 ]
[  epoch 0030/0040] 2340/4800, lr:2.5e-05 ∣ avg_100 : 32077.368324 ∣ critic_nllloss : 25953.042578 ∣ critic_ganloss : -99.613429 ∣ generator_nllloss : 5219.310938 ∣ generator_ganloss : 1079.867725 ∣  [  std_z : 0.99  real_sub_fake : 412.40 ]
[  epoch 0030/0040] 2350/4800, lr:2.5e-05 ∣ avg_100 : 32075.722621 ∣ critic_nllloss : 26010.388867 ∣ critic_ganloss : -125.500899 ∣ generator_nllloss : 5192.808203 ∣ generator_ganloss : 1079.348633 ∣     [  std_z : 0.98  real_sub_fake : 452.31 ]
[  epoch 0030/0040] 2360/4800, lr:2.5e-05 ∣ avg_100 : 32077.288089 ∣ critic_nllloss : 26018.461133 ∣ critic_ganloss : -176.519405 ∣ generator_nllloss : 5269.735937 ∣ generator_ganloss : 1079.422607 ∣     [  std_z : 0.99  real_sub_fake : 511.07 ]
[  epoch 0030/0040] 2370/4800, lr:2.5e-05 ∣ avg_100 : 32079.853072 ∣ critic_nllloss : 25950.653906 ∣ critic_ganloss : -131.138181 ∣ generator_nllloss : 5195.687891 ∣ generator_ganloss : 1078.843213 ∣     [  std_z : 1.00  real_sub_fake : 547.96 ]
[  epoch 0030/0040] 2380/4800, lr:2.5e-05 ∣ avg_100 : 32080.846272 ∣ critic_nllloss : 25790.300391 ∣ critic_ganloss : -137.451160 ∣ generator_nllloss : 5202.514063 ∣ generator_ganloss : 1095.123926 ∣     [  std_z : 1.00  real_sub_fake : 496.24 ]
[  epoch 0030/0040] 2390/4800, lr:2.5e-05 ∣ avg_100 : 32078.102753 ∣ critic_nllloss : 25757.988477 ∣ critic_ganloss : -97.371744 ∣ generator_nllloss : 5186.822070 ∣ generator_ganloss : 1087.164648 ∣  [  std_z : 0.99  real_sub_fake : 506.39 ]
[  epoch 0030/0040] 2400/4800, lr:2.5e-05 ∣ avg_100 : 32077.778756 ∣ critic_nllloss : 25904.644141 ∣ critic_ganloss : -141.244429 ∣ generator_nllloss : 5233.977930 ∣ generator_ganloss : 1074.761328 ∣     [  std_z : 0.99  real_sub_fake : 496.07 ]
[  epoch 0030/0040] 2410/4800, lr:2.5e-05 ∣ avg_100 : 32077.003146 ∣ critic_nllloss : 25803.334375 ∣ critic_ganloss : -133.618140 ∣ generator_nllloss : 5187.217188 ∣ generator_ganloss : 1074.181201 ∣     [  std_z : 0.99  real_sub_fake : 472.70 ]
[  epoch 0030/0040] 2420/4800, lr:2.5e-05 ∣ avg_100 : 32076.752451 ∣ critic_nllloss : 25778.400586 ∣ critic_ganloss : -138.791227 ∣ generator_nllloss : 5098.869922 ∣ generator_ganloss : 1091.272266 ∣     [  std_z : 0.99  real_sub_fake : 486.73 ]
[  epoch 0030/0040] 2430/4800, lr:2.5e-05 ∣ avg_100 : 32077.107682 ∣ critic_nllloss : 26155.857812 ∣ critic_ganloss : -137.151299 ∣ generator_nllloss : 5278.661328 ∣ generator_ganloss : 1083.216650 ∣     [  std_z : 0.99  real_sub_fake : 579.67 ]
[  epoch 0030/0040] 2440/4800, lr:2.5e-05 ∣ avg_100 : 32079.849717 ∣ critic_nllloss : 26181.434375 ∣ critic_ganloss : -143.267802 ∣ generator_nllloss : 5255.621094 ∣ generator_ganloss : 1087.290186 ∣     [  std_z : 0.99  real_sub_fake : 544.86 ]
[  epoch 0030/0040] 2450/4800, lr:2.5e-05 ∣ avg_100 : 32081.899444 ∣ critic_nllloss : 25952.962891 ∣ critic_ganloss : -102.372528 ∣ generator_nllloss : 5174.387109 ∣ generator_ganloss : 1078.303760 ∣     [  std_z : 1.00  real_sub_fake : 558.99 ]
[  epoch 0030/0040] 2460/4800, lr:2.5e-05 ∣ avg_100 : 32082.035646 ∣ critic_nllloss : 25922.084766 ∣ critic_ganloss : -126.733952 ∣ generator_nllloss : 5118.335547 ∣ generator_ganloss : 1098.358984 ∣     [  std_z : 1.00  real_sub_fake : 472.50 ]
[  epoch 0030/0040] 2470/4800, lr:2.5e-05 ∣ avg_100 : 32082.319565 ∣ critic_nllloss : 26085.276953 ∣ critic_ganloss : -164.048343 ∣ generator_nllloss : 5176.029102 ∣ generator_ganloss : 1072.859717 ∣     [  std_z : 1.00  real_sub_fake : 496.13 ]
[  epoch 0030/0040] 2480/4800, lr:2.5e-05 ∣ avg_100 : 32079.723083 ∣ critic_nllloss : 26070.431250 ∣ critic_ganloss : -154.129462 ∣ generator_nllloss : 5156.230078 ∣ generator_ganloss : 1078.634082 ∣     [  std_z : 1.00  real_sub_fake : 563.81 ]
[  epoch 0030/0040] 2490/4800, lr:2.5e-05 ∣ avg_100 : 32081.542341 ∣ critic_nllloss : 26162.203711 ∣ critic_ganloss : -109.778980 ∣ generator_nllloss : 5163.355859 ∣ generator_ganloss : 1102.508594 ∣     [  std_z : 1.00  real_sub_fake : 470.60 ]
[  epoch 0030/0040] 2500/4800, lr:2.5e-05 ∣ avg_100 : 32082.056004 ∣ critic_nllloss : 26101.883008 ∣ critic_ganloss : -176.428630 ∣ generator_nllloss : 5114.130273 ∣ generator_ganloss : 1081.348145 ∣     [  std_z : 0.99  real_sub_fake : 594.51 ]
[  epoch 0030/0040] 2510/4800, lr:2.5e-05 ∣ avg_100 : 32080.048425 ∣ critic_nllloss : 25905.682812 ∣ critic_ganloss : -160.998364 ∣ generator_nllloss : 5154.431445 ∣ generator_ganloss : 1118.697363 ∣     [  std_z : 0.99  real_sub_fake : 560.22 ]
[  epoch 0030/0040] 2520/4800, lr:2.5e-05 ∣ avg_100 : 32079.133724 ∣ critic_nllloss : 25919.235352 ∣ critic_ganloss : -185.434195 ∣ generator_nllloss : 5188.334766 ∣ generator_ganloss : 1096.540918 ∣     [  std_z : 0.99  real_sub_fake : 653.73 ]
[  epoch 0030/0040] 2530/4800, lr:2.5e-05 ∣ avg_100 : 32078.658711 ∣ critic_nllloss : 25838.824414 ∣ critic_ganloss : -75.024747 ∣ generator_nllloss : 5241.571094 ∣ generator_ganloss : 1151.409961 ∣  [  std_z : 1.00  real_sub_fake : 367.57 ]
[  epoch 0030/0040] 2540/4800, lr:2.5e-05 ∣ avg_100 : 32079.623187 ∣ critic_nllloss : 25965.358594 ∣ critic_ganloss : -24.074749 ∣ generator_nllloss : 5155.778906 ∣ generator_ganloss : 1154.972852 ∣  [  std_z : 1.00  real_sub_fake : 144.13 ]
[  epoch 0030/0040] 2550/4800, lr:2.5e-05 ∣ avg_100 : 32077.735013 ∣ critic_nllloss : 25834.007422 ∣ critic_ganloss : -70.151471 ∣ generator_nllloss : 5227.092969 ∣ generator_ganloss : 1123.995117 ∣  [  std_z : 0.99  real_sub_fake : 202.58 ]
[  epoch 0030/0040] 2560/4800, lr:2.5e-05 ∣ avg_100 : 32078.926538 ∣ critic_nllloss : 26093.832422 ∣ critic_ganloss : -126.389424 ∣ generator_nllloss : 5245.775195 ∣ generator_ganloss : 1079.446338 ∣     [  std_z : 0.99  real_sub_fake : 361.23 ]
[  epoch 0030/0040] 2570/4800, lr:2.5e-05 ∣ avg_100 : 32076.843172 ∣ critic_nllloss : 25902.547266 ∣ critic_ganloss : -170.029948 ∣ generator_nllloss : 5226.994922 ∣ generator_ganloss : 1085.880322 ∣     [  std_z : 0.99  real_sub_fake : 535.11 ]
[  epoch 0030/0040] 2580/4800, lr:2.5e-05 ∣ avg_100 : 32079.222535 ∣ critic_nllloss : 25893.901953 ∣ critic_ganloss : -134.548450 ∣ generator_nllloss : 5239.799609 ∣ generator_ganloss : 1110.579980 ∣     [  std_z : 1.00  real_sub_fake : 532.84 ]
[  epoch 0030/0040] 2590/4800, lr:2.5e-05 ∣ avg_100 : 32080.626562 ∣ critic_nllloss : 25777.980469 ∣ critic_ganloss : -140.882047 ∣ generator_nllloss : 5232.892578 ∣ generator_ganloss : 1108.806152 ∣     [  std_z : 1.00  real_sub_fake : 497.76 ]
[  epoch 0030/0040] 2600/4800, lr:2.5e-05 ∣ avg_100 : 32081.687260 ∣ critic_nllloss : 25881.336328 ∣ critic_ganloss : -161.653291 ∣ generator_nllloss : 5168.054297 ∣ generator_ganloss : 1099.887207 ∣     [  std_z : 1.00  real_sub_fake : 588.18 ]
[  epoch 0030/0040] 2610/4800, lr:2.5e-05 ∣ avg_100 : 32077.665336 ∣ critic_nllloss : 25841.008203 ∣ critic_ganloss : -204.347083 ∣ generator_nllloss : 5181.096875 ∣ generator_ganloss : 1104.965527 ∣     [  std_z : 0.99  real_sub_fake : 583.37 ]
[  epoch 0030/0040] 2620/4800, lr:2.5e-05 ∣ avg_100 : 32077.348608 ∣ critic_nllloss : 25793.927930 ∣ critic_ganloss : -82.057138 ∣ generator_nllloss : 5222.985156 ∣ generator_ganloss : 1122.632031 ∣  [  std_z : 0.98  real_sub_fake : 577.59 ]
[  epoch 0030/0040] 2630/4800, lr:2.5e-05 ∣ avg_100 : 32072.781488 ∣ critic_nllloss : 25794.557617 ∣ critic_ganloss : -92.864229 ∣ generator_nllloss : 5130.230078 ∣ generator_ganloss : 1140.191016 ∣  [  std_z : 1.00  real_sub_fake : 341.04 ]
[  epoch 0030/0040] 2640/4800, lr:2.5e-05 ∣ avg_100 : 32078.900926 ∣ critic_nllloss : 26102.278906 ∣ critic_ganloss : -26.779893 ∣ generator_nllloss : 5255.073242 ∣ generator_ganloss : 1098.966895 ∣  [  std_z : 1.00  real_sub_fake : 427.06 ]
[  epoch 0030/0040] 2650/4800, lr:2.5e-05 ∣ avg_100 : 32080.296387 ∣ critic_nllloss : 26108.719531 ∣ critic_ganloss : -148.875613 ∣ generator_nllloss : 5131.867383 ∣ generator_ganloss : 1081.559424 ∣     [  std_z : 1.00  real_sub_fake : 438.02 ]
[  epoch 0030/0040] 2660/4800, lr:2.5e-05 ∣ avg_100 : 32079.986945 ∣ critic_nllloss : 25946.712891 ∣ critic_ganloss : -99.375358 ∣ generator_nllloss : 5191.327930 ∣ generator_ganloss : 1079.479687 ∣  [  std_z : 1.00  real_sub_fake : 396.74 ]
[  epoch 0030/0040] 2670/4800, lr:2.5e-05 ∣ avg_100 : 32084.014539 ∣ critic_nllloss : 26138.869727 ∣ critic_ganloss : -91.571263 ∣ generator_nllloss : 5242.616406 ∣ generator_ganloss : 1111.526270 ∣  [  std_z : 0.99  real_sub_fake : 337.13 ]
[  epoch 0030/0040] 2680/4800, lr:2.5e-05 ∣ avg_100 : 32084.492998 ∣ critic_nllloss : 25860.857617 ∣ critic_ganloss : -134.762624 ∣ generator_nllloss : 5254.066406 ∣ generator_ganloss : 1098.345703 ∣     [  std_z : 0.97  real_sub_fake : 382.09 ]
[  epoch 0030/0040] 2690/4800, lr:2.5e-05 ∣ avg_100 : 32080.856896 ∣ critic_nllloss : 25665.782813 ∣ critic_ganloss : -116.235189 ∣ generator_nllloss : 5109.371484 ∣ generator_ganloss : 1077.004736 ∣     [  std_z : 0.99  real_sub_fake : 480.89 ]
[  epoch 0030/0040] 2700/4800, lr:2.5e-05 ∣ avg_100 : 32079.904256 ∣ critic_nllloss : 25993.016211 ∣ critic_ganloss : -128.244359 ∣ generator_nllloss : 5124.607227 ∣ generator_ganloss : 1105.461426 ∣     [  std_z : 1.00  real_sub_fake : 458.82 ]
[  epoch 0030/0040] 2710/4800, lr:2.5e-05 ∣ avg_100 : 32081.281737 ∣ critic_nllloss : 26022.144336 ∣ critic_ganloss : -138.949787 ∣ generator_nllloss : 5220.909961 ∣ generator_ganloss : 1107.525146 ∣     [  std_z : 1.01  real_sub_fake : 451.79 ]
[  epoch 0030/0040] 2720/4800, lr:2.5e-05 ∣ avg_100 : 32083.030493 ∣ critic_nllloss : 26052.400000 ∣ critic_ganloss : -164.396393 ∣ generator_nllloss : 5218.513867 ∣ generator_ganloss : 1110.273096 ∣     [  std_z : 1.00  real_sub_fake : 557.88 ]
[  epoch 0030/0040] 2730/4800, lr:2.5e-05 ∣ avg_100 : 32082.226563 ∣ critic_nllloss : 25824.899414 ∣ critic_ganloss : -139.328767 ∣ generator_nllloss : 5095.217578 ∣ generator_ganloss : 1106.069336 ∣     [  std_z : 0.99  real_sub_fake : 543.37 ]
[  epoch 0030/0040] 2740/4800, lr:2.5e-05 ∣ avg_100 : 32083.019912 ∣ critic_nllloss : 26030.350781 ∣ critic_ganloss : -171.011426 ∣ generator_nllloss : 5177.458984 ∣ generator_ganloss : 1113.974463 ∣     [  std_z : 0.98  real_sub_fake : 538.34 ]
[  epoch 0030/0040] 2750/4800, lr:2.5e-05 ∣ avg_100 : 32086.966369 ∣ critic_nllloss : 26047.298828 ∣ critic_ganloss : -134.385324 ∣ generator_nllloss : 5224.081641 ∣ generator_ganloss : 1114.120312 ∣     [  std_z : 0.99  real_sub_fake : 625.09 ]
[  epoch 0030/0040] 2760/4800, lr:2.5e-05 ∣ avg_100 : 32084.035884 ∣ critic_nllloss : 25917.103711 ∣ critic_ganloss : -138.541862 ∣ generator_nllloss : 5076.952344 ∣ generator_ganloss : 1097.487207 ∣     [  std_z : 1.00  real_sub_fake : 552.84 ]
[  epoch 0030/0040] 2770/4800, lr:2.5e-05 ∣ avg_100 : 32083.812930 ∣ critic_nllloss : 25965.191797 ∣ critic_ganloss : -175.426712 ∣ generator_nllloss : 5174.066797 ∣ generator_ganloss : 1109.366650 ∣     [  std_z : 1.00  real_sub_fake : 565.78 ]
[  epoch 0030/0040] 2780/4800, lr:2.5e-05 ∣ avg_100 : 32084.083890 ∣ critic_nllloss : 26007.109766 ∣ critic_ganloss : -159.558128 ∣ generator_nllloss : 5164.817187 ∣ generator_ganloss : 1107.916602 ∣     [  std_z : 1.00  real_sub_fake : 596.86 ]
[  epoch 0030/0040] 2790/4800, lr:2.5e-05 ∣ avg_100 : 32080.491824 ∣ critic_nllloss : 25699.032813 ∣ critic_ganloss : -121.648362 ∣ generator_nllloss : 5064.152344 ∣ generator_ganloss : 1115.565088 ∣     [  std_z : 0.99  real_sub_fake : 531.35 ]
[  epoch 0030/0040] 2800/4800, lr:2.5e-05 ∣ avg_100 : 32076.964051 ∣ critic_nllloss : 25996.044336 ∣ critic_ganloss : -172.569740 ∣ generator_nllloss : 5132.808008 ∣ generator_ganloss : 1103.296680 ∣     [  std_z : 0.99  real_sub_fake : 582.16 ]
[  epoch 0030/0040] 2810/4800, lr:2.5e-05 ∣ avg_100 : 32079.258267 ∣ critic_nllloss : 25934.135156 ∣ critic_ganloss : -165.876772 ∣ generator_nllloss : 5263.514844 ∣ generator_ganloss : 1119.545703 ∣     [  std_z : 1.00  real_sub_fake : 641.37 ]
[  epoch 0030/0040] 2820/4800, lr:2.5e-05 ∣ avg_100 : 32082.877443 ∣ critic_nllloss : 26095.433398 ∣ critic_ganloss : -134.615546 ∣ generator_nllloss : 5162.314453 ∣ generator_ganloss : 1117.865430 ∣     [  std_z : 1.00  real_sub_fake : 555.01 ]
[  epoch 0030/0040] 2830/4800, lr:2.5e-05 ∣ avg_100 : 32084.185964 ∣ critic_nllloss : 25950.927344 ∣ critic_ganloss : -173.054352 ∣ generator_nllloss : 5199.227930 ∣ generator_ganloss : 1103.945996 ∣     [  std_z : 1.00  real_sub_fake : 528.18 ]
[  epoch 0030/0040] 2840/4800, lr:2.5e-05 ∣ avg_100 : 32084.119726 ∣ critic_nllloss : 25876.864063 ∣ critic_ganloss : -176.151988 ∣ generator_nllloss : 5185.014648 ∣ generator_ganloss : 1095.416211 ∣     [  std_z : 0.99  real_sub_fake : 675.39 ]
[  epoch 0030/0040] 2850/4800, lr:2.5e-05 ∣ avg_100 : 32085.971830 ∣ critic_nllloss : 25896.279492 ∣ critic_ganloss : -199.513441 ∣ generator_nllloss : 5224.822266 ∣ generator_ganloss : 1109.201709 ∣     [  std_z : 1.00  real_sub_fake : 684.35 ]
[  epoch 0030/0040] 2860/4800, lr:2.5e-05 ∣ avg_100 : 32082.765727 ∣ critic_nllloss : 25827.650586 ∣ critic_ganloss : -65.095232 ∣ generator_nllloss : 5061.841797 ∣ generator_ganloss : 1119.723828 ∣  [  std_z : 1.00  real_sub_fake : 514.78 ]
[  epoch 0030/0040] 2870/4800, lr:2.5e-05 ∣ avg_100 : 32085.278444 ∣ critic_nllloss : 25944.319922 ∣ critic_ganloss : -82.997080 ∣ generator_nllloss : 5250.489453 ∣ generator_ganloss : 1120.172314 ∣  [  std_z : 0.99  real_sub_fake : 365.34 ]
[  epoch 0030/0040] 2880/4800, lr:2.5e-05 ∣ avg_100 : 32082.752325 ∣ critic_nllloss : 25856.256445 ∣ critic_ganloss : -105.414432 ∣ generator_nllloss : 5217.006836 ∣ generator_ganloss : 1104.730957 ∣     [  std_z : 0.98  real_sub_fake : 376.17 ]
[  epoch 0030/0040] 2890/4800, lr:2.5e-05 ∣ avg_100 : 32082.175363 ∣ critic_nllloss : 25849.333984 ∣ critic_ganloss : -97.045493 ∣ generator_nllloss : 5125.232617 ∣ generator_ganloss : 1110.722559 ∣  [  std_z : 0.98  real_sub_fake : 336.53 ]
[  epoch 0030/0040] 2900/4800, lr:2.5e-05 ∣ avg_100 : 32081.638638 ∣ critic_nllloss : 25895.292578 ∣ critic_ganloss : -139.323940 ∣ generator_nllloss : 5149.781055 ∣ generator_ganloss : 1092.951562 ∣     [  std_z : 0.99  real_sub_fake : 467.76 ]
[  epoch 0030/0040] 2910/4800, lr:2.5e-05 ∣ avg_100 : 32082.014435 ∣ critic_nllloss : 26006.534180 ∣ critic_ganloss : -135.490583 ∣ generator_nllloss : 5194.709375 ∣ generator_ganloss : 1112.191602 ∣     [  std_z : 1.01  real_sub_fake : 518.33 ]
[  epoch 0030/0040] 2920/4800, lr:2.5e-05 ∣ avg_100 : 32081.753555 ∣ critic_nllloss : 26040.154297 ∣ critic_ganloss : -105.856796 ∣ generator_nllloss : 5153.519727 ∣ generator_ganloss : 1115.712061 ∣     [  std_z : 1.00  real_sub_fake : 392.44 ]
[  epoch 0030/0040] 2930/4800, lr:2.5e-05 ∣ avg_100 : 32082.149352 ∣ critic_nllloss : 25939.587109 ∣ critic_ganloss : -123.981891 ∣ generator_nllloss : 5164.600000 ∣ generator_ganloss : 1096.224609 ∣     [  std_z : 1.00  real_sub_fake : 511.11 ]
[  epoch 0030/0040] 2940/4800, lr:2.5e-05 ∣ avg_100 : 32082.203199 ∣ critic_nllloss : 25858.005273 ∣ critic_ganloss : -88.443191 ∣ generator_nllloss : 5209.087891 ∣ generator_ganloss : 1115.979687 ∣  [  std_z : 0.99  real_sub_fake : 402.47 ]
[  epoch 0030/0040] 2950/4800, lr:2.5e-05 ∣ avg_100 : 32087.439019 ∣ critic_nllloss : 26071.248633 ∣ critic_ganloss : -121.001299 ∣ generator_nllloss : 5289.649805 ∣ generator_ganloss : 1101.057471 ∣     [  std_z : 0.99  real_sub_fake : 425.28 ]
[  epoch 0030/0040] 2960/4800, lr:2.5e-05 ∣ avg_100 : 32084.162900 ∣ critic_nllloss : 25875.047656 ∣ critic_ganloss : -153.595447 ∣ generator_nllloss : 5185.819531 ∣ generator_ganloss : 1111.369336 ∣     [  std_z : 0.99  real_sub_fake : 453.54 ]
[  epoch 0030/0040] 2970/4800, lr:2.5e-05 ∣ avg_100 : 32083.157277 ∣ critic_nllloss : 26068.636914 ∣ critic_ganloss : -104.512415 ∣ generator_nllloss : 5173.010938 ∣ generator_ganloss : 1108.014160 ∣     [  std_z : 0.99  real_sub_fake : 526.80 ]
[  epoch 0030/0040] 2980/4800, lr:2.5e-05 ∣ avg_100 : 32084.730822 ∣ critic_nllloss : 25860.576758 ∣ critic_ganloss : -113.440115 ∣ generator_nllloss : 5193.212305 ∣ generator_ganloss : 1106.186719 ∣     [  std_z : 1.00  real_sub_fake : 465.72 ]
[  epoch 0030/0040] 2990/4800, lr:2.5e-05 ∣ avg_100 : 32081.648597 ∣ critic_nllloss : 25947.465430 ∣ critic_ganloss : -134.142911 ∣ generator_nllloss : 5131.581055 ∣ generator_ganloss : 1094.609375 ∣     [  std_z : 1.00  real_sub_fake : 523.90 ]
[  epoch 0030/0040] 3000/4800, lr:2.5e-05 ∣ avg_100 : 32077.132688 ∣ critic_nllloss : 25673.470898 ∣ critic_ganloss : -129.358466 ∣ generator_nllloss : 5147.963086 ∣ generator_ganloss : 1106.892529 ∣     [  std_z : 0.99  real_sub_fake : 417.38 ]
[  epoch 0030/0040] 3010/4800, lr:2.5e-05 ∣ avg_100 : 32074.964171 ∣ critic_nllloss : 25967.701758 ∣ critic_ganloss : -158.809825 ∣ generator_nllloss : 5140.627344 ∣ generator_ganloss : 1081.493555 ∣     [  std_z : 0.98  real_sub_fake : 515.97 ]
[  epoch 0030/0040] 3020/4800, lr:2.5e-05 ∣ avg_100 : 32076.194519 ∣ critic_nllloss : 25951.138281 ∣ critic_ganloss : -187.021230 ∣ generator_nllloss : 5194.512109 ∣ generator_ganloss : 1084.967139 ∣     [  std_z : 0.98  real_sub_fake : 625.48 ]
[  epoch 0030/0040] 3030/4800, lr:2.5e-05 ∣ avg_100 : 32076.115840 ∣ critic_nllloss : 26003.042773 ∣ critic_ganloss : -91.163120 ∣ generator_nllloss : 5201.503711 ∣ generator_ganloss : 1126.807666 ∣  [  std_z : 0.99  real_sub_fake : 503.72 ]
[  epoch 0030/0040] 3040/4800, lr:2.5e-05 ∣ avg_100 : 32077.400861 ∣ critic_nllloss : 26043.025781 ∣ critic_ganloss : -189.987976 ∣ generator_nllloss : 5223.200977 ∣ generator_ganloss : 1108.590576 ∣     [  std_z : 1.00  real_sub_fake : 598.21 ]
[  epoch 0030/0040] 3050/4800, lr:2.5e-05 ∣ avg_100 : 32076.348487 ∣ critic_nllloss : 25868.753711 ∣ critic_ganloss : -164.623787 ∣ generator_nllloss : 5184.531250 ∣ generator_ganloss : 1117.930615 ∣     [  std_z : 1.01  real_sub_fake : 513.17 ]
[  epoch 0030/0040] 3060/4800, lr:2.5e-05 ∣ avg_100 : 32076.109928 ∣ critic_nllloss : 25965.335156 ∣ critic_ganloss : -147.336339 ∣ generator_nllloss : 5125.006250 ∣ generator_ganloss : 1125.557324 ∣     [  std_z : 1.00  real_sub_fake : 605.56 ]
[  epoch 0030/0040] 3070/4800, lr:2.5e-05 ∣ avg_100 : 32076.069069 ∣ critic_nllloss : 25800.982422 ∣ critic_ganloss : -95.537550 ∣ generator_nllloss : 5250.786133 ∣ generator_ganloss : 1125.294971 ∣  [  std_z : 0.99  real_sub_fake : 560.63 ]
[  epoch 0030/0040] 3080/4800, lr:2.5e-05 ∣ avg_100 : 32072.684660 ∣ critic_nllloss : 25751.535742 ∣ critic_ganloss : -159.966058 ∣ generator_nllloss : 5182.531836 ∣ generator_ganloss : 1110.920117 ∣     [  std_z : 0.98  real_sub_fake : 516.46 ]
[  epoch 0030/0040] 3090/4800, lr:2.5e-05 ∣ avg_100 : 32070.134640 ∣ critic_nllloss : 25807.807617 ∣ critic_ganloss : -129.828436 ∣ generator_nllloss : 5132.917969 ∣ generator_ganloss : 1105.530664 ∣     [  std_z : 0.99  real_sub_fake : 494.30 ]
[  epoch 0030/0040] 3100/4800, lr:2.5e-05 ∣ avg_100 : 32070.098305 ∣ critic_nllloss : 25984.165625 ∣ critic_ganloss : -114.811958 ∣ generator_nllloss : 5226.217969 ∣ generator_ganloss : 1107.992578 ∣     [  std_z : 1.00  real_sub_fake : 492.55 ]
[  epoch 0030/0040] 3110/4800, lr:2.5e-05 ∣ avg_100 : 32068.392564 ∣ critic_nllloss : 25757.374805 ∣ critic_ganloss : -144.532264 ∣ generator_nllloss : 5137.354883 ∣ generator_ganloss : 1126.403271 ∣     [  std_z : 1.00  real_sub_fake : 488.30 ]
[  epoch 0030/0040] 3120/4800, lr:2.5e-05 ∣ avg_100 : 32067.732423 ∣ critic_nllloss : 26018.721289 ∣ critic_ganloss : -153.551837 ∣ generator_nllloss : 5114.300195 ∣ generator_ganloss : 1119.782568 ∣     [  std_z : 0.99  real_sub_fake : 562.85 ]
[  epoch 0030/0040] 3130/4800, lr:2.5e-05 ∣ avg_100 : 32070.599586 ∣ critic_nllloss : 26088.612695 ∣ critic_ganloss : -176.778105 ∣ generator_nllloss : 5221.901172 ∣ generator_ganloss : 1120.857129 ∣     [  std_z : 0.99  real_sub_fake : 591.45 ]
[  epoch 0030/0040] 3140/4800, lr:2.5e-05 ∣ avg_100 : 32069.113655 ∣ critic_nllloss : 25607.295117 ∣ critic_ganloss : -165.658742 ∣ generator_nllloss : 5139.147852 ∣ generator_ganloss : 1111.500342 ∣     [  std_z : 0.99  real_sub_fake : 615.06 ]
[  epoch 0030/0040] 3150/4800, lr:2.5e-05 ∣ avg_100 : 32068.784994 ∣ critic_nllloss : 25842.225000 ∣ critic_ganloss : -93.955914 ∣ generator_nllloss : 5102.223828 ∣ generator_ganloss : 1114.175000 ∣  [  std_z : 0.99  real_sub_fake : 583.61 ]
[  epoch 0030/0040] 3160/4800, lr:2.5e-05 ∣ avg_100 : 32070.937710 ∣ critic_nllloss : 25945.580859 ∣ critic_ganloss : -135.646194 ∣ generator_nllloss : 5220.769727 ∣ generator_ganloss : 1137.491504 ∣     [  std_z : 1.00  real_sub_fake : 446.24 ]
[  epoch 0030/0040] 3170/4800, lr:2.5e-05 ∣ avg_100 : 32072.056082 ∣ critic_nllloss : 26009.774609 ∣ critic_ganloss : -158.796869 ∣ generator_nllloss : 5207.099414 ∣ generator_ganloss : 1089.888086 ∣     [  std_z : 1.00  real_sub_fake : 559.57 ]
[  epoch 0030/0040] 3180/4800, lr:2.5e-05 ∣ avg_100 : 32073.131129 ∣ critic_nllloss : 25870.160938 ∣ critic_ganloss : -100.782148 ∣ generator_nllloss : 5150.830273 ∣ generator_ganloss : 1122.784326 ∣     [  std_z : 1.00  real_sub_fake : 430.42 ]
[  epoch 0030/0040] 3190/4800, lr:2.5e-05 ∣ avg_100 : 32077.068806 ∣ critic_nllloss : 26001.182422 ∣ critic_ganloss : -141.560408 ∣ generator_nllloss : 5234.908398 ∣ generator_ganloss : 1115.757520 ∣     [  std_z : 1.00  real_sub_fake : 488.52 ]
[  epoch 0030/0040] 3200/4800, lr:2.5e-05 ∣ avg_100 : 32078.510573 ∣ critic_nllloss : 26107.879102 ∣ critic_ganloss : -171.587965 ∣ generator_nllloss : 5284.950586 ∣ generator_ganloss : 1101.861426 ∣     [  std_z : 0.99  real_sub_fake : 630.94 ]
[  epoch 0030/0040] 3210/4800, lr:2.5e-05 ∣ avg_100 : 32079.137714 ∣ critic_nllloss : 26057.089258 ∣ critic_ganloss : -161.411068 ∣ generator_nllloss : 5248.486719 ∣ generator_ganloss : 1142.867188 ∣     [  std_z : 0.98  real_sub_fake : 553.90 ]
[  epoch 0030/0040] 3220/4800, lr:2.5e-05 ∣ avg_100 : 32081.762999 ∣ critic_nllloss : 26035.837695 ∣ critic_ganloss : -132.736852 ∣ generator_nllloss : 5122.463477 ∣ generator_ganloss : 1116.554395 ∣     [  std_z : 0.99  real_sub_fake : 547.20 ]
[  epoch 0030/0040] 3230/4800, lr:2.5e-05 ∣ avg_100 : 32082.870514 ∣ critic_nllloss : 25982.155078 ∣ critic_ganloss : -160.901068 ∣ generator_nllloss : 5157.662891 ∣ generator_ganloss : 1132.302051 ∣     [  std_z : 1.00  real_sub_fake : 547.35 ]
[  epoch 0030/0040] 3240/4800, lr:2.5e-05 ∣ avg_100 : 32083.158516 ∣ critic_nllloss : 26099.563672 ∣ critic_ganloss : -135.997659 ∣ generator_nllloss : 5224.256445 ∣ generator_ganloss : 1110.018945 ∣     [  std_z : 1.00  real_sub_fake : 565.17 ]
[  epoch 0030/0040] 3250/4800, lr:2.5e-05 ∣ avg_100 : 32083.062131 ∣ critic_nllloss : 26093.359766 ∣ critic_ganloss : -162.479297 ∣ generator_nllloss : 5136.490625 ∣ generator_ganloss : 1130.075439 ∣     [  std_z : 1.00  real_sub_fake : 528.77 ]
[  epoch 0030/0040] 3260/4800, lr:2.5e-05 ∣ avg_100 : 32082.688513 ∣ critic_nllloss : 25885.402930 ∣ critic_ganloss : -178.567191 ∣ generator_nllloss : 5184.135938 ∣ generator_ganloss : 1108.875098 ∣     [  std_z : 0.99  real_sub_fake : 568.23 ]
[  epoch 0030/0040] 3270/4800, lr:2.5e-05 ∣ avg_100 : 32079.521892 ∣ critic_nllloss : 25712.571875 ∣ critic_ganloss : -150.943936 ∣ generator_nllloss : 5082.012500 ∣ generator_ganloss : 1120.596143 ∣     [  std_z : 0.99  real_sub_fake : 511.87 ]
[  epoch 0030/0040] 3280/4800, lr:2.5e-05 ∣ avg_100 : 32079.840720 ∣ critic_nllloss : 26084.149219 ∣ critic_ganloss : -147.338461 ∣ generator_nllloss : 5158.092188 ∣ generator_ganloss : 1117.520654 ∣     [  std_z : 1.00  real_sub_fake : 559.36 ]
[  epoch 0030/0040] 3290/4800, lr:2.5e-05 ∣ avg_100 : 32084.672748 ∣ critic_nllloss : 25982.619141 ∣ critic_ganloss : -141.561607 ∣ generator_nllloss : 5202.232617 ∣ generator_ganloss : 1117.999658 ∣     [  std_z : 1.00  real_sub_fake : 551.15 ]
[  epoch 0030/0040] 3300/4800, lr:2.5e-05 ∣ avg_100 : 32089.540522 ∣ critic_nllloss : 26083.027930 ∣ critic_ganloss : -125.527652 ∣ generator_nllloss : 5268.117969 ∣ generator_ganloss : 1124.153955 ∣     [  std_z : 1.00  real_sub_fake : 498.49 ]
[  epoch 0030/0040] 3310/4800, lr:2.5e-05 ∣ avg_100 : 32091.979374 ∣ critic_nllloss : 25929.867383 ∣ critic_ganloss : -124.110802 ∣ generator_nllloss : 5246.477734 ∣ generator_ganloss : 1141.353809 ∣     [  std_z : 0.99  real_sub_fake : 411.74 ]
[  epoch 0030/0040] 3320/4800, lr:2.5e-05 ∣ avg_100 : 32097.556812 ∣ critic_nllloss : 26161.424609 ∣ critic_ganloss : -172.956657 ∣ generator_nllloss : 5200.066016 ∣ generator_ganloss : 1111.620850 ∣     [  std_z : 0.99  real_sub_fake : 559.79 ]
[  epoch 0030/0040] 3330/4800, lr:2.5e-05 ∣ avg_100 : 32094.335785 ∣ critic_nllloss : 25613.662695 ∣ critic_ganloss : -152.455957 ∣ generator_nllloss : 5044.984961 ∣ generator_ganloss : 1116.749463 ∣     [  std_z : 0.99  real_sub_fake : 545.40 ]
[  epoch 0030/0040] 3340/4800, lr:2.5e-05 ∣ avg_100 : 32092.502619 ∣ critic_nllloss : 25918.128320 ∣ critic_ganloss : -140.807527 ∣ generator_nllloss : 5074.731055 ∣ generator_ganloss : 1117.239404 ∣     [  std_z : 1.00  real_sub_fake : 645.88 ]
[  epoch 0030/0040] 3350/4800, lr:2.5e-05 ∣ avg_100 : 32094.016481 ∣ critic_nllloss : 26068.220508 ∣ critic_ganloss : -95.843248 ∣ generator_nllloss : 5206.533203 ∣ generator_ganloss : 1129.520557 ∣  [  std_z : 1.00  real_sub_fake : 535.67 ]
[  epoch 0030/0040] 3360/4800, lr:2.5e-05 ∣ avg_100 : 32091.808592 ∣ critic_nllloss : 25831.874805 ∣ critic_ganloss : -103.034135 ∣ generator_nllloss : 5099.396484 ∣ generator_ganloss : 1142.074170 ∣     [  std_z : 0.99  real_sub_fake : 402.87 ]
[  epoch 0030/0040] 3370/4800, lr:2.5e-05 ∣ avg_100 : 32089.644671 ∣ critic_nllloss : 25789.931055 ∣ critic_ganloss : -131.173956 ∣ generator_nllloss : 5109.634570 ∣ generator_ganloss : 1109.263135 ∣     [  std_z : 0.99  real_sub_fake : 427.54 ]
[  epoch 0030/0040] 3380/4800, lr:2.5e-05 ∣ avg_100 : 32089.053175 ∣ critic_nllloss : 25813.933008 ∣ critic_ganloss : -136.602657 ∣ generator_nllloss : 5100.877148 ∣ generator_ganloss : 1113.130078 ∣     [  std_z : 0.99  real_sub_fake : 448.10 ]
[  epoch 0030/0040] 3390/4800, lr:2.5e-05 ∣ avg_100 : 32089.177158 ∣ critic_nllloss : 25704.507617 ∣ critic_ganloss : -75.438159 ∣ generator_nllloss : 5200.698242 ∣ generator_ganloss : 1117.234082 ∣  [  std_z : 1.00  real_sub_fake : 437.21 ]
[  epoch 0030/0040] 3400/4800, lr:2.5e-05 ∣ avg_100 : 32089.086129 ∣ critic_nllloss : 25942.104883 ∣ critic_ganloss : -174.385596 ∣ generator_nllloss : 5199.717188 ∣ generator_ganloss : 1095.599561 ∣     [  std_z : 0.99  real_sub_fake : 581.63 ]
[  epoch 0030/0040] 3410/4800, lr:2.5e-05 ∣ avg_100 : 32091.873892 ∣ critic_nllloss : 26041.508594 ∣ critic_ganloss : -158.317980 ∣ generator_nllloss : 5207.171094 ∣ generator_ganloss : 1119.529248 ∣     [  std_z : 0.99  real_sub_fake : 512.43 ]
[  epoch 0030/0040] 3420/4800, lr:2.5e-05 ∣ avg_100 : 32093.985202 ∣ critic_nllloss : 25974.873047 ∣ critic_ganloss : -179.353468 ∣ generator_nllloss : 5137.535547 ∣ generator_ganloss : 1107.827393 ∣     [  std_z : 0.98  real_sub_fake : 571.78 ]
[  epoch 0030/0040] 3430/4800, lr:2.5e-05 ∣ avg_100 : 32092.156386 ∣ critic_nllloss : 26036.476367 ∣ critic_ganloss : -99.754163 ∣ generator_nllloss : 5140.592969 ∣ generator_ganloss : 1120.387695 ∣  [  std_z : 0.99  real_sub_fake : 520.67 ]
[  epoch 0030/0040] 3440/4800, lr:2.5e-05 ∣ avg_100 : 32089.554075 ∣ critic_nllloss : 25971.415820 ∣ critic_ganloss : -132.130544 ∣ generator_nllloss : 5143.977930 ∣ generator_ganloss : 1137.583594 ∣     [  std_z : 1.00  real_sub_fake : 470.77 ]
[  epoch 0030/0040] 3450/4800, lr:2.5e-05 ∣ avg_100 : 32089.677202 ∣ critic_nllloss : 25948.632812 ∣ critic_ganloss : -193.080479 ∣ generator_nllloss : 5249.424805 ∣ generator_ganloss : 1110.616797 ∣     [  std_z : 1.00  real_sub_fake : 642.89 ]
[  epoch 0030/0040] 3460/4800, lr:2.5e-05 ∣ avg_100 : 32089.816316 ∣ critic_nllloss : 25877.221094 ∣ critic_ganloss : -134.945799 ∣ generator_nllloss : 5167.508594 ∣ generator_ganloss : 1116.172803 ∣     [  std_z : 1.00  real_sub_fake : 576.64 ]
[  epoch 0030/0040] 3470/4800, lr:2.5e-05 ∣ avg_100 : 32091.765470 ∣ critic_nllloss : 26137.209375 ∣ critic_ganloss : -140.904031 ∣ generator_nllloss : 5223.455078 ∣ generator_ganloss : 1145.272412 ∣     [  std_z : 0.99  real_sub_fake : 493.09 ]
[  epoch 0030/0040] 3480/4800, lr:2.5e-05 ∣ avg_100 : 32091.747248 ∣ critic_nllloss : 25866.968750 ∣ critic_ganloss : -97.975919 ∣ generator_nllloss : 5254.267773 ∣ generator_ganloss : 1126.083203 ∣  [  std_z : 0.99  real_sub_fake : 360.69 ]
[  epoch 0030/0040] 3490/4800, lr:2.5e-05 ∣ avg_100 : 32087.535082 ∣ critic_nllloss : 25771.348047 ∣ critic_ganloss : -89.256913 ∣ generator_nllloss : 5090.623438 ∣ generator_ganloss : 1124.358008 ∣  [  std_z : 0.99  real_sub_fake : 392.70 ]
[  epoch 0030/0040] 3500/4800, lr:2.5e-05 ∣ avg_100 : 32089.153372 ∣ critic_nllloss : 25981.643555 ∣ critic_ganloss : -101.441782 ∣ generator_nllloss : 5280.273242 ∣ generator_ganloss : 1122.286768 ∣     [  std_z : 1.00  real_sub_fake : 388.57 ]
[  epoch 0030/0040] 3510/4800, lr:2.5e-05 ∣ avg_100 : 32089.906964 ∣ critic_nllloss : 25938.270508 ∣ critic_ganloss : -179.162206 ∣ generator_nllloss : 5230.136914 ∣ generator_ganloss : 1103.927197 ∣     [  std_z : 1.00  real_sub_fake : 507.93 ]
[  epoch 0030/0040] 3520/4800, lr:2.5e-05 ∣ avg_100 : 32092.571192 ∣ critic_nllloss : 26001.919336 ∣ critic_ganloss : -126.435371 ∣ generator_nllloss : 5282.054688 ∣ generator_ganloss : 1127.560986 ∣     [  std_z : 0.99  real_sub_fake : 588.03 ]
[  epoch 0030/0040] 3530/4800, lr:2.5e-05 ∣ avg_100 : 32091.583061 ∣ critic_nllloss : 25895.170703 ∣ critic_ganloss : -119.617719 ∣ generator_nllloss : 5152.796484 ∣ generator_ganloss : 1129.618164 ∣     [  std_z : 0.98  real_sub_fake : 436.65 ]
[  epoch 0030/0040] 3540/4800, lr:2.5e-05 ∣ avg_100 : 32090.635143 ∣ critic_nllloss : 25956.221484 ∣ critic_ganloss : -109.114024 ∣ generator_nllloss : 5190.728125 ∣ generator_ganloss : 1119.408203 ∣     [  std_z : 0.99  real_sub_fake : 587.99 ]
[  epoch 0030/0040] 3550/4800, lr:2.5e-05 ∣ avg_100 : 32090.406426 ∣ critic_nllloss : 25906.836133 ∣ critic_ganloss : -142.734010 ∣ generator_nllloss : 5226.855859 ∣ generator_ganloss : 1101.114355 ∣     [  std_z : 1.00  real_sub_fake : 464.14 ]
[  epoch 0030/0040] 3560/4800, lr:2.5e-05 ∣ avg_100 : 32087.548702 ∣ critic_nllloss : 25869.116016 ∣ critic_ganloss : -81.283369 ∣ generator_nllloss : 5102.721094 ∣ generator_ganloss : 1116.338428 ∣  [  std_z : 1.00  real_sub_fake : 483.48 ]
[  epoch 0030/0040] 3570/4800, lr:2.5e-05 ∣ avg_100 : 32088.806316 ∣ critic_nllloss : 25927.306055 ∣ critic_ganloss : -151.445489 ∣ generator_nllloss : 5274.744336 ∣ generator_ganloss : 1120.549023 ∣     [  std_z : 0.99  real_sub_fake : 418.87 ]
[  epoch 0030/0040] 3580/4800, lr:2.5e-05 ∣ avg_100 : 32085.550798 ∣ critic_nllloss : 25669.440820 ∣ critic_ganloss : -141.526598 ∣ generator_nllloss : 5152.686328 ∣ generator_ganloss : 1103.580811 ∣     [  std_z : 0.99  real_sub_fake : 534.59 ]
[  epoch 0030/0040] 3590/4800, lr:2.5e-05 ∣ avg_100 : 32085.785169 ∣ critic_nllloss : 25887.287500 ∣ critic_ganloss : -140.588266 ∣ generator_nllloss : 5131.631055 ∣ generator_ganloss : 1123.903906 ∣     [  std_z : 0.99  real_sub_fake : 506.83 ]
[  epoch 0030/0040] 3600/4800, lr:2.5e-05 ∣ avg_100 : 32085.805019 ∣ critic_nllloss : 25807.741602 ∣ critic_ganloss : -143.905311 ∣ generator_nllloss : 5235.343359 ∣ generator_ganloss : 1090.429883 ∣     [  std_z : 1.00  real_sub_fake : 562.34 ]
[  epoch 0030/0040] 3610/4800, lr:2.5e-05 ∣ avg_100 : 32085.687777 ∣ critic_nllloss : 25605.475195 ∣ critic_ganloss : -78.734496 ∣ generator_nllloss : 5245.707031 ∣ generator_ganloss : 1138.551611 ∣  [  std_z : 0.99  real_sub_fake : 350.44 ]
[  epoch 0030/0040] 3620/4800, lr:2.5e-05 ∣ avg_100 : 32087.878344 ∣ critic_nllloss : 25968.557031 ∣ critic_ganloss : -123.875545 ∣ generator_nllloss : 5320.335352 ∣ generator_ganloss : 1111.527881 ∣     [  std_z : 0.99  real_sub_fake : 373.82 ]
[  epoch 0030/0040] 3630/4800, lr:2.5e-05 ∣ avg_100 : 32089.692185 ∣ critic_nllloss : 26012.308398 ∣ critic_ganloss : -148.257973 ∣ generator_nllloss : 5189.411328 ∣ generator_ganloss : 1100.036768 ∣     [  std_z : 0.98  real_sub_fake : 552.68 ]
[  epoch 0030/0040] 3640/4800, lr:2.5e-05 ∣ avg_100 : 32084.846381 ∣ critic_nllloss : 25876.940430 ∣ critic_ganloss : -127.503906 ∣ generator_nllloss : 5099.243945 ∣ generator_ganloss : 1096.278320 ∣     [  std_z : 0.98  real_sub_fake : 466.17 ]
[  epoch 0030/0040] 3650/4800, lr:2.5e-05 ∣ avg_100 : 32083.563476 ∣ critic_nllloss : 25920.078320 ∣ critic_ganloss : -97.664644 ∣ generator_nllloss : 5127.697266 ∣ generator_ganloss : 1094.869287 ∣  [  std_z : 1.01  real_sub_fake : 465.67 ]
[  epoch 0030/0040] 3660/4800, lr:2.5e-05 ∣ avg_100 : 32084.977140 ∣ critic_nllloss : 26081.900977 ∣ critic_ganloss : -139.376214 ∣ generator_nllloss : 5190.009570 ∣ generator_ganloss : 1126.977197 ∣     [  std_z : 1.02  real_sub_fake : 498.28 ]
[  epoch 0030/0040] 3670/4800, lr:2.5e-05 ∣ avg_100 : 32082.498638 ∣ critic_nllloss : 26005.539844 ∣ critic_ganloss : -172.540919 ∣ generator_nllloss : 5193.683594 ∣ generator_ganloss : 1126.908398 ∣     [  std_z : 1.00  real_sub_fake : 578.37 ]
[  epoch 0030/0040] 3680/4800, lr:2.5e-05 ∣ avg_100 : 32083.130654 ∣ critic_nllloss : 25905.535547 ∣ critic_ganloss : -106.155814 ∣ generator_nllloss : 5208.623438 ∣ generator_ganloss : 1133.705518 ∣     [  std_z : 0.98  real_sub_fake : 458.84 ]
[  epoch 0030/0040] 3690/4800, lr:2.5e-05 ∣ avg_100 : 32087.034043 ∣ critic_nllloss : 25870.135547 ∣ critic_ganloss : -107.020628 ∣ generator_nllloss : 5239.646484 ∣ generator_ganloss : 1123.501367 ∣     [  std_z : 0.97  real_sub_fake : 411.11 ]
[  epoch 0030/0040] 3700/4800, lr:2.5e-05 ∣ avg_100 : 32085.982530 ∣ critic_nllloss : 25822.355078 ∣ critic_ganloss : -118.709154 ∣ generator_nllloss : 5169.591602 ∣ generator_ganloss : 1116.451709 ∣     [  std_z : 0.99  real_sub_fake : 438.48 ]
[  epoch 0030/0040] 3710/4800, lr:2.5e-05 ∣ avg_100 : 32086.925165 ∣ critic_nllloss : 26085.476172 ∣ critic_ganloss : -134.230183 ∣ generator_nllloss : 5242.858008 ∣ generator_ganloss : 1111.789160 ∣     [  std_z : 1.00  real_sub_fake : 517.95 ]
[  epoch 0030/0040] 3720/4800, lr:2.5e-05 ∣ avg_100 : 32088.126466 ∣ critic_nllloss : 26083.812695 ∣ critic_ganloss : -160.931587 ∣ generator_nllloss : 5307.915234 ∣ generator_ganloss : 1106.124316 ∣     [  std_z : 1.00  real_sub_fake : 502.79 ]
[  epoch 0030/0040] 3730/4800, lr:2.5e-05 ∣ avg_100 : 32091.999419 ∣ critic_nllloss : 26065.493359 ∣ critic_ganloss : -183.077942 ∣ generator_nllloss : 5293.119531 ∣ generator_ganloss : 1098.617920 ∣     [  std_z : 1.00  real_sub_fake : 704.10 ]
[  epoch 0030/0040] 3740/4800, lr:2.5e-05 ∣ avg_100 : 32092.489653 ∣ critic_nllloss : 26038.880859 ∣ critic_ganloss : -133.510736 ∣ generator_nllloss : 5190.994727 ∣ generator_ganloss : 1103.431348 ∣     [  std_z : 0.98  real_sub_fake : 755.11 ]
[  epoch 0030/0040] 3750/4800, lr:2.5e-05 ∣ avg_100 : 32091.643704 ∣ critic_nllloss : 25954.263477 ∣ critic_ganloss : -69.835955 ∣ generator_nllloss : 5138.478125 ∣ generator_ganloss : 1143.614941 ∣  [  std_z : 0.98  real_sub_fake : 283.75 ]
[  epoch 0030/0040] 3760/4800, lr:2.5e-05 ∣ avg_100 : 32092.569458 ∣ critic_nllloss : 25834.351758 ∣ critic_ganloss : -126.852660 ∣ generator_nllloss : 5233.011523 ∣ generator_ganloss : 1105.066113 ∣     [  std_z : 0.99  real_sub_fake : 385.30 ]
[  epoch 0030/0040] 3770/4800, lr:2.5e-05 ∣ avg_100 : 32089.174306 ∣ critic_nllloss : 25628.629883 ∣ critic_ganloss : -131.055107 ∣ generator_nllloss : 5152.619141 ∣ generator_ganloss : 1083.489453 ∣     [  std_z : 1.00  real_sub_fake : 434.72 ]
[  epoch 0030/0040] 3780/4800, lr:2.5e-05 ∣ avg_100 : 32088.074519 ∣ critic_nllloss : 25797.177930 ∣ critic_ganloss : -132.705156 ∣ generator_nllloss : 5240.908594 ∣ generator_ganloss : 1104.925342 ∣     [  std_z : 1.01  real_sub_fake : 438.47 ]
[  epoch 0030/0040] 3790/4800, lr:2.5e-05 ∣ avg_100 : 32089.170857 ∣ critic_nllloss : 25741.676758 ∣ critic_ganloss : -115.821561 ∣ generator_nllloss : 5143.006641 ∣ generator_ganloss : 1097.873828 ∣     [  std_z : 1.00  real_sub_fake : 528.19 ]
[  epoch 0030/0040] 3800/4800, lr:2.5e-05 ∣ avg_100 : 32088.194258 ∣ critic_nllloss : 25742.752734 ∣ critic_ganloss : -133.695190 ∣ generator_nllloss : 5239.571484 ∣ generator_ganloss : 1113.290381 ∣     [  std_z : 0.99  real_sub_fake : 464.40 ]
[  epoch 0030/0040] 3810/4800, lr:2.5e-05 ∣ avg_100 : 32090.325235 ∣ critic_nllloss : 26197.013672 ∣ critic_ganloss : -138.163920 ∣ generator_nllloss : 5180.223047 ∣ generator_ganloss : 1125.343848 ∣     [  std_z : 0.98  real_sub_fake : 463.56 ]
[  epoch 0030/0040] 3820/4800, lr:2.5e-05 ∣ avg_100 : 32089.029736 ∣ critic_nllloss : 25864.322461 ∣ critic_ganloss : -101.830913 ∣ generator_nllloss : 5238.640820 ∣ generator_ganloss : 1110.315479 ∣     [  std_z : 0.99  real_sub_fake : 496.80 ]
[  epoch 0030/0040] 3830/4800, lr:2.5e-05 ∣ avg_100 : 32090.579474 ∣ critic_nllloss : 26089.165039 ∣ critic_ganloss : -139.487057 ∣ generator_nllloss : 5171.434570 ∣ generator_ganloss : 1114.908154 ∣     [  std_z : 1.00  real_sub_fake : 508.13 ]
[  epoch 0030/0040] 3840/4800, lr:2.5e-05 ∣ avg_100 : 32092.284494 ∣ critic_nllloss : 25952.609180 ∣ critic_ganloss : -159.925188 ∣ generator_nllloss : 5241.580469 ∣ generator_ganloss : 1117.380420 ∣     [  std_z : 1.00  real_sub_fake : 524.46 ]
[  epoch 0030/0040] 3850/4800, lr:2.5e-05 ∣ avg_100 : 32091.453452 ∣ critic_nllloss : 25796.785938 ∣ critic_ganloss : -158.414984 ∣ generator_nllloss : 5209.047461 ∣ generator_ganloss : 1100.267432 ∣     [  std_z : 0.99  real_sub_fake : 531.95 ]
[  epoch 0030/0040] 3860/4800, lr:2.5e-05 ∣ avg_100 : 32091.282991 ∣ critic_nllloss : 25728.991797 ∣ critic_ganloss : -72.546834 ∣ generator_nllloss : 5150.925781 ∣ generator_ganloss : 1119.704150 ∣  [  std_z : 0.99  real_sub_fake : 518.44 ]
[  epoch 0030/0040] 3870/4800, lr:2.5e-05 ∣ avg_100 : 32091.218315 ∣ critic_nllloss : 26055.347070 ∣ critic_ganloss : -114.720240 ∣ generator_nllloss : 5160.580469 ∣ generator_ganloss : 1124.309717 ∣     [  std_z : 1.00  real_sub_fake : 400.98 ]
[  epoch 0030/0040] 3880/4800, lr:2.5e-05 ∣ avg_100 : 32091.275388 ∣ critic_nllloss : 25986.669531 ∣ critic_ganloss : -184.606320 ∣ generator_nllloss : 5177.875586 ∣ generator_ganloss : 1098.348291 ∣     [  std_z : 1.00  real_sub_fake : 531.77 ]
[  epoch 0030/0040] 3890/4800, lr:2.5e-05 ∣ avg_100 : 32093.911522 ∣ critic_nllloss : 26032.175781 ∣ critic_ganloss : -139.184563 ∣ generator_nllloss : 5246.687695 ∣ generator_ganloss : 1112.178174 ∣     [  std_z : 1.00  real_sub_fake : 546.61 ]
[  epoch 0030/0040] 3900/4800, lr:2.5e-05 ∣ avg_100 : 32092.546028 ∣ critic_nllloss : 25835.849414 ∣ critic_ganloss : -121.999689 ∣ generator_nllloss : 5049.985937 ∣ generator_ganloss : 1098.316162 ∣     [  std_z : 0.99  real_sub_fake : 598.96 ]
[  epoch 0030/0040] 3910/4800, lr:2.5e-05 ∣ avg_100 : 32091.434120 ∣ critic_nllloss : 25931.003516 ∣ critic_ganloss : -150.366565 ∣ generator_nllloss : 5181.789062 ∣ generator_ganloss : 1104.327783 ∣     [  std_z : 0.99  real_sub_fake : 562.68 ]
[  epoch 0030/0040] 3920/4800, lr:2.5e-05 ∣ avg_100 : 32090.254679 ∣ critic_nllloss : 25926.128711 ∣ critic_ganloss : -180.239185 ∣ generator_nllloss : 5230.788281 ∣ generator_ganloss : 1108.907324 ∣     [  std_z : 0.99  real_sub_fake : 562.21 ]
[  epoch 0030/0040] 3930/4800, lr:2.5e-05 ∣ avg_100 : 32089.986010 ∣ critic_nllloss : 25924.447656 ∣ critic_ganloss : -175.817389 ∣ generator_nllloss : 5198.896875 ∣ generator_ganloss : 1102.035840 ∣     [  std_z : 1.00  real_sub_fake : 602.44 ]
[  epoch 0030/0040] 3940/4800, lr:2.5e-05 ∣ avg_100 : 32087.311504 ∣ critic_nllloss : 25705.694922 ∣ critic_ganloss : -116.300865 ∣ generator_nllloss : 5127.360742 ∣ generator_ganloss : 1110.424268 ∣     [  std_z : 1.00  real_sub_fake : 567.58 ]
[  epoch 0030/0040] 3950/4800, lr:2.5e-05 ∣ avg_100 : 32085.243128 ∣ critic_nllloss : 26015.066602 ∣ critic_ganloss : -153.058667 ∣ generator_nllloss : 5144.752734 ∣ generator_ganloss : 1127.356348 ∣     [  std_z : 0.99  real_sub_fake : 575.77 ]
[  epoch 0030/0040] 3960/4800, lr:2.5e-05 ∣ avg_100 : 32086.009494 ∣ critic_nllloss : 25951.657422 ∣ critic_ganloss : -159.740274 ∣ generator_nllloss : 5175.932422 ∣ generator_ganloss : 1127.428125 ∣     [  std_z : 0.98  real_sub_fake : 540.54 ]
[  epoch 0030/0040] 3970/4800, lr:2.5e-05 ∣ avg_100 : 32087.572411 ∣ critic_nllloss : 26146.739648 ∣ critic_ganloss : -122.242056 ∣ generator_nllloss : 5267.559961 ∣ generator_ganloss : 1109.383740 ∣     [  std_z : 0.99  real_sub_fake : 610.77 ]
[  epoch 0030/0040] 3980/4800, lr:2.5e-05 ∣ avg_100 : 32090.062164 ∣ critic_nllloss : 26203.464062 ∣ critic_ganloss : -165.659581 ∣ generator_nllloss : 5153.698242 ∣ generator_ganloss : 1104.008203 ∣     [  std_z : 1.00  real_sub_fake : 592.16 ]
[  epoch 0030/0040] 3990/4800, lr:2.5e-05 ∣ avg_100 : 32089.780481 ∣ critic_nllloss : 25919.071094 ∣ critic_ganloss : -186.858495 ∣ generator_nllloss : 5168.939062 ∣ generator_ganloss : 1110.193018 ∣     [  std_z : 1.00  real_sub_fake : 707.87 ]
[  epoch 0030/0040] 4000/4800, lr:2.5e-05 ∣ avg_100 : 32093.275221 ∣ critic_nllloss : 26010.364258 ∣ critic_ganloss : -169.319696 ∣ generator_nllloss : 5192.556445 ∣ generator_ganloss : 1114.840967 ∣     [  std_z : 1.00  real_sub_fake : 622.19 ]
[  epoch 0030/0040] 4010/4800, lr:2.5e-05 ∣ avg_100 : 32090.846646 ∣ critic_nllloss : 25751.578516 ∣ critic_ganloss : -181.270183 ∣ generator_nllloss : 5123.348242 ∣ generator_ganloss : 1094.498779 ∣     [  std_z : 1.00  real_sub_fake : 589.61 ]
[  epoch 0030/0040] 4020/4800, lr:2.5e-05 ∣ avg_100 : 32091.195031 ∣ critic_nllloss : 25982.890039 ∣ critic_ganloss : -107.108363 ∣ generator_nllloss : 5083.980273 ∣ generator_ganloss : 1118.672852 ∣     [  std_z : 0.99  real_sub_fake : 465.25 ]
[  epoch 0030/0040] 4030/4800, lr:2.5e-05 ∣ avg_100 : 32088.619695 ∣ critic_nllloss : 25897.934180 ∣ critic_ganloss : -168.601309 ∣ generator_nllloss : 5143.790430 ∣ generator_ganloss : 1109.534131 ∣     [  std_z : 1.00  real_sub_fake : 541.45 ]
[  epoch 0030/0040] 4040/4800, lr:2.5e-05 ∣ avg_100 : 32086.374728 ∣ critic_nllloss : 25774.880859 ∣ critic_ganloss : -122.014320 ∣ generator_nllloss : 5185.185156 ∣ generator_ganloss : 1122.280957 ∣     [  std_z : 0.99  real_sub_fake : 634.47 ]
[  epoch 0030/0040] 4050/4800, lr:2.5e-05 ∣ avg_100 : 32086.618104 ∣ critic_nllloss : 25912.777734 ∣ critic_ganloss : -166.926869 ∣ generator_nllloss : 5179.536328 ∣ generator_ganloss : 1105.542187 ∣     [  std_z : 0.98  real_sub_fake : 723.46 ]
[  epoch 0030/0040] 4060/4800, lr:2.5e-05 ∣ avg_100 : 32086.908936 ∣ critic_nllloss : 25985.853516 ∣ critic_ganloss : -179.373748 ∣ generator_nllloss : 5178.710352 ∣ generator_ganloss : 1112.455469 ∣     [  std_z : 0.99  real_sub_fake : 605.47 ]
[  epoch 0030/0040] 4070/4800, lr:2.5e-05 ∣ avg_100 : 32085.401998 ∣ critic_nllloss : 25798.786133 ∣ critic_ganloss : -124.419801 ∣ generator_nllloss : 5146.245117 ∣ generator_ganloss : 1110.220801 ∣     [  std_z : 1.00  real_sub_fake : 463.24 ]
[  epoch 0030/0040] 4080/4800, lr:2.5e-05 ∣ avg_100 : 32085.830185 ∣ critic_nllloss : 25787.217187 ∣ critic_ganloss : -63.325949 ∣ generator_nllloss : 5082.373438 ∣ generator_ganloss : 1121.575586 ∣  [  std_z : 1.01  real_sub_fake : 372.54 ]
[  epoch 0030/0040] 4090/4800, lr:2.5e-05 ∣ avg_100 : 32089.971874 ∣ critic_nllloss : 26028.954297 ∣ critic_ganloss : -109.484200 ∣ generator_nllloss : 5274.592969 ∣ generator_ganloss : 1136.533643 ∣     [  std_z : 1.00  real_sub_fake : 334.24 ]
[  epoch 0030/0040] 4100/4800, lr:2.5e-05 ∣ avg_100 : 32088.481358 ∣ critic_nllloss : 25873.587500 ∣ critic_ganloss : -110.362160 ∣ generator_nllloss : 5163.414648 ∣ generator_ganloss : 1127.872656 ∣     [  std_z : 0.99  real_sub_fake : 364.85 ]
[  epoch 0030/0040] 4110/4800, lr:2.5e-05 ∣ avg_100 : 32090.873860 ∣ critic_nllloss : 25943.308398 ∣ critic_ganloss : -141.449852 ∣ generator_nllloss : 5193.767187 ∣ generator_ganloss : 1120.225195 ∣     [  std_z : 0.98  real_sub_fake : 453.09 ]
[  epoch 0030/0040] 4120/4800, lr:2.5e-05 ∣ avg_100 : 32086.901048 ∣ critic_nllloss : 25616.392969 ∣ critic_ganloss : -143.410411 ∣ generator_nllloss : 5124.493555 ∣ generator_ganloss : 1104.494873 ∣     [  std_z : 0.99  real_sub_fake : 540.26 ]
[  epoch 0030/0040] 4130/4800, lr:2.5e-05 ∣ avg_100 : 32085.710391 ∣ critic_nllloss : 25986.295312 ∣ critic_ganloss : -189.410944 ∣ generator_nllloss : 5230.082617 ∣ generator_ganloss : 1108.560254 ∣     [  std_z : 1.00  real_sub_fake : 584.59 ]
[  epoch 0030/0040] 4140/4800, lr:2.5e-05 ∣ avg_100 : 32092.587788 ∣ critic_nllloss : 26170.558984 ∣ critic_ganloss : -206.852383 ∣ generator_nllloss : 5303.450391 ∣ generator_ganloss : 1112.867285 ∣     [  std_z : 1.01  real_sub_fake : 767.45 ]
[  epoch 0030/0040] 4150/4800, lr:2.5e-05 ∣ avg_100 : 32091.415432 ∣ critic_nllloss : 25717.020313 ∣ critic_ganloss : -130.538744 ∣ generator_nllloss : 5137.726172 ∣ generator_ganloss : 1123.224561 ∣     [  std_z : 1.00  real_sub_fake : 556.35 ]
[  epoch 0030/0040] 4160/4800, lr:2.5e-05 ∣ avg_100 : 32094.304458 ∣ critic_nllloss : 26204.439258 ∣ critic_ganloss : -127.363779 ∣ generator_nllloss : 5266.716797 ∣ generator_ganloss : 1113.306152 ∣     [  std_z : 1.00  real_sub_fake : 525.39 ]
[  epoch 0030/0040] 4170/4800, lr:2.5e-05 ∣ avg_100 : 32093.661121 ∣ critic_nllloss : 26020.543945 ∣ critic_ganloss : -127.150179 ∣ generator_nllloss : 5058.847852 ∣ generator_ganloss : 1131.389941 ∣     [  std_z : 0.99  real_sub_fake : 395.78 ]
[  epoch 0030/0040] 4180/4800, lr:2.5e-05 ∣ avg_100 : 32094.050230 ∣ critic_nllloss : 25919.147070 ∣ critic_ganloss : -128.208376 ∣ generator_nllloss : 5192.664062 ∣ generator_ganloss : 1098.301563 ∣     [  std_z : 0.98  real_sub_fake : 490.31 ]
[  epoch 0030/0040] 4190/4800, lr:2.5e-05 ∣ avg_100 : 32091.489101 ∣ critic_nllloss : 25813.449609 ∣ critic_ganloss : -110.702053 ∣ generator_nllloss : 5126.453125 ∣ generator_ganloss : 1124.974365 ∣     [  std_z : 0.99  real_sub_fake : 452.78 ]
[  epoch 0030/0040] 4200/4800, lr:2.5e-05 ∣ avg_100 : 32090.317227 ∣ critic_nllloss : 25975.802734 ∣ critic_ganloss : -110.001130 ∣ generator_nllloss : 5217.041406 ∣ generator_ganloss : 1123.072754 ∣     [  std_z : 1.00  real_sub_fake : 390.41 ]
[  epoch 0030/0040] 4210/4800, lr:2.5e-05 ∣ avg_100 : 32087.037891 ∣ critic_nllloss : 25883.666602 ∣ critic_ganloss : -144.683436 ∣ generator_nllloss : 5113.412695 ∣ generator_ganloss : 1106.702588 ∣     [  std_z : 1.00  real_sub_fake : 506.53 ]
[  epoch 0030/0040] 4220/4800, lr:2.5e-05 ∣ avg_100 : 32084.933009 ∣ critic_nllloss : 25900.186328 ∣ critic_ganloss : -192.208015 ∣ generator_nllloss : 5126.298633 ∣ generator_ganloss : 1097.353564 ∣     [  std_z : 1.00  real_sub_fake : 560.86 ]
[  epoch 0030/0040] 4230/4800, lr:2.5e-05 ∣ avg_100 : 32087.338217 ∣ critic_nllloss : 26145.140820 ∣ critic_ganloss : -187.477490 ∣ generator_nllloss : 5273.951172 ∣ generator_ganloss : 1120.125293 ∣     [  std_z : 1.00  real_sub_fake : 609.91 ]
[  epoch 0030/0040] 4240/4800, lr:2.5e-05 ∣ avg_100 : 32083.728033 ∣ critic_nllloss : 25844.888477 ∣ critic_ganloss : -137.004945 ∣ generator_nllloss : 5119.199023 ∣ generator_ganloss : 1109.740381 ∣     [  std_z : 0.98  real_sub_fake : 643.82 ]
[  epoch 0030/0040] 4250/4800, lr:2.5e-05 ∣ avg_100 : 32082.291632 ∣ critic_nllloss : 25875.745898 ∣ critic_ganloss : -157.353068 ∣ generator_nllloss : 5184.523828 ∣ generator_ganloss : 1150.889795 ∣     [  std_z : 0.98  real_sub_fake : 541.15 ]
[  epoch 0030/0040] 4260/4800, lr:2.5e-05 ∣ avg_100 : 32083.555336 ∣ critic_nllloss : 25849.061523 ∣ critic_ganloss : 0.369504 ∣ generator_nllloss : 5115.193555 ∣ generator_ganloss : 1161.592578 ∣    [  std_z : 1.00  real_sub_fake : 197.45 ]
[  epoch 0030/0040] 4270/4800, lr:2.5e-05 ∣ avg_100 : 32090.031992 ∣ critic_nllloss : 26089.660156 ∣ critic_ganloss : -31.374295 ∣ generator_nllloss : 5198.081445 ∣ generator_ganloss : 1155.534912 ∣  [  std_z : 1.00  real_sub_fake : 168.07 ]
[  epoch 0030/0040] 4280/4800, lr:2.5e-05 ∣ avg_100 : 32090.033398 ∣ critic_nllloss : 25961.421289 ∣ critic_ganloss : -62.314906 ∣ generator_nllloss : 5165.875781 ∣ generator_ganloss : 1147.582031 ∣  [  std_z : 1.00  real_sub_fake : 188.16 ]
[  epoch 0030/0040] 4290/4800, lr:2.5e-05 ∣ avg_100 : 32092.284053 ∣ critic_nllloss : 26125.556445 ∣ critic_ganloss : -99.746317 ∣ generator_nllloss : 5231.991211 ∣ generator_ganloss : 1128.554004 ∣  [  std_z : 1.00  real_sub_fake : 329.15 ]
[  epoch 0030/0040] 4300/4800, lr:2.5e-05 ∣ avg_100 : 32090.086105 ∣ critic_nllloss : 25962.272852 ∣ critic_ganloss : -92.681448 ∣ generator_nllloss : 5149.214453 ∣ generator_ganloss : 1111.171484 ∣  [  std_z : 0.99  real_sub_fake : 333.50 ]
[  epoch 0030/0040] 4310/4800, lr:2.5e-05 ∣ avg_100 : 32090.302056 ∣ critic_nllloss : 25977.467773 ∣ critic_ganloss : -144.369165 ∣ generator_nllloss : 5272.551953 ∣ generator_ganloss : 1109.532715 ∣     [  std_z : 0.99  real_sub_fake : 499.78 ]
[  epoch 0030/0040] 4320/4800, lr:2.5e-05 ∣ avg_100 : 32088.640176 ∣ critic_nllloss : 25953.135352 ∣ critic_ganloss : -155.019386 ∣ generator_nllloss : 5232.987891 ∣ generator_ganloss : 1102.862939 ∣     [  std_z : 0.99  real_sub_fake : 555.32 ]
[  epoch 0030/0040] 4330/4800, lr:2.5e-05 ∣ avg_100 : 32092.810179 ∣ critic_nllloss : 25933.519336 ∣ critic_ganloss : -152.249130 ∣ generator_nllloss : 5149.135156 ∣ generator_ganloss : 1109.536133 ∣     [  std_z : 1.00  real_sub_fake : 560.55 ]
[  epoch 0030/0040] 4340/4800, lr:2.5e-05 ∣ avg_100 : 32093.708007 ∣ critic_nllloss : 25850.604492 ∣ critic_ganloss : -131.017137 ∣ generator_nllloss : 5208.663672 ∣ generator_ganloss : 1130.822949 ∣     [  std_z : 1.00  real_sub_fake : 467.18 ]
[  epoch 0030/0040] 4350/4800, lr:2.5e-05 ∣ avg_100 : 32090.521653 ∣ critic_nllloss : 25833.722461 ∣ critic_ganloss : -155.980325 ∣ generator_nllloss : 5198.591797 ∣ generator_ganloss : 1113.461719 ∣     [  std_z : 0.99  real_sub_fake : 580.74 ]
[  epoch 0030/0040] 4360/4800, lr:2.5e-05 ∣ avg_100 : 32093.055089 ∣ critic_nllloss : 25958.749219 ∣ critic_ganloss : -112.523097 ∣ generator_nllloss : 5254.443555 ∣ generator_ganloss : 1122.985254 ∣     [  std_z : 0.98  real_sub_fake : 505.56 ]
[  epoch 0030/0040] 4370/4800, lr:2.5e-05 ∣ avg_100 : 32093.167544 ∣ critic_nllloss : 25784.846094 ∣ critic_ganloss : -110.701608 ∣ generator_nllloss : 5097.136914 ∣ generator_ganloss : 1117.618945 ∣     [  std_z : 0.99  real_sub_fake : 396.69 ]
[  epoch 0030/0040] 4380/4800, lr:2.5e-05 ∣ avg_100 : 32095.217417 ∣ critic_nllloss : 26021.030078 ∣ critic_ganloss : -167.291405 ∣ generator_nllloss : 5148.698242 ∣ generator_ganloss : 1093.887939 ∣     [  std_z : 1.00  real_sub_fake : 584.32 ]
[  epoch 0030/0040] 4390/4800, lr:2.5e-05 ∣ avg_100 : 32097.422379 ∣ critic_nllloss : 26092.106445 ∣ critic_ganloss : -218.051480 ∣ generator_nllloss : 5193.446484 ∣ generator_ganloss : 1099.996484 ∣     [  std_z : 1.00  real_sub_fake : 653.00 ]
[  epoch 0030/0040] 4400/4800, lr:2.5e-05 ∣ avg_100 : 32098.156917 ∣ critic_nllloss : 25886.838281 ∣ critic_ganloss : -129.029323 ∣ generator_nllloss : 5242.410742 ∣ generator_ganloss : 1136.270117 ∣     [  std_z : 0.99  real_sub_fake : 605.78 ]
[  epoch 0030/0040] 4410/4800, lr:2.5e-05 ∣ avg_100 : 32096.703741 ∣ critic_nllloss : 25935.299023 ∣ critic_ganloss : -137.017661 ∣ generator_nllloss : 5140.811133 ∣ generator_ganloss : 1125.480908 ∣     [  std_z : 0.99  real_sub_fake : 536.43 ]
[  epoch 0030/0040] 4420/4800, lr:2.5e-05 ∣ avg_100 : 32097.419861 ∣ critic_nllloss : 25924.539258 ∣ critic_ganloss : -98.157410 ∣ generator_nllloss : 5151.205078 ∣ generator_ganloss : 1134.907568 ∣  [  std_z : 0.99  real_sub_fake : 505.27 ]
[  epoch 0030/0040] 4430/4800, lr:2.5e-05 ∣ avg_100 : 32093.664190 ∣ critic_nllloss : 25742.851172 ∣ critic_ganloss : -170.091171 ∣ generator_nllloss : 5134.410547 ∣ generator_ganloss : 1114.965283 ∣     [  std_z : 0.99  real_sub_fake : 630.59 ]
[  epoch 0030/0040] 4440/4800, lr:2.5e-05 ∣ avg_100 : 32094.311472 ∣ critic_nllloss : 25948.798047 ∣ critic_ganloss : -148.659298 ∣ generator_nllloss : 5252.255469 ∣ generator_ganloss : 1133.180713 ∣     [  std_z : 1.00  real_sub_fake : 536.58 ]
[  epoch 0030/0040] 4450/4800, lr:2.5e-05 ∣ avg_100 : 32090.591184 ∣ critic_nllloss : 25698.983398 ∣ critic_ganloss : -197.436801 ∣ generator_nllloss : 5143.419727 ∣ generator_ganloss : 1098.598877 ∣     [  std_z : 1.00  real_sub_fake : 665.60 ]
[  epoch 0030/0040] 4460/4800, lr:2.5e-05 ∣ avg_100 : 32092.654887 ∣ critic_nllloss : 26085.618945 ∣ critic_ganloss : -196.335237 ∣ generator_nllloss : 5224.713086 ∣ generator_ganloss : 1118.330127 ∣     [  std_z : 0.99  real_sub_fake : 696.20 ]
[  epoch 0030/0040] 4470/4800, lr:2.5e-05 ∣ avg_100 : 32088.081180 ∣ critic_nllloss : 25776.101367 ∣ critic_ganloss : -110.002393 ∣ generator_nllloss : 5109.610547 ∣ generator_ganloss : 1131.952686 ∣     [  std_z : 0.98  real_sub_fake : 470.83 ]
[  epoch 0030/0040] 4480/4800, lr:2.5e-05 ∣ avg_100 : 32084.625214 ∣ critic_nllloss : 25741.081836 ∣ critic_ganloss : -125.503203 ∣ generator_nllloss : 5073.317773 ∣ generator_ganloss : 1114.850732 ∣     [  std_z : 0.99  real_sub_fake : 431.34 ]
[  epoch 0030/0040] 4490/4800, lr:2.5e-05 ∣ avg_100 : 32083.286928 ∣ critic_nllloss : 25658.015234 ∣ critic_ganloss : -132.272117 ∣ generator_nllloss : 5120.350391 ∣ generator_ganloss : 1117.150537 ∣     [  std_z : 1.00  real_sub_fake : 505.95 ]
[  epoch 0030/0040] 4500/4800, lr:2.5e-05 ∣ avg_100 : 32083.893312 ∣ critic_nllloss : 26076.465430 ∣ critic_ganloss : -129.710709 ∣ generator_nllloss : 5267.441406 ∣ generator_ganloss : 1129.204053 ∣     [  std_z : 1.01  real_sub_fake : 531.48 ]
[  epoch 0030/0040] 4510/4800, lr:2.5e-05 ∣ avg_100 : 32083.262209 ∣ critic_nllloss : 25848.889844 ∣ critic_ganloss : -154.638029 ∣ generator_nllloss : 5205.422070 ∣ generator_ganloss : 1130.388184 ∣     [  std_z : 0.99  real_sub_fake : 518.93 ]
[  epoch 0030/0040] 4520/4800, lr:2.5e-05 ∣ avg_100 : 32080.263560 ∣ critic_nllloss : 25936.625391 ∣ critic_ganloss : -176.680533 ∣ generator_nllloss : 5121.232813 ∣ generator_ganloss : 1104.057031 ∣     [  std_z : 0.98  real_sub_fake : 614.30 ]
[  epoch 0030/0040] 4530/4800, lr:2.5e-05 ∣ avg_100 : 32080.471532 ∣ critic_nllloss : 25966.343164 ∣ critic_ganloss : -217.672005 ∣ generator_nllloss : 5224.555859 ∣ generator_ganloss : 1105.537842 ∣     [  std_z : 0.99  real_sub_fake : 800.13 ]
[  epoch 0030/0040] 4540/4800, lr:2.5e-05 ∣ avg_100 : 32079.950458 ∣ critic_nllloss : 25982.813672 ∣ critic_ganloss : -137.808488 ∣ generator_nllloss : 5136.287500 ∣ generator_ganloss : 1123.843750 ∣     [  std_z : 1.00  real_sub_fake : 634.63 ]
[  epoch 0030/0040] 4550/4800, lr:2.5e-05 ∣ avg_100 : 32078.500970 ∣ critic_nllloss : 25823.188477 ∣ critic_ganloss : -131.817562 ∣ generator_nllloss : 5109.445117 ∣ generator_ganloss : 1146.307520 ∣     [  std_z : 1.01  real_sub_fake : 499.58 ]
[  epoch 0030/0040] 4560/4800, lr:2.5e-05 ∣ avg_100 : 32079.838475 ∣ critic_nllloss : 25915.283594 ∣ critic_ganloss : -115.109985 ∣ generator_nllloss : 5205.504883 ∣ generator_ganloss : 1134.964160 ∣     [  std_z : 1.00  real_sub_fake : 460.48 ]
[  epoch 0030/0040] 4570/4800, lr:2.5e-05 ∣ avg_100 : 32077.890559 ∣ critic_nllloss : 25735.935742 ∣ critic_ganloss : -131.028802 ∣ generator_nllloss : 5233.765625 ∣ generator_ganloss : 1137.689746 ∣     [  std_z : 0.99  real_sub_fake : 456.34 ]
[  epoch 0030/0040] 4580/4800, lr:2.5e-05 ∣ avg_100 : 32079.691944 ∣ critic_nllloss : 25942.306250 ∣ critic_ganloss : -168.175524 ∣ generator_nllloss : 5060.402930 ∣ generator_ganloss : 1129.786230 ∣     [  std_z : 0.98  real_sub_fake : 532.23 ]
[  epoch 0030/0040] 4590/4800, lr:2.5e-05 ∣ avg_100 : 32079.153087 ∣ critic_nllloss : 25842.053711 ∣ critic_ganloss : -127.053548 ∣ generator_nllloss : 5117.675781 ∣ generator_ganloss : 1115.672461 ∣     [  std_z : 0.99  real_sub_fake : 573.24 ]
[  epoch 0030/0040] 4600/4800, lr:2.5e-05 ∣ avg_100 : 32079.309042 ∣ critic_nllloss : 25923.692773 ∣ critic_ganloss : -146.063869 ∣ generator_nllloss : 5102.991797 ∣ generator_ganloss : 1124.584375 ∣     [  std_z : 1.01  real_sub_fake : 492.78 ]
[  epoch 0030/0040] 4610/4800, lr:2.5e-05 ∣ avg_100 : 32081.628802 ∣ critic_nllloss : 25986.910742 ∣ critic_ganloss : -137.546071 ∣ generator_nllloss : 5193.031055 ∣ generator_ganloss : 1100.579590 ∣     [  std_z : 1.00  real_sub_fake : 623.93 ]
[  epoch 0030/0040] 4620/4800, lr:2.5e-05 ∣ avg_100 : 32080.195187 ∣ critic_nllloss : 26072.180469 ∣ critic_ganloss : -195.568703 ∣ generator_nllloss : 5141.308984 ∣ generator_ganloss : 1115.262500 ∣     [  std_z : 0.99  real_sub_fake : 611.25 ]
[  epoch 0030/0040] 4630/4800, lr:2.5e-05 ∣ avg_100 : 32076.214135 ∣ critic_nllloss : 25750.153320 ∣ critic_ganloss : -171.317307 ∣ generator_nllloss : 5062.099023 ∣ generator_ganloss : 1114.458252 ∣     [  std_z : 0.98  real_sub_fake : 604.55 ]
[  epoch 0030/0040] 4640/4800, lr:2.5e-05 ∣ avg_100 : 32077.760587 ∣ critic_nllloss : 25956.632812 ∣ critic_ganloss : -153.378035 ∣ generator_nllloss : 5174.186719 ∣ generator_ganloss : 1122.162549 ∣     [  std_z : 0.98  real_sub_fake : 584.61 ]
[  epoch 0030/0040] 4650/4800, lr:2.5e-05 ∣ avg_100 : 32077.076058 ∣ critic_nllloss : 25841.268359 ∣ critic_ganloss : -162.253656 ∣ generator_nllloss : 5200.898047 ∣ generator_ganloss : 1096.614551 ∣     [  std_z : 0.99  real_sub_fake : 692.63 ]
[  epoch 0030/0040] 4660/4800, lr:2.5e-05 ∣ avg_100 : 32077.309151 ∣ critic_nllloss : 26023.027734 ∣ critic_ganloss : -92.331224 ∣ generator_nllloss : 5224.879102 ∣ generator_ganloss : 1127.245264 ∣  [  std_z : 1.00  real_sub_fake : 517.71 ]
[  epoch 0030/0040] 4670/4800, lr:2.5e-05 ∣ avg_100 : 32076.472420 ∣ critic_nllloss : 25916.374219 ∣ critic_ganloss : -106.427464 ∣ generator_nllloss : 5151.417383 ∣ generator_ganloss : 1108.553662 ∣     [  std_z : 1.00  real_sub_fake : 423.06 ]
[  epoch 0030/0040] 4680/4800, lr:2.5e-05 ∣ avg_100 : 32076.713202 ∣ critic_nllloss : 25966.111523 ∣ critic_ganloss : -104.668501 ∣ generator_nllloss : 5198.103125 ∣ generator_ganloss : 1106.240723 ∣     [  std_z : 1.00  real_sub_fake : 414.96 ]
[  epoch 0030/0040] 4690/4800, lr:2.5e-05 ∣ avg_100 : 32073.681178 ∣ critic_nllloss : 25674.547070 ∣ critic_ganloss : -138.056028 ∣ generator_nllloss : 5174.736719 ∣ generator_ganloss : 1111.832617 ∣     [  std_z : 0.98  real_sub_fake : 424.67 ]
[  epoch 0030/0040] 4700/4800, lr:2.5e-05 ∣ avg_100 : 32073.394653 ∣ critic_nllloss : 25882.254297 ∣ critic_ganloss : -141.920503 ∣ generator_nllloss : 5116.160937 ∣ generator_ganloss : 1104.541943 ∣     [  std_z : 0.98  real_sub_fake : 522.97 ]
[  epoch 0030/0040] 4710/4800, lr:2.5e-05 ∣ avg_100 : 32073.799258 ∣ critic_nllloss : 26127.529492 ∣ critic_ganloss : -124.999818 ∣ generator_nllloss : 5222.808594 ∣ generator_ganloss : 1121.015430 ∣     [  std_z : 0.99  real_sub_fake : 486.09 ]
[  epoch 0030/0040] 4720/4800, lr:2.5e-05 ∣ avg_100 : 32071.519751 ∣ critic_nllloss : 25910.243750 ∣ critic_ganloss : -117.683912 ∣ generator_nllloss : 5196.180078 ∣ generator_ganloss : 1120.230029 ∣     [  std_z : 1.00  real_sub_fake : 463.02 ]
[  epoch 0030/0040] 4730/4800, lr:2.5e-05 ∣ avg_100 : 32069.082899 ∣ critic_nllloss : 25958.651562 ∣ critic_ganloss : -169.617410 ∣ generator_nllloss : 5119.922852 ∣ generator_ganloss : 1121.510645 ∣     [  std_z : 1.00  real_sub_fake : 511.44 ]
[  epoch 0030/0040] 4740/4800, lr:2.5e-05 ∣ avg_100 : 32067.913454 ∣ critic_nllloss : 25974.210156 ∣ critic_ganloss : -163.231306 ∣ generator_nllloss : 5143.721289 ∣ generator_ganloss : 1128.151562 ∣     [  std_z : 0.99  real_sub_fake : 533.07 ]
[  epoch 0030/0040] 4750/4800, lr:2.5e-05 ∣ avg_100 : 32068.440030 ∣ critic_nllloss : 25976.986328 ∣ critic_ganloss : -163.564108 ∣ generator_nllloss : 5264.006250 ∣ generator_ganloss : 1141.749707 ∣     [  std_z : 0.99  real_sub_fake : 562.70 ]
[  epoch 0030/0040] 4760/4800, lr:2.5e-05 ∣ avg_100 : 32068.572556 ∣ critic_nllloss : 25967.820312 ∣ critic_ganloss : -207.755883 ∣ generator_nllloss : 5180.535937 ∣ generator_ganloss : 1118.229053 ∣     [  std_z : 0.99  real_sub_fake : 705.65 ]
[  epoch 0030/0040] 4770/4800, lr:2.5e-05 ∣ avg_100 : 32072.571222 ∣ critic_nllloss : 25979.296680 ∣ critic_ganloss : -197.691507 ∣ generator_nllloss : 5209.208398 ∣ generator_ganloss : 1142.736328 ∣     [  std_z : 1.00  real_sub_fake : 646.04 ]
[  epoch 0030/0040] 4780/4800, lr:2.5e-05 ∣ avg_100 : 32075.838927 ∣ critic_nllloss : 26005.988477 ∣ critic_ganloss : -91.983278 ∣ generator_nllloss : 5274.436133 ∣ generator_ganloss : 1148.635889 ∣  [  std_z : 1.00  real_sub_fake : 625.17 ]
[  epoch 0030/0040] 4790/4800, lr:2.5e-05 ∣ avg_100 : 32077.938828 ∣ critic_nllloss : 25917.655273 ∣ critic_ganloss : -147.399908 ∣ generator_nllloss : 5164.926367 ∣ generator_ganloss : 1141.544092 ∣     [  std_z : 1.00  real_sub_fake : 521.19 ]
[  epoch 0030/0040] 4800/4800, lr:1.3e-05 ∣ avg_100 : 32078.155902 ∣ critic_nllloss : 25789.094336 ∣ critic_ganloss : -154.685130 ∣ generator_nllloss : 5225.707031 ∣ generator_ganloss : 1123.510498 ∣     [  std_z : 0.99  real_sub_fake : 605.71 ]
[    val 030    ] Done! KLD: 0.035071: 0.0087086:03, total: 1 day, 6:24:11                  
[  epoch 0031/0040] 0010/4800, lr:1.3e-05 ∣ avg_100 : 32076.541875 ∣ critic_nllloss : 25988.154883 ∣ critic_ganloss : -125.713313 ∣ generator_nllloss : 5194.762891 ∣ generator_ganloss : 1145.809473 ∣     [  std_z : 0.99  real_sub_fake : 482.64 ]
[  epoch 0031/0040] 0020/4800, lr:1.3e-05 ∣ avg_100 : 32077.508624 ∣ critic_nllloss : 26031.581836 ∣ critic_ganloss : -146.047752 ∣ generator_nllloss : 5203.987891 ∣ generator_ganloss : 1118.600781 ∣     [  std_z : 0.99  real_sub_fake : 563.19 ]
[  epoch 0031/0040] 0030/4800, lr:1.3e-05 ∣ avg_100 : 32078.307952 ∣ critic_nllloss : 26080.708398 ∣ critic_ganloss : -139.172626 ∣ generator_nllloss : 5247.129102 ∣ generator_ganloss : 1127.288672 ∣     [  std_z : 1.00  real_sub_fake : 555.47 ]
[  epoch 0031/0040] 0040/4800, lr:1.3e-05 ∣ avg_100 : 32075.003814 ∣ critic_nllloss : 25781.276758 ∣ critic_ganloss : -149.595114 ∣ generator_nllloss : 5058.770703 ∣ generator_ganloss : 1130.778711 ∣     [  std_z : 0.99  real_sub_fake : 530.91 ]
[  epoch 0031/0040] 0050/4800, lr:1.3e-05 ∣ avg_100 : 32073.750989 ∣ critic_nllloss : 25746.208594 ∣ critic_ganloss : -143.639552 ∣ generator_nllloss : 5091.020508 ∣ generator_ganloss : 1128.813867 ∣     [  std_z : 0.99  real_sub_fake : 510.00 ]
[  epoch 0031/0040] 0060/4800, lr:1.3e-05 ∣ avg_100 : 32077.099526 ∣ critic_nllloss : 26128.373437 ∣ critic_ganloss : -152.631856 ∣ generator_nllloss : 5153.197656 ∣ generator_ganloss : 1132.989355 ∣     [  std_z : 0.99  real_sub_fake : 588.53 ]
[  epoch 0031/0040] 0070/4800, lr:1.3e-05 ∣ avg_100 : 32075.160248 ∣ critic_nllloss : 25793.721875 ∣ critic_ganloss : -108.320802 ∣ generator_nllloss : 5206.026367 ∣ generator_ganloss : 1140.161719 ∣     [  std_z : 0.99  real_sub_fake : 529.75 ]
[  epoch 0031/0040] 0080/4800, lr:1.3e-05 ∣ avg_100 : 32076.253123 ∣ critic_nllloss : 25963.459766 ∣ critic_ganloss : -146.464172 ∣ generator_nllloss : 5238.231445 ∣ generator_ganloss : 1132.347559 ∣     [  std_z : 0.99  real_sub_fake : 520.74 ]
[  epoch 0031/0040] 0090/4800, lr:1.3e-05 ∣ avg_100 : 32073.692349 ∣ critic_nllloss : 25826.606445 ∣ critic_ganloss : -200.428584 ∣ generator_nllloss : 5233.209375 ∣ generator_ganloss : 1136.392480 ∣     [  std_z : 0.99  real_sub_fake : 585.40 ]
[  epoch 0031/0040] 0100/4800, lr:1.3e-05 ∣ avg_100 : 32075.426821 ∣ critic_nllloss : 25892.735938 ∣ critic_ganloss : -181.415457 ∣ generator_nllloss : 5185.971875 ∣ generator_ganloss : 1138.306641 ∣     [  std_z : 0.99  real_sub_fake : 615.86 ]
[  epoch 0031/0040] 0110/4800, lr:1.3e-05 ∣ avg_100 : 32076.067249 ∣ critic_nllloss : 25889.284766 ∣ critic_ganloss : -111.270787 ∣ generator_nllloss : 5206.004297 ∣ generator_ganloss : 1146.778369 ∣     [  std_z : 1.00  real_sub_fake : 557.32 ]
[  epoch 0031/0040] 0120/4800, lr:1.3e-05 ∣ avg_100 : 32076.078095 ∣ critic_nllloss : 25839.084375 ∣ critic_ganloss : -144.205984 ∣ generator_nllloss : 5242.838281 ∣ generator_ganloss : 1148.953027 ∣     [  std_z : 1.00  real_sub_fake : 490.15 ]
[  epoch 0031/0040] 0130/4800, lr:1.3e-05 ∣ avg_100 : 32078.449240 ∣ critic_nllloss : 26066.077930 ∣ critic_ganloss : -152.197643 ∣ generator_nllloss : 5250.755664 ∣ generator_ganloss : 1122.041553 ∣     [  std_z : 0.99  real_sub_fake : 584.00 ]
[  epoch 0031/0040] 0140/4800, lr:1.3e-05 ∣ avg_100 : 32083.199707 ∣ critic_nllloss : 26048.782227 ∣ critic_ganloss : -131.693315 ∣ generator_nllloss : 5247.523047 ∣ generator_ganloss : 1137.613721 ∣     [  std_z : 0.99  real_sub_fake : 540.11 ]
[  epoch 0031/0040] 0150/4800, lr:1.3e-05 ∣ avg_100 : 32083.139376 ∣ critic_nllloss : 25864.076172 ∣ critic_ganloss : -101.307423 ∣ generator_nllloss : 5221.745898 ∣ generator_ganloss : 1143.569336 ∣     [  std_z : 0.99  real_sub_fake : 487.22 ]
[  epoch 0031/0040] 0160/4800, lr:1.3e-05 ∣ avg_100 : 32082.615013 ∣ critic_nllloss : 25865.477734 ∣ critic_ganloss : -145.720840 ∣ generator_nllloss : 5187.984375 ∣ generator_ganloss : 1135.100146 ∣     [  std_z : 0.99  real_sub_fake : 470.91 ]
[  epoch 0031/0040] 0170/4800, lr:1.3e-05 ∣ avg_100 : 32079.509649 ∣ critic_nllloss : 25953.205664 ∣ critic_ganloss : -113.161041 ∣ generator_nllloss : 5125.247266 ∣ generator_ganloss : 1125.612988 ∣     [  std_z : 0.99  real_sub_fake : 582.97 ]
[  epoch 0031/0040] 0180/4800, lr:1.3e-05 ∣ avg_100 : 32079.930458 ∣ critic_nllloss : 26041.772266 ∣ critic_ganloss : -172.256549 ∣ generator_nllloss : 5325.845898 ∣ generator_ganloss : 1142.230225 ∣     [  std_z : 0.99  real_sub_fake : 499.42 ]
[  epoch 0031/0040] 0190/4800, lr:1.3e-05 ∣ avg_100 : 32083.593994 ∣ critic_nllloss : 26207.104102 ∣ critic_ganloss : -195.722495 ∣ generator_nllloss : 5242.745313 ∣ generator_ganloss : 1123.571289 ∣     [  std_z : 0.99  real_sub_fake : 616.49 ]
[  epoch 0031/0040] 0200/4800, lr:1.3e-05 ∣ avg_100 : 32081.751444 ∣ critic_nllloss : 25799.453516 ∣ critic_ganloss : -168.671178 ∣ generator_nllloss : 5210.391016 ∣ generator_ganloss : 1123.013672 ∣     [  std_z : 0.99  real_sub_fake : 564.52 ]
[  epoch 0031/0040] 0210/4800, lr:1.3e-05 ∣ avg_100 : 32086.721218 ∣ critic_nllloss : 26130.182812 ∣ critic_ganloss : -193.210863 ∣ generator_nllloss : 5206.621680 ∣ generator_ganloss : 1141.539062 ∣     [  std_z : 0.99  real_sub_fake : 673.30 ]
[  epoch 0031/0040] 0220/4800, lr:1.3e-05 ∣ avg_100 : 32088.116719 ∣ critic_nllloss : 26051.250195 ∣ critic_ganloss : -147.931314 ∣ generator_nllloss : 5176.130859 ∣ generator_ganloss : 1138.535205 ∣     [  std_z : 1.00  real_sub_fake : 649.63 ]
[  epoch 0031/0040] 0230/4800, lr:1.3e-05 ∣ avg_100 : 32088.430447 ∣ critic_nllloss : 25773.143359 ∣ critic_ganloss : -82.066566 ∣ generator_nllloss : 5166.996094 ∣ generator_ganloss : 1155.957373 ∣  [  std_z : 0.99  real_sub_fake : 531.21 ]
[  epoch 0031/0040] 0240/4800, lr:1.3e-05 ∣ avg_100 : 32088.278382 ∣ critic_nllloss : 25757.382422 ∣ critic_ganloss : -167.333611 ∣ generator_nllloss : 5206.854102 ∣ generator_ganloss : 1148.223193 ∣     [  std_z : 1.00  real_sub_fake : 520.64 ]
[  epoch 0031/0040] 0250/4800, lr:1.3e-05 ∣ avg_100 : 32087.533263 ∣ critic_nllloss : 25766.071875 ∣ critic_ganloss : -115.195606 ∣ generator_nllloss : 5173.030664 ∣ generator_ganloss : 1132.510547 ∣     [  std_z : 0.99  real_sub_fake : 534.50 ]
[  epoch 0031/0040] 0260/4800, lr:1.3e-05 ∣ avg_100 : 32087.515577 ∣ critic_nllloss : 25932.893750 ∣ critic_ganloss : -167.141748 ∣ generator_nllloss : 5191.441992 ∣ generator_ganloss : 1138.683008 ∣     [  std_z : 0.99  real_sub_fake : 520.50 ]
[  epoch 0031/0040] 0270/4800, lr:1.3e-05 ∣ avg_100 : 32089.689372 ∣ critic_nllloss : 25982.563281 ∣ critic_ganloss : -181.546574 ∣ generator_nllloss : 5222.853906 ∣ generator_ganloss : 1124.341113 ∣     [  std_z : 0.99  real_sub_fake : 596.28 ]
[  epoch 0031/0040] 0280/4800, lr:1.3e-05 ∣ avg_100 : 32090.624011 ∣ critic_nllloss : 25883.404492 ∣ critic_ganloss : -187.154269 ∣ generator_nllloss : 5186.505859 ∣ generator_ganloss : 1138.548096 ∣     [  std_z : 0.99  real_sub_fake : 612.84 ]
[  epoch 0031/0040] 0290/4800, lr:1.3e-05 ∣ avg_100 : 32087.160086 ∣ critic_nllloss : 25843.069141 ∣ critic_ganloss : -153.241008 ∣ generator_nllloss : 5152.973828 ∣ generator_ganloss : 1141.402246 ∣     [  std_z : 0.99  real_sub_fake : 615.11 ]
[  epoch 0031/0040] 0300/4800, lr:1.3e-05 ∣ avg_100 : 32086.379901 ∣ critic_nllloss : 25764.243945 ∣ critic_ganloss : -120.604768 ∣ generator_nllloss : 5186.961328 ∣ generator_ganloss : 1145.893652 ∣     [  std_z : 1.00  real_sub_fake : 576.28 ]
[  epoch 0031/0040] 0310/4800, lr:1.3e-05 ∣ avg_100 : 32088.078375 ∣ critic_nllloss : 26041.351367 ∣ critic_ganloss : -128.600725 ∣ generator_nllloss : 5227.296094 ∣ generator_ganloss : 1145.651562 ∣     [  std_z : 1.00  real_sub_fake : 621.10 ]
[  epoch 0031/0040] 0320/4800, lr:1.3e-05 ∣ avg_100 : 32092.821499 ∣ critic_nllloss : 25927.353516 ∣ critic_ganloss : -129.236845 ∣ generator_nllloss : 5231.410352 ∣ generator_ganloss : 1146.756396 ∣     [  std_z : 0.99  real_sub_fake : 539.31 ]
[  epoch 0031/0040] 0330/4800, lr:1.3e-05 ∣ avg_100 : 32091.505808 ∣ critic_nllloss : 25793.885937 ∣ critic_ganloss : -119.428185 ∣ generator_nllloss : 5190.725977 ∣ generator_ganloss : 1138.774414 ∣     [  std_z : 0.99  real_sub_fake : 463.61 ]
[  epoch 0031/0040] 0340/4800, lr:1.3e-05 ∣ avg_100 : 32088.057217 ∣ critic_nllloss : 25937.766797 ∣ critic_ganloss : -140.960332 ∣ generator_nllloss : 5100.316797 ∣ generator_ganloss : 1138.041943 ∣     [  std_z : 0.99  real_sub_fake : 530.73 ]
[  epoch 0031/0040] 0350/4800, lr:1.3e-05 ∣ avg_100 : 32087.775877 ∣ critic_nllloss : 25708.868359 ∣ critic_ganloss : -182.046193 ∣ generator_nllloss : 5161.090039 ∣ generator_ganloss : 1131.386035 ∣     [  std_z : 0.99  real_sub_fake : 513.13 ]
[  epoch 0031/0040] 0360/4800, lr:1.3e-05 ∣ avg_100 : 32083.917176 ∣ critic_nllloss : 25930.810156 ∣ critic_ganloss : -152.268393 ∣ generator_nllloss : 5166.456641 ∣ generator_ganloss : 1126.229932 ∣     [  std_z : 0.99  real_sub_fake : 572.83 ]
[  epoch 0031/0040] 0370/4800, lr:1.3e-05 ∣ avg_100 : 32084.944998 ∣ critic_nllloss : 26017.022070 ∣ critic_ganloss : -185.226385 ∣ generator_nllloss : 5217.407422 ∣ generator_ganloss : 1137.210693 ∣     [  std_z : 1.00  real_sub_fake : 598.69 ]
[  epoch 0031/0040] 0380/4800, lr:1.3e-05 ∣ avg_100 : 32086.747695 ∣ critic_nllloss : 26132.472461 ∣ critic_ganloss : -164.557553 ∣ generator_nllloss : 5156.711328 ∣ generator_ganloss : 1137.547754 ∣     [  std_z : 1.00  real_sub_fake : 689.29 ]
[  epoch 0031/0040] 0390/4800, lr:1.3e-05 ∣ avg_100 : 32085.662176 ∣ critic_nllloss : 25756.569336 ∣ critic_ganloss : -210.018819 ∣ generator_nllloss : 5153.173047 ∣ generator_ganloss : 1145.899609 ∣     [  std_z : 1.00  real_sub_fake : 633.62 ]
[  epoch 0031/0040] 0400/4800, lr:1.3e-05 ∣ avg_100 : 32084.288161 ∣ critic_nllloss : 25923.728516 ∣ critic_ganloss : -154.660443 ∣ generator_nllloss : 5160.408984 ∣ generator_ganloss : 1139.037207 ∣     [  std_z : 0.99  real_sub_fake : 641.58 ]
[  epoch 0031/0040] 0410/4800, lr:1.3e-05 ∣ avg_100 : 32088.570657 ∣ critic_nllloss : 26128.395898 ∣ critic_ganloss : -150.143259 ∣ generator_nllloss : 5261.433008 ∣ generator_ganloss : 1147.662354 ∣     [  std_z : 0.99  real_sub_fake : 621.28 ]
[  epoch 0031/0040] 0420/4800, lr:1.3e-05 ∣ avg_100 : 32094.541240 ∣ critic_nllloss : 26128.163867 ∣ critic_ganloss : -95.522652 ∣ generator_nllloss : 5340.550391 ∣ generator_ganloss : 1155.497266 ∣  [  std_z : 0.99  real_sub_fake : 523.30 ]
[  epoch 0031/0040] 0430/4800, lr:1.3e-05 ∣ avg_100 : 32087.445032 ∣ critic_nllloss : 25605.358984 ∣ critic_ganloss : -140.619022 ∣ generator_nllloss : 5037.560352 ∣ generator_ganloss : 1139.818652 ∣     [  std_z : 0.99  real_sub_fake : 556.92 ]
[  epoch 0031/0040] 0440/4800, lr:1.3e-05 ∣ avg_100 : 32087.472650 ∣ critic_nllloss : 25891.584375 ∣ critic_ganloss : -162.776389 ∣ generator_nllloss : 5064.544531 ∣ generator_ganloss : 1146.232227 ∣     [  std_z : 1.00  real_sub_fake : 576.45 ]
[  epoch 0031/0040] 0450/4800, lr:1.3e-05 ∣ avg_100 : 32088.982529 ∣ critic_nllloss : 25982.973242 ∣ critic_ganloss : -168.676825 ∣ generator_nllloss : 5235.407031 ∣ generator_ganloss : 1155.090918 ∣     [  std_z : 1.00  real_sub_fake : 473.21 ]
[  epoch 0031/0040] 0460/4800, lr:1.3e-05 ∣ avg_100 : 32087.698010 ∣ critic_nllloss : 25957.024609 ∣ critic_ganloss : -180.965942 ∣ generator_nllloss : 5087.864648 ∣ generator_ganloss : 1133.841943 ∣     [  std_z : 1.00  real_sub_fake : 583.29 ]
[  epoch 0031/0040] 0470/4800, lr:1.3e-05 ∣ avg_100 : 32086.017496 ∣ critic_nllloss : 26056.915625 ∣ critic_ganloss : -196.495901 ∣ generator_nllloss : 5240.246094 ∣ generator_ganloss : 1143.185010 ∣     [  std_z : 0.99  real_sub_fake : 647.72 ]
[  epoch 0031/0040] 0480/4800, lr:1.3e-05 ∣ avg_100 : 32083.931694 ∣ critic_nllloss : 25862.072070 ∣ critic_ganloss : -110.442740 ∣ generator_nllloss : 5110.440234 ∣ generator_ganloss : 1141.914355 ∣     [  std_z : 0.99  real_sub_fake : 659.29 ]
[  epoch 0031/0040] 0490/4800, lr:1.3e-05 ∣ avg_100 : 32079.756210 ∣ critic_nllloss : 25816.663086 ∣ critic_ganloss : -147.281693 ∣ generator_nllloss : 5139.719922 ∣ generator_ganloss : 1159.705664 ∣     [  std_z : 0.98  real_sub_fake : 567.89 ]
[  epoch 0031/0040] 0500/4800, lr:1.3e-05 ∣ avg_100 : 32077.425269 ∣ critic_nllloss : 25770.883398 ∣ critic_ganloss : -164.556498 ∣ generator_nllloss : 5140.819922 ∣ generator_ganloss : 1149.736426 ∣     [  std_z : 0.99  real_sub_fake : 584.04 ]
[  epoch 0031/0040] 0510/4800, lr:1.3e-05 ∣ avg_100 : 32077.940689 ∣ critic_nllloss : 26091.585547 ∣ critic_ganloss : -207.507399 ∣ generator_nllloss : 5260.548828 ∣ generator_ganloss : 1122.098340 ∣     [  std_z : 0.99  real_sub_fake : 699.75 ]
[  epoch 0031/0040] 0520/4800, lr:1.3e-05 ∣ avg_100 : 32077.635531 ∣ critic_nllloss : 25955.674414 ∣ critic_ganloss : -158.333856 ∣ generator_nllloss : 5144.806250 ∣ generator_ganloss : 1161.304150 ∣     [  std_z : 0.99  real_sub_fake : 570.76 ]
[  epoch 0031/0040] 0530/4800, lr:1.3e-05 ∣ avg_100 : 32080.588669 ∣ critic_nllloss : 26092.346680 ∣ critic_ganloss : -138.722633 ∣ generator_nllloss : 5236.589258 ∣ generator_ganloss : 1145.042041 ∣     [  std_z : 1.00  real_sub_fake : 544.36 ]
[  epoch 0031/0040] 0540/4800, lr:1.3e-05 ∣ avg_100 : 32082.386885 ∣ critic_nllloss : 26067.490234 ∣ critic_ganloss : -170.619220 ∣ generator_nllloss : 5191.367578 ∣ generator_ganloss : 1150.656885 ∣     [  std_z : 1.00  real_sub_fake : 610.14 ]
[  epoch 0031/0040] 0550/4800, lr:1.3e-05 ∣ avg_100 : 32084.621574 ∣ critic_nllloss : 25970.665625 ∣ critic_ganloss : -161.412523 ∣ generator_nllloss : 5254.955469 ∣ generator_ganloss : 1149.056006 ∣     [  std_z : 0.99  real_sub_fake : 579.39 ]
[  epoch 0031/0040] 0560/4800, lr:1.3e-05 ∣ avg_100 : 32084.073011 ∣ critic_nllloss : 25944.682812 ∣ critic_ganloss : -132.857028 ∣ generator_nllloss : 5219.005859 ∣ generator_ganloss : 1137.966992 ∣     [  std_z : 0.99  real_sub_fake : 642.64 ]
[  epoch 0031/0040] 0570/4800, lr:1.3e-05 ∣ avg_100 : 32087.069778 ∣ critic_nllloss : 26034.428125 ∣ critic_ganloss : -195.046266 ∣ generator_nllloss : 5189.494531 ∣ generator_ganloss : 1159.700635 ∣     [  std_z : 0.99  real_sub_fake : 580.49 ]
[  epoch 0031/0040] 0580/4800, lr:1.3e-05 ∣ avg_100 : 32087.513131 ∣ critic_nllloss : 25969.608203 ∣ critic_ganloss : -144.714465 ∣ generator_nllloss : 5173.023438 ∣ generator_ganloss : 1142.742969 ∣     [  std_z : 0.99  real_sub_fake : 689.00 ]
[  epoch 0031/0040] 0590/4800, lr:1.3e-05 ∣ avg_100 : 32084.699903 ∣ critic_nllloss : 25752.182617 ∣ critic_ganloss : -171.414661 ∣ generator_nllloss : 5149.941211 ∣ generator_ganloss : 1155.466016 ∣     [  std_z : 0.99  real_sub_fake : 562.15 ]
[  epoch 0031/0040] 0600/4800, lr:1.3e-05 ∣ avg_100 : 32087.317712 ∣ critic_nllloss : 26288.797266 ∣ critic_ganloss : -183.916670 ∣ generator_nllloss : 5145.966602 ∣ generator_ganloss : 1147.423535 ∣     [  std_z : 0.99  real_sub_fake : 598.76 ]
[  epoch 0031/0040] 0610/4800, lr:1.3e-05 ∣ avg_100 : 32088.599202 ∣ critic_nllloss : 25942.249609 ∣ critic_ganloss : -176.725063 ∣ generator_nllloss : 5277.164453 ∣ generator_ganloss : 1150.033398 ∣     [  std_z : 1.00  real_sub_fake : 595.03 ]
[  epoch 0031/0040] 0620/4800, lr:1.3e-05 ∣ avg_100 : 32089.806621 ∣ critic_nllloss : 25957.356445 ∣ critic_ganloss : -99.572924 ∣ generator_nllloss : 5221.284961 ∣ generator_ganloss : 1154.167920 ∣  [  std_z : 1.00  real_sub_fake : 566.90 ]
[  epoch 0031/0040] 0630/4800, lr:1.3e-05 ∣ avg_100 : 32092.598363 ∣ critic_nllloss : 25899.278516 ∣ critic_ganloss : -145.508208 ∣ generator_nllloss : 5192.760938 ∣ generator_ganloss : 1154.778760 ∣     [  std_z : 0.99  real_sub_fake : 544.91 ]
[  epoch 0031/0040] 0640/4800, lr:1.3e-05 ∣ avg_100 : 32092.615061 ∣ critic_nllloss : 25975.749219 ∣ critic_ganloss : -120.828789 ∣ generator_nllloss : 5187.313281 ∣ generator_ganloss : 1145.010986 ∣     [  std_z : 0.99  real_sub_fake : 590.80 ]
[  epoch 0031/0040] 0650/4800, lr:1.3e-05 ∣ avg_100 : 32095.757449 ∣ critic_nllloss : 25865.984180 ∣ critic_ganloss : -114.815526 ∣ generator_nllloss : 5151.820898 ∣ generator_ganloss : 1154.814502 ∣     [  std_z : 0.99  real_sub_fake : 519.69 ]
[  epoch 0031/0040] 0660/4800, lr:1.3e-05 ∣ avg_100 : 32094.255899 ∣ critic_nllloss : 25961.441992 ∣ critic_ganloss : -188.629997 ∣ generator_nllloss : 5190.094922 ∣ generator_ganloss : 1119.264990 ∣     [  std_z : 0.99  real_sub_fake : 625.82 ]
[  epoch 0031/0040] 0670/4800, lr:1.3e-05 ∣ avg_100 : 32097.447692 ∣ critic_nllloss : 26017.420508 ∣ critic_ganloss : -147.306947 ∣ generator_nllloss : 5202.080273 ∣ generator_ganloss : 1154.647705 ∣     [  std_z : 0.99  real_sub_fake : 589.07 ]
[  epoch 0031/0040] 0680/4800, lr:1.3e-05 ∣ avg_100 : 32103.476013 ∣ critic_nllloss : 26101.616211 ∣ critic_ganloss : -136.865371 ∣ generator_nllloss : 5290.459766 ∣ generator_ganloss : 1151.368555 ∣     [  std_z : 0.99  real_sub_fake : 528.60 ]
[  epoch 0031/0040] 0690/4800, lr:1.3e-05 ∣ avg_100 : 32104.851276 ∣ critic_nllloss : 25666.706055 ∣ critic_ganloss : -114.763972 ∣ generator_nllloss : 5201.486719 ∣ generator_ganloss : 1147.341553 ∣     [  std_z : 0.99  real_sub_fake : 512.49 ]
[  epoch 0031/0040] 0700/4800, lr:1.3e-05 ∣ avg_100 : 32102.568345 ∣ critic_nllloss : 25926.837695 ∣ critic_ganloss : -154.378668 ∣ generator_nllloss : 5185.634961 ∣ generator_ganloss : 1157.013086 ∣     [  std_z : 0.99  real_sub_fake : 507.26 ]
[  epoch 0031/0040] 0710/4800, lr:1.3e-05 ∣ avg_100 : 32101.578169 ∣ critic_nllloss : 25741.337305 ∣ critic_ganloss : -183.723746 ∣ generator_nllloss : 5227.600391 ∣ generator_ganloss : 1145.830566 ∣     [  std_z : 0.99  real_sub_fake : 599.64 ]
[  epoch 0031/0040] 0720/4800, lr:1.3e-05 ∣ avg_100 : 32103.492327 ∣ critic_nllloss : 25919.346289 ∣ critic_ganloss : -156.369084 ∣ generator_nllloss : 5262.671094 ∣ generator_ganloss : 1151.002197 ∣     [  std_z : 0.99  real_sub_fake : 568.01 ]
[  epoch 0031/0040] 0730/4800, lr:1.3e-05 ∣ avg_100 : 32103.885496 ∣ critic_nllloss : 25926.791992 ∣ critic_ganloss : -145.967114 ∣ generator_nllloss : 5175.168164 ∣ generator_ganloss : 1162.088721 ∣     [  std_z : 0.99  real_sub_fake : 557.57 ]
[  epoch 0031/0040] 0740/4800, lr:1.3e-05 ∣ avg_100 : 32104.772914 ∣ critic_nllloss : 26001.693359 ∣ critic_ganloss : -192.624855 ∣ generator_nllloss : 5223.244727 ∣ generator_ganloss : 1161.565039 ∣     [  std_z : 0.99  real_sub_fake : 568.02 ]
[  epoch 0031/0040] 0750/4800, lr:1.3e-05 ∣ avg_100 : 32108.099103 ∣ critic_nllloss : 26101.530664 ∣ critic_ganloss : -184.423003 ∣ generator_nllloss : 5212.356445 ∣ generator_ganloss : 1150.278271 ∣     [  std_z : 1.00  real_sub_fake : 621.65 ]
[  epoch 0031/0040] 0760/4800, lr:1.3e-05 ∣ avg_100 : 32108.926491 ∣ critic_nllloss : 26029.555078 ∣ critic_ganloss : -176.453863 ∣ generator_nllloss : 5216.229102 ∣ generator_ganloss : 1154.051123 ∣     [  std_z : 1.00  real_sub_fake : 582.90 ]
[  epoch 0031/0040] 0770/4800, lr:1.3e-05 ∣ avg_100 : 32110.544858 ∣ critic_nllloss : 25927.325195 ∣ critic_ganloss : -171.970767 ∣ generator_nllloss : 5232.856055 ∣ generator_ganloss : 1149.988623 ∣     [  std_z : 1.01  real_sub_fake : 681.25 ]
[  epoch 0031/0040] 0780/4800, lr:1.3e-05 ∣ avg_100 : 32111.372083 ∣ critic_nllloss : 25918.283789 ∣ critic_ganloss : -220.046547 ∣ generator_nllloss : 5194.128906 ∣ generator_ganloss : 1154.676221 ∣     [  std_z : 1.00  real_sub_fake : 653.46 ]
[  epoch 0031/0040] 0790/4800, lr:1.3e-05 ∣ avg_100 : 32111.590256 ∣ critic_nllloss : 25825.260352 ∣ critic_ganloss : -122.474438 ∣ generator_nllloss : 5110.597266 ∣ generator_ganloss : 1156.782471 ∣     [  std_z : 0.99  real_sub_fake : 683.69 ]
[  epoch 0031/0040] 0800/4800, lr:1.3e-05 ∣ avg_100 : 32115.469216 ∣ critic_nllloss : 26150.797266 ∣ critic_ganloss : -105.648029 ∣ generator_nllloss : 5195.310156 ∣ generator_ganloss : 1152.641748 ∣     [  std_z : 0.99  real_sub_fake : 633.59 ]
[  epoch 0031/0040] 0810/4800, lr:1.3e-05 ∣ avg_100 : 32114.133887 ∣ critic_nllloss : 25815.711719 ∣ critic_ganloss : -176.018190 ∣ generator_nllloss : 5225.237891 ∣ generator_ganloss : 1144.510937 ∣     [  std_z : 0.98  real_sub_fake : 605.05 ]
[  epoch 0031/0040] 0820/4800, lr:1.3e-05 ∣ avg_100 : 32113.076440 ∣ critic_nllloss : 25801.368750 ∣ critic_ganloss : -115.806755 ∣ generator_nllloss : 5190.536133 ∣ generator_ganloss : 1151.340430 ∣     [  std_z : 0.99  real_sub_fake : 604.86 ]
[  epoch 0031/0040] 0830/4800, lr:1.3e-05 ∣ avg_100 : 32115.310402 ∣ critic_nllloss : 25921.565430 ∣ critic_ganloss : -156.983337 ∣ generator_nllloss : 5056.470703 ∣ generator_ganloss : 1157.736719 ∣     [  std_z : 0.99  real_sub_fake : 526.86 ]
[  epoch 0031/0040] 0840/4800, lr:1.3e-05 ∣ avg_100 : 32114.966205 ∣ critic_nllloss : 25944.263867 ∣ critic_ganloss : -135.090779 ∣ generator_nllloss : 5101.174219 ∣ generator_ganloss : 1154.837061 ∣     [  std_z : 1.00  real_sub_fake : 585.76 ]
[  epoch 0031/0040] 0850/4800, lr:1.3e-05 ∣ avg_100 : 32114.500952 ∣ critic_nllloss : 25739.409375 ∣ critic_ganloss : -134.005867 ∣ generator_nllloss : 5161.971484 ∣ generator_ganloss : 1162.627002 ∣     [  std_z : 1.00  real_sub_fake : 497.59 ]
[  epoch 0031/0040] 0860/4800, lr:1.3e-05 ∣ avg_100 : 32114.121938 ∣ critic_nllloss : 26042.928711 ∣ critic_ganloss : -140.265373 ∣ generator_nllloss : 5185.807617 ∣ generator_ganloss : 1156.448486 ∣     [  std_z : 1.00  real_sub_fake : 539.97 ]
[  epoch 0031/0040] 0870/4800, lr:1.3e-05 ∣ avg_100 : 32115.125344 ∣ critic_nllloss : 25953.328320 ∣ critic_ganloss : -172.577361 ∣ generator_nllloss : 5228.512500 ∣ generator_ganloss : 1160.994922 ∣     [  std_z : 0.99  real_sub_fake : 548.29 ]
[  epoch 0031/0040] 0880/4800, lr:1.3e-05 ∣ avg_100 : 32112.830240 ∣ critic_nllloss : 25942.961719 ∣ critic_ganloss : -175.466077 ∣ generator_nllloss : 5024.996094 ∣ generator_ganloss : 1143.784717 ∣     [  std_z : 0.99  real_sub_fake : 564.75 ]
[  epoch 0031/0040] 0890/4800, lr:1.3e-05 ∣ avg_100 : 32114.051610 ∣ critic_nllloss : 25867.650977 ∣ critic_ganloss : -186.711256 ∣ generator_nllloss : 5109.125781 ∣ generator_ganloss : 1155.131934 ∣     [  std_z : 1.00  real_sub_fake : 583.38 ]
[  epoch 0031/0040] 0900/4800, lr:1.3e-05 ∣ avg_100 : 32116.276214 ∣ critic_nllloss : 26002.704297 ∣ critic_ganloss : -129.755712 ∣ generator_nllloss : 5148.415234 ∣ generator_ganloss : 1162.133252 ∣     [  std_z : 0.99  real_sub_fake : 522.72 ]
[  epoch 0031/0040] 0910/4800, lr:1.3e-05 ∣ avg_100 : 32114.443358 ∣ critic_nllloss : 26013.522656 ∣ critic_ganloss : -125.274086 ∣ generator_nllloss : 5127.308789 ∣ generator_ganloss : 1147.510742 ∣     [  std_z : 1.00  real_sub_fake : 649.32 ]
[  epoch 0031/0040] 0920/4800, lr:1.3e-05 ∣ avg_100 : 32114.984129 ∣ critic_nllloss : 25960.186133 ∣ critic_ganloss : -118.174911 ∣ generator_nllloss : 5154.217383 ∣ generator_ganloss : 1166.818457 ∣     [  std_z : 1.00  real_sub_fake : 536.51 ]
[  epoch 0031/0040] 0930/4800, lr:1.3e-05 ∣ avg_100 : 32117.008555 ∣ critic_nllloss : 25937.917969 ∣ critic_ganloss : -125.576164 ∣ generator_nllloss : 5255.926758 ∣ generator_ganloss : 1164.641699 ∣     [  std_z : 1.00  real_sub_fake : 512.97 ]
[  epoch 0031/0040] 0940/4800, lr:1.3e-05 ∣ avg_100 : 32118.692284 ∣ critic_nllloss : 25951.330273 ∣ critic_ganloss : -140.496828 ∣ generator_nllloss : 5283.663086 ∣ generator_ganloss : 1156.728027 ∣     [  std_z : 0.99  real_sub_fake : 514.57 ]
[  epoch 0031/0040] 0950/4800, lr:1.3e-05 ∣ avg_100 : 32118.920356 ∣ critic_nllloss : 26036.242578 ∣ critic_ganloss : -133.179810 ∣ generator_nllloss : 5190.112891 ∣ generator_ganloss : 1148.809766 ∣     [  std_z : 0.99  real_sub_fake : 589.83 ]
[  epoch 0031/0040] 0960/4800, lr:1.3e-05 ∣ avg_100 : 32117.222913 ∣ critic_nllloss : 25667.828516 ∣ critic_ganloss : -136.869642 ∣ generator_nllloss : 5211.454687 ∣ generator_ganloss : 1146.671484 ∣     [  std_z : 0.99  real_sub_fake : 512.77 ]
[  epoch 0031/0040] 0970/4800, lr:1.3e-05 ∣ avg_100 : 32116.372102 ∣ critic_nllloss : 25897.460742 ∣ critic_ganloss : -186.066325 ∣ generator_nllloss : 5188.061133 ∣ generator_ganloss : 1149.013281 ∣     [  std_z : 0.99  real_sub_fake : 583.96 ]
[  epoch 0031/0040] 0980/4800, lr:1.3e-05 ∣ avg_100 : 32114.514086 ∣ critic_nllloss : 25976.268359 ∣ critic_ganloss : -204.380572 ∣ generator_nllloss : 5235.813086 ∣ generator_ganloss : 1143.574756 ∣     [  std_z : 0.99  real_sub_fake : 627.35 ]
[  epoch 0031/0040] 0990/4800, lr:1.3e-05 ∣ avg_100 : 32112.569027 ∣ critic_nllloss : 25778.183398 ∣ critic_ganloss : -122.052669 ∣ generator_nllloss : 5073.457227 ∣ generator_ganloss : 1152.631982 ∣     [  std_z : 0.99  real_sub_fake : 591.25 ]
[  epoch 0031/0040] 1000/4800, lr:1.3e-05 ∣ avg_100 : 32112.868769 ∣ critic_nllloss : 25885.188281 ∣ critic_ganloss : -178.646703 ∣ generator_nllloss : 5145.235156 ∣ generator_ganloss : 1161.824170 ∣     [  std_z : 1.00  real_sub_fake : 503.49 ]
[  epoch 0031/0040] 1010/4800, lr:1.3e-05 ∣ avg_100 : 32109.730824 ∣ critic_nllloss : 25793.718164 ∣ critic_ganloss : -185.230235 ∣ generator_nllloss : 5130.572266 ∣ generator_ganloss : 1150.159229 ∣     [  std_z : 1.00  real_sub_fake : 561.46 ]
[  epoch 0031/0040] 1020/4800, lr:1.3e-05 ∣ avg_100 : 32108.672665 ∣ critic_nllloss : 25952.627148 ∣ critic_ganloss : -173.239055 ∣ generator_nllloss : 5167.794141 ∣ generator_ganloss : 1155.124658 ∣     [  std_z : 1.00  real_sub_fake : 650.37 ]
[  epoch 0031/0040] 1030/4800, lr:1.3e-05 ∣ avg_100 : 32106.494066 ∣ critic_nllloss : 25788.845703 ∣ critic_ganloss : -145.707426 ∣ generator_nllloss : 5290.638086 ∣ generator_ganloss : 1164.317236 ∣     [  std_z : 1.00  real_sub_fake : 567.81 ]
[  epoch 0031/0040] 1040/4800, lr:1.3e-05 ∣ avg_100 : 32111.103178 ∣ critic_nllloss : 26033.958398 ∣ critic_ganloss : -136.043219 ∣ generator_nllloss : 5228.909766 ∣ generator_ganloss : 1155.317334 ∣     [  std_z : 0.99  real_sub_fake : 452.03 ]
[  epoch 0031/0040] 1050/4800, lr:1.3e-05 ∣ avg_100 : 32114.068877 ∣ critic_nllloss : 25918.806250 ∣ critic_ganloss : -112.983427 ∣ generator_nllloss : 5175.463281 ∣ generator_ganloss : 1137.687207 ∣     [  std_z : 0.98  real_sub_fake : 559.20 ]
[  epoch 0031/0040] 1060/4800, lr:1.3e-05 ∣ avg_100 : 32113.263103 ∣ critic_nllloss : 25929.470508 ∣ critic_ganloss : -87.512711 ∣ generator_nllloss : 5180.056836 ∣ generator_ganloss : 1159.336572 ∣  [  std_z : 0.99  real_sub_fake : 470.50 ]
[  epoch 0031/0040] 1070/4800, lr:1.3e-05 ∣ avg_100 : 32114.953626 ∣ critic_nllloss : 25900.637500 ∣ critic_ganloss : -103.844336 ∣ generator_nllloss : 5240.260547 ∣ generator_ganloss : 1163.587744 ∣     [  std_z : 0.99  real_sub_fake : 441.34 ]
[  epoch 0031/0040] 1080/4800, lr:1.3e-05 ∣ avg_100 : 32113.438059 ∣ critic_nllloss : 25811.032422 ∣ critic_ganloss : -84.812828 ∣ generator_nllloss : 5176.159375 ∣ generator_ganloss : 1133.638916 ∣  [  std_z : 1.00  real_sub_fake : 470.81 ]
[  epoch 0031/0040] 1090/4800, lr:1.3e-05 ∣ avg_100 : 32110.448825 ∣ critic_nllloss : 25561.777148 ∣ critic_ganloss : -104.900072 ∣ generator_nllloss : 5094.077734 ∣ generator_ganloss : 1145.901562 ∣     [  std_z : 1.00  real_sub_fake : 437.01 ]
[  epoch 0031/0040] 1100/4800, lr:1.3e-05 ∣ avg_100 : 32109.534101 ∣ critic_nllloss : 25758.674805 ∣ critic_ganloss : -156.526954 ∣ generator_nllloss : 5197.684375 ∣ generator_ganloss : 1144.294336 ∣     [  std_z : 1.00  real_sub_fake : 418.63 ]
[  epoch 0031/0040] 1110/4800, lr:1.3e-05 ∣ avg_100 : 32111.149235 ∣ critic_nllloss : 26051.735742 ∣ critic_ganloss : -143.358710 ∣ generator_nllloss : 5250.749609 ∣ generator_ganloss : 1133.183350 ∣     [  std_z : 1.00  real_sub_fake : 512.33 ]
[  epoch 0031/0040] 1120/4800, lr:1.3e-05 ∣ avg_100 : 32110.070658 ∣ critic_nllloss : 25832.249414 ∣ critic_ganloss : -141.893636 ∣ generator_nllloss : 5155.163477 ∣ generator_ganloss : 1133.292773 ∣     [  std_z : 0.99  real_sub_fake : 572.53 ]
[  epoch 0031/0040] 1130/4800, lr:1.3e-05 ∣ avg_100 : 32108.170142 ∣ critic_nllloss : 25874.944922 ∣ critic_ganloss : -156.194198 ∣ generator_nllloss : 5232.184375 ∣ generator_ganloss : 1145.690820 ∣     [  std_z : 0.99  real_sub_fake : 521.37 ]
[  epoch 0031/0040] 1140/4800, lr:1.3e-05 ∣ avg_100 : 32106.056445 ∣ critic_nllloss : 25911.204297 ∣ critic_ganloss : -159.079211 ∣ generator_nllloss : 5186.883594 ∣ generator_ganloss : 1151.847266 ∣     [  std_z : 0.99  real_sub_fake : 501.18 ]
[  epoch 0031/0040] 1150/4800, lr:1.3e-05 ∣ avg_100 : 32103.917804 ∣ critic_nllloss : 25801.581250 ∣ critic_ganloss : -183.101605 ∣ generator_nllloss : 5163.432227 ∣ generator_ganloss : 1132.308008 ∣     [  std_z : 0.99  real_sub_fake : 610.62 ]
[  epoch 0031/0040] 1160/4800, lr:1.3e-05 ∣ avg_100 : 32104.036994 ∣ critic_nllloss : 25915.850391 ∣ critic_ganloss : -173.633275 ∣ generator_nllloss : 5163.196484 ∣ generator_ganloss : 1149.346875 ∣     [  std_z : 0.99  real_sub_fake : 642.90 ]
[  epoch 0031/0040] 1170/4800, lr:1.3e-05 ∣ avg_100 : 32106.542437 ∣ critic_nllloss : 26098.101367 ∣ critic_ganloss : -158.658258 ∣ generator_nllloss : 5250.923242 ∣ generator_ganloss : 1151.082813 ∣     [  std_z : 1.00  real_sub_fake : 579.59 ]
[  epoch 0031/0040] 1180/4800, lr:1.3e-05 ∣ avg_100 : 32102.133549 ∣ critic_nllloss : 25784.763086 ∣ critic_ganloss : -144.359848 ∣ generator_nllloss : 5107.039844 ∣ generator_ganloss : 1149.259961 ∣     [  std_z : 1.00  real_sub_fake : 568.71 ]
[  epoch 0031/0040] 1190/4800, lr:1.3e-05 ∣ avg_100 : 32099.964330 ∣ critic_nllloss : 25943.943945 ∣ critic_ganloss : -211.198277 ∣ generator_nllloss : 5296.474414 ∣ generator_ganloss : 1131.556250 ∣     [  std_z : 1.00  real_sub_fake : 646.53 ]
[  epoch 0031/0040] 1200/4800, lr:1.3e-05 ∣ avg_100 : 32101.065488 ∣ critic_nllloss : 25928.635547 ∣ critic_ganloss : -133.370514 ∣ generator_nllloss : 5129.148633 ∣ generator_ganloss : 1149.889160 ∣     [  std_z : 0.99  real_sub_fake : 628.31 ]
[  epoch 0031/0040] 1210/4800, lr:1.3e-05 ∣ avg_100 : 32100.339791 ∣ critic_nllloss : 26015.521875 ∣ critic_ganloss : -136.000185 ∣ generator_nllloss : 5170.932227 ∣ generator_ganloss : 1162.109033 ∣     [  std_z : 0.99  real_sub_fake : 570.33 ]
[  epoch 0031/0040] 1220/4800, lr:1.3e-05 ∣ avg_100 : 32099.276457 ∣ critic_nllloss : 25877.472852 ∣ critic_ganloss : -162.567412 ∣ generator_nllloss : 5241.896680 ∣ generator_ganloss : 1154.849463 ∣     [  std_z : 0.99  real_sub_fake : 509.89 ]
[  epoch 0031/0040] 1230/4800, lr:1.3e-05 ∣ avg_100 : 32100.698945 ∣ critic_nllloss : 25938.192773 ∣ critic_ganloss : -154.556493 ∣ generator_nllloss : 5230.404102 ∣ generator_ganloss : 1142.238672 ∣     [  std_z : 0.99  real_sub_fake : 613.06 ]
[  epoch 0031/0040] 1240/4800, lr:1.3e-05 ∣ avg_100 : 32103.231842 ∣ critic_nllloss : 26007.881055 ∣ critic_ganloss : -213.470319 ∣ generator_nllloss : 5262.990625 ∣ generator_ganloss : 1141.014453 ∣     [  std_z : 0.99  real_sub_fake : 584.90 ]
[  epoch 0031/0040] 1250/4800, lr:1.3e-05 ∣ avg_100 : 32103.242645 ∣ critic_nllloss : 25784.550000 ∣ critic_ganloss : -117.285155 ∣ generator_nllloss : 5137.144727 ∣ generator_ganloss : 1153.088184 ∣     [  std_z : 1.00  real_sub_fake : 619.03 ]
[  epoch 0031/0040] 1260/4800, lr:1.3e-05 ∣ avg_100 : 32102.322486 ∣ critic_nllloss : 25820.892383 ∣ critic_ganloss : -160.033392 ∣ generator_nllloss : 5199.300977 ∣ generator_ganloss : 1143.701123 ∣     [  std_z : 0.99  real_sub_fake : 566.06 ]
[  epoch 0031/0040] 1270/4800, lr:1.3e-05 ∣ avg_100 : 32102.517970 ∣ critic_nllloss : 26016.014453 ∣ critic_ganloss : -135.694987 ∣ generator_nllloss : 5132.671484 ∣ generator_ganloss : 1154.769141 ∣     [  std_z : 1.00  real_sub_fake : 609.95 ]
[  epoch 0031/0040] 1280/4800, lr:1.3e-05 ∣ avg_100 : 32103.257445 ∣ critic_nllloss : 25919.625586 ∣ critic_ganloss : -151.154501 ∣ generator_nllloss : 5163.556641 ∣ generator_ganloss : 1163.223975 ∣     [  std_z : 0.99  real_sub_fake : 523.60 ]
[  epoch 0031/0040] 1290/4800, lr:1.3e-05 ∣ avg_100 : 32105.294894 ∣ critic_nllloss : 25951.117969 ∣ critic_ganloss : -185.717258 ∣ generator_nllloss : 5269.288867 ∣ generator_ganloss : 1153.259521 ∣     [  std_z : 0.99  real_sub_fake : 583.39 ]
[  epoch 0031/0040] 1300/4800, lr:1.3e-05 ∣ avg_100 : 32105.965781 ∣ critic_nllloss : 25904.774805 ∣ critic_ganloss : -156.798024 ∣ generator_nllloss : 5142.765625 ∣ generator_ganloss : 1152.840430 ∣     [  std_z : 0.99  real_sub_fake : 562.00 ]
[  epoch 0031/0040] 1310/4800, lr:1.3e-05 ∣ avg_100 : 32106.914551 ∣ critic_nllloss : 26069.798828 ∣ critic_ganloss : -127.242599 ∣ generator_nllloss : 5278.304297 ∣ generator_ganloss : 1159.714844 ∣     [  std_z : 0.99  real_sub_fake : 544.88 ]
[  epoch 0031/0040] 1320/4800, lr:1.3e-05 ∣ avg_100 : 32105.441731 ∣ critic_nllloss : 25915.943164 ∣ critic_ganloss : -177.542505 ∣ generator_nllloss : 5159.621094 ∣ generator_ganloss : 1130.979590 ∣     [  std_z : 0.99  real_sub_fake : 679.75 ]
[  epoch 0031/0040] 1330/4800, lr:1.3e-05 ∣ avg_100 : 32108.849162 ∣ critic_nllloss : 26111.258008 ∣ critic_ganloss : -148.672186 ∣ generator_nllloss : 5221.188477 ∣ generator_ganloss : 1160.927002 ∣     [  std_z : 1.00  real_sub_fake : 619.64 ]
[  epoch 0031/0040] 1340/4800, lr:1.3e-05 ∣ avg_100 : 32109.080273 ∣ critic_nllloss : 25845.148438 ∣ critic_ganloss : -161.069894 ∣ generator_nllloss : 5206.715625 ∣ generator_ganloss : 1167.482129 ∣     [  std_z : 1.00  real_sub_fake : 532.32 ]
[  epoch 0031/0040] 1350/4800, lr:1.3e-05 ∣ avg_100 : 32113.125406 ∣ critic_nllloss : 26025.087109 ∣ critic_ganloss : -148.330424 ∣ generator_nllloss : 5195.783008 ∣ generator_ganloss : 1151.271875 ∣     [  std_z : 1.00  real_sub_fake : 622.82 ]
[  epoch 0031/0040] 1360/4800, lr:1.3e-05 ∣ avg_100 : 32112.401775 ∣ critic_nllloss : 25864.629492 ∣ critic_ganloss : -173.176317 ∣ generator_nllloss : 5152.287305 ∣ generator_ganloss : 1155.124756 ∣     [  std_z : 0.99  real_sub_fake : 622.56 ]
[  epoch 0031/0040] 1370/4800, lr:1.3e-05 ∣ avg_100 : 32111.378258 ∣ critic_nllloss : 25835.539062 ∣ critic_ganloss : -115.186868 ∣ generator_nllloss : 5199.966602 ∣ generator_ganloss : 1163.743262 ∣     [  std_z : 0.99  real_sub_fake : 540.54 ]
[  epoch 0031/0040] 1380/4800, lr:1.3e-05 ∣ avg_100 : 32108.435846 ∣ critic_nllloss : 25889.224023 ∣ critic_ganloss : -176.299754 ∣ generator_nllloss : 5095.527344 ∣ generator_ganloss : 1159.481152 ∣     [  std_z : 0.98  real_sub_fake : 571.62 ]
[  epoch 0031/0040] 1390/4800, lr:1.3e-05 ∣ avg_100 : 32111.553273 ∣ critic_nllloss : 26018.124805 ∣ critic_ganloss : -172.070767 ∣ generator_nllloss : 5160.189453 ∣ generator_ganloss : 1151.122461 ∣     [  std_z : 0.99  real_sub_fake : 652.99 ]
[  epoch 0031/0040] 1400/4800, lr:1.3e-05 ∣ avg_100 : 32111.203603 ∣ critic_nllloss : 25788.847461 ∣ critic_ganloss : -148.205753 ∣ generator_nllloss : 5222.024609 ∣ generator_ganloss : 1170.880908 ∣     [  std_z : 0.98  real_sub_fake : 564.55 ]
[  epoch 0031/0040] 1410/4800, lr:1.3e-05 ∣ avg_100 : 32108.439633 ∣ critic_nllloss : 25912.422852 ∣ critic_ganloss : -174.720825 ∣ generator_nllloss : 5208.477539 ∣ generator_ganloss : 1164.771484 ∣     [  std_z : 0.99  real_sub_fake : 562.38 ]
[  epoch 0031/0040] 1420/4800, lr:1.3e-05 ∣ avg_100 : 32102.924363 ∣ critic_nllloss : 25804.889648 ∣ critic_ganloss : -77.805661 ∣ generator_nllloss : 5111.373438 ∣ generator_ganloss : 1138.704443 ∣  [  std_z : 0.99  real_sub_fake : 630.69 ]
[  epoch 0031/0040] 1430/4800, lr:1.3e-05 ∣ avg_100 : 32105.246006 ∣ critic_nllloss : 25717.181250 ∣ critic_ganloss : -163.702272 ∣ generator_nllloss : 5152.688281 ∣ generator_ganloss : 1168.115967 ∣     [  std_z : 1.00  real_sub_fake : 551.10 ]
[  epoch 0031/0040] 1440/4800, lr:1.3e-05 ∣ avg_100 : 32106.540333 ∣ critic_nllloss : 25827.178711 ∣ critic_ganloss : -153.016299 ∣ generator_nllloss : 5235.225391 ∣ generator_ganloss : 1159.629590 ∣     [  std_z : 1.00  real_sub_fake : 553.21 ]
[  epoch 0031/0040] 1450/4800, lr:1.3e-05 ∣ avg_100 : 32104.252356 ∣ critic_nllloss : 25802.264453 ∣ critic_ganloss : -159.603314 ∣ generator_nllloss : 5168.261328 ∣ generator_ganloss : 1165.074268 ∣     [  std_z : 0.99  real_sub_fake : 550.40 ]
[  epoch 0031/0040] 1460/4800, lr:1.3e-05 ∣ avg_100 : 32105.136664 ∣ critic_nllloss : 25887.072461 ∣ critic_ganloss : -137.206929 ∣ generator_nllloss : 5182.822852 ∣ generator_ganloss : 1153.507617 ∣     [  std_z : 0.99  real_sub_fake : 524.81 ]
[  epoch 0031/0040] 1470/4800, lr:1.3e-05 ∣ avg_100 : 32104.179457 ∣ critic_nllloss : 25873.524805 ∣ critic_ganloss : -139.847894 ∣ generator_nllloss : 5260.871484 ∣ generator_ganloss : 1153.581738 ∣     [  std_z : 0.99  real_sub_fake : 588.66 ]
[  epoch 0031/0040] 1480/4800, lr:1.3e-05 ∣ avg_100 : 32105.815150 ∣ critic_nllloss : 26036.187891 ∣ critic_ganloss : -194.348561 ∣ generator_nllloss : 5165.799219 ∣ generator_ganloss : 1159.914697 ∣     [  std_z : 0.99  real_sub_fake : 581.86 ]
[  epoch 0031/0040] 1490/4800, lr:1.3e-05 ∣ avg_100 : 32109.903877 ∣ critic_nllloss : 26159.357422 ∣ critic_ganloss : -149.752638 ∣ generator_nllloss : 5215.903125 ∣ generator_ganloss : 1152.171826 ∣     [  std_z : 1.00  real_sub_fake : 647.13 ]
[  epoch 0031/0040] 1500/4800, lr:1.3e-05 ∣ avg_100 : 32111.754515 ∣ critic_nllloss : 25901.117773 ∣ critic_ganloss : -101.901936 ∣ generator_nllloss : 5107.009766 ∣ generator_ganloss : 1175.721436 ∣     [  std_z : 1.00  real_sub_fake : 467.71 ]
[  epoch 0031/0040] 1510/4800, lr:1.3e-05 ∣ avg_100 : 32111.072482 ∣ critic_nllloss : 26016.216211 ∣ critic_ganloss : -130.192760 ∣ generator_nllloss : 5152.753516 ∣ generator_ganloss : 1159.745020 ∣     [  std_z : 1.00  real_sub_fake : 473.62 ]
[  epoch 0031/0040] 1520/4800, lr:1.3e-05 ∣ avg_100 : 32110.545847 ∣ critic_nllloss : 25897.395898 ∣ critic_ganloss : -138.447681 ∣ generator_nllloss : 5136.337305 ∣ generator_ganloss : 1155.501953 ∣     [  std_z : 1.00  real_sub_fake : 498.87 ]
[  epoch 0031/0040] 1530/4800, lr:1.3e-05 ∣ avg_100 : 32109.497988 ∣ critic_nllloss : 25970.567773 ∣ critic_ganloss : -156.922299 ∣ generator_nllloss : 5256.948047 ∣ generator_ganloss : 1159.875879 ∣     [  std_z : 1.00  real_sub_fake : 509.63 ]
[  epoch 0031/0040] 1540/4800, lr:1.3e-05 ∣ avg_100 : 32106.948694 ∣ critic_nllloss : 25835.035547 ∣ critic_ganloss : -145.266766 ∣ generator_nllloss : 5130.370508 ∣ generator_ganloss : 1163.826855 ∣     [  std_z : 1.00  real_sub_fake : 596.85 ]
[  epoch 0031/0040] 1550/4800, lr:1.3e-05 ∣ avg_100 : 32109.116891 ∣ critic_nllloss : 26104.082031 ∣ critic_ganloss : -138.832470 ∣ generator_nllloss : 5286.197266 ∣ generator_ganloss : 1178.637354 ∣     [  std_z : 1.00  real_sub_fake : 464.23 ]
[  epoch 0031/0040] 1560/4800, lr:1.3e-05 ∣ avg_100 : 32108.577356 ∣ critic_nllloss : 25937.806641 ∣ critic_ganloss : -205.674406 ∣ generator_nllloss : 5229.211719 ∣ generator_ganloss : 1153.501270 ∣     [  std_z : 0.99  real_sub_fake : 556.01 ]
[  epoch 0031/0040] 1570/4800, lr:1.3e-05 ∣ avg_100 : 32106.506649 ∣ critic_nllloss : 25874.734570 ∣ critic_ganloss : -166.141864 ∣ generator_nllloss : 5131.070898 ∣ generator_ganloss : 1141.842676 ∣     [  std_z : 0.99  real_sub_fake : 636.39 ]
[  epoch 0031/0040] 1580/4800, lr:1.3e-05 ∣ avg_100 : 32106.494997 ∣ critic_nllloss : 25898.328125 ∣ critic_ganloss : -162.929214 ∣ generator_nllloss : 5245.224414 ∣ generator_ganloss : 1158.871631 ∣     [  std_z : 0.99  real_sub_fake : 580.21 ]
[  epoch 0031/0040] 1590/4800, lr:1.3e-05 ∣ avg_100 : 32106.254511 ∣ critic_nllloss : 25708.999609 ∣ critic_ganloss : -183.804730 ∣ generator_nllloss : 5186.709961 ∣ generator_ganloss : 1150.221777 ∣     [  std_z : 0.99  real_sub_fake : 606.41 ]
[  epoch 0031/0040] 1600/4800, lr:1.3e-05 ∣ avg_100 : 32104.049280 ∣ critic_nllloss : 25948.200977 ∣ critic_ganloss : -135.283604 ∣ generator_nllloss : 5194.946289 ∣ generator_ganloss : 1169.883936 ∣     [  std_z : 0.98  real_sub_fake : 590.33 ]
[  epoch 0031/0040] 1610/4800, lr:1.3e-05 ∣ avg_100 : 32104.879246 ∣ critic_nllloss : 26076.565625 ∣ critic_ganloss : -171.893538 ∣ generator_nllloss : 5215.379687 ∣ generator_ganloss : 1155.667187 ∣     [  std_z : 0.99  real_sub_fake : 645.04 ]
[  epoch 0031/0040] 1620/4800, lr:1.3e-05 ∣ avg_100 : 32106.027363 ∣ critic_nllloss : 26059.053906 ∣ critic_ganloss : -129.672365 ∣ generator_nllloss : 5255.637305 ∣ generator_ganloss : 1163.029248 ∣     [  std_z : 1.00  real_sub_fake : 613.24 ]
[  epoch 0031/0040] 1630/4800, lr:1.3e-05 ∣ avg_100 : 32103.016293 ∣ critic_nllloss : 25719.132617 ∣ critic_ganloss : -161.098195 ∣ generator_nllloss : 5079.629297 ∣ generator_ganloss : 1162.539355 ∣     [  std_z : 1.00  real_sub_fake : 540.02 ]
[  epoch 0031/0040] 1640/4800, lr:1.3e-05 ∣ avg_100 : 32102.262848 ∣ critic_nllloss : 26012.450977 ∣ critic_ganloss : -151.132596 ∣ generator_nllloss : 5102.243555 ∣ generator_ganloss : 1148.338232 ∣     [  std_z : 1.00  real_sub_fake : 711.79 ]
[  epoch 0031/0040] 1650/4800, lr:1.3e-05 ∣ avg_100 : 32106.729023 ∣ critic_nllloss : 26180.013086 ∣ critic_ganloss : -142.873102 ∣ generator_nllloss : 5294.061914 ∣ generator_ganloss : 1173.219629 ∣     [  std_z : 1.00  real_sub_fake : 494.10 ]
[  epoch 0031/0040] 1660/4800, lr:1.3e-05 ∣ avg_100 : 32111.127982 ∣ critic_nllloss : 26086.805859 ∣ critic_ganloss : -131.785695 ∣ generator_nllloss : 5415.458789 ∣ generator_ganloss : 1151.588867 ∣     [  std_z : 1.00  real_sub_fake : 524.56 ]
[  epoch 0031/0040] 1670/4800, lr:1.3e-05 ∣ avg_100 : 32108.091095 ∣ critic_nllloss : 25823.061719 ∣ critic_ganloss : -149.434062 ∣ generator_nllloss : 5106.917383 ∣ generator_ganloss : 1142.607861 ∣     [  std_z : 0.99  real_sub_fake : 542.83 ]
[  epoch 0031/0040] 1680/4800, lr:1.3e-05 ∣ avg_100 : 32105.281824 ∣ critic_nllloss : 25906.829883 ∣ critic_ganloss : -145.230270 ∣ generator_nllloss : 5212.157617 ∣ generator_ganloss : 1151.894775 ∣     [  std_z : 0.99  real_sub_fake : 511.78 ]
[  epoch 0031/0040] 1690/4800, lr:1.3e-05 ∣ avg_100 : 32105.253114 ∣ critic_nllloss : 25783.325195 ∣ critic_ganloss : -169.284151 ∣ generator_nllloss : 5138.331445 ∣ generator_ganloss : 1145.526855 ∣     [  std_z : 0.99  real_sub_fake : 585.49 ]
[  epoch 0031/0040] 1700/4800, lr:1.3e-05 ∣ avg_100 : 32102.154545 ∣ critic_nllloss : 25712.156055 ∣ critic_ganloss : -154.955789 ∣ generator_nllloss : 5095.509961 ∣ generator_ganloss : 1152.539990 ∣     [  std_z : 0.99  real_sub_fake : 631.64 ]
[  epoch 0031/0040] 1710/4800, lr:1.3e-05 ∣ avg_100 : 32102.541086 ∣ critic_nllloss : 25789.968164 ∣ critic_ganloss : -192.650075 ∣ generator_nllloss : 5221.108008 ∣ generator_ganloss : 1151.272461 ∣     [  std_z : 1.00  real_sub_fake : 566.96 ]
[  epoch 0031/0040] 1720/4800, lr:1.3e-05 ∣ avg_100 : 32100.717700 ∣ critic_nllloss : 25778.985156 ∣ critic_ganloss : -133.334355 ∣ generator_nllloss : 5197.443164 ∣ generator_ganloss : 1151.217920 ∣     [  std_z : 0.99  real_sub_fake : 617.41 ]
[  epoch 0031/0040] 1730/4800, lr:1.3e-05 ∣ avg_100 : 32100.244190 ∣ critic_nllloss : 25962.523242 ∣ critic_ganloss : -168.309262 ∣ generator_nllloss : 5117.204883 ∣ generator_ganloss : 1159.311963 ∣     [  std_z : 0.99  real_sub_fake : 553.60 ]
[  epoch 0031/0040] 1740/4800, lr:1.3e-05 ∣ avg_100 : 32100.121077 ∣ critic_nllloss : 25885.906250 ∣ critic_ganloss : -162.169411 ∣ generator_nllloss : 5305.590625 ∣ generator_ganloss : 1152.239502 ∣     [  std_z : 0.99  real_sub_fake : 603.65 ]
[  epoch 0031/0040] 1750/4800, lr:1.3e-05 ∣ avg_100 : 32099.661374 ∣ critic_nllloss : 25992.740430 ∣ critic_ganloss : -162.492702 ∣ generator_nllloss : 5239.765234 ∣ generator_ganloss : 1163.759082 ∣     [  std_z : 0.99  real_sub_fake : 573.24 ]
[  epoch 0031/0040] 1760/4800, lr:1.3e-05 ∣ avg_100 : 32097.434997 ∣ critic_nllloss : 25800.732812 ∣ critic_ganloss : -182.258516 ∣ generator_nllloss : 5225.786719 ∣ generator_ganloss : 1156.482715 ∣     [  std_z : 1.00  real_sub_fake : 603.41 ]
[  epoch 0031/0040] 1770/4800, lr:1.3e-05 ∣ avg_100 : 32097.365184 ∣ critic_nllloss : 25915.471484 ∣ critic_ganloss : -119.566531 ∣ generator_nllloss : 5176.907812 ∣ generator_ganloss : 1158.405078 ∣     [  std_z : 1.00  real_sub_fake : 631.94 ]
[  epoch 0031/0040] 1780/4800, lr:1.3e-05 ∣ avg_100 : 32096.056135 ∣ critic_nllloss : 25751.182617 ∣ critic_ganloss : -178.357637 ∣ generator_nllloss : 5190.736719 ∣ generator_ganloss : 1152.575781 ∣     [  std_z : 1.00  real_sub_fake : 575.59 ]
[  epoch 0031/0040] 1790/4800, lr:1.3e-05 ∣ avg_100 : 32098.467944 ∣ critic_nllloss : 25935.758203 ∣ critic_ganloss : -110.817252 ∣ generator_nllloss : 5222.729688 ∣ generator_ganloss : 1163.675879 ∣     [  std_z : 0.99  real_sub_fake : 617.66 ]
[  epoch 0031/0040] 1800/4800, lr:1.3e-05 ∣ avg_100 : 32099.139937 ∣ critic_nllloss : 26189.988867 ∣ critic_ganloss : -163.405273 ∣ generator_nllloss : 5270.448633 ∣ generator_ganloss : 1163.268262 ∣     [  std_z : 0.99  real_sub_fake : 572.58 ]
[  epoch 0031/0040] 1810/4800, lr:1.3e-05 ∣ avg_100 : 32099.955173 ∣ critic_nllloss : 25878.541016 ∣ critic_ganloss : -145.941135 ∣ generator_nllloss : 5210.254297 ∣ generator_ganloss : 1148.111719 ∣     [  std_z : 0.99  real_sub_fake : 544.33 ]
[  epoch 0031/0040] 1820/4800, lr:1.3e-05 ∣ avg_100 : 32101.877440 ∣ critic_nllloss : 25990.819336 ∣ critic_ganloss : -200.222809 ∣ generator_nllloss : 5275.800586 ∣ generator_ganloss : 1153.268213 ∣     [  std_z : 0.99  real_sub_fake : 589.78 ]
[  epoch 0031/0040] 1830/4800, lr:1.3e-05 ∣ avg_100 : 32100.975738 ∣ critic_nllloss : 25763.965430 ∣ critic_ganloss : -176.673487 ∣ generator_nllloss : 5153.632617 ∣ generator_ganloss : 1147.694727 ∣     [  std_z : 0.99  real_sub_fake : 590.38 ]
[  epoch 0031/0040] 1840/4800, lr:1.3e-05 ∣ avg_100 : 32099.826710 ∣ critic_nllloss : 25844.115820 ∣ critic_ganloss : -139.413817 ∣ generator_nllloss : 5107.309766 ∣ generator_ganloss : 1138.269824 ∣     [  std_z : 1.00  real_sub_fake : 649.76 ]
[  epoch 0031/0040] 1850/4800, lr:1.3e-05 ∣ avg_100 : 32102.039180 ∣ critic_nllloss : 25940.847070 ∣ critic_ganloss : -156.141521 ∣ generator_nllloss : 5195.491992 ∣ generator_ganloss : 1171.051367 ∣     [  std_z : 1.00  real_sub_fake : 550.87 ]
[  epoch 0031/0040] 1860/4800, lr:1.3e-05 ∣ avg_100 : 32098.440810 ∣ critic_nllloss : 25849.349609 ∣ critic_ganloss : -178.806685 ∣ generator_nllloss : 5070.743164 ∣ generator_ganloss : 1143.796436 ∣     [  std_z : 0.99  real_sub_fake : 637.45 ]
[  epoch 0031/0040] 1870/4800, lr:1.3e-05 ∣ avg_100 : 32095.162109 ∣ critic_nllloss : 25758.366602 ∣ critic_ganloss : -187.534221 ∣ generator_nllloss : 5124.393750 ∣ generator_ganloss : 1147.162061 ∣     [  std_z : 0.99  real_sub_fake : 603.65 ]
[  epoch 0031/0040] 1880/4800, lr:1.3e-05 ∣ avg_100 : 32093.737889 ∣ critic_nllloss : 25670.175977 ∣ critic_ganloss : -103.355446 ∣ generator_nllloss : 5062.177734 ∣ generator_ganloss : 1164.856201 ∣     [  std_z : 0.99  real_sub_fake : 564.94 ]
[  epoch 0031/0040] 1890/4800, lr:1.3e-05 ∣ avg_100 : 32095.090859 ∣ critic_nllloss : 25959.432617 ∣ critic_ganloss : -182.949429 ∣ generator_nllloss : 5145.539844 ∣ generator_ganloss : 1158.471484 ∣     [  std_z : 0.99  real_sub_fake : 674.58 ]
[  epoch 0031/0040] 1900/4800, lr:1.3e-05 ∣ avg_100 : 32095.626405 ∣ critic_nllloss : 25999.284375 ∣ critic_ganloss : -84.067771 ∣ generator_nllloss : 5168.358984 ∣ generator_ganloss : 1153.476025 ∣  [  std_z : 0.99  real_sub_fake : 553.69 ]
[  epoch 0031/0040] 1910/4800, lr:1.3e-05 ∣ avg_100 : 32093.861720 ∣ critic_nllloss : 25797.965039 ∣ critic_ganloss : -152.728967 ∣ generator_nllloss : 5184.227344 ∣ generator_ganloss : 1157.136230 ∣     [  std_z : 1.00  real_sub_fake : 522.13 ]
[  epoch 0031/0040] 1920/4800, lr:1.3e-05 ∣ avg_100 : 32093.631617 ∣ critic_nllloss : 25916.481641 ∣ critic_ganloss : -139.035928 ∣ generator_nllloss : 5201.484766 ∣ generator_ganloss : 1161.106201 ∣     [  std_z : 1.00  real_sub_fake : 490.30 ]
[  epoch 0031/0040] 1930/4800, lr:1.3e-05 ∣ avg_100 : 32092.377928 ∣ critic_nllloss : 25960.999805 ∣ critic_ganloss : -175.882809 ∣ generator_nllloss : 5169.532422 ∣ generator_ganloss : 1152.892041 ∣     [  std_z : 1.00  real_sub_fake : 572.14 ]
[  epoch 0031/0040] 1940/4800, lr:1.3e-05 ∣ avg_100 : 32092.141925 ∣ critic_nllloss : 26025.569141 ∣ critic_ganloss : -126.147020 ∣ generator_nllloss : 5173.989258 ∣ generator_ganloss : 1154.212793 ∣     [  std_z : 1.00  real_sub_fake : 569.10 ]
[  epoch 0031/0040] 1950/4800, lr:1.3e-05 ∣ avg_100 : 32091.165276 ∣ critic_nllloss : 25919.233594 ∣ critic_ganloss : -141.139105 ∣ generator_nllloss : 5207.591602 ∣ generator_ganloss : 1158.634521 ∣     [  std_z : 1.00  real_sub_fake : 501.80 ]
[  epoch 0031/0040] 1960/4800, lr:1.3e-05 ∣ avg_100 : 32094.838957 ∣ critic_nllloss : 26096.406445 ∣ critic_ganloss : -173.491820 ∣ generator_nllloss : 5185.107813 ∣ generator_ganloss : 1148.430615 ∣     [  std_z : 0.99  real_sub_fake : 591.87 ]
[  epoch 0031/0040] 1970/4800, lr:1.3e-05 ∣ avg_100 : 32094.109052 ∣ critic_nllloss : 25849.879492 ∣ critic_ganloss : -156.640785 ∣ generator_nllloss : 5121.842578 ∣ generator_ganloss : 1160.397119 ∣     [  std_z : 0.98  real_sub_fake : 553.24 ]
[  epoch 0031/0040] 1980/4800, lr:1.3e-05 ∣ avg_100 : 32095.031647 ∣ critic_nllloss : 26003.770898 ∣ critic_ganloss : -144.229607 ∣ generator_nllloss : 5228.425391 ∣ generator_ganloss : 1155.568457 ∣     [  std_z : 0.99  real_sub_fake : 605.94 ]
[  epoch 0031/0040] 1990/4800, lr:1.3e-05 ∣ avg_100 : 32098.772093 ∣ critic_nllloss : 26145.167969 ∣ critic_ganloss : -193.598851 ∣ generator_nllloss : 5149.444141 ∣ generator_ganloss : 1155.251221 ∣     [  std_z : 0.99  real_sub_fake : 655.05 ]
[  epoch 0031/0040] 2000/4800, lr:1.3e-05 ∣ avg_100 : 32102.611898 ∣ critic_nllloss : 26150.700000 ∣ critic_ganloss : -158.683116 ∣ generator_nllloss : 5244.852930 ∣ generator_ganloss : 1160.711621 ∣     [  std_z : 0.99  real_sub_fake : 576.23 ]
[  epoch 0031/0040] 2010/4800, lr:1.3e-05 ∣ avg_100 : 32102.856585 ∣ critic_nllloss : 25788.819336 ∣ critic_ganloss : -105.138392 ∣ generator_nllloss : 5064.757227 ∣ generator_ganloss : 1165.249902 ∣     [  std_z : 1.00  real_sub_fake : 571.79 ]
[  epoch 0031/0040] 2020/4800, lr:1.3e-05 ∣ avg_100 : 32101.876852 ∣ critic_nllloss : 25902.637109 ∣ critic_ganloss : -164.204242 ∣ generator_nllloss : 5102.500586 ∣ generator_ganloss : 1163.400195 ∣     [  std_z : 1.00  real_sub_fake : 559.96 ]
[  epoch 0031/0040] 2030/4800, lr:1.3e-05 ∣ avg_100 : 32101.521718 ∣ critic_nllloss : 25909.573828 ∣ critic_ganloss : -126.100879 ∣ generator_nllloss : 5121.541992 ∣ generator_ganloss : 1157.565283 ∣     [  std_z : 1.00  real_sub_fake : 627.71 ]
[  epoch 0031/0040] 2040/4800, lr:1.3e-05 ∣ avg_100 : 32099.232389 ∣ critic_nllloss : 25926.056445 ∣ critic_ganloss : -156.838837 ∣ generator_nllloss : 5124.911719 ∣ generator_ganloss : 1159.080029 ∣     [  std_z : 1.00  real_sub_fake : 551.74 ]
[  epoch 0031/0040] 2050/4800, lr:1.3e-05 ∣ avg_100 : 32098.340943 ∣ critic_nllloss : 25919.942969 ∣ critic_ganloss : -191.015536 ∣ generator_nllloss : 5151.442969 ∣ generator_ganloss : 1149.458301 ∣     [  std_z : 1.00  real_sub_fake : 608.23 ]
[  epoch 0031/0040] 2060/4800, lr:1.3e-05 ∣ avg_100 : 32097.372602 ∣ critic_nllloss : 25854.363867 ∣ critic_ganloss : -154.951756 ∣ generator_nllloss : 5232.615234 ∣ generator_ganloss : 1152.489746 ∣     [  std_z : 0.99  real_sub_fake : 595.05 ]
[  epoch 0031/0040] 2070/4800, lr:1.3e-05 ∣ avg_100 : 32094.087888 ∣ critic_nllloss : 25735.004688 ∣ critic_ganloss : -115.149318 ∣ generator_nllloss : 5085.061523 ∣ generator_ganloss : 1167.253174 ∣     [  std_z : 0.99  real_sub_fake : 496.22 ]
[  epoch 0031/0040] 2080/4800, lr:1.3e-05 ∣ avg_100 : 32098.218878 ∣ critic_nllloss : 26141.855078 ∣ critic_ganloss : -87.422632 ∣ generator_nllloss : 5236.744727 ∣ generator_ganloss : 1157.939746 ∣  [  std_z : 0.99  real_sub_fake : 537.84 ]
[  epoch 0031/0040] 2090/4800, lr:1.3e-05 ∣ avg_100 : 32103.974923 ∣ critic_nllloss : 26057.041211 ∣ critic_ganloss : -162.983606 ∣ generator_nllloss : 5238.701563 ∣ generator_ganloss : 1139.701660 ∣     [  std_z : 0.99  real_sub_fake : 592.17 ]
[  epoch 0031/0040] 2100/4800, lr:1.3e-05 ∣ avg_100 : 32107.152365 ∣ critic_nllloss : 26127.474805 ∣ critic_ganloss : -179.993692 ∣ generator_nllloss : 5171.356250 ∣ generator_ganloss : 1143.033398 ∣     [  std_z : 0.99  real_sub_fake : 587.98 ]
[  epoch 0031/0040] 2110/4800, lr:1.3e-05 ∣ avg_100 : 32105.456641 ∣ critic_nllloss : 25939.017383 ∣ critic_ganloss : -166.302936 ∣ generator_nllloss : 5199.490625 ∣ generator_ganloss : 1150.532568 ∣     [  std_z : 0.99  real_sub_fake : 544.30 ]
[  epoch 0031/0040] 2120/4800, lr:1.3e-05 ∣ avg_100 : 32106.128859 ∣ critic_nllloss : 25842.595703 ∣ critic_ganloss : -121.006137 ∣ generator_nllloss : 5169.345508 ∣ generator_ganloss : 1155.098682 ∣     [  std_z : 1.00  real_sub_fake : 579.24 ]
[  epoch 0031/0040] 2130/4800, lr:1.3e-05 ∣ avg_100 : 32102.620278 ∣ critic_nllloss : 25680.392383 ∣ critic_ganloss : -176.095320 ∣ generator_nllloss : 5083.693359 ∣ generator_ganloss : 1157.777441 ∣     [  std_z : 0.99  real_sub_fake : 496.76 ]
[  epoch 0031/0040] 2140/4800, lr:1.3e-05 ∣ avg_100 : 32103.469130 ∣ critic_nllloss : 25914.709180 ∣ critic_ganloss : -127.565392 ∣ generator_nllloss : 5229.620703 ∣ generator_ganloss : 1158.976611 ∣     [  std_z : 0.99  real_sub_fake : 582.96 ]
[  epoch 0031/0040] 2150/4800, lr:1.3e-05 ∣ avg_100 : 32105.690269 ∣ critic_nllloss : 25927.973047 ∣ critic_ganloss : -124.901395 ∣ generator_nllloss : 5166.798047 ∣ generator_ganloss : 1166.464062 ∣     [  std_z : 0.99  real_sub_fake : 402.98 ]
[  epoch 0031/0040] 2160/4800, lr:1.3e-05 ∣ avg_100 : 32106.060480 ∣ critic_nllloss : 25968.823828 ∣ critic_ganloss : -156.612257 ∣ generator_nllloss : 5148.551953 ∣ generator_ganloss : 1131.018066 ∣     [  std_z : 0.99  real_sub_fake : 537.39 ]
[  epoch 0031/0040] 2170/4800, lr:1.3e-05 ∣ avg_100 : 32105.348980 ∣ critic_nllloss : 26035.970117 ∣ critic_ganloss : -149.426910 ∣ generator_nllloss : 5246.654492 ∣ generator_ganloss : 1137.101465 ∣     [  std_z : 1.00  real_sub_fake : 598.31 ]
[  epoch 0031/0040] 2180/4800, lr:1.3e-05 ∣ avg_100 : 32108.118422 ∣ critic_nllloss : 25904.096094 ∣ critic_ganloss : -152.978896 ∣ generator_nllloss : 5271.361914 ∣ generator_ganloss : 1151.168115 ∣     [  std_z : 1.00  real_sub_fake : 575.78 ]
[  epoch 0031/0040] 2190/4800, lr:1.3e-05 ∣ avg_100 : 32103.624750 ∣ critic_nllloss : 25583.788477 ∣ critic_ganloss : -162.038948 ∣ generator_nllloss : 5134.979102 ∣ generator_ganloss : 1154.680566 ∣     [  std_z : 0.99  real_sub_fake : 547.75 ]
[  epoch 0031/0040] 2200/4800, lr:1.3e-05 ∣ avg_100 : 32105.072768 ∣ critic_nllloss : 26012.204883 ∣ critic_ganloss : -145.899805 ∣ generator_nllloss : 5205.832031 ∣ generator_ganloss : 1146.967480 ∣     [  std_z : 0.99  real_sub_fake : 617.21 ]
[  epoch 0031/0040] 2210/4800, lr:1.3e-05 ∣ avg_100 : 32103.455891 ∣ critic_nllloss : 25957.083789 ∣ critic_ganloss : -187.100613 ∣ generator_nllloss : 5134.176367 ∣ generator_ganloss : 1146.715771 ∣     [  std_z : 0.99  real_sub_fake : 702.71 ]
[  epoch 0031/0040] 2220/4800, lr:1.3e-05 ∣ avg_100 : 32104.073060 ∣ critic_nllloss : 25986.233789 ∣ critic_ganloss : -191.385620 ∣ generator_nllloss : 5210.585742 ∣ generator_ganloss : 1167.934570 ∣     [  std_z : 0.99  real_sub_fake : 524.85 ]
[  epoch 0031/0040] 2230/4800, lr:1.3e-05 ∣ avg_100 : 32104.033202 ∣ critic_nllloss : 26017.118555 ∣ critic_ganloss : -115.795638 ∣ generator_nllloss : 5096.121680 ∣ generator_ganloss : 1154.848633 ∣     [  std_z : 1.00  real_sub_fake : 600.37 ]
[  epoch 0031/0040] 2240/4800, lr:1.3e-05 ∣ avg_100 : 32101.185602 ∣ critic_nllloss : 25864.746875 ∣ critic_ganloss : -166.212428 ∣ generator_nllloss : 5049.090430 ∣ generator_ganloss : 1166.030957 ∣     [  std_z : 1.00  real_sub_fake : 543.57 ]
[  epoch 0031/0040] 2250/4800, lr:1.3e-05 ∣ avg_100 : 32103.096713 ∣ critic_nllloss : 25971.757617 ∣ critic_ganloss : -145.293239 ∣ generator_nllloss : 5162.216016 ∣ generator_ganloss : 1159.928418 ∣     [  std_z : 1.00  real_sub_fake : 486.54 ]
[  epoch 0031/0040] 2260/4800, lr:1.3e-05 ∣ avg_100 : 32105.336124 ∣ critic_nllloss : 26069.827930 ∣ critic_ganloss : -180.787518 ∣ generator_nllloss : 5191.349219 ∣ generator_ganloss : 1147.412598 ∣     [  std_z : 0.99  real_sub_fake : 607.37 ]
[  epoch 0031/0040] 2270/4800, lr:1.3e-05 ∣ avg_100 : 32106.387492 ∣ critic_nllloss : 26108.453125 ∣ critic_ganloss : -186.553096 ∣ generator_nllloss : 5205.708984 ∣ generator_ganloss : 1145.287842 ∣     [  std_z : 0.99  real_sub_fake : 690.42 ]
[  epoch 0031/0040] 2280/4800, lr:1.3e-05 ∣ avg_100 : 32106.660941 ∣ critic_nllloss : 25922.876563 ∣ critic_ganloss : -121.967747 ∣ generator_nllloss : 5171.616602 ∣ generator_ganloss : 1150.071191 ∣     [  std_z : 0.98  real_sub_fake : 546.37 ]
[  epoch 0031/0040] 2290/4800, lr:1.3e-05 ∣ avg_100 : 32107.108512 ∣ critic_nllloss : 26011.961328 ∣ critic_ganloss : -138.527464 ∣ generator_nllloss : 5226.159766 ∣ generator_ganloss : 1133.112598 ∣     [  std_z : 0.99  real_sub_fake : 638.96 ]
[  epoch 0031/0040] 2300/4800, lr:1.3e-05 ∣ avg_100 : 32107.437359 ∣ critic_nllloss : 25949.653906 ∣ critic_ganloss : -152.041412 ∣ generator_nllloss : 5127.670703 ∣ generator_ganloss : 1151.184326 ∣     [  std_z : 1.00  real_sub_fake : 527.32 ]
[  epoch 0031/0040] 2310/4800, lr:1.3e-05 ∣ avg_100 : 32104.573513 ∣ critic_nllloss : 25852.053516 ∣ critic_ganloss : -104.500703 ∣ generator_nllloss : 5193.701563 ∣ generator_ganloss : 1152.936328 ∣     [  std_z : 1.00  real_sub_fake : 499.58 ]
[  epoch 0031/0040] 2320/4800, lr:1.3e-05 ∣ avg_100 : 32107.002823 ∣ critic_nllloss : 26071.229883 ∣ critic_ganloss : -153.938188 ∣ generator_nllloss : 5211.120508 ∣ generator_ganloss : 1143.520166 ∣     [  std_z : 1.00  real_sub_fake : 542.28 ]
[  epoch 0031/0040] 2330/4800, lr:1.3e-05 ∣ avg_100 : 32104.700895 ∣ critic_nllloss : 25955.760547 ∣ critic_ganloss : -135.174393 ∣ generator_nllloss : 5144.439844 ∣ generator_ganloss : 1149.482568 ∣     [  std_z : 1.00  real_sub_fake : 539.22 ]
[  epoch 0031/0040] 2340/4800, lr:1.3e-05 ∣ avg_100 : 32105.635809 ∣ critic_nllloss : 25958.919141 ∣ critic_ganloss : -183.598912 ∣ generator_nllloss : 5221.297070 ∣ generator_ganloss : 1155.150391 ∣     [  std_z : 1.00  real_sub_fake : 556.31 ]
[  epoch 0031/0040] 2350/4800, lr:1.3e-05 ∣ avg_100 : 32102.834221 ∣ critic_nllloss : 25866.806836 ∣ critic_ganloss : -188.249121 ∣ generator_nllloss : 5116.408789 ∣ generator_ganloss : 1148.686182 ∣     [  std_z : 1.00  real_sub_fake : 601.32 ]
[  epoch 0031/0040] 2360/4800, lr:1.3e-05 ∣ avg_100 : 32101.732490 ∣ critic_nllloss : 25801.198047 ∣ critic_ganloss : -163.499089 ∣ generator_nllloss : 5100.714063 ∣ generator_ganloss : 1150.279150 ∣     [  std_z : 0.99  real_sub_fake : 698.91 ]
[  epoch 0031/0040] 2370/4800, lr:1.3e-05 ∣ avg_100 : 32102.684552 ∣ critic_nllloss : 26099.646094 ∣ critic_ganloss : -182.899167 ∣ generator_nllloss : 5103.237695 ∣ generator_ganloss : 1159.283691 ∣     [  std_z : 0.99  real_sub_fake : 642.21 ]
[  epoch 0031/0040] 2380/4800, lr:1.3e-05 ∣ avg_100 : 32105.548869 ∣ critic_nllloss : 26039.842773 ∣ critic_ganloss : -167.129666 ∣ generator_nllloss : 5217.997070 ∣ generator_ganloss : 1163.654199 ∣     [  std_z : 0.99  real_sub_fake : 629.18 ]
[  epoch 0031/0040] 2390/4800, lr:1.3e-05 ∣ avg_100 : 32106.366556 ∣ critic_nllloss : 26030.333594 ∣ critic_ganloss : -152.428087 ∣ generator_nllloss : 5204.285742 ∣ generator_ganloss : 1156.943457 ∣     [  std_z : 0.99  real_sub_fake : 616.32 ]
[  epoch 0031/0040] 2400/4800, lr:1.3e-05 ∣ avg_100 : 32108.407895 ∣ critic_nllloss : 25943.445117 ∣ critic_ganloss : -109.305435 ∣ generator_nllloss : 5244.414062 ∣ generator_ganloss : 1159.127393 ∣     [  std_z : 1.00  real_sub_fake : 490.07 ]
[  epoch 0031/0040] 2410/4800, lr:1.3e-05 ∣ avg_100 : 32105.918057 ∣ critic_nllloss : 25830.675977 ∣ critic_ganloss : -200.130708 ∣ generator_nllloss : 5079.668164 ∣ generator_ganloss : 1151.753809 ∣     [  std_z : 1.00  real_sub_fake : 568.05 ]
[  epoch 0031/0040] 2420/4800, lr:1.3e-05 ∣ avg_100 : 32108.201186 ∣ critic_nllloss : 25939.077539 ∣ critic_ganloss : -145.561571 ∣ generator_nllloss : 5242.540430 ∣ generator_ganloss : 1169.418359 ∣     [  std_z : 0.99  real_sub_fake : 592.55 ]
[  epoch 0031/0040] 2430/4800, lr:1.3e-05 ∣ avg_100 : 32109.194970 ∣ critic_nllloss : 25823.016797 ∣ critic_ganloss : -144.004214 ∣ generator_nllloss : 5125.302734 ∣ generator_ganloss : 1169.346289 ∣     [  std_z : 0.99  real_sub_fake : 478.05 ]
[  epoch 0031/0040] 2440/4800, lr:1.3e-05 ∣ avg_100 : 32110.547486 ∣ critic_nllloss : 25975.791602 ∣ critic_ganloss : -162.366063 ∣ generator_nllloss : 5249.366992 ∣ generator_ganloss : 1141.476465 ∣     [  std_z : 0.99  real_sub_fake : 614.13 ]
[  epoch 0031/0040] 2450/4800, lr:1.3e-05 ∣ avg_100 : 32115.010731 ∣ critic_nllloss : 26120.657617 ∣ critic_ganloss : -173.684119 ∣ generator_nllloss : 5331.427734 ∣ generator_ganloss : 1143.919971 ∣     [  std_z : 1.00  real_sub_fake : 633.20 ]
[  epoch 0031/0040] 2460/4800, lr:1.3e-05 ∣ avg_100 : 32118.084976 ∣ critic_nllloss : 26020.826953 ∣ critic_ganloss : -121.849437 ∣ generator_nllloss : 5328.449414 ∣ generator_ganloss : 1166.193652 ∣     [  std_z : 1.00  real_sub_fake : 642.26 ]
[  epoch 0031/0040] 2470/4800, lr:1.3e-05 ∣ avg_100 : 32117.701687 ∣ critic_nllloss : 25915.041211 ∣ critic_ganloss : -143.662204 ∣ generator_nllloss : 5166.968555 ∣ generator_ganloss : 1171.453662 ∣     [  std_z : 1.00  real_sub_fake : 547.81 ]
[  epoch 0031/0040] 2480/4800, lr:1.3e-05 ∣ avg_100 : 32116.598392 ∣ critic_nllloss : 25785.157422 ∣ critic_ganloss : -113.561116 ∣ generator_nllloss : 5224.721875 ∣ generator_ganloss : 1160.905518 ∣     [  std_z : 0.99  real_sub_fake : 526.80 ]
[  epoch 0031/0040] 2490/4800, lr:1.3e-05 ∣ avg_100 : 32111.802683 ∣ critic_nllloss : 25731.549219 ∣ critic_ganloss : -138.335695 ∣ generator_nllloss : 5156.977930 ∣ generator_ganloss : 1147.917432 ∣     [  std_z : 0.99  real_sub_fake : 624.08 ]
[  epoch 0031/0040] 2500/4800, lr:1.3e-05 ∣ avg_100 : 32114.993260 ∣ critic_nllloss : 26187.188867 ∣ critic_ganloss : -100.621008 ∣ generator_nllloss : 5145.125586 ∣ generator_ganloss : 1169.311230 ∣     [  std_z : 0.99  real_sub_fake : 497.44 ]
[  epoch 0031/0040] 2510/4800, lr:1.3e-05 ∣ avg_100 : 32113.289554 ∣ critic_nllloss : 25922.257227 ∣ critic_ganloss : -163.224596 ∣ generator_nllloss : 5122.451367 ∣ generator_ganloss : 1146.667383 ∣     [  std_z : 0.99  real_sub_fake : 459.79 ]
[  epoch 0031/0040] 2520/4800, lr:1.3e-05 ∣ avg_100 : 32111.631897 ∣ critic_nllloss : 25817.651758 ∣ critic_ganloss : -178.478609 ∣ generator_nllloss : 5116.563086 ∣ generator_ganloss : 1129.285547 ∣     [  std_z : 1.00  real_sub_fake : 587.30 ]
[  epoch 0031/0040] 2530/4800, lr:1.3e-05 ∣ avg_100 : 32111.092345 ∣ critic_nllloss : 25989.024609 ∣ critic_ganloss : -187.256718 ∣ generator_nllloss : 5230.954687 ∣ generator_ganloss : 1143.791650 ∣     [  std_z : 1.00  real_sub_fake : 602.68 ]
[  epoch 0031/0040] 2540/4800, lr:1.3e-05 ∣ avg_100 : 32112.781295 ∣ critic_nllloss : 25975.088281 ∣ critic_ganloss : -164.270932 ∣ generator_nllloss : 5190.124219 ∣ generator_ganloss : 1151.919580 ∣     [  std_z : 1.00  real_sub_fake : 624.98 ]
[  epoch 0031/0040] 2550/4800, lr:1.3e-05 ∣ avg_100 : 32109.173776 ∣ critic_nllloss : 25840.250391 ∣ critic_ganloss : -133.870183 ∣ generator_nllloss : 5207.534766 ∣ generator_ganloss : 1155.417285 ∣     [  std_z : 1.00  real_sub_fake : 636.29 ]
[  epoch 0031/0040] 2560/4800, lr:1.3e-05 ∣ avg_100 : 32108.828892 ∣ critic_nllloss : 25913.097461 ∣ critic_ganloss : -168.380702 ∣ generator_nllloss : 5184.141602 ∣ generator_ganloss : 1151.498486 ∣     [  std_z : 1.00  real_sub_fake : 555.22 ]
[  epoch 0031/0040] 2570/4800, lr:1.3e-05 ∣ avg_100 : 32109.435940 ∣ critic_nllloss : 25904.197461 ∣ critic_ganloss : -169.290051 ∣ generator_nllloss : 5157.710547 ∣ generator_ganloss : 1149.593164 ∣     [  std_z : 1.00  real_sub_fake : 587.52 ]
[  epoch 0031/0040] 2580/4800, lr:1.3e-05 ∣ avg_100 : 32109.515967 ∣ critic_nllloss : 25995.621875 ∣ critic_ganloss : -161.879712 ∣ generator_nllloss : 5152.174023 ∣ generator_ganloss : 1161.581445 ∣     [  std_z : 0.99  real_sub_fake : 580.14 ]
[  epoch 0031/0040] 2590/4800, lr:1.3e-05 ∣ avg_100 : 32112.558676 ∣ critic_nllloss : 25917.324805 ∣ critic_ganloss : -166.103113 ∣ generator_nllloss : 5264.075391 ∣ generator_ganloss : 1151.100391 ∣     [  std_z : 1.00  real_sub_fake : 577.93 ]
[  epoch 0031/0040] 2600/4800, lr:1.3e-05 ∣ avg_100 : 32110.382148 ∣ critic_nllloss : 25798.938672 ∣ critic_ganloss : -176.060771 ∣ generator_nllloss : 5188.670313 ∣ generator_ganloss : 1148.546582 ∣     [  std_z : 1.00  real_sub_fake : 608.45 ]
[  epoch 0031/0040] 2610/4800, lr:1.3e-05 ∣ avg_100 : 32109.629351 ∣ critic_nllloss : 25996.845508 ∣ critic_ganloss : -158.137878 ∣ generator_nllloss : 5210.181641 ∣ generator_ganloss : 1151.550000 ∣     [  std_z : 0.99  real_sub_fake : 666.34 ]
[  epoch 0031/0040] 2620/4800, lr:1.3e-05 ∣ avg_100 : 32109.876263 ∣ critic_nllloss : 26031.859570 ∣ critic_ganloss : -85.077454 ∣ generator_nllloss : 5252.952930 ∣ generator_ganloss : 1173.004297 ∣  [  std_z : 0.99  real_sub_fake : 484.23 ]
[  epoch 0031/0040] 2630/4800, lr:1.3e-05 ∣ avg_100 : 32114.856696 ∣ critic_nllloss : 26049.069727 ∣ critic_ganloss : -128.470860 ∣ generator_nllloss : 5243.947656 ∣ generator_ganloss : 1133.699805 ∣     [  std_z : 0.99  real_sub_fake : 542.77 ]
[  epoch 0031/0040] 2640/4800, lr:1.3e-05 ∣ avg_100 : 32114.295126 ∣ critic_nllloss : 25871.903320 ∣ critic_ganloss : -160.546858 ∣ generator_nllloss : 5203.940820 ∣ generator_ganloss : 1140.445947 ∣     [  std_z : 0.99  real_sub_fake : 575.36 ]
[  epoch 0031/0040] 2650/4800, lr:1.3e-05 ∣ avg_100 : 32112.456951 ∣ critic_nllloss : 26081.932422 ∣ critic_ganloss : -148.017355 ∣ generator_nllloss : 5234.496875 ∣ generator_ganloss : 1152.191992 ∣     [  std_z : 1.00  real_sub_fake : 538.59 ]
[  epoch 0031/0040] 2660/4800, lr:1.3e-05 ∣ avg_100 : 32107.756195 ∣ critic_nllloss : 25890.660742 ∣ critic_ganloss : -151.969850 ∣ generator_nllloss : 5177.170703 ∣ generator_ganloss : 1136.130713 ∣     [  std_z : 1.00  real_sub_fake : 641.00 ]
[  epoch 0031/0040] 2670/4800, lr:1.3e-05 ∣ avg_100 : 32111.534737 ∣ critic_nllloss : 26083.762109 ∣ critic_ganloss : -172.401416 ∣ generator_nllloss : 5251.714063 ∣ generator_ganloss : 1137.932324 ∣     [  std_z : 1.01  real_sub_fake : 633.77 ]
[  epoch 0031/0040] 2680/4800, lr:1.3e-05 ∣ avg_100 : 32112.784937 ∣ critic_nllloss : 26005.150977 ∣ critic_ganloss : -153.193440 ∣ generator_nllloss : 5242.108789 ∣ generator_ganloss : 1156.605615 ∣     [  std_z : 1.00  real_sub_fake : 587.03 ]
[  epoch 0031/0040] 2690/4800, lr:1.3e-05 ∣ avg_100 : 32114.831162 ∣ critic_nllloss : 25917.809180 ∣ critic_ganloss : -128.658386 ∣ generator_nllloss : 5160.269922 ∣ generator_ganloss : 1153.101221 ∣     [  std_z : 0.99  real_sub_fake : 519.57 ]
[  epoch 0031/0040] 2700/4800, lr:1.3e-05 ∣ avg_100 : 32114.433118 ∣ critic_nllloss : 25613.762891 ∣ critic_ganloss : -121.674280 ∣ generator_nllloss : 5123.354883 ∣ generator_ganloss : 1150.002246 ∣     [  std_z : 0.98  real_sub_fake : 461.01 ]
[  epoch 0031/0040] 2710/4800, lr:1.3e-05 ∣ avg_100 : 32117.688015 ∣ critic_nllloss : 26001.988281 ∣ critic_ganloss : -109.300586 ∣ generator_nllloss : 5265.702734 ∣ generator_ganloss : 1136.797900 ∣     [  std_z : 0.98  real_sub_fake : 567.76 ]
[  epoch 0031/0040] 2720/4800, lr:1.3e-05 ∣ avg_100 : 32116.703126 ∣ critic_nllloss : 25798.176758 ∣ critic_ganloss : -196.523958 ∣ generator_nllloss : 5140.579297 ∣ generator_ganloss : 1153.590820 ∣     [  std_z : 0.99  real_sub_fake : 521.40 ]
[  epoch 0031/0040] 2730/4800, lr:1.3e-05 ∣ avg_100 : 32114.708969 ∣ critic_nllloss : 25753.038672 ∣ critic_ganloss : -147.037129 ∣ generator_nllloss : 5118.350195 ∣ generator_ganloss : 1146.963379 ∣     [  std_z : 1.00  real_sub_fake : 540.42 ]
[  epoch 0031/0040] 2740/4800, lr:1.3e-05 ∣ avg_100 : 32111.379547 ∣ critic_nllloss : 25811.872656 ∣ critic_ganloss : -134.383264 ∣ generator_nllloss : 5016.763281 ∣ generator_ganloss : 1154.372168 ∣     [  std_z : 1.00  real_sub_fake : 569.48 ]
[  epoch 0031/0040] 2750/4800, lr:1.3e-05 ∣ avg_100 : 32109.712967 ∣ critic_nllloss : 25817.452539 ∣ critic_ganloss : -133.743358 ∣ generator_nllloss : 5222.866016 ∣ generator_ganloss : 1160.538818 ∣     [  std_z : 1.00  real_sub_fake : 533.67 ]
[  epoch 0031/0040] 2760/4800, lr:1.3e-05 ∣ avg_100 : 32114.260290 ∣ critic_nllloss : 26222.053906 ∣ critic_ganloss : -170.984344 ∣ generator_nllloss : 5253.511523 ∣ generator_ganloss : 1150.894922 ∣     [  std_z : 1.00  real_sub_fake : 553.79 ]
[  epoch 0031/0040] 2770/4800, lr:1.3e-05 ∣ avg_100 : 32110.151503 ∣ critic_nllloss : 25632.213086 ∣ critic_ganloss : -198.443196 ∣ generator_nllloss : 5140.347266 ∣ generator_ganloss : 1146.221973 ∣     [  std_z : 0.99  real_sub_fake : 582.20 ]
[  epoch 0031/0040] 2780/4800, lr:1.3e-05 ∣ avg_100 : 32110.174189 ∣ critic_nllloss : 25748.547266 ∣ critic_ganloss : -174.782300 ∣ generator_nllloss : 5190.443359 ∣ generator_ganloss : 1154.197803 ∣     [  std_z : 0.99  real_sub_fake : 545.01 ]
[  epoch 0031/0040] 2790/4800, lr:1.3e-05 ∣ avg_100 : 32108.564577 ∣ critic_nllloss : 25874.355273 ∣ critic_ganloss : -128.991052 ∣ generator_nllloss : 5154.887109 ∣ generator_ganloss : 1150.133984 ∣     [  std_z : 0.99  real_sub_fake : 626.19 ]
[  epoch 0031/0040] 2800/4800, lr:1.3e-05 ∣ avg_100 : 32106.009368 ∣ critic_nllloss : 25953.255664 ∣ critic_ganloss : -149.964097 ∣ generator_nllloss : 5234.506641 ∣ generator_ganloss : 1166.981348 ∣     [  std_z : 0.99  real_sub_fake : 558.54 ]
[  epoch 0031/0040] 2810/4800, lr:1.3e-05 ∣ avg_100 : 32107.787461 ∣ critic_nllloss : 26029.981445 ∣ critic_ganloss : -191.012634 ∣ generator_nllloss : 5275.787500 ∣ generator_ganloss : 1154.018945 ∣     [  std_z : 1.00  real_sub_fake : 616.62 ]
[  epoch 0031/0040] 2820/4800, lr:1.3e-05 ∣ avg_100 : 32104.939377 ∣ critic_nllloss : 25733.499609 ∣ critic_ganloss : -123.748212 ∣ generator_nllloss : 5165.673437 ∣ generator_ganloss : 1159.432080 ∣     [  std_z : 1.00  real_sub_fake : 602.46 ]
[  epoch 0031/0040] 2830/4800, lr:1.3e-05 ∣ avg_100 : 32109.648552 ∣ critic_nllloss : 26039.159180 ∣ critic_ganloss : -68.161720 ∣ generator_nllloss : 5221.691406 ∣ generator_ganloss : 1166.847852 ∣  [  std_z : 0.99  real_sub_fake : 528.25 ]
[  epoch 0031/0040] 2840/4800, lr:1.3e-05 ∣ avg_100 : 32109.230458 ∣ critic_nllloss : 25744.328516 ∣ critic_ganloss : -139.507437 ∣ generator_nllloss : 5132.810547 ∣ generator_ganloss : 1170.840625 ∣     [  std_z : 0.99  real_sub_fake : 465.00 ]
[  epoch 0031/0040] 2850/4800, lr:1.3e-05 ∣ avg_100 : 32111.704487 ∣ critic_nllloss : 26094.089062 ∣ critic_ganloss : -117.318796 ∣ generator_nllloss : 5264.995313 ∣ generator_ganloss : 1156.886230 ∣     [  std_z : 0.99  real_sub_fake : 572.80 ]
[  epoch 0031/0040] 2860/4800, lr:1.3e-05 ∣ avg_100 : 32115.222423 ∣ critic_nllloss : 25958.044531 ∣ critic_ganloss : -146.292114 ∣ generator_nllloss : 5268.078320 ∣ generator_ganloss : 1157.045410 ∣     [  std_z : 0.99  real_sub_fake : 570.47 ]
[  epoch 0031/0040] 2870/4800, lr:1.3e-05 ∣ avg_100 : 32118.834477 ∣ critic_nllloss : 26072.217969 ∣ critic_ganloss : -180.304353 ∣ generator_nllloss : 5162.344336 ∣ generator_ganloss : 1149.335547 ∣     [  std_z : 1.00  real_sub_fake : 528.07 ]
[  epoch 0031/0040] 2880/4800, lr:1.3e-05 ∣ avg_100 : 32118.645857 ∣ critic_nllloss : 25662.109766 ∣ critic_ganloss : -148.424606 ∣ generator_nllloss : 5121.550391 ∣ generator_ganloss : 1139.756934 ∣     [  std_z : 1.00  real_sub_fake : 524.92 ]
[  epoch 0031/0040] 2890/4800, lr:1.3e-05 ∣ avg_100 : 32120.410969 ∣ critic_nllloss : 26091.000586 ∣ critic_ganloss : -168.508795 ∣ generator_nllloss : 5171.950391 ∣ generator_ganloss : 1162.563574 ∣     [  std_z : 1.00  real_sub_fake : 536.63 ]
[  epoch 0031/0040] 2900/4800, lr:1.3e-05 ∣ avg_100 : 32120.947177 ∣ critic_nllloss : 26088.623633 ∣ critic_ganloss : -142.045688 ∣ generator_nllloss : 5188.869727 ∣ generator_ganloss : 1155.224756 ∣     [  std_z : 1.00  real_sub_fake : 558.33 ]
[  epoch 0031/0040] 2910/4800, lr:1.3e-05 ∣ avg_100 : 32123.987887 ∣ critic_nllloss : 26044.031836 ∣ critic_ganloss : -159.714699 ∣ generator_nllloss : 5244.855078 ∣ generator_ganloss : 1161.498389 ∣     [  std_z : 0.99  real_sub_fake : 591.86 ]
[  epoch 0031/0040] 2920/4800, lr:1.3e-05 ∣ avg_100 : 32124.259168 ∣ critic_nllloss : 26019.552148 ∣ critic_ganloss : -151.761801 ∣ generator_nllloss : 5143.811719 ∣ generator_ganloss : 1155.562695 ∣     [  std_z : 0.99  real_sub_fake : 573.32 ]
[  epoch 0031/0040] 2930/4800, lr:1.3e-05 ∣ avg_100 : 32123.863268 ∣ critic_nllloss : 25888.856445 ∣ critic_ganloss : -155.289542 ∣ generator_nllloss : 5174.666797 ∣ generator_ganloss : 1159.717773 ∣     [  std_z : 0.99  real_sub_fake : 607.82 ]
[  epoch 0031/0040] 2940/4800, lr:1.3e-05 ∣ avg_100 : 32122.621633 ∣ critic_nllloss : 25895.108984 ∣ critic_ganloss : -173.928522 ∣ generator_nllloss : 5213.769531 ∣ generator_ganloss : 1168.510693 ∣     [  std_z : 0.99  real_sub_fake : 503.02 ]
[  epoch 0031/0040] 2950/4800, lr:1.3e-05 ∣ avg_100 : 32122.385502 ∣ critic_nllloss : 25923.334180 ∣ critic_ganloss : -193.675948 ∣ generator_nllloss : 5236.660547 ∣ generator_ganloss : 1154.388770 ∣     [  std_z : 0.99  real_sub_fake : 649.54 ]
[  epoch 0031/0040] 2960/4800, lr:1.3e-05 ∣ avg_100 : 32121.795098 ∣ critic_nllloss : 26089.754297 ∣ critic_ganloss : -200.302031 ∣ generator_nllloss : 5152.419922 ∣ generator_ganloss : 1155.540430 ∣     [  std_z : 0.99  real_sub_fake : 701.91 ]
[  epoch 0031/0040] 2970/4800, lr:1.3e-05 ∣ avg_100 : 32123.142921 ∣ critic_nllloss : 25968.653906 ∣ critic_ganloss : -140.083696 ∣ generator_nllloss : 5120.851367 ∣ generator_ganloss : 1160.839160 ∣     [  std_z : 0.99  real_sub_fake : 734.38 ]
[  epoch 0031/0040] 2980/4800, lr:1.3e-05 ∣ avg_100 : 32122.669769 ∣ critic_nllloss : 25989.759961 ∣ critic_ganloss : -115.439255 ∣ generator_nllloss : 5145.440234 ∣ generator_ganloss : 1176.458984 ∣     [  std_z : 0.99  real_sub_fake : 569.88 ]
[  epoch 0031/0040] 2990/4800, lr:1.3e-05 ∣ avg_100 : 32118.453532 ∣ critic_nllloss : 25679.161523 ∣ critic_ganloss : -129.080440 ∣ generator_nllloss : 5118.328125 ∣ generator_ganloss : 1166.231592 ∣     [  std_z : 0.99  real_sub_fake : 543.50 ]
[  epoch 0031/0040] 3000/4800, lr:1.3e-05 ∣ avg_100 : 32116.338366 ∣ critic_nllloss : 25924.737305 ∣ critic_ganloss : -128.226955 ∣ generator_nllloss : 5218.240039 ∣ generator_ganloss : 1171.314453 ∣     [  std_z : 1.00  real_sub_fake : 487.70 ]
[  epoch 0031/0040] 3010/4800, lr:1.3e-05 ∣ avg_100 : 32119.099647 ∣ critic_nllloss : 25975.728516 ∣ critic_ganloss : -182.517422 ∣ generator_nllloss : 5231.409375 ∣ generator_ganloss : 1165.195703 ∣     [  std_z : 1.00  real_sub_fake : 528.38 ]
[  epoch 0031/0040] 3020/4800, lr:1.3e-05 ∣ avg_100 : 32121.633774 ∣ critic_nllloss : 26125.222070 ∣ critic_ganloss : -212.550929 ∣ generator_nllloss : 5199.499219 ∣ generator_ganloss : 1145.575977 ∣     [  std_z : 1.00  real_sub_fake : 661.71 ]
[  epoch 0031/0040] 3030/4800, lr:1.3e-05 ∣ avg_100 : 32118.273223 ∣ critic_nllloss : 25561.406641 ∣ critic_ganloss : -123.023494 ∣ generator_nllloss : 5134.579687 ∣ generator_ganloss : 1153.562256 ∣     [  std_z : 1.00  real_sub_fake : 586.61 ]
[  epoch 0031/0040] 3040/4800, lr:1.3e-05 ∣ avg_100 : 32119.391282 ∣ critic_nllloss : 25917.394922 ∣ critic_ganloss : -102.781020 ∣ generator_nllloss : 5194.116992 ∣ generator_ganloss : 1156.284375 ∣     [  std_z : 0.99  real_sub_fake : 584.01 ]
[  epoch 0031/0040] 3050/4800, lr:1.3e-05 ∣ avg_100 : 32120.956170 ∣ critic_nllloss : 26034.834961 ∣ critic_ganloss : -145.265251 ∣ generator_nllloss : 5153.922266 ∣ generator_ganloss : 1142.825488 ∣     [  std_z : 0.99  real_sub_fake : 685.72 ]
[  epoch 0031/0040] 3060/4800, lr:1.3e-05 ∣ avg_100 : 32117.137130 ∣ critic_nllloss : 25606.031055 ∣ critic_ganloss : -192.677281 ∣ generator_nllloss : 5151.246094 ∣ generator_ganloss : 1138.013281 ∣     [  std_z : 0.99  real_sub_fake : 594.58 ]
[  epoch 0031/0040] 3070/4800, lr:1.3e-05 ∣ avg_100 : 32121.085610 ∣ critic_nllloss : 26047.870703 ∣ critic_ganloss : -165.761612 ∣ generator_nllloss : 5241.436719 ∣ generator_ganloss : 1143.472266 ∣     [  std_z : 0.99  real_sub_fake : 624.49 ]
[  epoch 0031/0040] 3080/4800, lr:1.3e-05 ∣ avg_100 : 32117.997079 ∣ critic_nllloss : 26033.733203 ∣ critic_ganloss : -149.320804 ∣ generator_nllloss : 5102.212305 ∣ generator_ganloss : 1153.639111 ∣     [  std_z : 1.00  real_sub_fake : 560.54 ]
[  epoch 0031/0040] 3090/4800, lr:1.3e-05 ∣ avg_100 : 32113.827476 ∣ critic_nllloss : 25783.641992 ∣ critic_ganloss : -188.103841 ∣ generator_nllloss : 5104.329102 ∣ generator_ganloss : 1155.633252 ∣     [  std_z : 1.00  real_sub_fake : 588.12 ]
[  epoch 0031/0040] 3100/4800, lr:1.3e-05 ∣ avg_100 : 32112.669882 ∣ critic_nllloss : 25940.427344 ∣ critic_ganloss : -150.576773 ∣ generator_nllloss : 5201.476367 ∣ generator_ganloss : 1154.784375 ∣     [  std_z : 1.00  real_sub_fake : 589.50 ]
[  epoch 0031/0040] 3110/4800, lr:1.3e-05 ∣ avg_100 : 32115.158541 ∣ critic_nllloss : 26061.571875 ∣ critic_ganloss : -66.874551 ∣ generator_nllloss : 5189.964063 ∣ generator_ganloss : 1186.942188 ∣  [  std_z : 1.00  real_sub_fake : 536.43 ]
[  epoch 0031/0040] 3120/4800, lr:1.3e-05 ∣ avg_100 : 32115.805350 ∣ critic_nllloss : 25917.045117 ∣ critic_ganloss : -121.035829 ∣ generator_nllloss : 5152.457227 ∣ generator_ganloss : 1162.248096 ∣     [  std_z : 1.00  real_sub_fake : 551.66 ]
[  epoch 0031/0040] 3130/4800, lr:1.3e-05 ∣ avg_100 : 32119.411969 ∣ critic_nllloss : 25889.554492 ∣ critic_ganloss : -135.108078 ∣ generator_nllloss : 5186.906250 ∣ generator_ganloss : 1165.077148 ∣     [  std_z : 0.98  real_sub_fake : 526.74 ]
[  epoch 0031/0040] 3140/4800, lr:1.3e-05 ∣ avg_100 : 32118.065865 ∣ critic_nllloss : 25869.747461 ∣ critic_ganloss : -165.006422 ∣ generator_nllloss : 5165.140039 ∣ generator_ganloss : 1171.249609 ∣     [  std_z : 0.98  real_sub_fake : 546.24 ]
[  epoch 0031/0040] 3150/4800, lr:1.3e-05 ∣ avg_100 : 32117.337446 ∣ critic_nllloss : 25929.978711 ∣ critic_ganloss : -189.321820 ∣ generator_nllloss : 5156.312109 ∣ generator_ganloss : 1166.522852 ∣     [  std_z : 0.99  real_sub_fake : 545.78 ]
[  epoch 0031/0040] 3160/4800, lr:1.3e-05 ∣ avg_100 : 32114.737381 ∣ critic_nllloss : 25726.997266 ∣ critic_ganloss : -200.945013 ∣ generator_nllloss : 5141.565039 ∣ generator_ganloss : 1164.157813 ∣     [  std_z : 1.00  real_sub_fake : 617.52 ]
[  epoch 0031/0040] 3170/4800, lr:1.3e-05 ∣ avg_100 : 32111.990400 ∣ critic_nllloss : 25770.416602 ∣ critic_ganloss : -130.710490 ∣ generator_nllloss : 5178.966016 ∣ generator_ganloss : 1176.928906 ∣     [  std_z : 1.00  real_sub_fake : 583.56 ]
[  epoch 0031/0040] 3180/4800, lr:1.3e-05 ∣ avg_100 : 32112.291668 ∣ critic_nllloss : 25961.660938 ∣ critic_ganloss : -141.538461 ∣ generator_nllloss : 5209.662891 ∣ generator_ganloss : 1173.988672 ∣     [  std_z : 1.00  real_sub_fake : 482.05 ]
[  epoch 0031/0040] 3190/4800, lr:1.3e-05 ∣ avg_100 : 32116.682835 ∣ critic_nllloss : 25903.171484 ∣ critic_ganloss : -123.141406 ∣ generator_nllloss : 5210.541797 ∣ generator_ganloss : 1159.954004 ∣     [  std_z : 1.00  real_sub_fake : 505.12 ]
[  epoch 0031/0040] 3200/4800, lr:1.3e-05 ∣ avg_100 : 32118.077462 ∣ critic_nllloss : 26083.737305 ∣ critic_ganloss : -144.401461 ∣ generator_nllloss : 5261.363867 ∣ generator_ganloss : 1157.867578 ∣     [  std_z : 0.99  real_sub_fake : 497.52 ]
[  epoch 0031/0040] 3210/4800, lr:1.3e-05 ∣ avg_100 : 32117.535758 ∣ critic_nllloss : 25842.545312 ∣ critic_ganloss : -128.151244 ∣ generator_nllloss : 5129.608789 ∣ generator_ganloss : 1152.702100 ∣     [  std_z : 0.99  real_sub_fake : 530.74 ]
[  epoch 0031/0040] 3220/4800, lr:1.3e-05 ∣ avg_100 : 32115.436115 ∣ critic_nllloss : 25772.985742 ∣ critic_ganloss : -158.144957 ∣ generator_nllloss : 5189.752344 ∣ generator_ganloss : 1158.811035 ∣     [  std_z : 0.98  real_sub_fake : 582.77 ]
[  epoch 0031/0040] 3230/4800, lr:1.3e-05 ∣ avg_100 : 32113.884586 ∣ critic_nllloss : 25754.098438 ∣ critic_ganloss : -144.967970 ∣ generator_nllloss : 5227.090820 ∣ generator_ganloss : 1160.919092 ∣     [  std_z : 0.99  real_sub_fake : 539.35 ]
[  epoch 0031/0040] 3240/4800, lr:1.3e-05 ∣ avg_100 : 32115.619325 ∣ critic_nllloss : 25832.844336 ∣ critic_ganloss : -137.820888 ∣ generator_nllloss : 5223.907227 ∣ generator_ganloss : 1168.199023 ∣     [  std_z : 0.99  real_sub_fake : 603.42 ]
[  epoch 0031/0040] 3250/4800, lr:1.3e-05 ∣ avg_100 : 32113.194750 ∣ critic_nllloss : 25721.974023 ∣ critic_ganloss : -171.493127 ∣ generator_nllloss : 5193.530273 ∣ generator_ganloss : 1162.140137 ∣     [  std_z : 0.99  real_sub_fake : 594.56 ]
[  epoch 0031/0040] 3260/4800, lr:1.3e-05 ∣ avg_100 : 32113.883267 ∣ critic_nllloss : 26073.338086 ∣ critic_ganloss : -169.977892 ∣ generator_nllloss : 5229.040625 ∣ generator_ganloss : 1164.253076 ∣     [  std_z : 0.99  real_sub_fake : 611.42 ]
[  epoch 0031/0040] 3270/4800, lr:1.3e-05 ∣ avg_100 : 32112.199441 ∣ critic_nllloss : 25972.839258 ∣ critic_ganloss : -165.819057 ∣ generator_nllloss : 5135.421875 ∣ generator_ganloss : 1162.072266 ∣     [  std_z : 0.99  real_sub_fake : 606.75 ]
[  epoch 0031/0040] 3280/4800, lr:1.3e-05 ∣ avg_100 : 32110.314701 ∣ critic_nllloss : 25862.099414 ∣ critic_ganloss : -162.147867 ∣ generator_nllloss : 5084.859375 ∣ generator_ganloss : 1149.311670 ∣     [  std_z : 1.00  real_sub_fake : 604.42 ]
[  epoch 0031/0040] 3290/4800, lr:1.3e-05 ∣ avg_100 : 32109.343474 ∣ critic_nllloss : 25928.640625 ∣ critic_ganloss : -164.107397 ∣ generator_nllloss : 5210.943750 ∣ generator_ganloss : 1160.106543 ∣     [  std_z : 1.00  real_sub_fake : 557.56 ]
[  epoch 0031/0040] 3300/4800, lr:1.3e-05 ∣ avg_100 : 32107.435261 ∣ critic_nllloss : 25733.742383 ∣ critic_ganloss : -152.107239 ∣ generator_nllloss : 5150.145703 ∣ generator_ganloss : 1153.865381 ∣     [  std_z : 1.00  real_sub_fake : 586.47 ]
[  epoch 0031/0040] 3310/4800, lr:1.3e-05 ∣ avg_100 : 32105.149145 ∣ critic_nllloss : 25769.840820 ∣ critic_ganloss : -164.661983 ∣ generator_nllloss : 5095.542969 ∣ generator_ganloss : 1164.857324 ∣     [  std_z : 0.99  real_sub_fake : 596.96 ]
[  epoch 0031/0040] 3320/4800, lr:1.3e-05 ∣ avg_100 : 32100.126917 ∣ critic_nllloss : 25767.673047 ∣ critic_ganloss : -152.253075 ∣ generator_nllloss : 4975.230664 ∣ generator_ganloss : 1179.058887 ∣     [  std_z : 0.99  real_sub_fake : 573.51 ]
[  epoch 0031/0040] 3330/4800, lr:1.3e-05 ∣ avg_100 : 32098.146370 ∣ critic_nllloss : 25748.474414 ∣ critic_ganloss : -153.263524 ∣ generator_nllloss : 5143.183008 ∣ generator_ganloss : 1178.059961 ∣     [  std_z : 1.00  real_sub_fake : 497.44 ]
[  epoch 0031/0040] 3340/4800, lr:1.3e-05 ∣ avg_100 : 32098.080419 ∣ critic_nllloss : 25900.673242 ∣ critic_ganloss : -149.258678 ∣ generator_nllloss : 5250.982422 ∣ generator_ganloss : 1142.775635 ∣     [  std_z : 0.99  real_sub_fake : 623.35 ]
[  epoch 0031/0040] 3350/4800, lr:1.3e-05 ∣ avg_100 : 32101.766139 ∣ critic_nllloss : 26022.577148 ∣ critic_ganloss : -124.746176 ∣ generator_nllloss : 5233.746875 ∣ generator_ganloss : 1180.646826 ∣     [  std_z : 1.00  real_sub_fake : 464.43 ]
[  epoch 0031/0040] 3360/4800, lr:1.3e-05 ∣ avg_100 : 32104.737860 ∣ critic_nllloss : 25948.466406 ∣ critic_ganloss : -125.170342 ∣ generator_nllloss : 5190.335547 ∣ generator_ganloss : 1172.232617 ∣     [  std_z : 1.00  real_sub_fake : 357.75 ]
[  epoch 0031/0040] 3370/4800, lr:1.3e-05 ∣ avg_100 : 32106.745969 ∣ critic_nllloss : 26165.549219 ∣ critic_ganloss : -117.961981 ∣ generator_nllloss : 5184.137695 ∣ generator_ganloss : 1148.354297 ∣     [  std_z : 0.99  real_sub_fake : 476.27 ]
[  epoch 0031/0040] 3380/4800, lr:1.3e-05 ∣ avg_100 : 32103.023884 ∣ critic_nllloss : 25753.868945 ∣ critic_ganloss : -161.379662 ∣ generator_nllloss : 5151.055273 ∣ generator_ganloss : 1138.611328 ∣     [  std_z : 1.00  real_sub_fake : 506.87 ]
[  epoch 0031/0040] 3390/4800, lr:1.3e-05 ∣ avg_100 : 32102.525540 ∣ critic_nllloss : 26088.984570 ∣ critic_ganloss : -232.211836 ∣ generator_nllloss : 5198.074805 ∣ generator_ganloss : 1134.452734 ∣     [  std_z : 1.00  real_sub_fake : 628.87 ]
[  epoch 0031/0040] 3400/4800, lr:1.3e-05 ∣ avg_100 : 32100.842740 ∣ critic_nllloss : 25797.896680 ∣ critic_ganloss : -131.786249 ∣ generator_nllloss : 5250.844922 ∣ generator_ganloss : 1152.445801 ∣     [  std_z : 0.99  real_sub_fake : 577.71 ]
[  epoch 0031/0040] 3410/4800, lr:1.3e-05 ∣ avg_100 : 32102.952266 ∣ critic_nllloss : 25843.616211 ∣ critic_ganloss : -97.781923 ∣ generator_nllloss : 5168.992383 ∣ generator_ganloss : 1158.093164 ∣  [  std_z : 1.00  real_sub_fake : 541.15 ]
[  epoch 0031/0040] 3420/4800, lr:1.3e-05 ∣ avg_100 : 32102.963030 ∣ critic_nllloss : 25930.842773 ∣ critic_ganloss : -129.770737 ∣ generator_nllloss : 5237.081055 ∣ generator_ganloss : 1168.398096 ∣     [  std_z : 1.00  real_sub_fake : 373.98 ]
[  epoch 0031/0040] 3430/4800, lr:1.3e-05 ∣ avg_100 : 32105.523821 ∣ critic_nllloss : 26055.237500 ∣ critic_ganloss : -114.287129 ∣ generator_nllloss : 5143.558398 ∣ generator_ganloss : 1145.231885 ∣     [  std_z : 1.00  real_sub_fake : 474.91 ]
[  epoch 0031/0040] 3440/4800, lr:1.3e-05 ∣ avg_100 : 32106.387666 ∣ critic_nllloss : 26021.043359 ∣ critic_ganloss : -125.282953 ∣ generator_nllloss : 5245.181836 ∣ generator_ganloss : 1149.711279 ∣     [  std_z : 0.99  real_sub_fake : 483.13 ]
[  epoch 0031/0040] 3450/4800, lr:1.3e-05 ∣ avg_100 : 32100.945350 ∣ critic_nllloss : 25713.093164 ∣ critic_ganloss : -101.839597 ∣ generator_nllloss : 5110.435156 ∣ generator_ganloss : 1156.400879 ∣     [  std_z : 0.99  real_sub_fake : 354.53 ]
[  epoch 0031/0040] 3460/4800, lr:1.3e-05 ∣ avg_100 : 32099.138727 ∣ critic_nllloss : 26010.628320 ∣ critic_ganloss : -111.865550 ∣ generator_nllloss : 5174.553320 ∣ generator_ganloss : 1139.642236 ∣     [  std_z : 0.99  real_sub_fake : 471.38 ]
[  epoch 0031/0040] 3470/4800, lr:1.3e-05 ∣ avg_100 : 32099.507112 ∣ critic_nllloss : 25883.076172 ∣ critic_ganloss : -127.625201 ∣ generator_nllloss : 5261.784961 ∣ generator_ganloss : 1129.403809 ∣     [  std_z : 0.99  real_sub_fake : 458.76 ]
[  epoch 0031/0040] 3480/4800, lr:1.3e-05 ∣ avg_100 : 32098.898298 ∣ critic_nllloss : 25820.382031 ∣ critic_ganloss : -137.414967 ∣ generator_nllloss : 5189.718164 ∣ generator_ganloss : 1123.657031 ∣     [  std_z : 0.99  real_sub_fake : 492.44 ]
[  epoch 0031/0040] 3490/4800, lr:1.3e-05 ∣ avg_100 : 32101.337087 ∣ critic_nllloss : 25918.663281 ∣ critic_ganloss : -153.135685 ∣ generator_nllloss : 5247.673437 ∣ generator_ganloss : 1128.786719 ∣     [  std_z : 0.99  real_sub_fake : 544.52 ]
[  epoch 0031/0040] 3500/4800, lr:1.3e-05 ∣ avg_100 : 32098.710289 ∣ critic_nllloss : 25964.763086 ∣ critic_ganloss : -138.237459 ∣ generator_nllloss : 5166.628516 ∣ generator_ganloss : 1145.170801 ∣     [  std_z : 0.99  real_sub_fake : 544.43 ]
[  epoch 0031/0040] 3510/4800, lr:1.3e-05 ∣ avg_100 : 32100.907701 ∣ critic_nllloss : 25952.667773 ∣ critic_ganloss : -61.797488 ∣ generator_nllloss : 5190.619336 ∣ generator_ganloss : 1166.402930 ∣  [  std_z : 1.00  real_sub_fake : 461.87 ]
[  epoch 0031/0040] 3520/4800, lr:1.3e-05 ∣ avg_100 : 32100.740575 ∣ critic_nllloss : 25676.988086 ∣ critic_ganloss : -128.633524 ∣ generator_nllloss : 5167.209180 ∣ generator_ganloss : 1152.745459 ∣     [  std_z : 1.00  real_sub_fake : 457.20 ]
[  epoch 0031/0040] 3530/4800, lr:1.3e-05 ∣ avg_100 : 32101.209179 ∣ critic_nllloss : 26026.963672 ∣ critic_ganloss : -164.686707 ∣ generator_nllloss : 5229.975781 ∣ generator_ganloss : 1131.121826 ∣     [  std_z : 1.00  real_sub_fake : 583.37 ]
[  epoch 0031/0040] 3540/4800, lr:1.3e-05 ∣ avg_100 : 32102.401455 ∣ critic_nllloss : 26038.702734 ∣ critic_ganloss : -221.446199 ∣ generator_nllloss : 5327.066602 ∣ generator_ganloss : 1127.765625 ∣     [  std_z : 0.99  real_sub_fake : 670.75 ]
[  epoch 0031/0040] 3550/4800, lr:1.3e-05 ∣ avg_100 : 32102.836576 ∣ critic_nllloss : 25971.148828 ∣ critic_ganloss : -116.141225 ∣ generator_nllloss : 5099.907422 ∣ generator_ganloss : 1157.929346 ∣     [  std_z : 0.99  real_sub_fake : 516.25 ]
[  epoch 0031/0040] 3560/4800, lr:1.3e-05 ∣ avg_100 : 32101.322948 ∣ critic_nllloss : 25738.083789 ∣ critic_ganloss : -131.440253 ∣ generator_nllloss : 5166.007422 ∣ generator_ganloss : 1156.343115 ∣     [  std_z : 0.99  real_sub_fake : 477.31 ]
[  epoch 0031/0040] 3570/4800, lr:1.3e-05 ∣ avg_100 : 32101.749157 ∣ critic_nllloss : 25900.744922 ∣ critic_ganloss : -109.689989 ∣ generator_nllloss : 5153.669141 ∣ generator_ganloss : 1140.107910 ∣     [  std_z : 0.99  real_sub_fake : 562.92 ]
[  epoch 0031/0040] 3580/4800, lr:1.3e-05 ∣ avg_100 : 32104.236712 ∣ critic_nllloss : 26043.256641 ∣ critic_ganloss : -114.512086 ∣ generator_nllloss : 5333.402734 ∣ generator_ganloss : 1134.105859 ∣     [  std_z : 0.99  real_sub_fake : 561.08 ]
[  epoch 0031/0040] 3590/4800, lr:1.3e-05 ∣ avg_100 : 32100.962685 ∣ critic_nllloss : 25800.069727 ∣ critic_ganloss : -196.737688 ∣ generator_nllloss : 5094.239453 ∣ generator_ganloss : 1141.423242 ∣     [  std_z : 0.99  real_sub_fake : 554.48 ]
[  epoch 0031/0040] 3600/4800, lr:1.3e-05 ∣ avg_100 : 32101.352159 ∣ critic_nllloss : 25893.970117 ∣ critic_ganloss : -205.703633 ∣ generator_nllloss : 5184.738867 ∣ generator_ganloss : 1126.036914 ∣     [  std_z : 0.99  real_sub_fake : 672.99 ]
[  epoch 0031/0040] 3610/4800, lr:1.3e-05 ∣ avg_100 : 32098.561518 ∣ critic_nllloss : 25707.713477 ∣ critic_ganloss : -144.399464 ∣ generator_nllloss : 5221.320703 ∣ generator_ganloss : 1136.740430 ∣     [  std_z : 0.99  real_sub_fake : 649.35 ]
[  epoch 0031/0040] 3620/4800, lr:1.3e-05 ∣ avg_100 : 32097.792024 ∣ critic_nllloss : 26178.492578 ∣ critic_ganloss : -164.707837 ∣ generator_nllloss : 5147.566016 ∣ generator_ganloss : 1134.439209 ∣     [  std_z : 0.99  real_sub_fake : 706.20 ]
[  epoch 0031/0040] 3630/4800, lr:1.3e-05 ∣ avg_100 : 32096.618074 ∣ critic_nllloss : 26034.942383 ∣ critic_ganloss : -177.493454 ∣ generator_nllloss : 5183.433789 ∣ generator_ganloss : 1139.968604 ∣     [  std_z : 0.99  real_sub_fake : 677.62 ]
[  epoch 0031/0040] 3640/4800, lr:1.3e-05 ∣ avg_100 : 32098.831270 ∣ critic_nllloss : 26086.559570 ∣ critic_ganloss : -160.432449 ∣ generator_nllloss : 5200.013867 ∣ generator_ganloss : 1150.921777 ∣     [  std_z : 0.99  real_sub_fake : 548.42 ]
[  epoch 0031/0040] 3650/4800, lr:1.3e-05 ∣ avg_100 : 32099.687825 ∣ critic_nllloss : 26124.878906 ∣ critic_ganloss : -136.413757 ∣ generator_nllloss : 5279.720117 ∣ generator_ganloss : 1138.074219 ∣     [  std_z : 0.99  real_sub_fake : 668.60 ]
[  epoch 0031/0040] 3660/4800, lr:1.3e-05 ∣ avg_100 : 32103.091227 ∣ critic_nllloss : 26110.897070 ∣ critic_ganloss : -138.520345 ∣ generator_nllloss : 5271.461523 ∣ generator_ganloss : 1148.494287 ∣     [  std_z : 0.99  real_sub_fake : 558.80 ]
[  epoch 0031/0040] 3670/4800, lr:1.3e-05 ∣ avg_100 : 32098.328794 ∣ critic_nllloss : 25679.065039 ∣ critic_ganloss : -116.336514 ∣ generator_nllloss : 5095.569922 ∣ generator_ganloss : 1166.465283 ∣     [  std_z : 0.99  real_sub_fake : 453.21 ]
[  epoch 0031/0040] 3680/4800, lr:1.3e-05 ∣ avg_100 : 32098.951918 ∣ critic_nllloss : 26105.785352 ∣ critic_ganloss : -159.614294 ∣ generator_nllloss : 5205.402148 ∣ generator_ganloss : 1161.411133 ∣     [  std_z : 0.99  real_sub_fake : 477.23 ]
[  epoch 0031/0040] 3690/4800, lr:1.3e-05 ∣ avg_100 : 32096.640922 ∣ critic_nllloss : 25779.932227 ∣ critic_ganloss : -196.630465 ∣ generator_nllloss : 5148.511523 ∣ generator_ganloss : 1139.609082 ∣     [  std_z : 0.99  real_sub_fake : 597.18 ]
[  epoch 0031/0040] 3700/4800, lr:1.3e-05 ∣ avg_100 : 32101.166508 ∣ critic_nllloss : 26045.867773 ∣ critic_ganloss : -180.634929 ∣ generator_nllloss : 5214.668750 ∣ generator_ganloss : 1138.102734 ∣     [  std_z : 1.00  real_sub_fake : 746.50 ]
[  epoch 0031/0040] 3710/4800, lr:1.3e-05 ∣ avg_100 : 32095.329721 ∣ critic_nllloss : 25645.969141 ∣ critic_ganloss : -148.936803 ∣ generator_nllloss : 5063.617969 ∣ generator_ganloss : 1150.859326 ∣     [  std_z : 0.99  real_sub_fake : 595.73 ]
[  epoch 0031/0040] 3720/4800, lr:1.3e-05 ∣ avg_100 : 32099.044066 ∣ critic_nllloss : 25974.762695 ∣ critic_ganloss : -140.243028 ∣ generator_nllloss : 5278.884961 ∣ generator_ganloss : 1153.852783 ∣     [  std_z : 0.99  real_sub_fake : 589.05 ]
[  epoch 0031/0040] 3730/4800, lr:1.3e-05 ∣ avg_100 : 32103.055127 ∣ critic_nllloss : 26112.082031 ∣ critic_ganloss : -110.901132 ∣ generator_nllloss : 5108.530273 ∣ generator_ganloss : 1162.710059 ∣     [  std_z : 1.00  real_sub_fake : 475.19 ]
[  epoch 0031/0040] 3740/4800, lr:1.3e-05 ∣ avg_100 : 32106.161025 ∣ critic_nllloss : 25951.204688 ∣ critic_ganloss : -149.840732 ∣ generator_nllloss : 5222.030469 ∣ generator_ganloss : 1135.820166 ∣     [  std_z : 1.00  real_sub_fake : 502.93 ]
[  epoch 0031/0040] 3750/4800, lr:1.3e-05 ∣ avg_100 : 32103.353393 ∣ critic_nllloss : 25653.438477 ∣ critic_ganloss : -112.124998 ∣ generator_nllloss : 5111.552344 ∣ generator_ganloss : 1133.485059 ∣     [  std_z : 0.99  real_sub_fake : 511.72 ]
[  epoch 0031/0040] 3760/4800, lr:1.3e-05 ∣ avg_100 : 32095.826087 ∣ critic_nllloss : 25647.151562 ∣ critic_ganloss : -164.148672 ∣ generator_nllloss : 5078.434180 ∣ generator_ganloss : 1141.308350 ∣     [  std_z : 1.00  real_sub_fake : 520.66 ]
[  epoch 0031/0040] 3770/4800, lr:1.3e-05 ∣ avg_100 : 32099.909644 ∣ critic_nllloss : 25904.483984 ∣ critic_ganloss : -147.210187 ∣ generator_nllloss : 5229.219727 ∣ generator_ganloss : 1142.201221 ∣     [  std_z : 0.99  real_sub_fake : 536.84 ]
[  epoch 0031/0040] 3780/4800, lr:1.3e-05 ∣ avg_100 : 32100.427089 ∣ critic_nllloss : 25872.149609 ∣ critic_ganloss : -177.313150 ∣ generator_nllloss : 5144.018555 ∣ generator_ganloss : 1131.295605 ∣     [  std_z : 0.99  real_sub_fake : 651.07 ]
[  epoch 0031/0040] 3790/4800, lr:1.3e-05 ∣ avg_100 : 32103.252375 ∣ critic_nllloss : 26137.685742 ∣ critic_ganloss : -184.627013 ∣ generator_nllloss : 5237.270117 ∣ generator_ganloss : 1142.585107 ∣     [  std_z : 0.99  real_sub_fake : 670.68 ]
[  epoch 0031/0040] 3800/4800, lr:1.3e-05 ∣ avg_100 : 32100.665573 ∣ critic_nllloss : 25778.927344 ∣ critic_ganloss : -137.377820 ∣ generator_nllloss : 5156.029102 ∣ generator_ganloss : 1148.520703 ∣     [  std_z : 0.99  real_sub_fake : 556.07 ]
[  epoch 0031/0040] 3810/4800, lr:1.3e-05 ∣ avg_100 : 32101.697495 ∣ critic_nllloss : 26153.032617 ∣ critic_ganloss : -176.014442 ∣ generator_nllloss : 5245.196680 ∣ generator_ganloss : 1149.752637 ∣     [  std_z : 1.00  real_sub_fake : 658.70 ]
[  epoch 0031/0040] 3820/4800, lr:1.3e-05 ∣ avg_100 : 32100.743037 ∣ critic_nllloss : 25728.874219 ∣ critic_ganloss : -152.228940 ∣ generator_nllloss : 5102.225977 ∣ generator_ganloss : 1160.539844 ∣     [  std_z : 0.99  real_sub_fake : 587.12 ]
[  epoch 0031/0040] 3830/4800, lr:1.3e-05 ∣ avg_100 : 32099.288228 ∣ critic_nllloss : 25955.427344 ∣ critic_ganloss : -155.344185 ∣ generator_nllloss : 5252.354297 ∣ generator_ganloss : 1161.618408 ∣     [  std_z : 0.99  real_sub_fake : 556.88 ]
[  epoch 0031/0040] 3840/4800, lr:1.3e-05 ∣ avg_100 : 32099.723069 ∣ critic_nllloss : 25804.488672 ∣ critic_ganloss : -155.191895 ∣ generator_nllloss : 5153.679492 ∣ generator_ganloss : 1148.980078 ∣     [  std_z : 0.99  real_sub_fake : 600.42 ]
[  epoch 0031/0040] 3850/4800, lr:1.3e-05 ∣ avg_100 : 32096.597746 ∣ critic_nllloss : 25874.629492 ∣ critic_ganloss : -196.132025 ∣ generator_nllloss : 5259.234180 ∣ generator_ganloss : 1148.387793 ∣     [  std_z : 0.99  real_sub_fake : 664.30 ]
[  epoch 0031/0040] 3860/4800, lr:1.3e-05 ∣ avg_100 : 32092.358526 ∣ critic_nllloss : 25746.250977 ∣ critic_ganloss : -153.814066 ∣ generator_nllloss : 5060.157812 ∣ generator_ganloss : 1160.359424 ∣     [  std_z : 1.00  real_sub_fake : 588.03 ]
[  epoch 0031/0040] 3870/4800, lr:1.3e-05 ∣ avg_100 : 32089.950459 ∣ critic_nllloss : 25828.164258 ∣ critic_ganloss : -182.582242 ∣ generator_nllloss : 5167.361523 ∣ generator_ganloss : 1149.843311 ∣     [  std_z : 1.00  real_sub_fake : 647.38 ]
[  epoch 0031/0040] 3880/4800, lr:1.3e-05 ∣ avg_100 : 32089.986951 ∣ critic_nllloss : 25764.021875 ∣ critic_ganloss : -208.744029 ∣ generator_nllloss : 5076.544727 ∣ generator_ganloss : 1146.819141 ∣     [  std_z : 1.00  real_sub_fake : 691.39 ]
[  epoch 0031/0040] 3890/4800, lr:1.3e-05 ∣ avg_100 : 32089.152544 ∣ critic_nllloss : 25926.275195 ∣ critic_ganloss : -191.639026 ∣ generator_nllloss : 5272.896484 ∣ generator_ganloss : 1166.032324 ∣     [  std_z : 1.00  real_sub_fake : 651.70 ]
[  epoch 0031/0040] 3900/4800, lr:1.3e-05 ∣ avg_100 : 32089.404796 ∣ critic_nllloss : 25990.433594 ∣ critic_ganloss : -100.647560 ∣ generator_nllloss : 5258.249414 ∣ generator_ganloss : 1167.862207 ∣     [  std_z : 0.99  real_sub_fake : 598.35 ]
[  epoch 0031/0040] 3910/4800, lr:1.3e-05 ∣ avg_100 : 32089.047273 ∣ critic_nllloss : 25964.690625 ∣ critic_ganloss : -147.986845 ∣ generator_nllloss : 5263.255273 ∣ generator_ganloss : 1174.959277 ∣     [  std_z : 0.99  real_sub_fake : 445.79 ]
[  epoch 0031/0040] 3920/4800, lr:1.3e-05 ∣ avg_100 : 32091.797554 ∣ critic_nllloss : 26199.404102 ∣ critic_ganloss : -157.824959 ∣ generator_nllloss : 5261.996875 ∣ generator_ganloss : 1138.616797 ∣     [  std_z : 0.99  real_sub_fake : 575.90 ]
[  epoch 0031/0040] 3930/4800, lr:1.3e-05 ∣ avg_100 : 32091.598899 ∣ critic_nllloss : 25826.573047 ∣ critic_ganloss : -108.220903 ∣ generator_nllloss : 5182.315039 ∣ generator_ganloss : 1147.418848 ∣     [  std_z : 0.99  real_sub_fake : 548.64 ]
[  epoch 0031/0040] 3940/4800, lr:1.3e-05 ∣ avg_100 : 32090.732898 ∣ critic_nllloss : 25771.664648 ∣ critic_ganloss : -163.122157 ∣ generator_nllloss : 5247.600000 ∣ generator_ganloss : 1160.718115 ∣     [  std_z : 0.99  real_sub_fake : 476.51 ]
[  epoch 0031/0040] 3950/4800, lr:1.3e-05 ∣ avg_100 : 32092.161901 ∣ critic_nllloss : 26111.898633 ∣ critic_ganloss : -170.082759 ∣ generator_nllloss : 5180.977344 ∣ generator_ganloss : 1140.814600 ∣     [  std_z : 0.99  real_sub_fake : 638.10 ]
[  epoch 0031/0040] 3960/4800, lr:1.3e-05 ∣ avg_100 : 32090.310247 ∣ critic_nllloss : 25873.018164 ∣ critic_ganloss : -181.959166 ∣ generator_nllloss : 5172.679297 ∣ generator_ganloss : 1148.508887 ∣     [  std_z : 1.00  real_sub_fake : 592.24 ]
[  epoch 0031/0040] 3970/4800, lr:1.3e-05 ∣ avg_100 : 32089.987884 ∣ critic_nllloss : 25919.605859 ∣ critic_ganloss : -170.067288 ∣ generator_nllloss : 5176.885742 ∣ generator_ganloss : 1151.600098 ∣     [  std_z : 1.00  real_sub_fake : 655.85 ]
[  epoch 0031/0040] 3980/4800, lr:1.3e-05 ∣ avg_100 : 32087.993023 ∣ critic_nllloss : 25912.123828 ∣ critic_ganloss : -132.572151 ∣ generator_nllloss : 5054.344922 ∣ generator_ganloss : 1162.837305 ∣     [  std_z : 0.99  real_sub_fake : 605.59 ]
[  epoch 0031/0040] 3990/4800, lr:1.3e-05 ∣ avg_100 : 32091.891368 ∣ critic_nllloss : 25977.249219 ∣ critic_ganloss : -114.026846 ∣ generator_nllloss : 5197.536133 ∣ generator_ganloss : 1163.716797 ∣     [  std_z : 0.99  real_sub_fake : 579.43 ]
[  epoch 0031/0040] 4000/4800, lr:1.3e-05 ∣ avg_100 : 32090.493966 ∣ critic_nllloss : 25878.353320 ∣ critic_ganloss : -175.501675 ∣ generator_nllloss : 5191.946289 ∣ generator_ganloss : 1151.526709 ∣     [  std_z : 0.99  real_sub_fake : 575.29 ]
[  epoch 0031/0040] 4010/4800, lr:1.3e-05 ∣ avg_100 : 32091.658463 ∣ critic_nllloss : 26048.793750 ∣ critic_ganloss : -212.045074 ∣ generator_nllloss : 5323.888477 ∣ generator_ganloss : 1145.628711 ∣     [  std_z : 0.99  real_sub_fake : 726.32 ]
[  epoch 0031/0040] 4020/4800, lr:1.3e-05 ∣ avg_100 : 32090.174896 ∣ critic_nllloss : 25845.150977 ∣ critic_ganloss : -129.479286 ∣ generator_nllloss : 5234.339844 ∣ generator_ganloss : 1159.378125 ∣     [  std_z : 0.99  real_sub_fake : 688.37 ]
[  epoch 0031/0040] 4030/4800, lr:1.3e-05 ∣ avg_100 : 32094.913660 ∣ critic_nllloss : 26000.033789 ∣ critic_ganloss : -186.242032 ∣ generator_nllloss : 5214.031641 ∣ generator_ganloss : 1172.578076 ∣     [  std_z : 0.99  real_sub_fake : 582.00 ]
[  epoch 0031/0040] 4040/4800, lr:1.3e-05 ∣ avg_100 : 32092.244377 ∣ critic_nllloss : 25786.422852 ∣ critic_ganloss : -184.500238 ∣ generator_nllloss : 5139.093164 ∣ generator_ganloss : 1157.071191 ∣     [  std_z : 1.00  real_sub_fake : 593.22 ]
[  epoch 0031/0040] 4050/4800, lr:1.3e-05 ∣ avg_100 : 32092.515084 ∣ critic_nllloss : 25914.781641 ∣ critic_ganloss : -112.760350 ∣ generator_nllloss : 5251.770898 ∣ generator_ganloss : 1159.595898 ∣     [  std_z : 1.00  real_sub_fake : 618.44 ]
[  epoch 0031/0040] 4060/4800, lr:1.3e-05 ∣ avg_100 : 32097.909480 ∣ critic_nllloss : 25911.794141 ∣ critic_ganloss : -116.757407 ∣ generator_nllloss : 5257.211328 ∣ generator_ganloss : 1189.804736 ∣     [  std_z : 1.00  real_sub_fake : 477.74 ]
[  epoch 0031/0040] 4070/4800, lr:1.3e-05 ∣ avg_100 : 32096.028799 ∣ critic_nllloss : 25906.791016 ∣ critic_ganloss : -127.819244 ∣ generator_nllloss : 5136.382812 ∣ generator_ganloss : 1163.595410 ∣     [  std_z : 1.00  real_sub_fake : 481.97 ]
[  epoch 0031/0040] 4080/4800, lr:1.3e-05 ∣ avg_100 : 32095.118610 ∣ critic_nllloss : 25927.918359 ∣ critic_ganloss : -170.367249 ∣ generator_nllloss : 5147.487695 ∣ generator_ganloss : 1144.206055 ∣     [  std_z : 0.99  real_sub_fake : 574.89 ]
[  epoch 0031/0040] 4090/4800, lr:1.3e-05 ∣ avg_100 : 32098.342892 ∣ critic_nllloss : 25968.478711 ∣ critic_ganloss : -149.044388 ∣ generator_nllloss : 5200.683594 ∣ generator_ganloss : 1157.810840 ∣     [  std_z : 0.99  real_sub_fake : 566.21 ]
[  epoch 0031/0040] 4100/4800, lr:1.3e-05 ∣ avg_100 : 32099.109345 ∣ critic_nllloss : 25985.995898 ∣ critic_ganloss : -146.653749 ∣ generator_nllloss : 5226.234375 ∣ generator_ganloss : 1157.180078 ∣     [  std_z : 0.99  real_sub_fake : 595.72 ]
[  epoch 0031/0040] 4110/4800, lr:1.3e-05 ∣ avg_100 : 32094.368217 ∣ critic_nllloss : 25747.070312 ∣ critic_ganloss : -117.395680 ∣ generator_nllloss : 5108.328516 ∣ generator_ganloss : 1159.487598 ∣     [  std_z : 1.00  real_sub_fake : 523.13 ]
[  epoch 0031/0040] 4120/4800, lr:1.3e-05 ∣ avg_100 : 32092.564065 ∣ critic_nllloss : 25842.865234 ∣ critic_ganloss : -188.333380 ∣ generator_nllloss : 5110.256250 ∣ generator_ganloss : 1165.511328 ∣     [  std_z : 1.00  real_sub_fake : 542.85 ]
[  epoch 0031/0040] 4130/4800, lr:1.3e-05 ∣ avg_100 : 32091.361617 ∣ critic_nllloss : 25757.647266 ∣ critic_ganloss : -144.734673 ∣ generator_nllloss : 5222.110156 ∣ generator_ganloss : 1151.162305 ∣     [  std_z : 1.00  real_sub_fake : 595.06 ]
[  epoch 0031/0040] 4140/4800, lr:1.3e-05 ∣ avg_100 : 32090.893740 ∣ critic_nllloss : 25767.590625 ∣ critic_ganloss : -159.766287 ∣ generator_nllloss : 5219.120703 ∣ generator_ganloss : 1167.397852 ∣     [  std_z : 1.00  real_sub_fake : 593.83 ]
[  epoch 0031/0040] 4150/4800, lr:1.3e-05 ∣ avg_100 : 32087.545855 ∣ critic_nllloss : 25644.715430 ∣ critic_ganloss : -93.537563 ∣ generator_nllloss : 5015.876758 ∣ generator_ganloss : 1161.648730 ∣  [  std_z : 0.99  real_sub_fake : 516.96 ]
[  epoch 0031/0040] 4160/4800, lr:1.3e-05 ∣ avg_100 : 32089.946290 ∣ critic_nllloss : 25914.535547 ∣ critic_ganloss : -149.269550 ∣ generator_nllloss : 5138.557031 ∣ generator_ganloss : 1167.995605 ∣     [  std_z : 0.99  real_sub_fake : 546.45 ]
[  epoch 0031/0040] 4170/4800, lr:1.3e-05 ∣ avg_100 : 32091.260183 ∣ critic_nllloss : 25927.174805 ∣ critic_ganloss : -181.742497 ∣ generator_nllloss : 5224.210352 ∣ generator_ganloss : 1157.347656 ∣     [  std_z : 0.99  real_sub_fake : 628.90 ]
[  epoch 0031/0040] 4180/4800, lr:1.3e-05 ∣ avg_100 : 32086.973560 ∣ critic_nllloss : 25657.374805 ∣ critic_ganloss : -129.090605 ∣ generator_nllloss : 5093.025000 ∣ generator_ganloss : 1153.802539 ∣     [  std_z : 0.99  real_sub_fake : 651.85 ]
[  epoch 0031/0040] 4190/4800, lr:1.3e-05 ∣ avg_100 : 32089.597714 ∣ critic_nllloss : 26038.002539 ∣ critic_ganloss : -115.161130 ∣ generator_nllloss : 5295.742188 ∣ generator_ganloss : 1194.357666 ∣     [  std_z : 0.99  real_sub_fake : 411.72 ]
[  epoch 0031/0040] 4200/4800, lr:1.3e-05 ∣ avg_100 : 32086.526676 ∣ critic_nllloss : 25836.223242 ∣ critic_ganloss : -115.395967 ∣ generator_nllloss : 5161.040625 ∣ generator_ganloss : 1169.595654 ∣     [  std_z : 1.00  real_sub_fake : 461.95 ]
[  epoch 0031/0040] 4210/4800, lr:1.3e-05 ∣ avg_100 : 32087.142876 ∣ critic_nllloss : 25821.271094 ∣ critic_ganloss : -132.963206 ∣ generator_nllloss : 5215.812695 ∣ generator_ganloss : 1154.204346 ∣     [  std_z : 0.99  real_sub_fake : 543.23 ]
[  epoch 0031/0040] 4220/4800, lr:1.3e-05 ∣ avg_100 : 32089.177212 ∣ critic_nllloss : 25927.345703 ∣ critic_ganloss : -135.389398 ∣ generator_nllloss : 5204.391406 ∣ generator_ganloss : 1170.490039 ∣     [  std_z : 1.00  real_sub_fake : 457.46 ]
[  epoch 0031/0040] 4230/4800, lr:1.3e-05 ∣ avg_100 : 32089.765705 ∣ critic_nllloss : 25822.361523 ∣ critic_ganloss : -123.848651 ∣ generator_nllloss : 5195.828711 ∣ generator_ganloss : 1161.648096 ∣     [  std_z : 0.99  real_sub_fake : 501.94 ]
[  epoch 0031/0040] 4240/4800, lr:1.3e-05 ∣ avg_100 : 32090.619031 ∣ critic_nllloss : 25984.141797 ∣ critic_ganloss : -162.588196 ∣ generator_nllloss : 5189.585938 ∣ generator_ganloss : 1161.322754 ∣     [  std_z : 0.99  real_sub_fake : 546.85 ]
[  epoch 0031/0040] 4250/4800, lr:1.3e-05 ∣ avg_100 : 32094.643554 ∣ critic_nllloss : 26062.853906 ∣ critic_ganloss : -138.490681 ∣ generator_nllloss : 5222.989453 ∣ generator_ganloss : 1161.250977 ∣     [  std_z : 0.99  real_sub_fake : 538.76 ]
[  epoch 0031/0040] 4260/4800, lr:1.3e-05 ∣ avg_100 : 32094.825461 ∣ critic_nllloss : 25975.226562 ∣ critic_ganloss : -141.863560 ∣ generator_nllloss : 5311.243750 ∣ generator_ganloss : 1170.237793 ∣     [  std_z : 0.99  real_sub_fake : 511.95 ]
[  epoch 0031/0040] 4270/4800, lr:1.3e-05 ∣ avg_100 : 32094.767289 ∣ critic_nllloss : 25904.086719 ∣ critic_ganloss : -155.366988 ∣ generator_nllloss : 5184.828516 ∣ generator_ganloss : 1165.148975 ∣     [  std_z : 0.99  real_sub_fake : 550.16 ]
[  epoch 0031/0040] 4280/4800, lr:1.3e-05 ∣ avg_100 : 32096.741327 ∣ critic_nllloss : 25969.415625 ∣ critic_ganloss : -110.679393 ∣ generator_nllloss : 5096.580859 ∣ generator_ganloss : 1176.209277 ∣     [  std_z : 0.99  real_sub_fake : 545.99 ]
[  epoch 0031/0040] 4290/4800, lr:1.3e-05 ∣ avg_100 : 32097.770161 ∣ critic_nllloss : 26006.217969 ∣ critic_ganloss : -149.754085 ∣ generator_nllloss : 5243.348047 ∣ generator_ganloss : 1138.654980 ∣     [  std_z : 1.00  real_sub_fake : 596.01 ]
[  epoch 0031/0040] 4300/4800, lr:1.3e-05 ∣ avg_100 : 32100.628313 ∣ critic_nllloss : 25976.318750 ∣ critic_ganloss : -139.973242 ∣ generator_nllloss : 5183.058008 ∣ generator_ganloss : 1152.057861 ∣     [  std_z : 1.00  real_sub_fake : 558.16 ]
[  epoch 0031/0040] 4310/4800, lr:1.3e-05 ∣ avg_100 : 32101.815698 ∣ critic_nllloss : 25806.764453 ∣ critic_ganloss : -124.332959 ∣ generator_nllloss : 5131.067578 ∣ generator_ganloss : 1170.818604 ∣     [  std_z : 1.00  real_sub_fake : 425.34 ]
[  epoch 0031/0040] 4320/4800, lr:1.3e-05 ∣ avg_100 : 32107.412695 ∣ critic_nllloss : 26020.870508 ∣ critic_ganloss : -167.096587 ∣ generator_nllloss : 5324.367383 ∣ generator_ganloss : 1151.267871 ∣     [  std_z : 0.99  real_sub_fake : 477.27 ]
[  epoch 0031/0040] 4330/4800, lr:1.3e-05 ∣ avg_100 : 32114.094258 ∣ critic_nllloss : 26266.575977 ∣ critic_ganloss : -172.812091 ∣ generator_nllloss : 5349.107031 ∣ generator_ganloss : 1141.739258 ∣     [  std_z : 0.99  real_sub_fake : 609.14 ]
[  epoch 0031/0040] 4340/4800, lr:1.3e-05 ∣ avg_100 : 32110.503778 ∣ critic_nllloss : 25683.463086 ∣ critic_ganloss : -180.085646 ∣ generator_nllloss : 5134.681836 ∣ generator_ganloss : 1148.065381 ∣     [  std_z : 0.98  real_sub_fake : 613.96 ]
[  epoch 0031/0040] 4350/4800, lr:1.3e-05 ∣ avg_100 : 32107.873429 ∣ critic_nllloss : 25807.361523 ∣ critic_ganloss : -154.422583 ∣ generator_nllloss : 5224.469531 ∣ generator_ganloss : 1171.781250 ∣     [  std_z : 0.98  real_sub_fake : 518.71 ]
[  epoch 0031/0040] 4360/4800, lr:1.3e-05 ∣ avg_100 : 32108.484999 ∣ critic_nllloss : 26049.090625 ∣ critic_ganloss : -164.307686 ∣ generator_nllloss : 5199.768164 ∣ generator_ganloss : 1162.470215 ∣     [  std_z : 0.99  real_sub_fake : 552.74 ]
[  epoch 0031/0040] 4370/4800, lr:1.3e-05 ∣ avg_100 : 32104.570324 ∣ critic_nllloss : 25957.980859 ∣ critic_ganloss : -170.334229 ∣ generator_nllloss : 5051.839648 ∣ generator_ganloss : 1149.125439 ∣     [  std_z : 1.01  real_sub_fake : 669.07 ]
[  epoch 0031/0040] 4380/4800, lr:1.3e-05 ∣ avg_100 : 32105.983012 ∣ critic_nllloss : 25888.585547 ∣ critic_ganloss : -221.925676 ∣ generator_nllloss : 5185.845703 ∣ generator_ganloss : 1170.919092 ∣     [  std_z : 1.01  real_sub_fake : 624.74 ]
[  epoch 0031/0040] 4390/4800, lr:1.3e-05 ∣ avg_100 : 32106.785436 ∣ critic_nllloss : 26065.377539 ∣ critic_ganloss : -162.976125 ∣ generator_nllloss : 5193.880078 ∣ generator_ganloss : 1173.261182 ∣     [  std_z : 1.00  real_sub_fake : 636.91 ]
[  epoch 0031/0040] 4400/4800, lr:1.3e-05 ∣ avg_100 : 32106.019271 ∣ critic_nllloss : 25849.481055 ∣ critic_ganloss : -184.108458 ∣ generator_nllloss : 5150.171289 ∣ generator_ganloss : 1177.240723 ∣     [  std_z : 1.00  real_sub_fake : 577.73 ]
[  epoch 0031/0040] 4410/4800, lr:1.3e-05 ∣ avg_100 : 32108.679515 ∣ critic_nllloss : 26063.655469 ∣ critic_ganloss : -100.719147 ∣ generator_nllloss : 5205.783789 ∣ generator_ganloss : 1170.224121 ∣     [  std_z : 0.99  real_sub_fake : 630.25 ]
[  epoch 0031/0040] 4420/4800, lr:1.3e-05 ∣ avg_100 : 32106.555111 ∣ critic_nllloss : 25840.810156 ∣ critic_ganloss : -182.118541 ∣ generator_nllloss : 5172.496680 ∣ generator_ganloss : 1162.922559 ∣     [  std_z : 0.99  real_sub_fake : 638.38 ]
[  epoch 0031/0040] 4430/4800, lr:1.3e-05 ∣ avg_100 : 32104.745892 ∣ critic_nllloss : 25894.447070 ∣ critic_ganloss : -183.226274 ∣ generator_nllloss : 5183.914062 ∣ generator_ganloss : 1153.683838 ∣     [  std_z : 0.99  real_sub_fake : 660.21 ]
[  epoch 0031/0040] 4440/4800, lr:1.3e-05 ∣ avg_100 : 32103.922251 ∣ critic_nllloss : 25936.805469 ∣ critic_ganloss : -116.931636 ∣ generator_nllloss : 5207.253320 ∣ generator_ganloss : 1181.162305 ∣     [  std_z : 0.99  real_sub_fake : 494.93 ]
[  epoch 0031/0040] 4450/4800, lr:1.3e-05 ∣ avg_100 : 32106.433098 ∣ critic_nllloss : 25931.109766 ∣ critic_ganloss : -145.776606 ∣ generator_nllloss : 5177.446484 ∣ generator_ganloss : 1166.394678 ∣     [  std_z : 0.99  real_sub_fake : 545.62 ]
[  epoch 0031/0040] 4460/4800, lr:1.3e-05 ∣ avg_100 : 32104.239483 ∣ critic_nllloss : 25869.661523 ∣ critic_ganloss : -199.890865 ∣ generator_nllloss : 5170.672852 ∣ generator_ganloss : 1153.153320 ∣     [  std_z : 1.00  real_sub_fake : 687.69 ]
[  epoch 0031/0040] 4470/4800, lr:1.3e-05 ∣ avg_100 : 32103.392319 ∣ critic_nllloss : 25858.968555 ∣ critic_ganloss : -144.150797 ∣ generator_nllloss : 5185.217969 ∣ generator_ganloss : 1161.887549 ∣     [  std_z : 1.00  real_sub_fake : 670.61 ]
[  epoch 0031/0040] 4480/4800, lr:1.3e-05 ∣ avg_100 : 32104.812543 ∣ critic_nllloss : 26026.450977 ∣ critic_ganloss : -227.213145 ∣ generator_nllloss : 5179.410547 ∣ generator_ganloss : 1159.716260 ∣     [  std_z : 1.00  real_sub_fake : 708.11 ]
[  epoch 0031/0040] 4490/4800, lr:1.3e-05 ∣ avg_100 : 32105.438573 ∣ critic_nllloss : 25959.370508 ∣ critic_ganloss : -64.762740 ∣ generator_nllloss : 5128.003711 ∣ generator_ganloss : 1181.979297 ∣  [  std_z : 1.00  real_sub_fake : 502.14 ]
[  epoch 0031/0040] 4500/4800, lr:1.3e-05 ∣ avg_100 : 32105.591635 ∣ critic_nllloss : 25871.078320 ∣ critic_ganloss : -94.543794 ∣ generator_nllloss : 5202.212500 ∣ generator_ganloss : 1174.884131 ∣  [  std_z : 0.99  real_sub_fake : 380.80 ]
[  epoch 0031/0040] 4510/4800, lr:1.3e-05 ∣ avg_100 : 32104.119825 ∣ critic_nllloss : 25914.862500 ∣ critic_ganloss : -121.466879 ∣ generator_nllloss : 5140.845312 ∣ generator_ganloss : 1166.470654 ∣     [  std_z : 0.99  real_sub_fake : 516.84 ]
[  epoch 0031/0040] 4520/4800, lr:1.3e-05 ∣ avg_100 : 32103.064602 ∣ critic_nllloss : 25639.929102 ∣ critic_ganloss : -137.319283 ∣ generator_nllloss : 5104.478711 ∣ generator_ganloss : 1155.698340 ∣     [  std_z : 0.99  real_sub_fake : 546.50 ]
[  epoch 0031/0040] 4530/4800, lr:1.3e-05 ∣ avg_100 : 32102.806298 ∣ critic_nllloss : 25932.871680 ∣ critic_ganloss : -134.950310 ∣ generator_nllloss : 5256.272461 ∣ generator_ganloss : 1143.350391 ∣     [  std_z : 0.99  real_sub_fake : 604.51 ]
[  epoch 0031/0040] 4540/4800, lr:1.3e-05 ∣ avg_100 : 32102.848452 ∣ critic_nllloss : 26031.913281 ∣ critic_ganloss : -154.699957 ∣ generator_nllloss : 5238.078711 ∣ generator_ganloss : 1161.012109 ∣     [  std_z : 1.00  real_sub_fake : 555.21 ]
[  epoch 0031/0040] 4550/4800, lr:1.3e-05 ∣ avg_100 : 32102.586480 ∣ critic_nllloss : 25896.156445 ∣ critic_ganloss : -139.431758 ∣ generator_nllloss : 5172.872266 ∣ generator_ganloss : 1157.050146 ∣     [  std_z : 1.00  real_sub_fake : 532.39 ]
[  epoch 0031/0040] 4560/4800, lr:1.3e-05 ∣ avg_100 : 32103.620379 ∣ critic_nllloss : 25861.642773 ∣ critic_ganloss : -153.159010 ∣ generator_nllloss : 5174.632227 ∣ generator_ganloss : 1149.268018 ∣     [  std_z : 1.00  real_sub_fake : 563.88 ]
[  epoch 0031/0040] 4570/4800, lr:1.3e-05 ∣ avg_100 : 32106.008951 ∣ critic_nllloss : 26098.735156 ∣ critic_ganloss : -119.762577 ∣ generator_nllloss : 5188.544141 ∣ generator_ganloss : 1156.172461 ∣     [  std_z : 0.99  real_sub_fake : 557.82 ]
[  epoch 0031/0040] 4580/4800, lr:1.3e-05 ∣ avg_100 : 32104.895194 ∣ critic_nllloss : 26041.704688 ∣ critic_ganloss : -146.703321 ∣ generator_nllloss : 5220.088867 ∣ generator_ganloss : 1169.787207 ∣     [  std_z : 0.99  real_sub_fake : 486.82 ]
[  epoch 0031/0040] 4590/4800, lr:1.3e-05 ∣ avg_100 : 32110.938543 ∣ critic_nllloss : 26223.401562 ∣ critic_ganloss : -150.596115 ∣ generator_nllloss : 5207.695312 ∣ generator_ganloss : 1162.828906 ∣     [  std_z : 0.99  real_sub_fake : 542.99 ]
[  epoch 0031/0040] 4600/4800, lr:1.3e-05 ∣ avg_100 : 32111.531762 ∣ critic_nllloss : 25820.833398 ∣ critic_ganloss : -141.815891 ∣ generator_nllloss : 5214.143555 ∣ generator_ganloss : 1165.203125 ∣     [  std_z : 0.99  real_sub_fake : 563.60 ]
[  epoch 0031/0040] 4610/4800, lr:1.3e-05 ∣ avg_100 : 32115.672850 ∣ critic_nllloss : 26078.027344 ∣ critic_ganloss : -143.651865 ∣ generator_nllloss : 5234.816016 ∣ generator_ganloss : 1166.292432 ∣     [  std_z : 1.00  real_sub_fake : 572.94 ]
[  epoch 0031/0040] 4620/4800, lr:1.3e-05 ∣ avg_100 : 32114.752185 ∣ critic_nllloss : 26029.445508 ∣ critic_ganloss : -162.424716 ∣ generator_nllloss : 5162.836914 ∣ generator_ganloss : 1173.865723 ∣     [  std_z : 1.00  real_sub_fake : 512.53 ]
[  epoch 0031/0040] 4630/4800, lr:1.3e-05 ∣ avg_100 : 32114.560963 ∣ critic_nllloss : 25971.765820 ∣ critic_ganloss : -181.511284 ∣ generator_nllloss : 5204.442187 ∣ generator_ganloss : 1167.032422 ∣     [  std_z : 0.99  real_sub_fake : 564.88 ]
[  epoch 0031/0040] 4640/4800, lr:1.3e-05 ∣ avg_100 : 32111.484429 ∣ critic_nllloss : 25744.150195 ∣ critic_ganloss : -162.150966 ∣ generator_nllloss : 5219.548047 ∣ generator_ganloss : 1167.862109 ∣     [  std_z : 0.99  real_sub_fake : 519.58 ]
[  epoch 0031/0040] 4650/4800, lr:1.3e-05 ∣ avg_100 : 32107.793829 ∣ critic_nllloss : 25774.398633 ∣ critic_ganloss : -148.025830 ∣ generator_nllloss : 5245.824609 ∣ generator_ganloss : 1165.002002 ∣     [  std_z : 0.99  real_sub_fake : 521.66 ]
[  epoch 0031/0040] 4660/4800, lr:1.3e-05 ∣ avg_100 : 32104.790115 ∣ critic_nllloss : 25949.479102 ∣ critic_ganloss : -210.825699 ∣ generator_nllloss : 5197.066406 ∣ generator_ganloss : 1156.241406 ∣     [  std_z : 1.00  real_sub_fake : 669.56 ]
[  epoch 0031/0040] 4670/4800, lr:1.3e-05 ∣ avg_100 : 32109.816924 ∣ critic_nllloss : 25969.758984 ∣ critic_ganloss : -116.075706 ∣ generator_nllloss : 5301.587500 ∣ generator_ganloss : 1172.173828 ∣     [  std_z : 1.00  real_sub_fake : 590.64 ]
[  epoch 0031/0040] 4680/4800, lr:1.3e-05 ∣ avg_100 : 32107.884711 ∣ critic_nllloss : 25928.128906 ∣ critic_ganloss : -168.624296 ∣ generator_nllloss : 5194.037305 ∣ generator_ganloss : 1166.221143 ∣     [  std_z : 1.00  real_sub_fake : 531.57 ]
[  epoch 0031/0040] 4690/4800, lr:1.3e-05 ∣ avg_100 : 32108.963087 ∣ critic_nllloss : 25851.702148 ∣ critic_ganloss : -162.147101 ∣ generator_nllloss : 5145.762109 ∣ generator_ganloss : 1143.942822 ∣     [  std_z : 0.99  real_sub_fake : 656.75 ]
[  epoch 0031/0040] 4700/4800, lr:1.3e-05 ∣ avg_100 : 32107.263905 ∣ critic_nllloss : 25801.715234 ∣ critic_ganloss : -149.004416 ∣ generator_nllloss : 5232.986914 ∣ generator_ganloss : 1162.388379 ∣     [  std_z : 0.99  real_sub_fake : 633.47 ]
[  epoch 0031/0040] 4710/4800, lr:1.3e-05 ∣ avg_100 : 32111.989357 ∣ critic_nllloss : 26005.628320 ∣ critic_ganloss : -157.102585 ∣ generator_nllloss : 5178.960742 ∣ generator_ganloss : 1156.568359 ∣     [  std_z : 0.99  real_sub_fake : 684.67 ]
[  epoch 0031/0040] 4720/4800, lr:1.3e-05 ∣ avg_100 : 32108.921968 ∣ critic_nllloss : 25783.642578 ∣ critic_ganloss : -129.139565 ∣ generator_nllloss : 5122.430078 ∣ generator_ganloss : 1183.585400 ∣     [  std_z : 0.99  real_sub_fake : 546.12 ]
[  epoch 0031/0040] 4730/4800, lr:1.3e-05 ∣ avg_100 : 32109.331369 ∣ critic_nllloss : 26060.686523 ∣ critic_ganloss : -155.312259 ∣ generator_nllloss : 5227.118945 ∣ generator_ganloss : 1180.868164 ∣     [  std_z : 0.99  real_sub_fake : 566.82 ]
[  epoch 0031/0040] 4740/4800, lr:1.3e-05 ∣ avg_100 : 32106.232879 ∣ critic_nllloss : 25664.821484 ∣ critic_ganloss : -149.306898 ∣ generator_nllloss : 5171.187305 ∣ generator_ganloss : 1162.663672 ∣     [  std_z : 0.99  real_sub_fake : 606.98 ]
[  epoch 0031/0040] 4750/4800, lr:1.3e-05 ∣ avg_100 : 32111.910418 ∣ critic_nllloss : 26061.757227 ∣ critic_ganloss : -168.762553 ∣ generator_nllloss : 5295.019531 ∣ generator_ganloss : 1166.090576 ∣     [  std_z : 0.99  real_sub_fake : 517.52 ]
[  epoch 0031/0040] 4760/4800, lr:1.3e-05 ∣ avg_100 : 32116.237894 ∣ critic_nllloss : 25966.335156 ∣ critic_ganloss : -163.321570 ∣ generator_nllloss : 5173.699805 ∣ generator_ganloss : 1158.779590 ∣     [  std_z : 0.99  real_sub_fake : 588.98 ]
[  epoch 0031/0040] 4770/4800, lr:1.3e-05 ∣ avg_100 : 32116.166499 ∣ critic_nllloss : 25918.331641 ∣ critic_ganloss : -166.041733 ∣ generator_nllloss : 5203.031641 ∣ generator_ganloss : 1166.233740 ∣     [  std_z : 1.00  real_sub_fake : 568.85 ]
[  epoch 0031/0040] 4780/4800, lr:1.3e-05 ∣ avg_100 : 32118.382093 ∣ critic_nllloss : 25900.195508 ∣ critic_ganloss : -112.724245 ∣ generator_nllloss : 5242.203320 ∣ generator_ganloss : 1162.035400 ∣     [  std_z : 1.00  real_sub_fake : 577.00 ]
[  epoch 0031/0040] 4790/4800, lr:1.3e-05 ∣ avg_100 : 32116.455740 ∣ critic_nllloss : 25948.629883 ∣ critic_ganloss : -179.293866 ∣ generator_nllloss : 5208.384180 ∣ generator_ganloss : 1162.558496 ∣     [  std_z : 1.00  real_sub_fake : 538.94 ]
[  epoch 0031/0040] 4800/4800, lr:1.3e-05 ∣ avg_100 : 32118.578946 ∣ critic_nllloss : 25977.126563 ∣ critic_ganloss : -158.751984 ∣ generator_nllloss : 5171.179688 ∣ generator_ganloss : 1168.865674 ∣     [  std_z : 0.99  real_sub_fake : 597.02 ]
[    val 031    ] Done! KLD: 0.035156: 0.0093960:29, total: 1 day, 6:24:20                  
[  epoch 0032/0040] 0010/4800, lr:1.3e-05 ∣ avg_100 : 32116.827242 ∣ critic_nllloss : 25995.499219 ∣ critic_ganloss : -148.486971 ∣ generator_nllloss : 5176.395312 ∣ generator_ganloss : 1173.389453 ∣     [  std_z : 0.99  real_sub_fake : 562.54 ]
[  epoch 0032/0040] 0020/4800, lr:1.3e-05 ∣ avg_100 : 32120.581336 ∣ critic_nllloss : 26046.044727 ∣ critic_ganloss : -155.258574 ∣ generator_nllloss : 5164.618555 ∣ generator_ganloss : 1159.415820 ∣     [  std_z : 0.99  real_sub_fake : 555.89 ]
[  epoch 0032/0040] 0030/4800, lr:1.3e-05 ∣ avg_100 : 32117.399734 ∣ critic_nllloss : 25776.050586 ∣ critic_ganloss : -180.617642 ∣ generator_nllloss : 5152.530273 ∣ generator_ganloss : 1147.932422 ∣     [  std_z : 0.99  real_sub_fake : 592.14 ]
[  epoch 0032/0040] 0040/4800, lr:1.3e-05 ∣ avg_100 : 32119.547462 ∣ critic_nllloss : 25947.537109 ∣ critic_ganloss : -161.463664 ∣ generator_nllloss : 5222.933203 ∣ generator_ganloss : 1157.722559 ∣     [  std_z : 0.99  real_sub_fake : 596.93 ]
[  epoch 0032/0040] 0050/4800, lr:1.3e-05 ∣ avg_100 : 32119.869819 ∣ critic_nllloss : 25932.697656 ∣ critic_ganloss : -201.388306 ∣ generator_nllloss : 5230.388281 ∣ generator_ganloss : 1156.657471 ∣     [  std_z : 0.99  real_sub_fake : 612.82 ]
[  epoch 0032/0040] 0060/4800, lr:1.3e-05 ∣ avg_100 : 32122.560292 ∣ critic_nllloss : 25890.735547 ∣ critic_ganloss : -167.859525 ∣ generator_nllloss : 5213.999609 ∣ generator_ganloss : 1145.125781 ∣     [  std_z : 0.99  real_sub_fake : 725.64 ]
[  epoch 0032/0040] 0070/4800, lr:1.3e-05 ∣ avg_100 : 32120.963221 ∣ critic_nllloss : 25664.052734 ∣ critic_ganloss : -168.760492 ∣ generator_nllloss : 5137.886328 ∣ generator_ganloss : 1169.901221 ∣     [  std_z : 1.00  real_sub_fake : 564.32 ]
[  epoch 0032/0040] 0080/4800, lr:1.3e-05 ∣ avg_100 : 32122.853865 ∣ critic_nllloss : 25807.464453 ∣ critic_ganloss : -164.455435 ∣ generator_nllloss : 5176.643555 ∣ generator_ganloss : 1148.053564 ∣     [  std_z : 0.99  real_sub_fake : 655.43 ]
[  epoch 0032/0040] 0090/4800, lr:1.3e-05 ∣ avg_100 : 32116.832064 ∣ critic_nllloss : 25514.449023 ∣ critic_ganloss : -177.739337 ∣ generator_nllloss : 5065.455273 ∣ generator_ganloss : 1169.219873 ∣     [  std_z : 0.99  real_sub_fake : 585.28 ]
[  epoch 0032/0040] 0100/4800, lr:1.3e-05 ∣ avg_100 : 32113.037793 ∣ critic_nllloss : 25797.751563 ∣ critic_ganloss : -137.975494 ∣ generator_nllloss : 5115.873438 ∣ generator_ganloss : 1160.821094 ∣     [  std_z : 1.00  real_sub_fake : 571.30 ]
[  epoch 0032/0040] 0110/4800, lr:1.3e-05 ∣ avg_100 : 32109.067054 ∣ critic_nllloss : 25689.001367 ∣ critic_ganloss : -155.241576 ∣ generator_nllloss : 5180.184766 ∣ generator_ganloss : 1143.899902 ∣     [  std_z : 1.00  real_sub_fake : 623.51 ]
[  epoch 0032/0040] 0120/4800, lr:1.3e-05 ∣ avg_100 : 32107.154100 ∣ critic_nllloss : 26061.855469 ∣ critic_ganloss : -167.853883 ∣ generator_nllloss : 5182.430859 ∣ generator_ganloss : 1174.464941 ∣     [  std_z : 1.00  real_sub_fake : 585.47 ]
[  epoch 0032/0040] 0130/4800, lr:1.3e-05 ∣ avg_100 : 32108.596404 ∣ critic_nllloss : 26053.878320 ∣ critic_ganloss : -117.988884 ∣ generator_nllloss : 5082.740430 ∣ generator_ganloss : 1173.686523 ∣     [  std_z : 0.99  real_sub_fake : 440.79 ]
[  epoch 0032/0040] 0140/4800, lr:1.3e-05 ∣ avg_100 : 32110.737359 ∣ critic_nllloss : 26054.804297 ∣ critic_ganloss : -155.441763 ∣ generator_nllloss : 5171.512500 ∣ generator_ganloss : 1160.081055 ∣     [  std_z : 0.99  real_sub_fake : 585.52 ]
[  epoch 0032/0040] 0150/4800, lr:1.3e-05 ∣ avg_100 : 32111.348136 ∣ critic_nllloss : 26098.825391 ∣ critic_ganloss : -145.194797 ∣ generator_nllloss : 5208.833594 ∣ generator_ganloss : 1162.221338 ∣     [  std_z : 0.99  real_sub_fake : 620.21 ]
[  epoch 0032/0040] 0160/4800, lr:1.3e-05 ∣ avg_100 : 32114.503649 ∣ critic_nllloss : 26078.627148 ∣ critic_ganloss : -133.465799 ∣ generator_nllloss : 5213.066016 ∣ generator_ganloss : 1169.571191 ∣     [  std_z : 1.00  real_sub_fake : 589.62 ]
[  epoch 0032/0040] 0170/4800, lr:1.3e-05 ∣ avg_100 : 32117.052528 ∣ critic_nllloss : 26045.898242 ∣ critic_ganloss : -132.411916 ∣ generator_nllloss : 5247.425586 ∣ generator_ganloss : 1172.000342 ∣     [  std_z : 1.00  real_sub_fake : 581.04 ]
[  epoch 0032/0040] 0180/4800, lr:1.3e-05 ∣ avg_100 : 32119.652223 ∣ critic_nllloss : 25968.811133 ∣ critic_ganloss : -127.819137 ∣ generator_nllloss : 5240.391406 ∣ generator_ganloss : 1175.320020 ∣     [  std_z : 1.00  real_sub_fake : 450.60 ]
[  epoch 0032/0040] 0190/4800, lr:1.3e-05 ∣ avg_100 : 32114.156113 ∣ critic_nllloss : 25656.714258 ∣ critic_ganloss : -151.128610 ∣ generator_nllloss : 5020.300586 ∣ generator_ganloss : 1148.978027 ∣     [  std_z : 0.99  real_sub_fake : 546.36 ]
[  epoch 0032/0040] 0200/4800, lr:1.3e-05 ∣ avg_100 : 32118.256117 ∣ critic_nllloss : 26181.509180 ∣ critic_ganloss : -153.858722 ∣ generator_nllloss : 5281.358984 ∣ generator_ganloss : 1147.315674 ∣     [  std_z : 1.00  real_sub_fake : 615.24 ]
[  epoch 0032/0040] 0210/4800, lr:1.3e-05 ∣ avg_100 : 32113.526012 ∣ critic_nllloss : 25723.919141 ∣ critic_ganloss : -143.713053 ∣ generator_nllloss : 5085.537109 ∣ generator_ganloss : 1167.512158 ∣     [  std_z : 0.99  real_sub_fake : 520.70 ]
[  epoch 0032/0040] 0220/4800, lr:1.3e-05 ∣ avg_100 : 32111.794528 ∣ critic_nllloss : 25756.700000 ∣ critic_ganloss : -180.898448 ∣ generator_nllloss : 5203.793945 ∣ generator_ganloss : 1156.645703 ∣     [  std_z : 1.00  real_sub_fake : 578.29 ]
[  epoch 0032/0040] 0230/4800, lr:1.3e-05 ∣ avg_100 : 32107.337512 ∣ critic_nllloss : 25654.268750 ∣ critic_ganloss : -137.942337 ∣ generator_nllloss : 5073.721289 ∣ generator_ganloss : 1164.652246 ∣     [  std_z : 1.00  real_sub_fake : 527.77 ]
[  epoch 0032/0040] 0240/4800, lr:1.3e-05 ∣ avg_100 : 32109.275663 ∣ critic_nllloss : 25890.829297 ∣ critic_ganloss : -160.685042 ∣ generator_nllloss : 5195.756641 ∣ generator_ganloss : 1166.001172 ∣     [  std_z : 1.00  real_sub_fake : 505.79 ]
[  epoch 0032/0040] 0250/4800, lr:1.3e-05 ∣ avg_100 : 32106.656834 ∣ critic_nllloss : 25895.195898 ∣ critic_ganloss : -183.201691 ∣ generator_nllloss : 5100.448633 ∣ generator_ganloss : 1139.062354 ∣     [  std_z : 1.00  real_sub_fake : 657.40 ]
[  epoch 0032/0040] 0260/4800, lr:1.3e-05 ∣ avg_100 : 32106.267078 ∣ critic_nllloss : 25991.710352 ∣ critic_ganloss : -171.518417 ∣ generator_nllloss : 5230.944922 ∣ generator_ganloss : 1151.940332 ∣     [  std_z : 1.00  real_sub_fake : 630.40 ]
[  epoch 0032/0040] 0270/4800, lr:1.3e-05 ∣ avg_100 : 32107.139988 ∣ critic_nllloss : 26021.632617 ∣ critic_ganloss : -209.053679 ∣ generator_nllloss : 5185.958789 ∣ generator_ganloss : 1167.703223 ∣     [  std_z : 0.99  real_sub_fake : 607.95 ]
[  epoch 0032/0040] 0280/4800, lr:1.3e-05 ∣ avg_100 : 32108.262601 ∣ critic_nllloss : 25974.421289 ∣ critic_ganloss : -143.673720 ∣ generator_nllloss : 5168.257227 ∣ generator_ganloss : 1162.501367 ∣     [  std_z : 0.99  real_sub_fake : 578.50 ]
[  epoch 0032/0040] 0290/4800, lr:1.3e-05 ∣ avg_100 : 32105.326667 ∣ critic_nllloss : 25817.685937 ∣ critic_ganloss : -214.344250 ∣ generator_nllloss : 5120.726172 ∣ generator_ganloss : 1160.267480 ∣     [  std_z : 0.99  real_sub_fake : 643.67 ]
[  epoch 0032/0040] 0300/4800, lr:1.3e-05 ∣ avg_100 : 32104.201663 ∣ critic_nllloss : 25896.644336 ∣ critic_ganloss : -164.728711 ∣ generator_nllloss : 5219.208203 ∣ generator_ganloss : 1159.132422 ∣     [  std_z : 0.99  real_sub_fake : 686.67 ]
[  epoch 0032/0040] 0310/4800, lr:1.3e-05 ∣ avg_100 : 32107.369936 ∣ critic_nllloss : 25938.316016 ∣ critic_ganloss : -155.402832 ∣ generator_nllloss : 5249.812305 ∣ generator_ganloss : 1181.592529 ∣     [  std_z : 1.00  real_sub_fake : 546.79 ]
[  epoch 0032/0040] 0320/4800, lr:1.3e-05 ∣ avg_100 : 32110.589809 ∣ critic_nllloss : 25968.843555 ∣ critic_ganloss : -89.903709 ∣ generator_nllloss : 5197.151367 ∣ generator_ganloss : 1176.195508 ∣  [  std_z : 1.00  real_sub_fake : 465.19 ]
[  epoch 0032/0040] 0330/4800, lr:1.3e-05 ∣ avg_100 : 32109.034652 ∣ critic_nllloss : 25622.620898 ∣ critic_ganloss : -0.875558 ∣ generator_nllloss : 5030.299023 ∣ generator_ganloss : 1178.625000 ∣   [  std_z : 0.99  real_sub_fake : 248.54 ]
[  epoch 0032/0040] 0340/4800, lr:1.3e-05 ∣ avg_100 : 32111.622269 ∣ critic_nllloss : 25872.026367 ∣ critic_ganloss : -38.332953 ∣ generator_nllloss : 5243.400977 ∣ generator_ganloss : 1176.010205 ∣  [  std_z : 0.99  real_sub_fake : 136.44 ]
[  epoch 0032/0040] 0350/4800, lr:1.3e-05 ∣ avg_100 : 32115.671703 ∣ critic_nllloss : 25851.130859 ∣ critic_ganloss : -42.208753 ∣ generator_nllloss : 5155.074414 ∣ generator_ganloss : 1169.650244 ∣  [  std_z : 0.99  real_sub_fake : 147.15 ]
[  epoch 0032/0040] 0360/4800, lr:1.3e-05 ∣ avg_100 : 32117.338490 ∣ critic_nllloss : 25983.343359 ∣ critic_ganloss : -75.557145 ∣ generator_nllloss : 5166.533203 ∣ generator_ganloss : 1164.177881 ∣  [  std_z : 0.99  real_sub_fake : 204.62 ]
[  epoch 0032/0040] 0370/4800, lr:1.3e-05 ∣ avg_100 : 32116.772769 ∣ critic_nllloss : 25877.728516 ∣ critic_ganloss : -105.108192 ∣ generator_nllloss : 5153.924805 ∣ generator_ganloss : 1143.873145 ∣     [  std_z : 0.99  real_sub_fake : 337.26 ]
[  epoch 0032/0040] 0380/4800, lr:1.3e-05 ∣ avg_100 : 32117.962374 ∣ critic_nllloss : 25766.846680 ∣ critic_ganloss : -112.528556 ∣ generator_nllloss : 5117.101367 ∣ generator_ganloss : 1122.652734 ∣     [  std_z : 1.00  real_sub_fake : 373.18 ]
[  epoch 0032/0040] 0390/4800, lr:1.3e-05 ∣ avg_100 : 32116.223018 ∣ critic_nllloss : 26078.459180 ∣ critic_ganloss : -155.567601 ∣ generator_nllloss : 5198.260156 ∣ generator_ganloss : 1117.853906 ∣     [  std_z : 1.00  real_sub_fake : 534.17 ]
[  epoch 0032/0040] 0400/4800, lr:1.3e-05 ∣ avg_100 : 32118.284597 ∣ critic_nllloss : 25993.997852 ∣ critic_ganloss : -114.553776 ∣ generator_nllloss : 5237.920313 ∣ generator_ganloss : 1140.257080 ∣     [  std_z : 1.00  real_sub_fake : 444.77 ]
[  epoch 0032/0040] 0410/4800, lr:1.3e-05 ∣ avg_100 : 32117.590514 ∣ critic_nllloss : 25899.011523 ∣ critic_ganloss : -136.147327 ∣ generator_nllloss : 5089.484375 ∣ generator_ganloss : 1136.568018 ∣     [  std_z : 0.99  real_sub_fake : 469.03 ]
[  epoch 0032/0040] 0420/4800, lr:1.3e-05 ∣ avg_100 : 32113.771507 ∣ critic_nllloss : 25681.338672 ∣ critic_ganloss : -153.702745 ∣ generator_nllloss : 5131.700391 ∣ generator_ganloss : 1125.600732 ∣     [  std_z : 0.99  real_sub_fake : 544.18 ]
[  epoch 0032/0040] 0430/4800, lr:1.3e-05 ∣ avg_100 : 32112.554741 ∣ critic_nllloss : 25810.840625 ∣ critic_ganloss : -159.571085 ∣ generator_nllloss : 5149.641406 ∣ generator_ganloss : 1133.402197 ∣     [  std_z : 0.99  real_sub_fake : 573.58 ]
[  epoch 0032/0040] 0440/4800, lr:1.3e-05 ∣ avg_100 : 32113.033066 ∣ critic_nllloss : 26038.326562 ∣ critic_ganloss : -168.505437 ∣ generator_nllloss : 5213.904102 ∣ generator_ganloss : 1136.569580 ∣     [  std_z : 0.99  real_sub_fake : 590.67 ]
[  epoch 0032/0040] 0450/4800, lr:1.3e-05 ∣ avg_100 : 32110.706446 ∣ critic_nllloss : 25905.750000 ∣ critic_ganloss : -183.410587 ∣ generator_nllloss : 5203.204687 ∣ generator_ganloss : 1150.397461 ∣     [  std_z : 1.00  real_sub_fake : 615.06 ]
[  epoch 0032/0040] 0460/4800, lr:1.3e-05 ∣ avg_100 : 32108.444125 ∣ critic_nllloss : 26036.203906 ∣ critic_ganloss : -185.277602 ∣ generator_nllloss : 5090.405469 ∣ generator_ganloss : 1147.280762 ∣     [  std_z : 1.00  real_sub_fake : 604.24 ]
[  epoch 0032/0040] 0470/4800, lr:1.3e-05 ∣ avg_100 : 32107.011887 ∣ critic_nllloss : 25818.827734 ∣ critic_ganloss : -142.031169 ∣ generator_nllloss : 5131.117773 ∣ generator_ganloss : 1147.559033 ∣     [  std_z : 1.00  real_sub_fake : 569.15 ]
[  epoch 0032/0040] 0480/4800, lr:1.3e-05 ∣ avg_100 : 32108.051531 ∣ critic_nllloss : 25973.270898 ∣ critic_ganloss : -162.973914 ∣ generator_nllloss : 5258.780078 ∣ generator_ganloss : 1166.413672 ∣     [  std_z : 0.99  real_sub_fake : 548.07 ]
[  epoch 0032/0040] 0490/4800, lr:1.3e-05 ∣ avg_100 : 32105.711065 ∣ critic_nllloss : 25849.018945 ∣ critic_ganloss : -204.861984 ∣ generator_nllloss : 5211.291406 ∣ generator_ganloss : 1148.971973 ∣     [  std_z : 0.99  real_sub_fake : 604.10 ]
[  epoch 0032/0040] 0500/4800, lr:1.3e-05 ∣ avg_100 : 32102.750867 ∣ critic_nllloss : 25722.467773 ∣ critic_ganloss : -139.181651 ∣ generator_nllloss : 5140.267969 ∣ generator_ganloss : 1151.887500 ∣     [  std_z : 0.99  real_sub_fake : 680.04 ]
[  epoch 0032/0040] 0510/4800, lr:1.3e-05 ∣ avg_100 : 32104.068239 ∣ critic_nllloss : 25865.864453 ∣ critic_ganloss : -129.898003 ∣ generator_nllloss : 5223.720312 ∣ generator_ganloss : 1156.368115 ∣     [  std_z : 1.00  real_sub_fake : 572.27 ]
[  epoch 0032/0040] 0520/4800, lr:1.3e-05 ∣ avg_100 : 32100.335163 ∣ critic_nllloss : 25777.573828 ∣ critic_ganloss : -105.496643 ∣ generator_nllloss : 5137.076563 ∣ generator_ganloss : 1146.947803 ∣     [  std_z : 1.00  real_sub_fake : 615.79 ]
[  epoch 0032/0040] 0530/4800, lr:1.3e-05 ∣ avg_100 : 32094.260039 ∣ critic_nllloss : 25807.049219 ∣ critic_ganloss : -148.695227 ∣ generator_nllloss : 5149.846484 ∣ generator_ganloss : 1168.897363 ∣     [  std_z : 1.00  real_sub_fake : 521.82 ]
[  epoch 0032/0040] 0540/4800, lr:1.3e-05 ∣ avg_100 : 32097.492111 ∣ critic_nllloss : 25862.606641 ∣ critic_ganloss : -119.375946 ∣ generator_nllloss : 5219.254297 ∣ generator_ganloss : 1146.846777 ∣     [  std_z : 1.00  real_sub_fake : 545.36 ]
[  epoch 0032/0040] 0550/4800, lr:1.3e-05 ∣ avg_100 : 32098.745256 ∣ critic_nllloss : 25907.997461 ∣ critic_ganloss : -109.954353 ∣ generator_nllloss : 5230.361133 ∣ generator_ganloss : 1146.100000 ∣     [  std_z : 0.99  real_sub_fake : 580.71 ]
[  epoch 0032/0040] 0560/4800, lr:1.3e-05 ∣ avg_100 : 32098.558473 ∣ critic_nllloss : 25972.159375 ∣ critic_ganloss : -126.760134 ∣ generator_nllloss : 5226.366797 ∣ generator_ganloss : 1156.576953 ∣     [  std_z : 0.98  real_sub_fake : 443.37 ]
[  epoch 0032/0040] 0570/4800, lr:1.3e-05 ∣ avg_100 : 32100.810905 ∣ critic_nllloss : 26022.783203 ∣ critic_ganloss : -199.640842 ∣ generator_nllloss : 5257.383398 ∣ generator_ganloss : 1133.329199 ∣     [  std_z : 0.98  real_sub_fake : 571.82 ]
[  epoch 0032/0040] 0580/4800, lr:1.3e-05 ∣ avg_100 : 32101.914343 ∣ critic_nllloss : 25895.876367 ∣ critic_ganloss : -126.980507 ∣ generator_nllloss : 5222.053516 ∣ generator_ganloss : 1142.819141 ∣     [  std_z : 0.99  real_sub_fake : 613.17 ]
[  epoch 0032/0040] 0590/4800, lr:1.3e-05 ∣ avg_100 : 32098.636356 ∣ critic_nllloss : 25749.804883 ∣ critic_ganloss : -111.481105 ∣ generator_nllloss : 5145.189453 ∣ generator_ganloss : 1158.230664 ∣     [  std_z : 0.99  real_sub_fake : 500.29 ]
[  epoch 0032/0040] 0600/4800, lr:1.3e-05 ∣ avg_100 : 32100.316366 ∣ critic_nllloss : 25878.325586 ∣ critic_ganloss : -137.088594 ∣ generator_nllloss : 5265.195898 ∣ generator_ganloss : 1154.352783 ∣     [  std_z : 1.00  real_sub_fake : 532.20 ]
[  epoch 0032/0040] 0610/4800, lr:1.3e-05 ∣ avg_100 : 32097.630448 ∣ critic_nllloss : 25886.716016 ∣ critic_ganloss : -156.799088 ∣ generator_nllloss : 5189.719141 ∣ generator_ganloss : 1150.716309 ∣     [  std_z : 0.99  real_sub_fake : 552.59 ]
[  epoch 0032/0040] 0620/4800, lr:1.3e-05 ∣ avg_100 : 32099.034614 ∣ critic_nllloss : 25969.835938 ∣ critic_ganloss : -140.212091 ∣ generator_nllloss : 5150.487109 ∣ generator_ganloss : 1154.416504 ∣     [  std_z : 1.00  real_sub_fake : 528.23 ]
[  epoch 0032/0040] 0630/4800, lr:1.3e-05 ∣ avg_100 : 32102.151447 ∣ critic_nllloss : 26058.678711 ∣ critic_ganloss : -148.360738 ∣ generator_nllloss : 5296.290234 ∣ generator_ganloss : 1153.893799 ∣     [  std_z : 0.99  real_sub_fake : 537.19 ]
[  epoch 0032/0040] 0640/4800, lr:1.3e-05 ∣ avg_100 : 32098.159182 ∣ critic_nllloss : 25632.846680 ∣ critic_ganloss : -67.196215 ∣ generator_nllloss : 5073.586133 ∣ generator_ganloss : 1169.826416 ∣  [  std_z : 1.00  real_sub_fake : 405.26 ]
[  epoch 0032/0040] 0650/4800, lr:1.3e-05 ∣ avg_100 : 32097.187383 ∣ critic_nllloss : 25959.311719 ∣ critic_ganloss : -161.288598 ∣ generator_nllloss : 5071.036133 ∣ generator_ganloss : 1162.935107 ∣     [  std_z : 1.00  real_sub_fake : 497.09 ]
[  epoch 0032/0040] 0660/4800, lr:1.3e-05 ∣ avg_100 : 32101.691308 ∣ critic_nllloss : 26271.765039 ∣ critic_ganloss : -161.573970 ∣ generator_nllloss : 5183.650977 ∣ generator_ganloss : 1150.147266 ∣     [  std_z : 1.00  real_sub_fake : 571.42 ]
[  epoch 0032/0040] 0670/4800, lr:1.3e-05 ∣ avg_100 : 32099.899291 ∣ critic_nllloss : 25731.645508 ∣ critic_ganloss : -147.544167 ∣ generator_nllloss : 5147.618359 ∣ generator_ganloss : 1151.001904 ∣     [  std_z : 1.00  real_sub_fake : 533.71 ]
[  epoch 0032/0040] 0680/4800, lr:1.3e-05 ∣ avg_100 : 32099.694034 ∣ critic_nllloss : 25873.586914 ∣ critic_ganloss : -138.334323 ∣ generator_nllloss : 5230.765625 ∣ generator_ganloss : 1151.820703 ∣     [  std_z : 1.00  real_sub_fake : 565.65 ]
[  epoch 0032/0040] 0690/4800, lr:1.3e-05 ∣ avg_100 : 32098.850972 ∣ critic_nllloss : 25922.703711 ∣ critic_ganloss : -185.697102 ∣ generator_nllloss : 5225.319531 ∣ generator_ganloss : 1157.958496 ∣     [  std_z : 0.99  real_sub_fake : 580.64 ]
[  epoch 0032/0040] 0700/4800, lr:1.3e-05 ∣ avg_100 : 32098.111364 ∣ critic_nllloss : 25920.110938 ∣ critic_ganloss : -137.529732 ∣ generator_nllloss : 5141.955469 ∣ generator_ganloss : 1155.133691 ∣     [  std_z : 0.99  real_sub_fake : 595.78 ]
[  epoch 0032/0040] 0710/4800, lr:1.3e-05 ∣ avg_100 : 32097.584359 ∣ critic_nllloss : 25853.623242 ∣ critic_ganloss : -170.170651 ∣ generator_nllloss : 5195.177930 ∣ generator_ganloss : 1169.380566 ∣     [  std_z : 0.99  real_sub_fake : 538.70 ]
[  epoch 0032/0040] 0720/4800, lr:1.3e-05 ∣ avg_100 : 32103.701369 ∣ critic_nllloss : 26174.633789 ∣ critic_ganloss : -175.971875 ∣ generator_nllloss : 5218.387891 ∣ generator_ganloss : 1157.438037 ∣     [  std_z : 0.99  real_sub_fake : 617.78 ]
[  epoch 0032/0040] 0730/4800, lr:1.3e-05 ∣ avg_100 : 32105.199528 ∣ critic_nllloss : 26079.682812 ∣ critic_ganloss : -151.007990 ∣ generator_nllloss : 5258.600195 ∣ generator_ganloss : 1160.085107 ∣     [  std_z : 0.99  real_sub_fake : 621.00 ]
[  epoch 0032/0040] 0740/4800, lr:1.3e-05 ∣ avg_100 : 32102.245155 ∣ critic_nllloss : 25878.925586 ∣ critic_ganloss : -184.290039 ∣ generator_nllloss : 5127.717578 ∣ generator_ganloss : 1158.513672 ∣     [  std_z : 0.99  real_sub_fake : 595.19 ]
[  epoch 0032/0040] 0750/4800, lr:1.3e-05 ∣ avg_100 : 32100.100317 ∣ critic_nllloss : 25825.821094 ∣ critic_ganloss : -190.262189 ∣ generator_nllloss : 5084.760352 ∣ generator_ganloss : 1151.844043 ∣     [  std_z : 0.99  real_sub_fake : 621.56 ]
[  epoch 0032/0040] 0760/4800, lr:1.3e-05 ∣ avg_100 : 32100.575358 ∣ critic_nllloss : 25865.201953 ∣ critic_ganloss : -190.195947 ∣ generator_nllloss : 5240.932031 ∣ generator_ganloss : 1163.950098 ∣     [  std_z : 1.00  real_sub_fake : 587.90 ]
[  epoch 0032/0040] 0770/4800, lr:1.3e-05 ∣ avg_100 : 32097.330669 ∣ critic_nllloss : 25871.865820 ∣ critic_ganloss : -182.780096 ∣ generator_nllloss : 5143.192578 ∣ generator_ganloss : 1166.941992 ∣     [  std_z : 0.99  real_sub_fake : 637.51 ]
[  epoch 0032/0040] 0780/4800, lr:1.3e-05 ∣ avg_100 : 32093.556096 ∣ critic_nllloss : 25737.873633 ∣ critic_ganloss : -160.450540 ∣ generator_nllloss : 5160.173242 ∣ generator_ganloss : 1169.823828 ∣     [  std_z : 0.99  real_sub_fake : 594.86 ]
[  epoch 0032/0040] 0790/4800, lr:1.3e-05 ∣ avg_100 : 32089.835607 ∣ critic_nllloss : 25877.676172 ∣ critic_ganloss : -109.907774 ∣ generator_nllloss : 5128.466406 ∣ generator_ganloss : 1175.045898 ∣     [  std_z : 0.99  real_sub_fake : 513.38 ]
[  epoch 0032/0040] 0800/4800, lr:1.3e-05 ∣ avg_100 : 32091.341335 ∣ critic_nllloss : 25951.816016 ∣ critic_ganloss : -173.793227 ∣ generator_nllloss : 5252.072070 ∣ generator_ganloss : 1178.842139 ∣     [  std_z : 1.00  real_sub_fake : 510.47 ]
[  epoch 0032/0040] 0810/4800, lr:1.3e-05 ∣ avg_100 : 32087.249748 ∣ critic_nllloss : 25812.000781 ∣ critic_ganloss : -130.419623 ∣ generator_nllloss : 5083.842383 ∣ generator_ganloss : 1160.901660 ∣     [  std_z : 0.99  real_sub_fake : 492.58 ]
[  epoch 0032/0040] 0820/4800, lr:1.3e-05 ∣ avg_100 : 32086.733495 ∣ critic_nllloss : 26027.342773 ∣ critic_ganloss : -158.569301 ∣ generator_nllloss : 5130.032227 ∣ generator_ganloss : 1153.292432 ∣     [  std_z : 1.00  real_sub_fake : 638.24 ]
[  epoch 0032/0040] 0830/4800, lr:1.3e-05 ∣ avg_100 : 32088.899999 ∣ critic_nllloss : 26060.524414 ∣ critic_ganloss : -65.727293 ∣ generator_nllloss : 5211.503125 ∣ generator_ganloss : 1172.079346 ∣  [  std_z : 1.00  real_sub_fake : 458.36 ]
[  epoch 0032/0040] 0840/4800, lr:1.3e-05 ∣ avg_100 : 32091.091573 ∣ critic_nllloss : 25905.708789 ∣ critic_ganloss : -62.912225 ∣ generator_nllloss : 5157.531641 ∣ generator_ganloss : 1188.238525 ∣  [  std_z : 0.99  real_sub_fake : 333.38 ]
[  epoch 0032/0040] 0850/4800, lr:1.3e-05 ∣ avg_100 : 32090.066789 ∣ critic_nllloss : 25801.864063 ∣ critic_ganloss : -136.204456 ∣ generator_nllloss : 5102.355273 ∣ generator_ganloss : 1166.706152 ∣     [  std_z : 0.99  real_sub_fake : 436.15 ]
[  epoch 0032/0040] 0860/4800, lr:1.3e-05 ∣ avg_100 : 32089.047396 ∣ critic_nllloss : 25766.646680 ∣ critic_ganloss : -118.226262 ∣ generator_nllloss : 5187.305273 ∣ generator_ganloss : 1154.296240 ∣     [  std_z : 0.99  real_sub_fake : 563.36 ]
[  epoch 0032/0040] 0870/4800, lr:1.3e-05 ∣ avg_100 : 32086.077474 ∣ critic_nllloss : 25835.885742 ∣ critic_ganloss : -109.879784 ∣ generator_nllloss : 5152.801758 ∣ generator_ganloss : 1151.644727 ∣     [  std_z : 1.00  real_sub_fake : 527.44 ]
[  epoch 0032/0040] 0880/4800, lr:1.3e-05 ∣ avg_100 : 32085.256305 ∣ critic_nllloss : 25878.825977 ∣ critic_ganloss : -104.702045 ∣ generator_nllloss : 5100.364453 ∣ generator_ganloss : 1163.157764 ∣     [  std_z : 0.99  real_sub_fake : 468.57 ]
[  epoch 0032/0040] 0890/4800, lr:1.3e-05 ∣ avg_100 : 32087.634457 ∣ critic_nllloss : 25950.916602 ∣ critic_ganloss : -144.872888 ∣ generator_nllloss : 5257.179102 ∣ generator_ganloss : 1153.852393 ∣     [  std_z : 0.99  real_sub_fake : 512.34 ]
[  epoch 0032/0040] 0900/4800, lr:1.3e-05 ∣ avg_100 : 32087.615416 ∣ critic_nllloss : 25865.484180 ∣ critic_ganloss : -135.899946 ∣ generator_nllloss : 5162.701172 ∣ generator_ganloss : 1153.896533 ∣     [  std_z : 0.99  real_sub_fake : 522.60 ]
[  epoch 0032/0040] 0910/4800, lr:1.3e-05 ∣ avg_100 : 32087.987105 ∣ critic_nllloss : 26038.607617 ∣ critic_ganloss : -186.308002 ∣ generator_nllloss : 5217.708789 ∣ generator_ganloss : 1151.215381 ∣     [  std_z : 0.99  real_sub_fake : 547.83 ]
[  epoch 0032/0040] 0920/4800, lr:1.3e-05 ∣ avg_100 : 32090.638024 ∣ critic_nllloss : 26102.130859 ∣ critic_ganloss : -183.967940 ∣ generator_nllloss : 5147.618750 ∣ generator_ganloss : 1159.828662 ∣     [  std_z : 0.99  real_sub_fake : 591.82 ]
[  epoch 0032/0040] 0930/4800, lr:1.3e-05 ∣ avg_100 : 32087.541150 ∣ critic_nllloss : 25800.901172 ∣ critic_ganloss : -151.358159 ∣ generator_nllloss : 5194.008789 ∣ generator_ganloss : 1160.122217 ∣     [  std_z : 0.99  real_sub_fake : 542.90 ]
[  epoch 0032/0040] 0940/4800, lr:1.3e-05 ∣ avg_100 : 32090.433321 ∣ critic_nllloss : 25957.015625 ∣ critic_ganloss : -161.256142 ∣ generator_nllloss : 5181.635938 ∣ generator_ganloss : 1161.187207 ∣     [  std_z : 0.99  real_sub_fake : 609.66 ]
[  epoch 0032/0040] 0950/4800, lr:1.3e-05 ∣ avg_100 : 32088.186899 ∣ critic_nllloss : 25871.602539 ∣ critic_ganloss : -164.380405 ∣ generator_nllloss : 5264.335547 ∣ generator_ganloss : 1157.904980 ∣     [  std_z : 0.99  real_sub_fake : 603.62 ]
[  epoch 0032/0040] 0960/4800, lr:1.3e-05 ∣ avg_100 : 32088.751253 ∣ critic_nllloss : 26019.240039 ∣ critic_ganloss : -153.498962 ∣ generator_nllloss : 5178.394141 ∣ generator_ganloss : 1147.793115 ∣     [  std_z : 1.00  real_sub_fake : 614.32 ]
[  epoch 0032/0040] 0970/4800, lr:1.3e-05 ∣ avg_100 : 32089.887583 ∣ critic_nllloss : 25871.151562 ∣ critic_ganloss : -93.095118 ∣ generator_nllloss : 5296.975781 ∣ generator_ganloss : 1160.156055 ∣  [  std_z : 1.00  real_sub_fake : 586.87 ]
[  epoch 0032/0040] 0980/4800, lr:1.3e-05 ∣ avg_100 : 32089.300235 ∣ critic_nllloss : 25998.036914 ∣ critic_ganloss : -138.672053 ∣ generator_nllloss : 5111.482813 ∣ generator_ganloss : 1162.127539 ∣     [  std_z : 0.99  real_sub_fake : 536.31 ]
[  epoch 0032/0040] 0990/4800, lr:1.3e-05 ∣ avg_100 : 32088.993467 ∣ critic_nllloss : 25873.482422 ∣ critic_ganloss : -129.672099 ∣ generator_nllloss : 5199.102344 ∣ generator_ganloss : 1166.689209 ∣     [  std_z : 1.00  real_sub_fake : 568.69 ]
[  epoch 0032/0040] 1000/4800, lr:1.3e-05 ∣ avg_100 : 32090.229351 ∣ critic_nllloss : 25972.758008 ∣ critic_ganloss : -159.426971 ∣ generator_nllloss : 5310.187305 ∣ generator_ganloss : 1158.489990 ∣     [  std_z : 0.99  real_sub_fake : 585.42 ]
[  epoch 0032/0040] 1010/4800, lr:1.3e-05 ∣ avg_100 : 32088.858145 ∣ critic_nllloss : 25904.166406 ∣ critic_ganloss : -164.264603 ∣ generator_nllloss : 5163.095898 ∣ generator_ganloss : 1156.678760 ∣     [  std_z : 0.99  real_sub_fake : 572.42 ]
[  epoch 0032/0040] 1020/4800, lr:1.3e-05 ∣ avg_100 : 32087.271793 ∣ critic_nllloss : 25861.730273 ∣ critic_ganloss : -161.198332 ∣ generator_nllloss : 5204.358984 ∣ generator_ganloss : 1151.294385 ∣     [  std_z : 0.99  real_sub_fake : 608.36 ]
[  epoch 0032/0040] 1030/4800, lr:1.3e-05 ∣ avg_100 : 32089.677000 ∣ critic_nllloss : 25936.184375 ∣ critic_ganloss : -126.178870 ∣ generator_nllloss : 5170.329297 ∣ generator_ganloss : 1156.081494 ∣     [  std_z : 0.99  real_sub_fake : 551.75 ]
[  epoch 0032/0040] 1040/4800, lr:1.3e-05 ∣ avg_100 : 32088.469563 ∣ critic_nllloss : 25892.369336 ∣ critic_ganloss : -166.866577 ∣ generator_nllloss : 5149.153125 ∣ generator_ganloss : 1171.329688 ∣     [  std_z : 0.99  real_sub_fake : 523.61 ]
[  epoch 0032/0040] 1050/4800, lr:1.3e-05 ∣ avg_100 : 32089.914958 ∣ critic_nllloss : 26022.742969 ∣ critic_ganloss : -102.162158 ∣ generator_nllloss : 5174.016211 ∣ generator_ganloss : 1168.297559 ∣     [  std_z : 1.00  real_sub_fake : 479.07 ]
[  epoch 0032/0040] 1060/4800, lr:1.3e-05 ∣ avg_100 : 32089.398290 ∣ critic_nllloss : 25981.977148 ∣ critic_ganloss : -182.022258 ∣ generator_nllloss : 5060.735547 ∣ generator_ganloss : 1169.644141 ∣     [  std_z : 1.00  real_sub_fake : 559.79 ]
[  epoch 0032/0040] 1070/4800, lr:1.3e-05 ∣ avg_100 : 32096.319357 ∣ critic_nllloss : 26230.197070 ∣ critic_ganloss : -149.216176 ∣ generator_nllloss : 5245.908008 ∣ generator_ganloss : 1168.297559 ∣     [  std_z : 1.00  real_sub_fake : 601.94 ]
[  epoch 0032/0040] 1080/4800, lr:1.3e-05 ∣ avg_100 : 32096.325224 ∣ critic_nllloss : 25814.733203 ∣ critic_ganloss : -161.372710 ∣ generator_nllloss : 5146.119727 ∣ generator_ganloss : 1168.812646 ∣     [  std_z : 0.99  real_sub_fake : 620.51 ]
[  epoch 0032/0040] 1090/4800, lr:1.3e-05 ∣ avg_100 : 32100.300193 ∣ critic_nllloss : 25826.437500 ∣ critic_ganloss : -147.139519 ∣ generator_nllloss : 5121.422266 ∣ generator_ganloss : 1168.161475 ∣     [  std_z : 0.99  real_sub_fake : 576.82 ]
[  epoch 0032/0040] 1100/4800, lr:1.3e-05 ∣ avg_100 : 32102.203885 ∣ critic_nllloss : 25958.832617 ∣ critic_ganloss : -146.071808 ∣ generator_nllloss : 5151.773633 ∣ generator_ganloss : 1162.305371 ∣     [  std_z : 1.00  real_sub_fake : 584.49 ]
[  epoch 0032/0040] 1110/4800, lr:1.3e-05 ∣ avg_100 : 32103.870386 ∣ critic_nllloss : 25855.329688 ∣ critic_ganloss : -144.407919 ∣ generator_nllloss : 5150.750000 ∣ generator_ganloss : 1162.822754 ∣     [  std_z : 0.99  real_sub_fake : 605.07 ]
[  epoch 0032/0040] 1120/4800, lr:1.3e-05 ∣ avg_100 : 32105.700258 ∣ critic_nllloss : 26168.678516 ∣ critic_ganloss : -146.360613 ∣ generator_nllloss : 5236.420508 ∣ generator_ganloss : 1175.146191 ∣     [  std_z : 1.00  real_sub_fake : 522.06 ]
[  epoch 0032/0040] 1130/4800, lr:1.3e-05 ∣ avg_100 : 32103.891545 ∣ critic_nllloss : 25858.197266 ∣ critic_ganloss : -167.136964 ∣ generator_nllloss : 5175.313672 ∣ generator_ganloss : 1145.071143 ∣     [  std_z : 0.99  real_sub_fake : 529.44 ]
[  epoch 0032/0040] 1140/4800, lr:1.3e-05 ∣ avg_100 : 32103.920135 ∣ critic_nllloss : 26001.595508 ∣ critic_ganloss : -191.539191 ∣ generator_nllloss : 5281.602734 ∣ generator_ganloss : 1142.156006 ∣     [  std_z : 0.99  real_sub_fake : 661.95 ]
[  epoch 0032/0040] 1150/4800, lr:1.3e-05 ∣ avg_100 : 32098.958767 ∣ critic_nllloss : 25603.313672 ∣ critic_ganloss : -162.150151 ∣ generator_nllloss : 5233.434570 ∣ generator_ganloss : 1153.950684 ∣     [  std_z : 0.99  real_sub_fake : 621.81 ]
[  epoch 0032/0040] 1160/4800, lr:1.3e-05 ∣ avg_100 : 32094.451936 ∣ critic_nllloss : 25779.066211 ∣ critic_ganloss : -178.794962 ∣ generator_nllloss : 5112.000391 ∣ generator_ganloss : 1164.843799 ∣     [  std_z : 0.99  real_sub_fake : 628.60 ]
[  epoch 0032/0040] 1170/4800, lr:1.3e-05 ∣ avg_100 : 32091.685067 ∣ critic_nllloss : 25875.554297 ∣ critic_ganloss : -170.108804 ∣ generator_nllloss : 5186.821094 ∣ generator_ganloss : 1163.958740 ∣     [  std_z : 0.99  real_sub_fake : 630.89 ]
[  epoch 0032/0040] 1180/4800, lr:1.3e-05 ∣ avg_100 : 32090.354576 ∣ critic_nllloss : 25831.568359 ∣ critic_ganloss : -151.223946 ∣ generator_nllloss : 5269.011914 ∣ generator_ganloss : 1174.297998 ∣     [  std_z : 0.99  real_sub_fake : 593.52 ]
[  epoch 0032/0040] 1190/4800, lr:1.3e-05 ∣ avg_100 : 32098.513971 ∣ critic_nllloss : 26198.387305 ∣ critic_ganloss : -116.098219 ∣ generator_nllloss : 5234.637305 ∣ generator_ganloss : 1173.877441 ∣     [  std_z : 0.99  real_sub_fake : 508.38 ]
[  epoch 0032/0040] 1200/4800, lr:1.3e-05 ∣ avg_100 : 32092.994771 ∣ critic_nllloss : 25693.547461 ∣ critic_ganloss : -159.493250 ∣ generator_nllloss : 5195.038477 ∣ generator_ganloss : 1175.312402 ∣     [  std_z : 1.00  real_sub_fake : 503.25 ]
[  epoch 0032/0040] 1210/4800, lr:1.3e-05 ∣ avg_100 : 32095.813206 ∣ critic_nllloss : 25902.598047 ∣ critic_ganloss : -124.969919 ∣ generator_nllloss : 5174.590234 ∣ generator_ganloss : 1162.880469 ∣     [  std_z : 1.00  real_sub_fake : 563.70 ]
[  epoch 0032/0040] 1220/4800, lr:1.3e-05 ∣ avg_100 : 32098.925470 ∣ critic_nllloss : 26040.010742 ∣ critic_ganloss : -154.662727 ∣ generator_nllloss : 5192.583398 ∣ generator_ganloss : 1169.536230 ∣     [  std_z : 1.00  real_sub_fake : 573.56 ]
[  epoch 0032/0040] 1230/4800, lr:1.3e-05 ∣ avg_100 : 32101.135390 ∣ critic_nllloss : 25843.495312 ∣ critic_ganloss : -172.252188 ∣ generator_nllloss : 5124.069141 ∣ generator_ganloss : 1180.379688 ∣     [  std_z : 1.00  real_sub_fake : 533.17 ]
[  epoch 0032/0040] 1240/4800, lr:1.3e-05 ∣ avg_100 : 32102.571833 ∣ critic_nllloss : 26032.806250 ∣ critic_ganloss : -157.293820 ∣ generator_nllloss : 5187.789453 ∣ generator_ganloss : 1172.244434 ∣     [  std_z : 1.00  real_sub_fake : 651.08 ]
[  epoch 0032/0040] 1250/4800, lr:1.3e-05 ∣ avg_100 : 32105.434546 ∣ critic_nllloss : 25977.185352 ∣ critic_ganloss : -106.869264 ∣ generator_nllloss : 5184.976172 ∣ generator_ganloss : 1182.484277 ∣     [  std_z : 0.99  real_sub_fake : 525.08 ]
[  epoch 0032/0040] 1260/4800, lr:1.3e-05 ∣ avg_100 : 32105.067551 ∣ critic_nllloss : 25846.287500 ∣ critic_ganloss : -86.495097 ∣ generator_nllloss : 5233.717578 ∣ generator_ganloss : 1172.867627 ∣  [  std_z : 0.99  real_sub_fake : 454.96 ]
[  epoch 0032/0040] 1270/4800, lr:1.3e-05 ∣ avg_100 : 32104.174287 ∣ critic_nllloss : 25843.717578 ∣ critic_ganloss : -161.970949 ∣ generator_nllloss : 5236.822070 ∣ generator_ganloss : 1158.345898 ∣     [  std_z : 0.99  real_sub_fake : 509.06 ]
[  epoch 0032/0040] 1280/4800, lr:1.3e-05 ∣ avg_100 : 32102.711619 ∣ critic_nllloss : 25841.262695 ∣ critic_ganloss : -190.395267 ∣ generator_nllloss : 5210.054297 ∣ generator_ganloss : 1154.317627 ∣     [  std_z : 0.99  real_sub_fake : 533.89 ]
[  epoch 0032/0040] 1290/4800, lr:1.3e-05 ∣ avg_100 : 32104.770668 ∣ critic_nllloss : 25906.023242 ∣ critic_ganloss : -141.648393 ∣ generator_nllloss : 5165.672461 ∣ generator_ganloss : 1160.192920 ∣     [  std_z : 1.00  real_sub_fake : 529.71 ]
[  epoch 0032/0040] 1300/4800, lr:1.3e-05 ∣ avg_100 : 32101.581954 ∣ critic_nllloss : 25698.277344 ∣ critic_ganloss : -173.928621 ∣ generator_nllloss : 5108.072266 ∣ generator_ganloss : 1158.963916 ∣     [  std_z : 0.99  real_sub_fake : 565.98 ]
[  epoch 0032/0040] 1310/4800, lr:1.3e-05 ∣ avg_100 : 32100.712356 ∣ critic_nllloss : 25913.233398 ∣ critic_ganloss : -142.724323 ∣ generator_nllloss : 5197.405859 ∣ generator_ganloss : 1159.443262 ∣     [  std_z : 0.99  real_sub_fake : 632.19 ]
[  epoch 0032/0040] 1320/4800, lr:1.3e-05 ∣ avg_100 : 32097.287571 ∣ critic_nllloss : 25864.315430 ∣ critic_ganloss : -206.994438 ∣ generator_nllloss : 5085.985352 ∣ generator_ganloss : 1166.501904 ∣     [  std_z : 0.99  real_sub_fake : 623.16 ]
[  epoch 0032/0040] 1330/4800, lr:1.3e-05 ∣ avg_100 : 32100.647574 ∣ critic_nllloss : 26057.625586 ∣ critic_ganloss : -187.126749 ∣ generator_nllloss : 5133.095508 ∣ generator_ganloss : 1163.075293 ∣     [  std_z : 1.00  real_sub_fake : 671.26 ]
[  epoch 0032/0040] 1340/4800, lr:1.3e-05 ∣ avg_100 : 32097.500825 ∣ critic_nllloss : 25826.500977 ∣ critic_ganloss : -147.961156 ∣ generator_nllloss : 5084.486719 ∣ generator_ganloss : 1175.403174 ∣     [  std_z : 1.00  real_sub_fake : 619.64 ]
[  epoch 0032/0040] 1350/4800, lr:1.3e-05 ∣ avg_100 : 32094.286208 ∣ critic_nllloss : 25655.209961 ∣ critic_ganloss : -110.943112 ∣ generator_nllloss : 5098.268750 ∣ generator_ganloss : 1169.649414 ∣     [  std_z : 0.99  real_sub_fake : 578.57 ]
[  epoch 0032/0040] 1360/4800, lr:1.3e-05 ∣ avg_100 : 32091.992247 ∣ critic_nllloss : 25810.224023 ∣ critic_ganloss : -170.117546 ∣ generator_nllloss : 5199.365625 ∣ generator_ganloss : 1169.629102 ∣     [  std_z : 1.00  real_sub_fake : 556.45 ]
[  epoch 0032/0040] 1370/4800, lr:1.3e-05 ∣ avg_100 : 32094.412468 ∣ critic_nllloss : 26044.254883 ∣ critic_ganloss : -150.928995 ∣ generator_nllloss : 5254.540039 ∣ generator_ganloss : 1164.574414 ∣     [  std_z : 1.00  real_sub_fake : 617.29 ]
[  epoch 0032/0040] 1380/4800, lr:1.3e-05 ∣ avg_100 : 32097.128001 ∣ critic_nllloss : 25910.639453 ∣ critic_ganloss : -129.800450 ∣ generator_nllloss : 5212.873242 ∣ generator_ganloss : 1171.913330 ∣     [  std_z : 1.00  real_sub_fake : 598.12 ]
[  epoch 0032/0040] 1390/4800, lr:1.3e-05 ∣ avg_100 : 32097.053013 ∣ critic_nllloss : 26033.667187 ∣ critic_ganloss : -181.947966 ∣ generator_nllloss : 5205.786133 ∣ generator_ganloss : 1174.001465 ∣     [  std_z : 1.00  real_sub_fake : 583.19 ]
[  epoch 0032/0040] 1400/4800, lr:1.3e-05 ∣ avg_100 : 32097.059446 ∣ critic_nllloss : 25936.729492 ∣ critic_ganloss : -157.573004 ∣ generator_nllloss : 5301.021875 ∣ generator_ganloss : 1178.086377 ∣     [  std_z : 0.99  real_sub_fake : 583.68 ]
[  epoch 0032/0040] 1410/4800, lr:1.3e-05 ∣ avg_100 : 32097.373971 ∣ critic_nllloss : 25787.081641 ∣ critic_ganloss : -130.018666 ∣ generator_nllloss : 5192.032422 ∣ generator_ganloss : 1171.273730 ∣     [  std_z : 0.99  real_sub_fake : 553.01 ]
[  epoch 0032/0040] 1420/4800, lr:1.3e-05 ∣ avg_100 : 32100.145718 ∣ critic_nllloss : 25954.876758 ∣ critic_ganloss : -175.774364 ∣ generator_nllloss : 5101.023828 ∣ generator_ganloss : 1181.985547 ∣     [  std_z : 0.99  real_sub_fake : 557.23 ]
[  epoch 0032/0040] 1430/4800, lr:1.3e-05 ∣ avg_100 : 32101.329442 ∣ critic_nllloss : 25795.027148 ∣ critic_ganloss : -145.483813 ∣ generator_nllloss : 5224.410937 ∣ generator_ganloss : 1178.731250 ∣     [  std_z : 0.99  real_sub_fake : 529.06 ]
[  epoch 0032/0040] 1440/4800, lr:1.3e-05 ∣ avg_100 : 32100.784761 ∣ critic_nllloss : 25939.830859 ∣ critic_ganloss : -134.938583 ∣ generator_nllloss : 5185.396094 ∣ generator_ganloss : 1175.538330 ∣     [  std_z : 0.99  real_sub_fake : 539.29 ]
[  epoch 0032/0040] 1450/4800, lr:1.3e-05 ∣ avg_100 : 32100.307165 ∣ critic_nllloss : 25886.958398 ∣ critic_ganloss : -130.146285 ∣ generator_nllloss : 5088.955469 ∣ generator_ganloss : 1182.414404 ∣     [  std_z : 1.00  real_sub_fake : 353.09 ]
[  epoch 0032/0040] 1460/4800, lr:1.3e-05 ∣ avg_100 : 32097.440781 ∣ critic_nllloss : 25726.866992 ∣ critic_ganloss : -185.800578 ∣ generator_nllloss : 5108.948828 ∣ generator_ganloss : 1151.958838 ∣     [  std_z : 1.01  real_sub_fake : 559.47 ]
[  epoch 0032/0040] 1470/4800, lr:1.3e-05 ∣ avg_100 : 32101.946264 ∣ critic_nllloss : 26152.354687 ∣ critic_ganloss : -84.832456 ∣ generator_nllloss : 5192.303125 ∣ generator_ganloss : 1146.196387 ∣  [  std_z : 1.00  real_sub_fake : 626.49 ]
[  epoch 0032/0040] 1480/4800, lr:1.3e-05 ∣ avg_100 : 32101.566871 ∣ critic_nllloss : 25949.556250 ∣ critic_ganloss : -94.844633 ∣ generator_nllloss : 5182.766797 ∣ generator_ganloss : 1160.072949 ∣  [  std_z : 1.00  real_sub_fake : 377.31 ]
[  epoch 0032/0040] 1490/4800, lr:1.3e-05 ∣ avg_100 : 32103.526208 ∣ critic_nllloss : 25992.904883 ∣ critic_ganloss : -122.653336 ∣ generator_nllloss : 5171.614648 ∣ generator_ganloss : 1158.487891 ∣     [  std_z : 0.99  real_sub_fake : 400.07 ]
[  epoch 0032/0040] 1500/4800, lr:1.3e-05 ∣ avg_100 : 32107.841252 ∣ critic_nllloss : 26046.048633 ∣ critic_ganloss : -186.213795 ∣ generator_nllloss : 5310.319336 ∣ generator_ganloss : 1136.791797 ∣     [  std_z : 0.99  real_sub_fake : 591.71 ]
[  epoch 0032/0040] 1510/4800, lr:1.3e-05 ∣ avg_100 : 32105.105402 ∣ critic_nllloss : 25810.917773 ∣ critic_ganloss : -142.869656 ∣ generator_nllloss : 5028.785547 ∣ generator_ganloss : 1145.636230 ∣     [  std_z : 0.98  real_sub_fake : 620.42 ]
[  epoch 0032/0040] 1520/4800, lr:1.3e-05 ∣ avg_100 : 32108.230205 ∣ critic_nllloss : 26012.821875 ∣ critic_ganloss : -144.603844 ∣ generator_nllloss : 5238.762500 ∣ generator_ganloss : 1161.601318 ∣     [  std_z : 0.99  real_sub_fake : 494.36 ]
[  epoch 0032/0040] 1530/4800, lr:1.3e-05 ∣ avg_100 : 32109.817309 ∣ critic_nllloss : 26010.380273 ∣ critic_ganloss : -201.740446 ∣ generator_nllloss : 5183.659375 ∣ generator_ganloss : 1143.509082 ∣     [  std_z : 1.00  real_sub_fake : 606.70 ]
[  epoch 0032/0040] 1540/4800, lr:1.3e-05 ∣ avg_100 : 32108.287503 ∣ critic_nllloss : 25836.018555 ∣ critic_ganloss : -187.826373 ∣ generator_nllloss : 5169.628125 ∣ generator_ganloss : 1138.530859 ∣     [  std_z : 1.00  real_sub_fake : 653.27 ]
[  epoch 0032/0040] 1550/4800, lr:1.3e-05 ∣ avg_100 : 32108.624989 ∣ critic_nllloss : 25991.067383 ∣ critic_ganloss : -138.370291 ∣ generator_nllloss : 5194.223242 ∣ generator_ganloss : 1161.332520 ∣     [  std_z : 1.00  real_sub_fake : 630.69 ]
[  epoch 0032/0040] 1560/4800, lr:1.3e-05 ∣ avg_100 : 32108.387148 ∣ critic_nllloss : 25989.669141 ∣ critic_ganloss : -161.068613 ∣ generator_nllloss : 5206.583203 ∣ generator_ganloss : 1169.375146 ∣     [  std_z : 0.99  real_sub_fake : 555.75 ]
[  epoch 0032/0040] 1570/4800, lr:1.3e-05 ∣ avg_100 : 32105.676721 ∣ critic_nllloss : 25806.428516 ∣ critic_ganloss : -197.178369 ∣ generator_nllloss : 5180.072852 ∣ generator_ganloss : 1153.489209 ∣     [  std_z : 0.99  real_sub_fake : 613.54 ]
[  epoch 0032/0040] 1580/4800, lr:1.3e-05 ∣ avg_100 : 32108.088532 ∣ critic_nllloss : 26010.127734 ∣ critic_ganloss : -116.873698 ∣ generator_nllloss : 5302.058594 ∣ generator_ganloss : 1179.637012 ∣     [  std_z : 0.99  real_sub_fake : 673.63 ]
[  epoch 0032/0040] 1590/4800, lr:1.3e-05 ∣ avg_100 : 32109.491867 ∣ critic_nllloss : 25888.796680 ∣ critic_ganloss : -93.546977 ∣ generator_nllloss : 5100.015625 ∣ generator_ganloss : 1186.812109 ∣  [  std_z : 0.99  real_sub_fake : 458.09 ]
[  epoch 0032/0040] 1600/4800, lr:1.3e-05 ∣ avg_100 : 32107.917261 ∣ critic_nllloss : 25824.744727 ∣ critic_ganloss : -154.223389 ∣ generator_nllloss : 5159.599414 ∣ generator_ganloss : 1173.204248 ∣     [  std_z : 0.99  real_sub_fake : 524.05 ]
[  epoch 0032/0040] 1610/4800, lr:1.3e-05 ∣ avg_100 : 32107.724648 ∣ critic_nllloss : 25913.847266 ∣ critic_ganloss : -146.017735 ∣ generator_nllloss : 5126.761133 ∣ generator_ganloss : 1156.500488 ∣     [  std_z : 1.00  real_sub_fake : 605.13 ]
[  epoch 0032/0040] 1620/4800, lr:1.3e-05 ∣ avg_100 : 32107.774827 ∣ critic_nllloss : 25899.430078 ∣ critic_ganloss : -152.119334 ∣ generator_nllloss : 5228.119922 ∣ generator_ganloss : 1164.114648 ∣     [  std_z : 1.00  real_sub_fake : 601.01 ]
[  epoch 0032/0040] 1630/4800, lr:1.3e-05 ∣ avg_100 : 32103.404654 ∣ critic_nllloss : 25763.978320 ∣ critic_ganloss : -123.674339 ∣ generator_nllloss : 5110.935156 ∣ generator_ganloss : 1172.245605 ∣     [  std_z : 0.99  real_sub_fake : 506.33 ]
[  epoch 0032/0040] 1640/4800, lr:1.3e-05 ∣ avg_100 : 32106.957978 ∣ critic_nllloss : 25955.536328 ∣ critic_ganloss : -165.640135 ∣ generator_nllloss : 5205.411328 ∣ generator_ganloss : 1169.087891 ∣     [  std_z : 1.00  real_sub_fake : 511.39 ]
[  epoch 0032/0040] 1650/4800, lr:1.3e-05 ∣ avg_100 : 32107.372480 ∣ critic_nllloss : 25842.898242 ∣ critic_ganloss : -138.706647 ∣ generator_nllloss : 5208.112305 ∣ generator_ganloss : 1161.140625 ∣     [  std_z : 0.99  real_sub_fake : 537.16 ]
[  epoch 0032/0040] 1660/4800, lr:1.3e-05 ∣ avg_100 : 32106.239177 ∣ critic_nllloss : 26116.034375 ∣ critic_ganloss : -173.471970 ∣ generator_nllloss : 5229.279883 ∣ generator_ganloss : 1158.816748 ∣     [  std_z : 1.00  real_sub_fake : 584.73 ]
[  epoch 0032/0040] 1670/4800, lr:1.3e-05 ∣ avg_100 : 32108.774008 ∣ critic_nllloss : 25929.111914 ∣ critic_ganloss : -140.823558 ∣ generator_nllloss : 5183.232031 ∣ generator_ganloss : 1164.684277 ∣     [  std_z : 1.00  real_sub_fake : 562.73 ]
[  epoch 0032/0040] 1680/4800, lr:1.3e-05 ∣ avg_100 : 32110.676006 ∣ critic_nllloss : 26164.293359 ∣ critic_ganloss : -162.053964 ∣ generator_nllloss : 5138.813477 ∣ generator_ganloss : 1166.985840 ∣     [  std_z : 1.00  real_sub_fake : 605.29 ]
[  epoch 0032/0040] 1690/4800, lr:1.3e-05 ∣ avg_100 : 32110.541108 ∣ critic_nllloss : 25964.181250 ∣ critic_ganloss : -170.439322 ∣ generator_nllloss : 5150.357227 ∣ generator_ganloss : 1162.695703 ∣     [  std_z : 0.99  real_sub_fake : 629.78 ]
[  epoch 0032/0040] 1700/4800, lr:1.3e-05 ∣ avg_100 : 32111.424271 ∣ critic_nllloss : 25927.590234 ∣ critic_ganloss : -96.752937 ∣ generator_nllloss : 5156.962109 ∣ generator_ganloss : 1180.187207 ∣  [  std_z : 0.99  real_sub_fake : 528.49 ]
[  epoch 0032/0040] 1710/4800, lr:1.3e-05 ∣ avg_100 : 32113.408990 ∣ critic_nllloss : 26062.987305 ∣ critic_ganloss : -157.426151 ∣ generator_nllloss : 5188.229883 ∣ generator_ganloss : 1152.692041 ∣     [  std_z : 0.99  real_sub_fake : 590.53 ]
[  epoch 0032/0040] 1720/4800, lr:1.3e-05 ∣ avg_100 : 32111.224268 ∣ critic_nllloss : 25903.149219 ∣ critic_ganloss : -157.090540 ∣ generator_nllloss : 5266.340820 ∣ generator_ganloss : 1143.616113 ∣     [  std_z : 0.99  real_sub_fake : 591.99 ]
[  epoch 0032/0040] 1730/4800, lr:1.3e-05 ∣ avg_100 : 32109.796757 ∣ critic_nllloss : 25964.635547 ∣ critic_ganloss : -100.772825 ∣ generator_nllloss : 5178.434375 ∣ generator_ganloss : 1162.311914 ∣     [  std_z : 0.99  real_sub_fake : 387.30 ]
[  epoch 0032/0040] 1740/4800, lr:1.3e-05 ∣ avg_100 : 32111.467785 ∣ critic_nllloss : 25952.848438 ∣ critic_ganloss : -111.081862 ∣ generator_nllloss : 5141.983789 ∣ generator_ganloss : 1164.219238 ∣     [  std_z : 0.99  real_sub_fake : 405.11 ]
[  epoch 0032/0040] 1750/4800, lr:1.3e-05 ∣ avg_100 : 32115.970927 ∣ critic_nllloss : 26075.835352 ∣ critic_ganloss : -127.953392 ∣ generator_nllloss : 5218.837109 ∣ generator_ganloss : 1155.758398 ∣     [  std_z : 1.00  real_sub_fake : 513.13 ]
[  epoch 0032/0040] 1760/4800, lr:1.3e-05 ∣ avg_100 : 32115.172230 ∣ critic_nllloss : 25811.471875 ∣ critic_ganloss : -137.250159 ∣ generator_nllloss : 5175.653320 ∣ generator_ganloss : 1150.143408 ∣     [  std_z : 0.99  real_sub_fake : 486.20 ]
[  epoch 0032/0040] 1770/4800, lr:1.3e-05 ∣ avg_100 : 32117.178836 ∣ critic_nllloss : 25930.566797 ∣ critic_ganloss : -152.539926 ∣ generator_nllloss : 5263.129687 ∣ generator_ganloss : 1158.724316 ∣     [  std_z : 0.99  real_sub_fake : 497.86 ]
[  epoch 0032/0040] 1780/4800, lr:1.3e-05 ∣ avg_100 : 32120.642434 ∣ critic_nllloss : 26051.214258 ∣ critic_ganloss : -172.443980 ∣ generator_nllloss : 5212.328125 ∣ generator_ganloss : 1162.681641 ∣     [  std_z : 0.99  real_sub_fake : 537.60 ]
[  epoch 0032/0040] 1790/4800, lr:1.3e-05 ∣ avg_100 : 32121.220903 ∣ critic_nllloss : 25935.541797 ∣ critic_ganloss : -154.850256 ∣ generator_nllloss : 5188.986719 ∣ generator_ganloss : 1159.449268 ∣     [  std_z : 0.99  real_sub_fake : 565.09 ]
[  epoch 0032/0040] 1800/4800, lr:1.3e-05 ∣ avg_100 : 32122.305314 ∣ critic_nllloss : 26142.625586 ∣ critic_ganloss : -219.219925 ∣ generator_nllloss : 5235.277930 ∣ generator_ganloss : 1158.694580 ∣     [  std_z : 0.99  real_sub_fake : 658.68 ]
[  epoch 0032/0040] 1810/4800, lr:1.3e-05 ∣ avg_100 : 32124.638668 ∣ critic_nllloss : 25979.854492 ∣ critic_ganloss : -162.889131 ∣ generator_nllloss : 5193.628906 ∣ generator_ganloss : 1149.066309 ∣     [  std_z : 0.99  real_sub_fake : 655.12 ]
[  epoch 0032/0040] 1820/4800, lr:1.3e-05 ∣ avg_100 : 32125.175120 ∣ critic_nllloss : 26112.192188 ∣ critic_ganloss : -198.984015 ∣ generator_nllloss : 5129.569922 ∣ generator_ganloss : 1162.965186 ∣     [  std_z : 0.99  real_sub_fake : 663.07 ]
[  epoch 0032/0040] 1830/4800, lr:1.3e-05 ∣ avg_100 : 32121.550322 ∣ critic_nllloss : 25936.677344 ∣ critic_ganloss : -140.960782 ∣ generator_nllloss : 5054.347852 ∣ generator_ganloss : 1165.835449 ∣     [  std_z : 1.00  real_sub_fake : 624.01 ]
[  epoch 0032/0040] 1840/4800, lr:1.3e-05 ∣ avg_100 : 32121.142280 ∣ critic_nllloss : 25967.192773 ∣ critic_ganloss : -175.602271 ∣ generator_nllloss : 5179.781055 ∣ generator_ganloss : 1176.390918 ∣     [  std_z : 1.00  real_sub_fake : 561.95 ]
[  epoch 0032/0040] 1850/4800, lr:1.3e-05 ∣ avg_100 : 32122.216536 ∣ critic_nllloss : 25791.037695 ∣ critic_ganloss : -118.499481 ∣ generator_nllloss : 5190.859180 ∣ generator_ganloss : 1178.749268 ∣     [  std_z : 1.00  real_sub_fake : 592.91 ]
[  epoch 0032/0040] 1860/4800, lr:1.3e-05 ∣ avg_100 : 32123.001790 ∣ critic_nllloss : 25858.595117 ∣ critic_ganloss : -133.794507 ∣ generator_nllloss : 5174.748438 ∣ generator_ganloss : 1168.998242 ∣     [  std_z : 1.00  real_sub_fake : 536.13 ]
[  epoch 0032/0040] 1870/4800, lr:1.3e-05 ∣ avg_100 : 32124.293366 ∣ critic_nllloss : 26021.626758 ∣ critic_ganloss : -205.273582 ∣ generator_nllloss : 5186.013477 ∣ generator_ganloss : 1157.243457 ∣     [  std_z : 0.99  real_sub_fake : 618.26 ]
[  epoch 0032/0040] 1880/4800, lr:1.3e-05 ∣ avg_100 : 32125.828693 ∣ critic_nllloss : 25899.980469 ∣ critic_ganloss : -96.184679 ∣ generator_nllloss : 5198.430273 ∣ generator_ganloss : 1188.952783 ∣  [  std_z : 0.98  real_sub_fake : 490.69 ]
[  epoch 0032/0040] 1890/4800, lr:1.3e-05 ∣ avg_100 : 32125.796862 ∣ critic_nllloss : 25856.116406 ∣ critic_ganloss : -149.513111 ∣ generator_nllloss : 5325.257031 ∣ generator_ganloss : 1182.031787 ∣     [  std_z : 0.98  real_sub_fake : 405.66 ]
[  epoch 0032/0040] 1900/4800, lr:1.3e-05 ∣ avg_100 : 32124.758418 ∣ critic_nllloss : 25792.642578 ∣ critic_ganloss : -163.051468 ∣ generator_nllloss : 5161.610352 ∣ generator_ganloss : 1151.136035 ∣     [  std_z : 0.99  real_sub_fake : 557.28 ]
[  epoch 0032/0040] 1910/4800, lr:1.3e-05 ∣ avg_100 : 32121.072507 ∣ critic_nllloss : 25751.356836 ∣ critic_ganloss : -193.176590 ∣ generator_nllloss : 5141.749805 ∣ generator_ganloss : 1152.702686 ∣     [  std_z : 1.00  real_sub_fake : 569.03 ]
[  epoch 0032/0040] 1920/4800, lr:1.3e-05 ∣ avg_100 : 32119.780411 ∣ critic_nllloss : 25838.455078 ∣ critic_ganloss : -209.728273 ∣ generator_nllloss : 5308.240430 ∣ generator_ganloss : 1159.433496 ∣     [  std_z : 1.00  real_sub_fake : 624.07 ]
[  epoch 0032/0040] 1930/4800, lr:1.3e-05 ∣ avg_100 : 32122.788923 ∣ critic_nllloss : 26127.661133 ∣ critic_ganloss : -191.760909 ∣ generator_nllloss : 5208.758789 ∣ generator_ganloss : 1159.866162 ∣     [  std_z : 1.01  real_sub_fake : 725.10 ]
[  epoch 0032/0040] 1940/4800, lr:1.3e-05 ∣ avg_100 : 32124.476464 ∣ critic_nllloss : 26062.213281 ∣ critic_ganloss : -175.796236 ∣ generator_nllloss : 5237.417188 ∣ generator_ganloss : 1183.502539 ∣     [  std_z : 1.00  real_sub_fake : 600.94 ]
[  epoch 0032/0040] 1950/4800, lr:1.3e-05 ∣ avg_100 : 32122.500765 ∣ critic_nllloss : 25812.450977 ∣ critic_ganloss : -138.146758 ∣ generator_nllloss : 5088.572461 ∣ generator_ganloss : 1169.016064 ∣     [  std_z : 0.99  real_sub_fake : 524.32 ]
[  epoch 0032/0040] 1960/4800, lr:1.3e-05 ∣ avg_100 : 32121.659286 ∣ critic_nllloss : 25938.690625 ∣ critic_ganloss : -192.957779 ∣ generator_nllloss : 5214.273047 ∣ generator_ganloss : 1147.774561 ∣     [  std_z : 0.99  real_sub_fake : 701.38 ]
[  epoch 0032/0040] 1970/4800, lr:1.3e-05 ∣ avg_100 : 32122.620847 ∣ critic_nllloss : 26086.583203 ∣ critic_ganloss : -127.228856 ∣ generator_nllloss : 5193.957422 ∣ generator_ganloss : 1178.032520 ∣     [  std_z : 0.99  real_sub_fake : 530.02 ]
[  epoch 0032/0040] 1980/4800, lr:1.3e-05 ∣ avg_100 : 32124.414764 ∣ critic_nllloss : 26021.197852 ∣ critic_ganloss : -103.877351 ∣ generator_nllloss : 5226.496094 ∣ generator_ganloss : 1168.550391 ∣     [  std_z : 1.00  real_sub_fake : 618.53 ]
[  epoch 0032/0040] 1990/4800, lr:1.3e-05 ∣ avg_100 : 32122.780888 ∣ critic_nllloss : 25829.882422 ∣ critic_ganloss : -150.313898 ∣ generator_nllloss : 5112.247266 ∣ generator_ganloss : 1154.398486 ∣     [  std_z : 1.00  real_sub_fake : 626.05 ]
[  epoch 0032/0040] 2000/4800, lr:1.3e-05 ∣ avg_100 : 32120.980690 ∣ critic_nllloss : 25848.657422 ∣ critic_ganloss : -108.773781 ∣ generator_nllloss : 5197.086719 ∣ generator_ganloss : 1165.018115 ∣     [  std_z : 1.00  real_sub_fake : 618.47 ]
[  epoch 0032/0040] 2010/4800, lr:1.3e-05 ∣ avg_100 : 32123.073052 ∣ critic_nllloss : 26052.006445 ∣ critic_ganloss : -154.166574 ∣ generator_nllloss : 5204.383594 ∣ generator_ganloss : 1166.689209 ∣     [  std_z : 1.00  real_sub_fake : 514.44 ]
[  epoch 0032/0040] 2020/4800, lr:1.3e-05 ∣ avg_100 : 32124.701374 ∣ critic_nllloss : 26016.160742 ∣ critic_ganloss : -132.700986 ∣ generator_nllloss : 5156.621680 ∣ generator_ganloss : 1178.936133 ∣     [  std_z : 0.99  real_sub_fake : 507.41 ]
[  epoch 0032/0040] 2030/4800, lr:1.3e-05 ∣ avg_100 : 32124.504918 ∣ critic_nllloss : 25892.420703 ∣ critic_ganloss : -143.732828 ∣ generator_nllloss : 5193.372656 ∣ generator_ganloss : 1174.710107 ∣     [  std_z : 0.98  real_sub_fake : 477.89 ]
[  epoch 0032/0040] 2040/4800, lr:1.3e-05 ∣ avg_100 : 32124.879796 ∣ critic_nllloss : 25848.983398 ∣ critic_ganloss : -139.691586 ∣ generator_nllloss : 5215.577734 ∣ generator_ganloss : 1158.603809 ∣     [  std_z : 0.98  real_sub_fake : 665.15 ]
[  epoch 0032/0040] 2050/4800, lr:1.3e-05 ∣ avg_100 : 32123.383747 ∣ critic_nllloss : 25907.590820 ∣ critic_ganloss : -137.117163 ∣ generator_nllloss : 5164.033203 ∣ generator_ganloss : 1178.782813 ∣     [  std_z : 0.99  real_sub_fake : 556.83 ]
[  epoch 0032/0040] 2060/4800, lr:1.3e-05 ∣ avg_100 : 32121.765924 ∣ critic_nllloss : 25802.957227 ∣ critic_ganloss : -167.362172 ∣ generator_nllloss : 5066.261914 ∣ generator_ganloss : 1166.695361 ∣     [  std_z : 1.00  real_sub_fake : 561.73 ]
[  epoch 0032/0040] 2070/4800, lr:1.3e-05 ∣ avg_100 : 32118.346159 ∣ critic_nllloss : 25975.424023 ∣ critic_ganloss : -79.441922 ∣ generator_nllloss : 5113.385938 ∣ generator_ganloss : 1143.841895 ∣  [  std_z : 1.00  real_sub_fake : 617.61 ]
[  epoch 0032/0040] 2080/4800, lr:1.3e-05 ∣ avg_100 : 32121.272424 ∣ critic_nllloss : 25950.881641 ∣ critic_ganloss : -58.758517 ∣ generator_nllloss : 5203.734180 ∣ generator_ganloss : 1165.062061 ∣  [  std_z : 1.00  real_sub_fake : 403.92 ]
[  epoch 0032/0040] 2090/4800, lr:1.3e-05 ∣ avg_100 : 32123.542969 ∣ critic_nllloss : 25935.801758 ∣ critic_ganloss : -70.915092 ∣ generator_nllloss : 5151.439258 ∣ generator_ganloss : 1179.610303 ∣  [  std_z : 1.00  real_sub_fake : 283.72 ]
[  epoch 0032/0040] 2100/4800, lr:1.3e-05 ∣ avg_100 : 32124.206933 ∣ critic_nllloss : 25984.884570 ∣ critic_ganloss : -112.594191 ∣ generator_nllloss : 5148.829883 ∣ generator_ganloss : 1172.115967 ∣     [  std_z : 1.00  real_sub_fake : 334.86 ]
[  epoch 0032/0040] 2110/4800, lr:1.3e-05 ∣ avg_100 : 32125.380357 ∣ critic_nllloss : 25924.084180 ∣ critic_ganloss : -130.020017 ∣ generator_nllloss : 5192.311328 ∣ generator_ganloss : 1155.461377 ∣     [  std_z : 0.99  real_sub_fake : 481.11 ]
[  epoch 0032/0040] 2120/4800, lr:1.3e-05 ∣ avg_100 : 32121.257653 ∣ critic_nllloss : 25899.808398 ∣ critic_ganloss : -166.912364 ∣ generator_nllloss : 5131.729102 ∣ generator_ganloss : 1156.989160 ∣     [  std_z : 0.99  real_sub_fake : 543.90 ]
[  epoch 0032/0040] 2130/4800, lr:1.3e-05 ∣ avg_100 : 32122.714348 ∣ critic_nllloss : 25979.803906 ∣ critic_ganloss : -163.789728 ∣ generator_nllloss : 5178.772070 ∣ generator_ganloss : 1162.328271 ∣     [  std_z : 0.99  real_sub_fake : 560.39 ]
[  epoch 0032/0040] 2140/4800, lr:1.3e-05 ∣ avg_100 : 32121.428059 ∣ critic_nllloss : 25916.616211 ∣ critic_ganloss : -169.678444 ∣ generator_nllloss : 5204.250391 ∣ generator_ganloss : 1153.998096 ∣     [  std_z : 0.99  real_sub_fake : 594.95 ]
[  epoch 0032/0040] 2150/4800, lr:1.3e-05 ∣ avg_100 : 32125.779927 ∣ critic_nllloss : 26054.166016 ∣ critic_ganloss : -172.689673 ∣ generator_nllloss : 5236.694922 ∣ generator_ganloss : 1145.564258 ∣     [  std_z : 0.99  real_sub_fake : 649.68 ]
[  epoch 0032/0040] 2160/4800, lr:1.3e-05 ∣ avg_100 : 32131.469625 ∣ critic_nllloss : 26041.709570 ∣ critic_ganloss : -1.986993 ∣ generator_nllloss : 5210.167188 ∣ generator_ganloss : 1196.195508 ∣   [  std_z : 0.99  real_sub_fake : 285.32 ]
[  epoch 0032/0040] 2170/4800, lr:1.3e-05 ∣ avg_100 : 32132.272332 ∣ critic_nllloss : 25802.828516 ∣ critic_ganloss : -24.193443 ∣ generator_nllloss : 5150.461523 ∣ generator_ganloss : 1207.399414 ∣  [  std_z : 1.00  real_sub_fake : 89.50 ]
[  epoch 0032/0040] 2180/4800, lr:1.3e-05 ∣ avg_100 : 32135.470597 ∣ critic_nllloss : 26061.837305 ∣ critic_ganloss : -22.403391 ∣ generator_nllloss : 5200.855078 ∣ generator_ganloss : 1203.191846 ∣  [  std_z : 0.99  real_sub_fake : 82.73 ]
[  epoch 0032/0040] 2190/4800, lr:1.3e-05 ∣ avg_100 : 32134.691224 ∣ critic_nllloss : 26012.803125 ∣ critic_ganloss : -32.492494 ∣ generator_nllloss : 5236.279883 ∣ generator_ganloss : 1196.275977 ∣  [  std_z : 0.99  real_sub_fake : 89.96 ]
[  epoch 0032/0040] 2200/4800, lr:1.3e-05 ∣ avg_100 : 32136.290231 ∣ critic_nllloss : 25815.656055 ∣ critic_ganloss : -37.943319 ∣ generator_nllloss : 5098.612305 ∣ generator_ganloss : 1187.980811 ∣  [  std_z : 0.99  real_sub_fake : 113.66 ]
[  epoch 0032/0040] 2210/4800, lr:1.3e-05 ∣ avg_100 : 32138.871772 ∣ critic_nllloss : 26014.764453 ∣ critic_ganloss : -60.403529 ∣ generator_nllloss : 5239.368359 ∣ generator_ganloss : 1179.523584 ∣  [  std_z : 1.00  real_sub_fake : 166.58 ]
[  epoch 0032/0040] 2220/4800, lr:1.3e-05 ∣ avg_100 : 32137.698268 ∣ critic_nllloss : 25882.494922 ∣ critic_ganloss : -92.665137 ∣ generator_nllloss : 5170.930469 ∣ generator_ganloss : 1169.357031 ∣  [  std_z : 0.99  real_sub_fake : 241.80 ]
[  epoch 0032/0040] 2230/4800, lr:1.3e-05 ∣ avg_100 : 32138.463848 ∣ critic_nllloss : 25838.100586 ∣ critic_ganloss : -122.970534 ∣ generator_nllloss : 5186.858203 ∣ generator_ganloss : 1150.261719 ∣     [  std_z : 0.99  real_sub_fake : 364.25 ]
[  epoch 0032/0040] 2240/4800, lr:1.3e-05 ∣ avg_100 : 32136.333518 ∣ critic_nllloss : 25780.391797 ∣ critic_ganloss : -121.914333 ∣ generator_nllloss : 5227.891797 ∣ generator_ganloss : 1136.143994 ∣     [  std_z : 0.99  real_sub_fake : 483.97 ]
[  epoch 0032/0040] 2250/4800, lr:1.3e-05 ∣ avg_100 : 32135.442386 ∣ critic_nllloss : 25945.661328 ∣ critic_ganloss : -167.794408 ∣ generator_nllloss : 5229.818945 ∣ generator_ganloss : 1140.977490 ∣     [  std_z : 1.00  real_sub_fake : 546.48 ]
[  epoch 0032/0040] 2260/4800, lr:1.3e-05 ∣ avg_100 : 32135.401080 ∣ critic_nllloss : 26010.835352 ∣ critic_ganloss : -186.969775 ∣ generator_nllloss : 5193.327148 ∣ generator_ganloss : 1145.054248 ∣     [  std_z : 1.00  real_sub_fake : 602.67 ]
[  epoch 0032/0040] 2270/4800, lr:1.3e-05 ∣ avg_100 : 32134.682202 ∣ critic_nllloss : 25890.233789 ∣ critic_ganloss : -165.667233 ∣ generator_nllloss : 5139.344336 ∣ generator_ganloss : 1141.115918 ∣     [  std_z : 0.99  real_sub_fake : 601.10 ]
[  epoch 0032/0040] 2280/4800, lr:1.3e-05 ∣ avg_100 : 32135.161006 ∣ critic_nllloss : 25888.700977 ∣ critic_ganloss : -155.848799 ∣ generator_nllloss : 5175.939844 ∣ generator_ganloss : 1154.327783 ∣     [  std_z : 0.99  real_sub_fake : 577.87 ]
[  epoch 0032/0040] 2290/4800, lr:1.3e-05 ∣ avg_100 : 32133.149178 ∣ critic_nllloss : 25758.478711 ∣ critic_ganloss : -151.199950 ∣ generator_nllloss : 5125.163281 ∣ generator_ganloss : 1156.615381 ∣     [  std_z : 0.99  real_sub_fake : 558.22 ]
[  epoch 0032/0040] 2300/4800, lr:1.3e-05 ∣ avg_100 : 32134.246144 ∣ critic_nllloss : 25782.009766 ∣ critic_ganloss : -171.923140 ∣ generator_nllloss : 5147.054883 ∣ generator_ganloss : 1143.939990 ∣     [  std_z : 0.99  real_sub_fake : 651.93 ]
[  epoch 0032/0040] 2310/4800, lr:1.3e-05 ∣ avg_100 : 32136.251240 ∣ critic_nllloss : 25994.560742 ∣ critic_ganloss : -49.544947 ∣ generator_nllloss : 5209.707031 ∣ generator_ganloss : 1173.144922 ∣  [  std_z : 0.99  real_sub_fake : 485.23 ]
[  epoch 0032/0040] 2320/4800, lr:1.3e-05 ∣ avg_100 : 32138.604103 ∣ critic_nllloss : 25867.643555 ∣ critic_ganloss : -56.859988 ∣ generator_nllloss : 5159.229297 ∣ generator_ganloss : 1175.081689 ∣  [  std_z : 1.00  real_sub_fake : 286.55 ]
[  epoch 0032/0040] 2330/4800, lr:1.3e-05 ∣ avg_100 : 32139.256681 ∣ critic_nllloss : 25904.622461 ∣ critic_ganloss : -100.994335 ∣ generator_nllloss : 5261.035352 ∣ generator_ganloss : 1167.263965 ∣     [  std_z : 1.00  real_sub_fake : 370.21 ]
[  epoch 0032/0040] 2340/4800, lr:1.3e-05 ∣ avg_100 : 32143.307537 ∣ critic_nllloss : 26063.935547 ∣ critic_ganloss : -143.364842 ∣ generator_nllloss : 5257.279688 ∣ generator_ganloss : 1165.664941 ∣     [  std_z : 1.00  real_sub_fake : 495.01 ]
[  epoch 0032/0040] 2350/4800, lr:1.3e-05 ∣ avg_100 : 32148.131046 ∣ critic_nllloss : 26035.361719 ∣ critic_ganloss : -146.355505 ∣ generator_nllloss : 5246.465430 ∣ generator_ganloss : 1159.064307 ∣     [  std_z : 0.99  real_sub_fake : 502.10 ]
[  epoch 0032/0040] 2360/4800, lr:1.3e-05 ∣ avg_100 : 32148.338647 ∣ critic_nllloss : 25879.699414 ∣ critic_ganloss : -165.193309 ∣ generator_nllloss : 5161.648438 ∣ generator_ganloss : 1153.706738 ∣     [  std_z : 0.99  real_sub_fake : 552.45 ]
[  epoch 0032/0040] 2370/4800, lr:1.3e-05 ∣ avg_100 : 32148.006055 ∣ critic_nllloss : 26155.083984 ∣ critic_ganloss : -163.699696 ∣ generator_nllloss : 5132.968359 ∣ generator_ganloss : 1154.828516 ∣     [  std_z : 1.00  real_sub_fake : 534.30 ]
[  epoch 0032/0040] 2380/4800, lr:1.3e-05 ∣ avg_100 : 32148.720889 ∣ critic_nllloss : 26053.855664 ∣ critic_ganloss : -147.853770 ∣ generator_nllloss : 5175.275586 ∣ generator_ganloss : 1155.831494 ∣     [  std_z : 0.99  real_sub_fake : 574.43 ]
[  epoch 0032/0040] 2390/4800, lr:1.3e-05 ∣ avg_100 : 32151.375507 ∣ critic_nllloss : 26245.848633 ∣ critic_ganloss : -168.073221 ∣ generator_nllloss : 5261.225781 ∣ generator_ganloss : 1157.967432 ∣     [  std_z : 0.99  real_sub_fake : 584.68 ]
[  epoch 0032/0040] 2400/4800, lr:1.3e-05 ∣ avg_100 : 32150.378824 ∣ critic_nllloss : 25939.711523 ∣ critic_ganloss : -154.889449 ∣ generator_nllloss : 5211.868750 ∣ generator_ganloss : 1161.905615 ∣     [  std_z : 0.99  real_sub_fake : 625.77 ]
[  epoch 0032/0040] 2410/4800, lr:1.3e-05 ∣ avg_100 : 32152.913545 ∣ critic_nllloss : 26094.117969 ∣ critic_ganloss : -201.189848 ∣ generator_nllloss : 5217.795313 ∣ generator_ganloss : 1163.117773 ∣     [  std_z : 0.99  real_sub_fake : 600.35 ]
[  epoch 0032/0040] 2420/4800, lr:1.3e-05 ∣ avg_100 : 32153.789856 ∣ critic_nllloss : 25909.583398 ∣ critic_ganloss : -127.163994 ∣ generator_nllloss : 5204.361133 ∣ generator_ganloss : 1162.962305 ∣     [  std_z : 0.99  real_sub_fake : 561.18 ]
[  epoch 0032/0040] 2430/4800, lr:1.3e-05 ∣ avg_100 : 32151.675274 ∣ critic_nllloss : 25730.100586 ∣ critic_ganloss : -168.134481 ∣ generator_nllloss : 5106.229883 ∣ generator_ganloss : 1173.031348 ∣     [  std_z : 1.00  real_sub_fake : 538.75 ]
[  epoch 0032/0040] 2440/4800, lr:1.3e-05 ∣ avg_100 : 32150.132645 ∣ critic_nllloss : 25837.484570 ∣ critic_ganloss : -143.555435 ∣ generator_nllloss : 5151.970312 ∣ generator_ganloss : 1165.664355 ∣     [  std_z : 1.00  real_sub_fake : 551.31 ]
[  epoch 0032/0040] 2450/4800, lr:1.3e-05 ∣ avg_100 : 32149.696388 ∣ critic_nllloss : 25829.494141 ∣ critic_ganloss : -178.146808 ∣ generator_nllloss : 5161.970312 ∣ generator_ganloss : 1171.238672 ∣     [  std_z : 1.00  real_sub_fake : 587.76 ]
[  epoch 0032/0040] 2460/4800, lr:1.3e-05 ∣ avg_100 : 32149.099912 ∣ critic_nllloss : 25531.963477 ∣ critic_ganloss : -153.003220 ∣ generator_nllloss : 5209.740430 ∣ generator_ganloss : 1153.625781 ∣     [  std_z : 1.00  real_sub_fake : 583.70 ]
[  epoch 0032/0040] 2470/4800, lr:1.3e-05 ∣ avg_100 : 32141.606434 ∣ critic_nllloss : 25554.325977 ∣ critic_ganloss : -146.468802 ∣ generator_nllloss : 5072.801172 ∣ generator_ganloss : 1176.015527 ∣     [  std_z : 0.99  real_sub_fake : 531.25 ]
[  epoch 0032/0040] 2480/4800, lr:1.3e-05 ∣ avg_100 : 32139.934623 ∣ critic_nllloss : 25778.962305 ∣ critic_ganloss : -137.992103 ∣ generator_nllloss : 5226.703516 ∣ generator_ganloss : 1162.696582 ∣     [  std_z : 0.98  real_sub_fake : 516.41 ]
[  epoch 0032/0040] 2490/4800, lr:1.3e-05 ∣ avg_100 : 32134.604269 ∣ critic_nllloss : 25642.247461 ∣ critic_ganloss : -206.335298 ∣ generator_nllloss : 5091.442969 ∣ generator_ganloss : 1139.963574 ∣     [  std_z : 0.98  real_sub_fake : 702.73 ]
[  epoch 0032/0040] 2500/4800, lr:1.3e-05 ∣ avg_100 : 32134.031646 ∣ critic_nllloss : 25992.313672 ∣ critic_ganloss : -115.946495 ∣ generator_nllloss : 5202.839648 ∣ generator_ganloss : 1170.476855 ∣     [  std_z : 1.00  real_sub_fake : 687.85 ]
[  epoch 0032/0040] 2510/4800, lr:1.3e-05 ∣ avg_100 : 32137.562852 ∣ critic_nllloss : 25963.607812 ∣ critic_ganloss : -134.253809 ∣ generator_nllloss : 5186.282031 ∣ generator_ganloss : 1179.954395 ∣     [  std_z : 1.00  real_sub_fake : 580.79 ]
[  epoch 0032/0040] 2520/4800, lr:1.3e-05 ∣ avg_100 : 32137.757397 ∣ critic_nllloss : 26089.094141 ∣ critic_ganloss : -159.862595 ∣ generator_nllloss : 5184.805664 ∣ generator_ganloss : 1173.999170 ∣     [  std_z : 1.00  real_sub_fake : 604.15 ]
[  epoch 0032/0040] 2530/4800, lr:1.3e-05 ∣ avg_100 : 32135.458141 ∣ critic_nllloss : 25779.642969 ∣ critic_ganloss : -140.480402 ∣ generator_nllloss : 5093.561914 ∣ generator_ganloss : 1173.158252 ∣     [  std_z : 0.99  real_sub_fake : 556.60 ]
[  epoch 0032/0040] 2540/4800, lr:1.3e-05 ∣ avg_100 : 32140.348572 ∣ critic_nllloss : 26118.400586 ∣ critic_ganloss : -136.746552 ∣ generator_nllloss : 5282.633594 ∣ generator_ganloss : 1181.106592 ∣     [  std_z : 0.99  real_sub_fake : 527.80 ]
[  epoch 0032/0040] 2550/4800, lr:1.3e-05 ∣ avg_100 : 32139.223235 ∣ critic_nllloss : 25849.145313 ∣ critic_ganloss : -98.144235 ∣ generator_nllloss : 5158.949609 ∣ generator_ganloss : 1185.768506 ∣  [  std_z : 0.99  real_sub_fake : 476.08 ]
[  epoch 0032/0040] 2560/4800, lr:1.3e-05 ∣ avg_100 : 32137.117446 ∣ critic_nllloss : 25893.336523 ∣ critic_ganloss : -188.304678 ∣ generator_nllloss : 5119.325391 ∣ generator_ganloss : 1169.622754 ∣     [  std_z : 0.99  real_sub_fake : 567.27 ]
[  epoch 0032/0040] 2570/4800, lr:1.3e-05 ∣ avg_100 : 32139.131289 ∣ critic_nllloss : 25897.099219 ∣ critic_ganloss : -132.838811 ∣ generator_nllloss : 5203.928906 ∣ generator_ganloss : 1176.007178 ∣     [  std_z : 0.99  real_sub_fake : 511.81 ]
[  epoch 0032/0040] 2580/4800, lr:1.3e-05 ∣ avg_100 : 32137.014175 ∣ critic_nllloss : 25951.323242 ∣ critic_ganloss : -166.929022 ∣ generator_nllloss : 5217.696484 ∣ generator_ganloss : 1161.147461 ∣     [  std_z : 1.00  real_sub_fake : 578.11 ]
[  epoch 0032/0040] 2590/4800, lr:1.3e-05 ∣ avg_100 : 32137.808554 ∣ critic_nllloss : 25937.578125 ∣ critic_ganloss : -150.425104 ∣ generator_nllloss : 5204.535937 ∣ generator_ganloss : 1169.826465 ∣     [  std_z : 1.00  real_sub_fake : 580.79 ]
[  epoch 0032/0040] 2600/4800, lr:1.3e-05 ∣ avg_100 : 32140.519306 ∣ critic_nllloss : 25962.973242 ∣ critic_ganloss : -165.545177 ∣ generator_nllloss : 5304.531836 ∣ generator_ganloss : 1172.440283 ∣     [  std_z : 1.00  real_sub_fake : 562.57 ]
[  epoch 0032/0040] 2610/4800, lr:1.3e-05 ∣ avg_100 : 32141.441935 ∣ critic_nllloss : 26024.740430 ∣ critic_ganloss : -190.601465 ∣ generator_nllloss : 5142.352539 ∣ generator_ganloss : 1166.862500 ∣     [  std_z : 0.99  real_sub_fake : 645.61 ]
[  epoch 0032/0040] 2620/4800, lr:1.3e-05 ∣ avg_100 : 32142.155872 ∣ critic_nllloss : 26009.203125 ∣ critic_ganloss : -153.906160 ∣ generator_nllloss : 5181.128516 ∣ generator_ganloss : 1174.513574 ∣     [  std_z : 0.99  real_sub_fake : 649.89 ]
[  epoch 0032/0040] 2630/4800, lr:1.3e-05 ∣ avg_100 : 32142.545932 ∣ critic_nllloss : 25712.146289 ∣ critic_ganloss : -143.189250 ∣ generator_nllloss : 5203.539844 ∣ generator_ganloss : 1189.993848 ∣     [  std_z : 0.99  real_sub_fake : 451.65 ]
[  epoch 0032/0040] 2640/4800, lr:1.3e-05 ∣ avg_100 : 32143.060478 ∣ critic_nllloss : 25983.915430 ∣ critic_ganloss : -134.647134 ∣ generator_nllloss : 5196.240820 ∣ generator_ganloss : 1170.340918 ∣     [  std_z : 0.99  real_sub_fake : 561.86 ]
[  epoch 0032/0040] 2650/4800, lr:1.3e-05 ∣ avg_100 : 32143.933377 ∣ critic_nllloss : 26051.550586 ∣ critic_ganloss : -173.114061 ∣ generator_nllloss : 5122.007227 ∣ generator_ganloss : 1160.290674 ∣     [  std_z : 1.00  real_sub_fake : 654.60 ]
[  epoch 0032/0040] 2660/4800, lr:1.3e-05 ∣ avg_100 : 32141.544265 ∣ critic_nllloss : 25823.316992 ∣ critic_ganloss : -132.586349 ∣ generator_nllloss : 5205.581445 ∣ generator_ganloss : 1195.435742 ∣     [  std_z : 1.00  real_sub_fake : 482.18 ]
[  epoch 0032/0040] 2670/4800, lr:1.3e-05 ∣ avg_100 : 32143.071941 ∣ critic_nllloss : 25952.393750 ∣ critic_ganloss : -107.872495 ∣ generator_nllloss : 5253.551758 ∣ generator_ganloss : 1190.899219 ∣     [  std_z : 1.00  real_sub_fake : 340.59 ]
[  epoch 0032/0040] 2680/4800, lr:1.3e-05 ∣ avg_100 : 32139.012519 ∣ critic_nllloss : 25716.763672 ∣ critic_ganloss : -70.227666 ∣ generator_nllloss : 5092.457422 ∣ generator_ganloss : 1163.103076 ∣  [  std_z : 0.99  real_sub_fake : 398.61 ]
[  epoch 0032/0040] 2690/4800, lr:1.3e-05 ∣ avg_100 : 32141.310952 ∣ critic_nllloss : 25986.903125 ∣ critic_ganloss : -92.156362 ∣ generator_nllloss : 5274.215430 ∣ generator_ganloss : 1167.675977 ∣  [  std_z : 0.99  real_sub_fake : 335.22 ]
[  epoch 0032/0040] 2700/4800, lr:1.3e-05 ∣ avg_100 : 32142.896521 ∣ critic_nllloss : 26050.652148 ∣ critic_ganloss : -89.462125 ∣ generator_nllloss : 5205.420117 ∣ generator_ganloss : 1159.933350 ∣  [  std_z : 0.99  real_sub_fake : 344.03 ]
[  epoch 0032/0040] 2710/4800, lr:1.3e-05 ∣ avg_100 : 32138.593039 ∣ critic_nllloss : 25696.486523 ∣ critic_ganloss : -142.723685 ∣ generator_nllloss : 5119.651563 ∣ generator_ganloss : 1142.720508 ∣     [  std_z : 0.99  real_sub_fake : 415.56 ]
[  epoch 0032/0040] 2720/4800, lr:1.3e-05 ∣ avg_100 : 32136.270189 ∣ critic_nllloss : 25784.220898 ∣ critic_ganloss : -89.826385 ∣ generator_nllloss : 5090.594141 ∣ generator_ganloss : 1138.741943 ∣  [  std_z : 1.00  real_sub_fake : 460.37 ]
[  epoch 0032/0040] 2730/4800, lr:1.3e-05 ∣ avg_100 : 32132.559384 ∣ critic_nllloss : 25759.033398 ∣ critic_ganloss : -149.528946 ∣ generator_nllloss : 5074.906055 ∣ generator_ganloss : 1149.118066 ∣     [  std_z : 0.99  real_sub_fake : 427.03 ]
[  epoch 0032/0040] 2740/4800, lr:1.3e-05 ∣ avg_100 : 32131.991319 ∣ critic_nllloss : 25869.845313 ∣ critic_ganloss : -102.299826 ∣ generator_nllloss : 5185.498242 ∣ generator_ganloss : 1138.119336 ∣     [  std_z : 0.99  real_sub_fake : 500.76 ]
[  epoch 0032/0040] 2750/4800, lr:1.3e-05 ∣ avg_100 : 32128.367532 ∣ critic_nllloss : 25880.748633 ∣ critic_ganloss : -146.974902 ∣ generator_nllloss : 5085.639648 ∣ generator_ganloss : 1140.685352 ∣     [  std_z : 0.99  real_sub_fake : 576.00 ]
[  epoch 0032/0040] 2760/4800, lr:1.3e-05 ∣ avg_100 : 32131.226000 ∣ critic_nllloss : 26027.028516 ∣ critic_ganloss : -113.261032 ∣ generator_nllloss : 5214.110352 ∣ generator_ganloss : 1157.987451 ∣     [  std_z : 0.99  real_sub_fake : 521.16 ]
[  epoch 0032/0040] 2770/4800, lr:1.3e-05 ∣ avg_100 : 32132.665704 ∣ critic_nllloss : 26155.320508 ∣ critic_ganloss : -181.885069 ∣ generator_nllloss : 5211.276367 ∣ generator_ganloss : 1159.139502 ∣     [  std_z : 1.00  real_sub_fake : 554.08 ]
[  epoch 0032/0040] 2780/4800, lr:1.3e-05 ∣ avg_100 : 32130.249598 ∣ critic_nllloss : 25878.195508 ∣ critic_ganloss : -148.041557 ∣ generator_nllloss : 5130.559375 ∣ generator_ganloss : 1151.456055 ∣     [  std_z : 1.00  real_sub_fake : 564.37 ]
[  epoch 0032/0040] 2790/4800, lr:1.3e-05 ∣ avg_100 : 32127.736613 ∣ critic_nllloss : 25681.400977 ∣ critic_ganloss : -123.016872 ∣ generator_nllloss : 5150.837109 ∣ generator_ganloss : 1168.607812 ∣     [  std_z : 0.99  real_sub_fake : 474.58 ]
[  epoch 0032/0040] 2800/4800, lr:1.3e-05 ∣ avg_100 : 32125.989136 ∣ critic_nllloss : 25848.072461 ∣ critic_ganloss : -173.279816 ∣ generator_nllloss : 5310.177148 ∣ generator_ganloss : 1157.660693 ∣     [  std_z : 0.99  real_sub_fake : 599.41 ]
[  epoch 0032/0040] 2810/4800, lr:1.3e-05 ∣ avg_100 : 32130.207670 ∣ critic_nllloss : 26321.775195 ∣ critic_ganloss : -144.640952 ∣ generator_nllloss : 5240.566406 ∣ generator_ganloss : 1163.813281 ∣     [  std_z : 0.99  real_sub_fake : 603.18 ]
[  epoch 0032/0040] 2820/4800, lr:1.3e-05 ∣ avg_100 : 32129.166083 ∣ critic_nllloss : 25907.829492 ∣ critic_ganloss : -164.685518 ∣ generator_nllloss : 5182.113281 ∣ generator_ganloss : 1176.327344 ∣     [  std_z : 0.98  real_sub_fake : 546.57 ]
[  epoch 0032/0040] 2830/4800, lr:1.3e-05 ∣ avg_100 : 32127.208117 ∣ critic_nllloss : 25596.411133 ∣ critic_ganloss : -81.181824 ∣ generator_nllloss : 5137.823438 ∣ generator_ganloss : 1167.050537 ∣  [  std_z : 0.98  real_sub_fake : 487.65 ]
[  epoch 0032/0040] 2840/4800, lr:1.3e-05 ∣ avg_100 : 32126.815750 ∣ critic_nllloss : 25897.926563 ∣ critic_ganloss : -203.734200 ∣ generator_nllloss : 5258.094727 ∣ generator_ganloss : 1156.238721 ∣     [  std_z : 0.99  real_sub_fake : 598.42 ]
[  epoch 0032/0040] 2850/4800, lr:1.3e-05 ∣ avg_100 : 32127.310796 ∣ critic_nllloss : 25944.212695 ∣ critic_ganloss : -149.017947 ∣ generator_nllloss : 5137.198242 ∣ generator_ganloss : 1159.258252 ∣     [  std_z : 1.00  real_sub_fake : 596.08 ]
[  epoch 0032/0040] 2860/4800, lr:1.3e-05 ∣ avg_100 : 32129.119249 ∣ critic_nllloss : 26011.693945 ∣ critic_ganloss : -168.335811 ∣ generator_nllloss : 5246.734766 ∣ generator_ganloss : 1159.299658 ∣     [  std_z : 1.00  real_sub_fake : 611.79 ]
[  epoch 0032/0040] 2870/4800, lr:1.3e-05 ∣ avg_100 : 32130.411855 ∣ critic_nllloss : 26064.478320 ∣ critic_ganloss : -123.137749 ∣ generator_nllloss : 5176.944336 ∣ generator_ganloss : 1170.585791 ∣     [  std_z : 1.00  real_sub_fake : 498.84 ]
[  epoch 0032/0040] 2880/4800, lr:1.3e-05 ∣ avg_100 : 32130.770782 ∣ critic_nllloss : 25997.358594 ∣ critic_ganloss : -207.902827 ∣ generator_nllloss : 5289.761914 ∣ generator_ganloss : 1147.853906 ∣     [  std_z : 1.00  real_sub_fake : 611.98 ]
[  epoch 0032/0040] 2890/4800, lr:1.3e-05 ∣ avg_100 : 32127.804878 ∣ critic_nllloss : 25759.289648 ∣ critic_ganloss : -157.983759 ∣ generator_nllloss : 5164.052734 ∣ generator_ganloss : 1151.943115 ∣     [  std_z : 0.99  real_sub_fake : 652.59 ]
[  epoch 0032/0040] 2900/4800, lr:1.3e-05 ∣ avg_100 : 32128.398739 ∣ critic_nllloss : 25811.020898 ∣ critic_ganloss : -165.284360 ∣ generator_nllloss : 5189.889258 ∣ generator_ganloss : 1166.097754 ∣     [  std_z : 0.99  real_sub_fake : 622.82 ]
[  epoch 0032/0040] 2910/4800, lr:1.3e-05 ∣ avg_100 : 32134.260719 ∣ critic_nllloss : 26160.863672 ∣ critic_ganloss : -150.909129 ∣ generator_nllloss : 5277.878516 ∣ generator_ganloss : 1150.997705 ∣     [  std_z : 0.99  real_sub_fake : 627.78 ]
[  epoch 0032/0040] 2920/4800, lr:1.3e-05 ∣ avg_100 : 32135.842736 ∣ critic_nllloss : 25983.389844 ∣ critic_ganloss : -156.312906 ∣ generator_nllloss : 5271.721094 ∣ generator_ganloss : 1155.804395 ∣     [  std_z : 0.99  real_sub_fake : 621.38 ]
[  epoch 0032/0040] 2930/4800, lr:1.3e-05 ∣ avg_100 : 32133.568635 ∣ critic_nllloss : 25780.286328 ∣ critic_ganloss : -102.181039 ∣ generator_nllloss : 5206.420313 ∣ generator_ganloss : 1192.589453 ∣     [  std_z : 0.99  real_sub_fake : 403.81 ]
[  epoch 0032/0040] 2940/4800, lr:1.3e-05 ∣ avg_100 : 32133.233362 ∣ critic_nllloss : 25979.528906 ∣ critic_ganloss : -100.282851 ∣ generator_nllloss : 5222.700195 ∣ generator_ganloss : 1171.863232 ∣     [  std_z : 1.00  real_sub_fake : 382.05 ]
[  epoch 0032/0040] 2950/4800, lr:1.3e-05 ∣ avg_100 : 32134.067712 ∣ critic_nllloss : 25808.966406 ∣ critic_ganloss : -131.668294 ∣ generator_nllloss : 5190.922266 ∣ generator_ganloss : 1147.107324 ∣     [  std_z : 1.00  real_sub_fake : 461.95 ]
[  epoch 0032/0040] 2960/4800, lr:1.3e-05 ∣ avg_100 : 32133.823970 ∣ critic_nllloss : 25920.620312 ∣ critic_ganloss : -124.503901 ∣ generator_nllloss : 5129.071094 ∣ generator_ganloss : 1158.218799 ∣     [  std_z : 1.00  real_sub_fake : 499.27 ]
[  epoch 0032/0040] 2970/4800, lr:1.3e-05 ∣ avg_100 : 32129.136104 ∣ critic_nllloss : 25709.149805 ∣ critic_ganloss : -152.919025 ∣ generator_nllloss : 5140.580664 ∣ generator_ganloss : 1165.746191 ∣     [  std_z : 0.99  real_sub_fake : 495.05 ]
[  epoch 0032/0040] 2980/4800, lr:1.3e-05 ∣ avg_100 : 32127.303334 ∣ critic_nllloss : 25875.698047 ∣ critic_ganloss : -97.781836 ∣ generator_nllloss : 5191.158789 ∣ generator_ganloss : 1160.014990 ∣  [  std_z : 0.99  real_sub_fake : 505.58 ]
[  epoch 0032/0040] 2990/4800, lr:1.3e-05 ∣ avg_100 : 32129.146174 ∣ critic_nllloss : 25923.505664 ∣ critic_ganloss : -185.765913 ∣ generator_nllloss : 5223.641406 ∣ generator_ganloss : 1169.117139 ∣     [  std_z : 0.99  real_sub_fake : 516.66 ]
[  epoch 0032/0040] 3000/4800, lr:1.3e-05 ∣ avg_100 : 32129.966318 ∣ critic_nllloss : 26004.935547 ∣ critic_ganloss : -101.110924 ∣ generator_nllloss : 5112.554688 ∣ generator_ganloss : 1167.623584 ∣     [  std_z : 0.99  real_sub_fake : 530.60 ]
[  epoch 0032/0040] 3010/4800, lr:1.3e-05 ∣ avg_100 : 32128.176898 ∣ critic_nllloss : 25869.238672 ∣ critic_ganloss : -120.800302 ∣ generator_nllloss : 5167.241016 ∣ generator_ganloss : 1174.291260 ∣     [  std_z : 0.99  real_sub_fake : 501.75 ]
[  epoch 0032/0040] 3020/4800, lr:1.3e-05 ∣ avg_100 : 32127.323998 ∣ critic_nllloss : 25861.718164 ∣ critic_ganloss : -155.444008 ∣ generator_nllloss : 5271.687305 ∣ generator_ganloss : 1155.766162 ∣     [  std_z : 0.99  real_sub_fake : 573.44 ]
[  epoch 0032/0040] 3030/4800, lr:1.3e-05 ∣ avg_100 : 32127.464646 ∣ critic_nllloss : 25866.107422 ∣ critic_ganloss : -131.086354 ∣ generator_nllloss : 5221.586719 ∣ generator_ganloss : 1174.227588 ∣     [  std_z : 0.99  real_sub_fake : 538.05 ]
[  epoch 0032/0040] 3040/4800, lr:1.3e-05 ∣ avg_100 : 32125.997477 ∣ critic_nllloss : 25738.767969 ∣ critic_ganloss : -116.194189 ∣ generator_nllloss : 5135.929102 ∣ generator_ganloss : 1178.253613 ∣     [  std_z : 1.00  real_sub_fake : 480.79 ]
[  epoch 0032/0040] 3050/4800, lr:1.3e-05 ∣ avg_100 : 32126.371946 ∣ critic_nllloss : 25993.705078 ∣ critic_ganloss : -161.051550 ∣ generator_nllloss : 5149.629102 ∣ generator_ganloss : 1168.453906 ∣     [  std_z : 1.00  real_sub_fake : 583.27 ]
[  epoch 0032/0040] 3060/4800, lr:1.3e-05 ∣ avg_100 : 32125.286974 ∣ critic_nllloss : 25689.383984 ∣ critic_ganloss : -175.347652 ∣ generator_nllloss : 5071.801953 ∣ generator_ganloss : 1174.216895 ∣     [  std_z : 0.99  real_sub_fake : 533.17 ]
[  epoch 0032/0040] 3070/4800, lr:1.3e-05 ∣ avg_100 : 32126.215429 ∣ critic_nllloss : 26021.527930 ∣ critic_ganloss : -136.434286 ∣ generator_nllloss : 5184.767969 ∣ generator_ganloss : 1176.193799 ∣     [  std_z : 0.99  real_sub_fake : 491.71 ]
[  epoch 0032/0040] 3080/4800, lr:1.3e-05 ∣ avg_100 : 32123.075410 ∣ critic_nllloss : 25809.966602 ∣ critic_ganloss : -172.371912 ∣ generator_nllloss : 5151.751367 ∣ generator_ganloss : 1157.571436 ∣     [  std_z : 0.99  real_sub_fake : 590.43 ]
[  epoch 0032/0040] 3090/4800, lr:1.3e-05 ∣ avg_100 : 32121.154873 ∣ critic_nllloss : 25828.586328 ∣ critic_ganloss : -124.784435 ∣ generator_nllloss : 5127.420703 ∣ generator_ganloss : 1172.659912 ∣     [  std_z : 1.00  real_sub_fake : 595.11 ]
[  epoch 0032/0040] 3100/4800, lr:1.3e-05 ∣ avg_100 : 32121.964079 ∣ critic_nllloss : 25986.665039 ∣ critic_ganloss : -149.683339 ∣ generator_nllloss : 5256.191992 ∣ generator_ganloss : 1180.983105 ∣     [  std_z : 1.00  real_sub_fake : 617.93 ]
[  epoch 0032/0040] 3110/4800, lr:1.3e-05 ∣ avg_100 : 32123.543404 ∣ critic_nllloss : 26165.679102 ∣ critic_ganloss : -145.441025 ∣ generator_nllloss : 5103.465234 ∣ generator_ganloss : 1176.066113 ∣     [  std_z : 1.00  real_sub_fake : 673.41 ]
[  epoch 0032/0040] 3120/4800, lr:1.3e-05 ∣ avg_100 : 32124.300912 ∣ critic_nllloss : 25896.858594 ∣ critic_ganloss : -127.225245 ∣ generator_nllloss : 5133.055078 ∣ generator_ganloss : 1194.676660 ∣     [  std_z : 0.99  real_sub_fake : 445.03 ]
[  epoch 0032/0040] 3130/4800, lr:1.3e-05 ∣ avg_100 : 32122.792437 ∣ critic_nllloss : 25800.066211 ∣ critic_ganloss : -126.832483 ∣ generator_nllloss : 5166.432422 ∣ generator_ganloss : 1166.600879 ∣     [  std_z : 0.99  real_sub_fake : 507.31 ]
[  epoch 0032/0040] 3140/4800, lr:1.3e-05 ∣ avg_100 : 32119.426655 ∣ critic_nllloss : 25695.775195 ∣ critic_ganloss : -197.084035 ∣ generator_nllloss : 5110.720703 ∣ generator_ganloss : 1159.196191 ∣     [  std_z : 0.99  real_sub_fake : 565.26 ]
[  epoch 0032/0040] 3150/4800, lr:1.3e-05 ∣ avg_100 : 32118.607298 ∣ critic_nllloss : 25918.069727 ∣ critic_ganloss : -119.798988 ∣ generator_nllloss : 5211.424609 ∣ generator_ganloss : 1172.104492 ∣     [  std_z : 0.99  real_sub_fake : 594.83 ]
[  epoch 0032/0040] 3160/4800, lr:1.3e-05 ∣ avg_100 : 32112.851275 ∣ critic_nllloss : 25728.512695 ∣ critic_ganloss : -153.094452 ∣ generator_nllloss : 5113.876172 ∣ generator_ganloss : 1181.188525 ∣     [  std_z : 1.00  real_sub_fake : 473.16 ]
[  epoch 0032/0040] 3170/4800, lr:1.3e-05 ∣ avg_100 : 32114.898775 ∣ critic_nllloss : 26147.250000 ∣ critic_ganloss : -174.794171 ∣ generator_nllloss : 5199.376172 ∣ generator_ganloss : 1169.413965 ∣     [  std_z : 1.00  real_sub_fake : 595.74 ]
[  epoch 0032/0040] 3180/4800, lr:1.3e-05 ∣ avg_100 : 32110.263358 ∣ critic_nllloss : 25858.472070 ∣ critic_ganloss : -175.211255 ∣ generator_nllloss : 5118.582422 ∣ generator_ganloss : 1178.095947 ∣     [  std_z : 1.00  real_sub_fake : 576.17 ]
[  epoch 0032/0040] 3190/4800, lr:1.3e-05 ∣ avg_100 : 32106.870710 ∣ critic_nllloss : 25894.697656 ∣ critic_ganloss : -128.915553 ∣ generator_nllloss : 5133.122070 ∣ generator_ganloss : 1174.697461 ∣     [  std_z : 0.99  real_sub_fake : 541.62 ]
[  epoch 0032/0040] 3200/4800, lr:1.3e-05 ∣ avg_100 : 32105.856723 ∣ critic_nllloss : 25754.968164 ∣ critic_ganloss : -123.741315 ∣ generator_nllloss : 5143.886328 ∣ generator_ganloss : 1187.794043 ∣     [  std_z : 0.99  real_sub_fake : 511.95 ]
[  epoch 0032/0040] 3210/4800, lr:1.3e-05 ∣ avg_100 : 32103.493951 ∣ critic_nllloss : 25898.091016 ∣ critic_ganloss : -176.921672 ∣ generator_nllloss : 5230.807031 ∣ generator_ganloss : 1184.999268 ∣     [  std_z : 0.99  real_sub_fake : 486.26 ]
[  epoch 0032/0040] 3220/4800, lr:1.3e-05 ∣ avg_100 : 32103.067661 ∣ critic_nllloss : 25939.582813 ∣ critic_ganloss : -207.252980 ∣ generator_nllloss : 5198.895312 ∣ generator_ganloss : 1156.263184 ∣     [  std_z : 0.99  real_sub_fake : 623.39 ]
[  epoch 0032/0040] 3230/4800, lr:1.3e-05 ∣ avg_100 : 32104.245652 ∣ critic_nllloss : 26031.031055 ∣ critic_ganloss : -195.391724 ∣ generator_nllloss : 5165.267578 ∣ generator_ganloss : 1169.142090 ∣     [  std_z : 0.99  real_sub_fake : 648.54 ]
[  epoch 0032/0040] 3240/4800, lr:1.3e-05 ∣ avg_100 : 32102.771961 ∣ critic_nllloss : 25711.555078 ∣ critic_ganloss : -110.973325 ∣ generator_nllloss : 5101.502539 ∣ generator_ganloss : 1173.059863 ∣     [  std_z : 1.00  real_sub_fake : 567.41 ]
[  epoch 0032/0040] 3250/4800, lr:1.3e-05 ∣ avg_100 : 32102.445561 ∣ critic_nllloss : 25808.061914 ∣ critic_ganloss : -110.257191 ∣ generator_nllloss : 5234.918164 ∣ generator_ganloss : 1183.300537 ∣     [  std_z : 1.00  real_sub_fake : 491.64 ]
[  epoch 0032/0040] 3260/4800, lr:1.3e-05 ∣ avg_100 : 32102.976692 ∣ critic_nllloss : 26054.389844 ∣ critic_ganloss : -159.044847 ∣ generator_nllloss : 5144.244531 ∣ generator_ganloss : 1175.770459 ∣     [  std_z : 1.00  real_sub_fake : 417.07 ]
[  epoch 0032/0040] 3270/4800, lr:1.3e-05 ∣ avg_100 : 32106.065241 ∣ critic_nllloss : 26125.055859 ∣ critic_ganloss : -161.612253 ∣ generator_nllloss : 5212.443359 ∣ generator_ganloss : 1137.994824 ∣     [  std_z : 0.99  real_sub_fake : 670.02 ]
[  epoch 0032/0040] 3280/4800, lr:1.3e-05 ∣ avg_100 : 32104.554903 ∣ critic_nllloss : 25798.705469 ∣ critic_ganloss : -198.675185 ∣ generator_nllloss : 5148.624609 ∣ generator_ganloss : 1163.431104 ∣     [  std_z : 0.99  real_sub_fake : 581.54 ]
[  epoch 0032/0040] 3290/4800, lr:1.3e-05 ∣ avg_100 : 32107.861095 ∣ critic_nllloss : 25915.901758 ∣ critic_ganloss : -126.582840 ∣ generator_nllloss : 5287.751953 ∣ generator_ganloss : 1142.605762 ∣     [  std_z : 0.99  real_sub_fake : 715.84 ]
[  epoch 0032/0040] 3300/4800, lr:1.3e-05 ∣ avg_100 : 32109.429474 ∣ critic_nllloss : 25771.670117 ∣ critic_ganloss : -108.895857 ∣ generator_nllloss : 5228.952148 ∣ generator_ganloss : 1166.192969 ∣     [  std_z : 0.99  real_sub_fake : 608.36 ]
[  epoch 0032/0040] 3310/4800, lr:1.3e-05 ∣ avg_100 : 32106.651109 ∣ critic_nllloss : 25832.296875 ∣ critic_ganloss : -132.993105 ∣ generator_nllloss : 5165.819531 ∣ generator_ganloss : 1184.907910 ∣     [  std_z : 0.99  real_sub_fake : 447.52 ]
[  epoch 0032/0040] 3320/4800, lr:1.3e-05 ∣ avg_100 : 32107.641905 ∣ critic_nllloss : 26027.901562 ∣ critic_ganloss : -159.999701 ∣ generator_nllloss : 5204.291016 ∣ generator_ganloss : 1171.981299 ∣     [  std_z : 0.99  real_sub_fake : 546.93 ]
[  epoch 0032/0040] 3330/4800, lr:1.3e-05 ∣ avg_100 : 32107.569358 ∣ critic_nllloss : 25952.433008 ∣ critic_ganloss : -119.080116 ∣ generator_nllloss : 5228.228516 ∣ generator_ganloss : 1163.091357 ∣     [  std_z : 0.99  real_sub_fake : 586.01 ]
[  epoch 0032/0040] 3340/4800, lr:1.3e-05 ∣ avg_100 : 32104.889465 ∣ critic_nllloss : 25859.055859 ∣ critic_ganloss : -132.339505 ∣ generator_nllloss : 5156.061523 ∣ generator_ganloss : 1192.748145 ∣     [  std_z : 0.99  real_sub_fake : 395.48 ]
[  epoch 0032/0040] 3350/4800, lr:1.3e-05 ∣ avg_100 : 32102.180824 ∣ critic_nllloss : 25812.280273 ∣ critic_ganloss : -168.796458 ∣ generator_nllloss : 5200.893555 ∣ generator_ganloss : 1179.294434 ∣     [  std_z : 0.99  real_sub_fake : 497.98 ]
[  epoch 0032/0040] 3360/4800, lr:1.3e-05 ∣ avg_100 : 32103.073819 ∣ critic_nllloss : 25966.239648 ∣ critic_ganloss : -196.875478 ∣ generator_nllloss : 5187.633008 ∣ generator_ganloss : 1162.163672 ∣     [  std_z : 0.99  real_sub_fake : 629.85 ]
[  epoch 0032/0040] 3370/4800, lr:1.3e-05 ∣ avg_100 : 32101.797847 ∣ critic_nllloss : 25925.757227 ∣ critic_ganloss : -171.002869 ∣ generator_nllloss : 5226.875195 ∣ generator_ganloss : 1169.954395 ∣     [  std_z : 0.99  real_sub_fake : 629.63 ]
[  epoch 0032/0040] 3380/4800, lr:1.3e-05 ∣ avg_100 : 32099.953834 ∣ critic_nllloss : 25906.653711 ∣ critic_ganloss : -187.652621 ∣ generator_nllloss : 5165.503711 ∣ generator_ganloss : 1168.202881 ∣     [  std_z : 0.99  real_sub_fake : 637.32 ]
[  epoch 0032/0040] 3390/4800, lr:1.3e-05 ∣ avg_100 : 32092.719058 ∣ critic_nllloss : 25656.122266 ∣ critic_ganloss : -157.075439 ∣ generator_nllloss : 5095.866602 ∣ generator_ganloss : 1178.577539 ∣     [  std_z : 1.00  real_sub_fake : 545.35 ]
[  epoch 0032/0040] 3400/4800, lr:1.3e-05 ∣ avg_100 : 32089.865988 ∣ critic_nllloss : 25787.705078 ∣ critic_ganloss : -192.695798 ∣ generator_nllloss : 5105.718359 ∣ generator_ganloss : 1172.561816 ∣     [  std_z : 0.99  real_sub_fake : 567.04 ]
[  epoch 0032/0040] 3410/4800, lr:1.3e-05 ∣ avg_100 : 32089.304163 ∣ critic_nllloss : 25929.420117 ∣ critic_ganloss : -97.393439 ∣ generator_nllloss : 5201.967188 ∣ generator_ganloss : 1183.664844 ∣  [  std_z : 1.00  real_sub_fake : 542.98 ]
[  epoch 0032/0040] 3420/4800, lr:1.3e-05 ∣ avg_100 : 32088.048515 ∣ critic_nllloss : 25827.150977 ∣ critic_ganloss : -143.828682 ∣ generator_nllloss : 5158.532617 ∣ generator_ganloss : 1182.323096 ∣     [  std_z : 1.00  real_sub_fake : 516.19 ]
[  epoch 0032/0040] 3430/4800, lr:1.3e-05 ∣ avg_100 : 32090.458213 ∣ critic_nllloss : 25887.067578 ∣ critic_ganloss : -177.321184 ∣ generator_nllloss : 5199.150781 ∣ generator_ganloss : 1173.300000 ∣     [  std_z : 1.00  real_sub_fake : 642.24 ]
[  epoch 0032/0040] 3440/4800, lr:1.3e-05 ∣ avg_100 : 32090.338664 ∣ critic_nllloss : 25785.376758 ∣ critic_ganloss : -165.000325 ∣ generator_nllloss : 5215.070508 ∣ generator_ganloss : 1164.162012 ∣     [  std_z : 1.00  real_sub_fake : 573.80 ]
[  epoch 0032/0040] 3450/4800, lr:1.3e-05 ∣ avg_100 : 32093.987520 ∣ critic_nllloss : 26093.108984 ∣ critic_ganloss : -145.076987 ∣ generator_nllloss : 5259.774023 ∣ generator_ganloss : 1141.635840 ∣     [  std_z : 1.00  real_sub_fake : 788.72 ]
[  epoch 0032/0040] 3460/4800, lr:1.3e-05 ∣ avg_100 : 32098.793259 ∣ critic_nllloss : 26034.519141 ∣ critic_ganloss : -127.424844 ∣ generator_nllloss : 5152.612109 ∣ generator_ganloss : 1163.193945 ∣     [  std_z : 0.99  real_sub_fake : 646.95 ]
[  epoch 0032/0040] 3470/4800, lr:1.3e-05 ∣ avg_100 : 32102.389947 ∣ critic_nllloss : 25765.768164 ∣ critic_ganloss : -123.606655 ∣ generator_nllloss : 5217.041406 ∣ generator_ganloss : 1157.139746 ∣     [  std_z : 0.98  real_sub_fake : 475.23 ]
[  epoch 0032/0040] 3480/4800, lr:1.3e-05 ∣ avg_100 : 32102.465536 ∣ critic_nllloss : 25860.595313 ∣ critic_ganloss : -183.063541 ∣ generator_nllloss : 5217.160937 ∣ generator_ganloss : 1143.236523 ∣     [  std_z : 0.99  real_sub_fake : 508.29 ]
[  epoch 0032/0040] 3490/4800, lr:1.3e-05 ∣ avg_100 : 32105.641320 ∣ critic_nllloss : 25807.544141 ∣ critic_ganloss : -160.803720 ∣ generator_nllloss : 5207.812109 ∣ generator_ganloss : 1130.344629 ∣     [  std_z : 1.00  real_sub_fake : 553.39 ]
[  epoch 0032/0040] 3500/4800, lr:1.3e-05 ∣ avg_100 : 32101.678323 ∣ critic_nllloss : 25715.562109 ∣ critic_ganloss : -135.252484 ∣ generator_nllloss : 5118.831836 ∣ generator_ganloss : 1154.242480 ∣     [  std_z : 1.00  real_sub_fake : 492.46 ]
[  epoch 0032/0040] 3510/4800, lr:1.3e-05 ∣ avg_100 : 32100.325443 ∣ critic_nllloss : 25863.943750 ∣ critic_ganloss : -146.295027 ∣ generator_nllloss : 5177.244727 ∣ generator_ganloss : 1165.408936 ∣     [  std_z : 1.00  real_sub_fake : 469.27 ]
[  epoch 0032/0040] 3520/4800, lr:1.3e-05 ∣ avg_100 : 32099.600735 ∣ critic_nllloss : 26057.294922 ∣ critic_ganloss : -182.782179 ∣ generator_nllloss : 5180.480664 ∣ generator_ganloss : 1160.572217 ∣     [  std_z : 1.00  real_sub_fake : 590.77 ]
[  epoch 0032/0040] 3530/4800, lr:1.3e-05 ∣ avg_100 : 32098.051508 ∣ critic_nllloss : 25711.167187 ∣ critic_ganloss : -210.141493 ∣ generator_nllloss : 5087.860937 ∣ generator_ganloss : 1162.073437 ∣     [  std_z : 0.99  real_sub_fake : 630.92 ]
[  epoch 0032/0040] 3540/4800, lr:1.3e-05 ∣ avg_100 : 32094.567098 ∣ critic_nllloss : 25934.391992 ∣ critic_ganloss : -127.237093 ∣ generator_nllloss : 5127.730469 ∣ generator_ganloss : 1162.067822 ∣     [  std_z : 0.99  real_sub_fake : 663.62 ]
[  epoch 0032/0040] 3550/4800, lr:1.3e-05 ∣ avg_100 : 32095.491510 ∣ critic_nllloss : 25946.434766 ∣ critic_ganloss : -129.413914 ∣ generator_nllloss : 5209.003516 ∣ generator_ganloss : 1162.136035 ∣     [  std_z : 0.99  real_sub_fake : 614.03 ]
[  epoch 0032/0040] 3560/4800, lr:1.3e-05 ∣ avg_100 : 32099.077270 ∣ critic_nllloss : 26078.684375 ∣ critic_ganloss : -149.749297 ∣ generator_nllloss : 5244.032812 ∣ generator_ganloss : 1179.588037 ∣     [  std_z : 0.99  real_sub_fake : 540.95 ]
[  epoch 0032/0040] 3570/4800, lr:1.3e-05 ∣ avg_100 : 32096.925702 ∣ critic_nllloss : 25815.735547 ∣ critic_ganloss : -160.402013 ∣ generator_nllloss : 5101.438867 ∣ generator_ganloss : 1172.267285 ∣     [  std_z : 0.99  real_sub_fake : 465.79 ]
[  epoch 0032/0040] 3580/4800, lr:1.3e-05 ∣ avg_100 : 32095.566277 ∣ critic_nllloss : 25836.885156 ∣ critic_ganloss : -179.129840 ∣ generator_nllloss : 5205.983984 ∣ generator_ganloss : 1163.556445 ∣     [  std_z : 1.00  real_sub_fake : 636.29 ]
[  epoch 0032/0040] 3590/4800, lr:1.3e-05 ∣ avg_100 : 32095.852109 ∣ critic_nllloss : 25954.894727 ∣ critic_ganloss : -164.968538 ∣ generator_nllloss : 5216.812109 ∣ generator_ganloss : 1183.360303 ∣     [  std_z : 1.00  real_sub_fake : 568.79 ]
[  epoch 0032/0040] 3600/4800, lr:1.3e-05 ∣ avg_100 : 32094.232086 ∣ critic_nllloss : 25938.093164 ∣ critic_ganloss : -162.108019 ∣ generator_nllloss : 5166.404492 ∣ generator_ganloss : 1170.008252 ∣     [  std_z : 1.00  real_sub_fake : 519.06 ]
[  epoch 0032/0040] 3610/4800, lr:1.3e-05 ∣ avg_100 : 32091.946504 ∣ critic_nllloss : 25690.295703 ∣ critic_ganloss : -48.662881 ∣ generator_nllloss : 5110.176172 ∣ generator_ganloss : 1162.986816 ∣  [  std_z : 0.99  real_sub_fake : 517.94 ]
[  epoch 0032/0040] 3620/4800, lr:1.3e-05 ∣ avg_100 : 32092.564214 ∣ critic_nllloss : 26032.925000 ∣ critic_ganloss : -160.477594 ∣ generator_nllloss : 5240.361719 ∣ generator_ganloss : 1159.900879 ∣     [  std_z : 0.99  real_sub_fake : 498.73 ]
[  epoch 0032/0040] 3630/4800, lr:1.3e-05 ∣ avg_100 : 32094.412846 ∣ critic_nllloss : 25967.233398 ∣ critic_ganloss : -109.911300 ∣ generator_nllloss : 5125.865625 ∣ generator_ganloss : 1164.166211 ∣     [  std_z : 0.99  real_sub_fake : 569.03 ]
[  epoch 0032/0040] 3640/4800, lr:1.3e-05 ∣ avg_100 : 32096.060218 ∣ critic_nllloss : 26090.309961 ∣ critic_ganloss : -113.315285 ∣ generator_nllloss : 5244.166992 ∣ generator_ganloss : 1159.425586 ∣     [  std_z : 0.99  real_sub_fake : 603.01 ]
[  epoch 0032/0040] 3650/4800, lr:1.3e-05 ∣ avg_100 : 32097.539354 ∣ critic_nllloss : 26116.602148 ∣ critic_ganloss : -184.644032 ∣ generator_nllloss : 5227.324609 ∣ generator_ganloss : 1149.365332 ∣     [  std_z : 1.00  real_sub_fake : 661.73 ]
[  epoch 0032/0040] 3660/4800, lr:1.3e-05 ∣ avg_100 : 32096.172085 ∣ critic_nllloss : 25904.985547 ∣ critic_ganloss : -176.629190 ∣ generator_nllloss : 5063.830078 ∣ generator_ganloss : 1162.834521 ∣     [  std_z : 1.00  real_sub_fake : 647.38 ]
[  epoch 0032/0040] 3670/4800, lr:1.3e-05 ∣ avg_100 : 32093.503997 ∣ critic_nllloss : 25893.045508 ∣ critic_ganloss : -185.786765 ∣ generator_nllloss : 5160.862305 ∣ generator_ganloss : 1154.042285 ∣     [  std_z : 1.00  real_sub_fake : 601.77 ]
[  epoch 0032/0040] 3680/4800, lr:1.3e-05 ∣ avg_100 : 32095.177902 ∣ critic_nllloss : 25948.734375 ∣ critic_ganloss : -195.529852 ∣ generator_nllloss : 5153.118750 ∣ generator_ganloss : 1163.163770 ∣     [  std_z : 1.00  real_sub_fake : 640.18 ]
[  epoch 0032/0040] 3690/4800, lr:1.3e-05 ∣ avg_100 : 32094.150388 ∣ critic_nllloss : 25983.154102 ∣ critic_ganloss : -141.079395 ∣ generator_nllloss : 5212.512891 ∣ generator_ganloss : 1179.299219 ∣     [  std_z : 1.00  real_sub_fake : 563.35 ]
[  epoch 0032/0040] 3700/4800, lr:1.3e-05 ∣ avg_100 : 32090.790988 ∣ critic_nllloss : 25768.915039 ∣ critic_ganloss : -146.971333 ∣ generator_nllloss : 5205.698047 ∣ generator_ganloss : 1162.961719 ∣     [  std_z : 0.99  real_sub_fake : 543.85 ]
[  epoch 0032/0040] 3710/4800, lr:1.3e-05 ∣ avg_100 : 32091.565706 ∣ critic_nllloss : 25689.639453 ∣ critic_ganloss : -137.060081 ∣ generator_nllloss : 5178.115039 ∣ generator_ganloss : 1162.912305 ∣     [  std_z : 0.99  real_sub_fake : 637.33 ]
[  epoch 0032/0040] 3720/4800, lr:1.3e-05 ∣ avg_100 : 32094.039031 ∣ critic_nllloss : 25913.857812 ∣ critic_ganloss : -106.459574 ∣ generator_nllloss : 5166.150391 ∣ generator_ganloss : 1197.514453 ∣     [  std_z : 0.99  real_sub_fake : 435.94 ]
[  epoch 0032/0040] 3730/4800, lr:1.3e-05 ∣ avg_100 : 32097.610074 ∣ critic_nllloss : 25895.391016 ∣ critic_ganloss : -113.128045 ∣ generator_nllloss : 5220.434570 ∣ generator_ganloss : 1187.935303 ∣     [  std_z : 0.99  real_sub_fake : 404.50 ]
[  epoch 0032/0040] 3740/4800, lr:1.3e-05 ∣ avg_100 : 32099.818728 ∣ critic_nllloss : 26115.806055 ∣ critic_ganloss : -144.069199 ∣ generator_nllloss : 5172.989062 ∣ generator_ganloss : 1167.302539 ∣     [  std_z : 0.99  real_sub_fake : 444.24 ]
[  epoch 0032/0040] 3750/4800, lr:1.3e-05 ∣ avg_100 : 32100.971352 ∣ critic_nllloss : 25917.547266 ∣ critic_ganloss : -196.107660 ∣ generator_nllloss : 5198.710352 ∣ generator_ganloss : 1155.211182 ∣     [  std_z : 0.99  real_sub_fake : 615.85 ]
[  epoch 0032/0040] 3760/4800, lr:1.3e-05 ∣ avg_100 : 32100.929642 ∣ critic_nllloss : 26066.686523 ∣ critic_ganloss : -163.783099 ∣ generator_nllloss : 5200.215234 ∣ generator_ganloss : 1178.575635 ∣     [  std_z : 0.99  real_sub_fake : 580.66 ]
[  epoch 0032/0040] 3770/4800, lr:1.3e-05 ∣ avg_100 : 32098.498560 ∣ critic_nllloss : 25979.709961 ∣ critic_ganloss : -201.771863 ∣ generator_nllloss : 5150.700000 ∣ generator_ganloss : 1172.104980 ∣     [  std_z : 0.99  real_sub_fake : 542.77 ]
[  epoch 0032/0040] 3780/4800, lr:1.3e-05 ∣ avg_100 : 32099.695320 ∣ critic_nllloss : 25961.996289 ∣ critic_ganloss : -169.161108 ∣ generator_nllloss : 5169.154297 ∣ generator_ganloss : 1169.855957 ∣     [  std_z : 1.00  real_sub_fake : 654.08 ]
[  epoch 0032/0040] 3790/4800, lr:1.3e-05 ∣ avg_100 : 32105.323039 ∣ critic_nllloss : 26174.193164 ∣ critic_ganloss : -193.113812 ∣ generator_nllloss : 5292.286719 ∣ generator_ganloss : 1167.234863 ∣     [  std_z : 1.00  real_sub_fake : 636.92 ]
[  epoch 0032/0040] 3800/4800, lr:1.3e-05 ∣ avg_100 : 32104.975226 ∣ critic_nllloss : 25982.936133 ∣ critic_ganloss : -188.203624 ∣ generator_nllloss : 5149.277734 ∣ generator_ganloss : 1163.838965 ∣     [  std_z : 0.99  real_sub_fake : 676.56 ]
[  epoch 0032/0040] 3810/4800, lr:1.3e-05 ∣ avg_100 : 32101.224530 ∣ critic_nllloss : 26050.543164 ∣ critic_ganloss : -149.058285 ∣ generator_nllloss : 5147.675195 ∣ generator_ganloss : 1157.284180 ∣     [  std_z : 0.99  real_sub_fake : 592.95 ]
[  epoch 0032/0040] 3820/4800, lr:1.3e-05 ∣ avg_100 : 32097.831516 ∣ critic_nllloss : 25608.337109 ∣ critic_ganloss : -166.067500 ∣ generator_nllloss : 5159.484180 ∣ generator_ganloss : 1160.529443 ∣     [  std_z : 1.00  real_sub_fake : 522.84 ]
[  epoch 0032/0040] 3830/4800, lr:1.3e-05 ∣ avg_100 : 32101.199354 ∣ critic_nllloss : 25958.521289 ∣ critic_ganloss : -144.627571 ∣ generator_nllloss : 5173.376758 ∣ generator_ganloss : 1169.616650 ∣     [  std_z : 1.00  real_sub_fake : 581.54 ]
[  epoch 0032/0040] 3840/4800, lr:1.3e-05 ∣ avg_100 : 32102.657389 ∣ critic_nllloss : 26004.462500 ∣ critic_ganloss : -139.324297 ∣ generator_nllloss : 5225.186914 ∣ generator_ganloss : 1164.004199 ∣     [  std_z : 1.00  real_sub_fake : 573.79 ]
[  epoch 0032/0040] 3850/4800, lr:1.3e-05 ∣ avg_100 : 32103.877629 ∣ critic_nllloss : 26089.206055 ∣ critic_ganloss : -186.784747 ∣ generator_nllloss : 5149.999609 ∣ generator_ganloss : 1161.254297 ∣     [  std_z : 0.99  real_sub_fake : 745.28 ]
[  epoch 0032/0040] 3860/4800, lr:1.3e-05 ∣ avg_100 : 32101.913706 ∣ critic_nllloss : 25895.791406 ∣ critic_ganloss : -233.077579 ∣ generator_nllloss : 5213.265039 ∣ generator_ganloss : 1177.021338 ∣     [  std_z : 0.99  real_sub_fake : 633.48 ]
[  epoch 0032/0040] 3870/4800, lr:1.3e-05 ∣ avg_100 : 32102.274573 ∣ critic_nllloss : 26057.898828 ∣ critic_ganloss : -105.099275 ∣ generator_nllloss : 5206.110937 ∣ generator_ganloss : 1166.046973 ∣     [  std_z : 1.00  real_sub_fake : 759.84 ]
[  epoch 0032/0040] 3880/4800, lr:1.3e-05 ∣ avg_100 : 32101.714386 ∣ critic_nllloss : 25914.896094 ∣ critic_ganloss : -120.656973 ∣ generator_nllloss : 5200.870703 ∣ generator_ganloss : 1175.943018 ∣     [  std_z : 0.99  real_sub_fake : 570.15 ]
[  epoch 0032/0040] 3890/4800, lr:1.3e-05 ∣ avg_100 : 32105.754983 ∣ critic_nllloss : 26175.338477 ∣ critic_ganloss : -200.512685 ∣ generator_nllloss : 5169.487500 ∣ generator_ganloss : 1177.048193 ∣     [  std_z : 0.99  real_sub_fake : 597.10 ]
[  epoch 0032/0040] 3900/4800, lr:1.3e-05 ∣ avg_100 : 32107.143862 ∣ critic_nllloss : 25917.649414 ∣ critic_ganloss : -138.620091 ∣ generator_nllloss : 5189.248047 ∣ generator_ganloss : 1172.334082 ∣     [  std_z : 0.99  real_sub_fake : 569.67 ]
[  epoch 0032/0040] 3910/4800, lr:1.3e-05 ∣ avg_100 : 32103.035943 ∣ critic_nllloss : 25878.066016 ∣ critic_ganloss : -172.776842 ∣ generator_nllloss : 5158.712500 ∣ generator_ganloss : 1164.037207 ∣     [  std_z : 0.99  real_sub_fake : 615.61 ]
[  epoch 0032/0040] 3920/4800, lr:1.3e-05 ∣ avg_100 : 32099.024466 ∣ critic_nllloss : 25750.412500 ∣ critic_ganloss : -146.341914 ∣ generator_nllloss : 5076.926172 ∣ generator_ganloss : 1172.457959 ∣     [  std_z : 0.99  real_sub_fake : 632.98 ]
[  epoch 0032/0040] 3930/4800, lr:1.3e-05 ∣ avg_100 : 32099.913879 ∣ critic_nllloss : 25924.926758 ∣ critic_ganloss : -158.229251 ∣ generator_nllloss : 5218.277344 ∣ generator_ganloss : 1181.081494 ∣     [  std_z : 0.99  real_sub_fake : 559.88 ]
[  epoch 0032/0040] 3940/4800, lr:1.3e-05 ∣ avg_100 : 32097.442089 ∣ critic_nllloss : 25786.908398 ∣ critic_ganloss : -183.882112 ∣ generator_nllloss : 5249.256836 ∣ generator_ganloss : 1174.347314 ∣     [  std_z : 0.99  real_sub_fake : 589.59 ]
[  epoch 0032/0040] 3950/4800, lr:1.3e-05 ∣ avg_100 : 32094.305801 ∣ critic_nllloss : 25674.464453 ∣ critic_ganloss : -161.932615 ∣ generator_nllloss : 5013.417188 ∣ generator_ganloss : 1175.749854 ∣     [  std_z : 0.99  real_sub_fake : 638.40 ]
[  epoch 0032/0040] 3960/4800, lr:1.3e-05 ∣ avg_100 : 32093.961089 ∣ critic_nllloss : 25892.024023 ∣ critic_ganloss : -161.848788 ∣ generator_nllloss : 5140.273633 ∣ generator_ganloss : 1178.486230 ∣     [  std_z : 1.00  real_sub_fake : 717.21 ]
[  epoch 0032/0040] 3970/4800, lr:1.3e-05 ∣ avg_100 : 32098.071734 ∣ critic_nllloss : 26041.465039 ∣ critic_ganloss : -151.912904 ∣ generator_nllloss : 5201.643750 ∣ generator_ganloss : 1182.426318 ∣     [  std_z : 1.01  real_sub_fake : 571.24 ]
[  epoch 0032/0040] 3980/4800, lr:1.3e-05 ∣ avg_100 : 32097.104959 ∣ critic_nllloss : 25825.282617 ∣ critic_ganloss : -139.411632 ∣ generator_nllloss : 5198.196094 ∣ generator_ganloss : 1148.345361 ∣     [  std_z : 1.00  real_sub_fake : 663.70 ]
[  epoch 0032/0040] 3990/4800, lr:1.3e-05 ∣ avg_100 : 32100.595618 ∣ critic_nllloss : 26179.696094 ∣ critic_ganloss : -89.802188 ∣ generator_nllloss : 5209.404688 ∣ generator_ganloss : 1180.265674 ∣  [  std_z : 0.99  real_sub_fake : 595.45 ]
[  epoch 0032/0040] 4000/4800, lr:1.3e-05 ∣ avg_100 : 32100.080807 ∣ critic_nllloss : 25838.041797 ∣ critic_ganloss : -105.272654 ∣ generator_nllloss : 5211.512500 ∣ generator_ganloss : 1188.240088 ∣     [  std_z : 0.98  real_sub_fake : 403.22 ]
[  epoch 0032/0040] 4010/4800, lr:1.3e-05 ∣ avg_100 : 32100.106320 ∣ critic_nllloss : 25803.509961 ∣ critic_ganloss : -86.855360 ∣ generator_nllloss : 5198.308398 ∣ generator_ganloss : 1177.558936 ∣  [  std_z : 0.98  real_sub_fake : 407.02 ]
[  epoch 0032/0040] 4020/4800, lr:1.3e-05 ∣ avg_100 : 32097.863650 ∣ critic_nllloss : 25753.520703 ∣ critic_ganloss : -143.084100 ∣ generator_nllloss : 5132.057422 ∣ generator_ganloss : 1166.966650 ∣     [  std_z : 0.99  real_sub_fake : 449.79 ]
[  epoch 0032/0040] 4030/4800, lr:1.3e-05 ∣ avg_100 : 32095.990092 ∣ critic_nllloss : 25855.092578 ∣ critic_ganloss : -167.796599 ∣ generator_nllloss : 5105.776953 ∣ generator_ganloss : 1150.406592 ∣     [  std_z : 1.00  real_sub_fake : 590.13 ]
[  epoch 0032/0040] 4040/4800, lr:1.3e-05 ∣ avg_100 : 32098.437069 ∣ critic_nllloss : 25935.770508 ∣ critic_ganloss : -114.901880 ∣ generator_nllloss : 5202.727539 ∣ generator_ganloss : 1157.858008 ∣     [  std_z : 1.00  real_sub_fake : 574.61 ]
[  epoch 0032/0040] 4050/4800, lr:1.3e-05 ∣ avg_100 : 32100.004833 ∣ critic_nllloss : 25942.838672 ∣ critic_ganloss : -67.857814 ∣ generator_nllloss : 5255.768750 ∣ generator_ganloss : 1176.763330 ∣  [  std_z : 1.00  real_sub_fake : 468.47 ]
[  epoch 0032/0040] 4060/4800, lr:1.3e-05 ∣ avg_100 : 32104.484534 ∣ critic_nllloss : 26064.229492 ∣ critic_ganloss : -139.546561 ∣ generator_nllloss : 5105.504883 ∣ generator_ganloss : 1177.837500 ∣     [  std_z : 0.99  real_sub_fake : 447.09 ]
[  epoch 0032/0040] 4070/4800, lr:1.3e-05 ∣ avg_100 : 32102.933069 ∣ critic_nllloss : 25899.832422 ∣ critic_ganloss : -146.558211 ∣ generator_nllloss : 5170.656055 ∣ generator_ganloss : 1166.978613 ∣     [  std_z : 0.99  real_sub_fake : 490.19 ]
[  epoch 0032/0040] 4080/4800, lr:1.3e-05 ∣ avg_100 : 32106.520416 ∣ critic_nllloss : 26047.309961 ∣ critic_ganloss : -141.032750 ∣ generator_nllloss : 5229.875977 ∣ generator_ganloss : 1169.499023 ∣     [  std_z : 0.99  real_sub_fake : 507.58 ]
[  epoch 0032/0040] 4090/4800, lr:1.3e-05 ∣ avg_100 : 32112.502300 ∣ critic_nllloss : 26303.452734 ∣ critic_ganloss : -146.046020 ∣ generator_nllloss : 5268.396875 ∣ generator_ganloss : 1176.267383 ∣     [  std_z : 0.99  real_sub_fake : 499.78 ]
[  epoch 0032/0040] 4100/4800, lr:1.3e-05 ∣ avg_100 : 32112.300907 ∣ critic_nllloss : 25978.361523 ∣ critic_ganloss : -149.024377 ∣ generator_nllloss : 5266.996094 ∣ generator_ganloss : 1157.684229 ∣     [  std_z : 0.99  real_sub_fake : 544.44 ]
[  epoch 0032/0040] 4110/4800, lr:1.3e-05 ∣ avg_100 : 32113.061379 ∣ critic_nllloss : 26129.277930 ∣ critic_ganloss : -148.557733 ∣ generator_nllloss : 5226.920313 ∣ generator_ganloss : 1168.176123 ∣     [  std_z : 0.99  real_sub_fake : 549.74 ]
[  epoch 0032/0040] 4120/4800, lr:1.3e-05 ∣ avg_100 : 32116.992451 ∣ critic_nllloss : 26199.934570 ∣ critic_ganloss : -134.453109 ∣ generator_nllloss : 5245.607227 ∣ generator_ganloss : 1179.383545 ∣     [  std_z : 0.99  real_sub_fake : 555.72 ]
[  epoch 0032/0040] 4130/4800, lr:1.3e-05 ∣ avg_100 : 32119.714500 ∣ critic_nllloss : 26061.776758 ∣ critic_ganloss : -158.851712 ∣ generator_nllloss : 5201.168945 ∣ generator_ganloss : 1174.377930 ∣     [  std_z : 0.99  real_sub_fake : 592.71 ]
[  epoch 0032/0040] 4140/4800, lr:1.3e-05 ∣ avg_100 : 32122.702389 ∣ critic_nllloss : 25868.081445 ∣ critic_ganloss : -200.335420 ∣ generator_nllloss : 5229.220703 ∣ generator_ganloss : 1170.430225 ∣     [  std_z : 0.99  real_sub_fake : 635.00 ]
[  epoch 0032/0040] 4150/4800, lr:1.3e-05 ∣ avg_100 : 32120.570912 ∣ critic_nllloss : 25739.526758 ∣ critic_ganloss : -163.161383 ∣ generator_nllloss : 5218.588867 ∣ generator_ganloss : 1173.697949 ∣     [  std_z : 1.00  real_sub_fake : 593.33 ]
[  epoch 0032/0040] 4160/4800, lr:1.3e-05 ∣ avg_100 : 32125.050724 ∣ critic_nllloss : 26084.509180 ∣ critic_ganloss : -162.617172 ∣ generator_nllloss : 5234.537891 ∣ generator_ganloss : 1162.034229 ∣     [  std_z : 0.99  real_sub_fake : 656.18 ]
[  epoch 0032/0040] 4170/4800, lr:1.3e-05 ∣ avg_100 : 32126.765537 ∣ critic_nllloss : 26173.193555 ∣ critic_ganloss : -124.993571 ∣ generator_nllloss : 5286.477539 ∣ generator_ganloss : 1178.049805 ∣     [  std_z : 0.99  real_sub_fake : 575.04 ]
[  epoch 0032/0040] 4180/4800, lr:1.3e-05 ∣ avg_100 : 32130.657410 ∣ critic_nllloss : 26071.075195 ∣ critic_ganloss : -127.294218 ∣ generator_nllloss : 5250.170898 ∣ generator_ganloss : 1175.174512 ∣     [  std_z : 0.99  real_sub_fake : 593.12 ]
[  epoch 0032/0040] 4190/4800, lr:1.3e-05 ∣ avg_100 : 32133.720732 ∣ critic_nllloss : 26033.204297 ∣ critic_ganloss : -131.103766 ∣ generator_nllloss : 5289.095898 ∣ generator_ganloss : 1188.737500 ∣     [  std_z : 0.99  real_sub_fake : 495.24 ]
[  epoch 0032/0040] 4200/4800, lr:1.3e-05 ∣ avg_100 : 32133.778946 ∣ critic_nllloss : 25801.078906 ∣ critic_ganloss : -111.596642 ∣ generator_nllloss : 5104.511133 ∣ generator_ganloss : 1174.735205 ∣     [  std_z : 1.00  real_sub_fake : 497.00 ]
[  epoch 0032/0040] 4210/4800, lr:1.3e-05 ∣ avg_100 : 32132.687717 ∣ critic_nllloss : 25958.934180 ∣ critic_ganloss : -146.757481 ∣ generator_nllloss : 5039.987500 ∣ generator_ganloss : 1175.688477 ∣     [  std_z : 1.00  real_sub_fake : 515.02 ]
[  epoch 0032/0040] 4220/4800, lr:1.3e-05 ∣ avg_100 : 32133.530801 ∣ critic_nllloss : 25948.765234 ∣ critic_ganloss : -162.475821 ∣ generator_nllloss : 5225.877734 ∣ generator_ganloss : 1159.629639 ∣     [  std_z : 1.01  real_sub_fake : 616.38 ]
[  epoch 0032/0040] 4230/4800, lr:1.3e-05 ∣ avg_100 : 32132.712178 ∣ critic_nllloss : 25858.335742 ∣ critic_ganloss : -140.245633 ∣ generator_nllloss : 5200.759375 ∣ generator_ganloss : 1169.337207 ∣     [  std_z : 0.99  real_sub_fake : 579.59 ]
[  epoch 0032/0040] 4240/4800, lr:1.3e-05 ∣ avg_100 : 32135.075396 ∣ critic_nllloss : 25872.873242 ∣ critic_ganloss : -174.816202 ∣ generator_nllloss : 5231.487109 ∣ generator_ganloss : 1181.921777 ∣     [  std_z : 0.98  real_sub_fake : 545.17 ]
[  epoch 0032/0040] 4250/4800, lr:1.3e-05 ∣ avg_100 : 32133.533624 ∣ critic_nllloss : 25836.397266 ∣ critic_ganloss : -151.873540 ∣ generator_nllloss : 5109.433594 ∣ generator_ganloss : 1167.888965 ∣     [  std_z : 0.99  real_sub_fake : 631.09 ]
[  epoch 0032/0040] 4260/4800, lr:1.3e-05 ∣ avg_100 : 32134.194300 ∣ critic_nllloss : 26083.168945 ∣ critic_ganloss : -153.851668 ∣ generator_nllloss : 5170.908008 ∣ generator_ganloss : 1181.202246 ∣     [  std_z : 0.99  real_sub_fake : 561.11 ]
[  epoch 0032/0040] 4270/4800, lr:1.3e-05 ∣ avg_100 : 32132.011737 ∣ critic_nllloss : 25880.668164 ∣ critic_ganloss : -115.094662 ∣ generator_nllloss : 5153.728711 ∣ generator_ganloss : 1176.323242 ∣     [  std_z : 1.00  real_sub_fake : 528.80 ]
[  epoch 0032/0040] 4280/4800, lr:1.3e-05 ∣ avg_100 : 32132.929388 ∣ critic_nllloss : 25823.638867 ∣ critic_ganloss : -169.208496 ∣ generator_nllloss : 5166.812891 ∣ generator_ganloss : 1182.607861 ∣     [  std_z : 1.00  real_sub_fake : 546.35 ]
[  epoch 0032/0040] 4290/4800, lr:1.3e-05 ∣ avg_100 : 32133.189984 ∣ critic_nllloss : 26076.113086 ∣ critic_ganloss : -198.543776 ∣ generator_nllloss : 5186.516016 ∣ generator_ganloss : 1181.650879 ∣     [  std_z : 1.00  real_sub_fake : 581.36 ]
[  epoch 0032/0040] 4300/4800, lr:1.3e-05 ∣ avg_100 : 32135.553049 ∣ critic_nllloss : 26064.424414 ∣ critic_ganloss : -98.808035 ∣ generator_nllloss : 5147.931836 ∣ generator_ganloss : 1180.677734 ∣  [  std_z : 1.00  real_sub_fake : 557.13 ]
[  epoch 0032/0040] 4310/4800, lr:1.3e-05 ∣ avg_100 : 32138.914779 ∣ critic_nllloss : 26139.500391 ∣ critic_ganloss : -181.197873 ∣ generator_nllloss : 5252.649414 ∣ generator_ganloss : 1175.252246 ∣     [  std_z : 1.00  real_sub_fake : 616.40 ]
[  epoch 0032/0040] 4320/4800, lr:1.3e-05 ∣ avg_100 : 32137.574289 ∣ critic_nllloss : 25881.947852 ∣ critic_ganloss : -178.088438 ∣ generator_nllloss : 5225.842578 ∣ generator_ganloss : 1180.423242 ∣     [  std_z : 0.99  real_sub_fake : 545.04 ]
[  epoch 0032/0040] 4330/4800, lr:1.3e-05 ∣ avg_100 : 32137.432268 ∣ critic_nllloss : 26021.561133 ∣ critic_ganloss : -181.951232 ∣ generator_nllloss : 5192.633984 ∣ generator_ganloss : 1178.226709 ∣     [  std_z : 0.99  real_sub_fake : 583.01 ]
[  epoch 0032/0040] 4340/4800, lr:1.3e-05 ∣ avg_100 : 32137.811946 ∣ critic_nllloss : 25950.736523 ∣ critic_ganloss : -186.030193 ∣ generator_nllloss : 5175.295508 ∣ generator_ganloss : 1173.492041 ∣     [  std_z : 0.99  real_sub_fake : 621.86 ]
[  epoch 0032/0040] 4350/4800, lr:1.3e-05 ∣ avg_100 : 32136.771943 ∣ critic_nllloss : 25867.178516 ∣ critic_ganloss : -168.016527 ∣ generator_nllloss : 5035.346484 ∣ generator_ganloss : 1185.163037 ∣     [  std_z : 1.00  real_sub_fake : 586.78 ]
[  epoch 0032/0040] 4360/4800, lr:1.3e-05 ∣ avg_100 : 32138.788891 ∣ critic_nllloss : 26167.499414 ∣ critic_ganloss : -202.790984 ∣ generator_nllloss : 5185.356250 ∣ generator_ganloss : 1170.790918 ∣     [  std_z : 1.00  real_sub_fake : 705.47 ]
[  epoch 0032/0040] 4370/4800, lr:1.3e-05 ∣ avg_100 : 32140.818980 ∣ critic_nllloss : 26120.730078 ∣ critic_ganloss : -236.896417 ∣ generator_nllloss : 5298.170898 ∣ generator_ganloss : 1172.588330 ∣     [  std_z : 1.00  real_sub_fake : 764.80 ]
[  epoch 0032/0040] 4380/4800, lr:1.3e-05 ∣ avg_100 : 32143.350563 ∣ critic_nllloss : 26057.499023 ∣ critic_ganloss : -136.786710 ∣ generator_nllloss : 5202.876953 ∣ generator_ganloss : 1182.276709 ∣     [  std_z : 0.99  real_sub_fake : 736.65 ]
[  epoch 0032/0040] 4390/4800, lr:1.3e-05 ∣ avg_100 : 32145.886488 ∣ critic_nllloss : 25901.992969 ∣ critic_ganloss : -178.241980 ∣ generator_nllloss : 5118.322656 ∣ generator_ganloss : 1185.009814 ∣     [  std_z : 0.99  real_sub_fake : 642.73 ]
[  epoch 0032/0040] 4400/4800, lr:1.3e-05 ∣ avg_100 : 32147.570446 ∣ critic_nllloss : 25887.949609 ∣ critic_ganloss : -149.662694 ∣ generator_nllloss : 5120.255859 ∣ generator_ganloss : 1183.142480 ∣     [  std_z : 0.99  real_sub_fake : 614.21 ]
[  epoch 0032/0040] 4410/4800, lr:1.3e-05 ∣ avg_100 : 32147.993574 ∣ critic_nllloss : 26125.711914 ∣ critic_ganloss : -201.990187 ∣ generator_nllloss : 5154.305078 ∣ generator_ganloss : 1181.944727 ∣     [  std_z : 0.99  real_sub_fake : 668.19 ]
[  epoch 0032/0040] 4420/4800, lr:1.3e-05 ∣ avg_100 : 32150.627545 ∣ critic_nllloss : 26039.346680 ∣ critic_ganloss : -158.444110 ∣ generator_nllloss : 5227.013281 ∣ generator_ganloss : 1179.659180 ∣     [  std_z : 1.00  real_sub_fake : 702.94 ]
[  epoch 0032/0040] 4430/4800, lr:1.3e-05 ∣ avg_100 : 32148.026700 ∣ critic_nllloss : 25710.055664 ∣ critic_ganloss : -177.471844 ∣ generator_nllloss : 5099.440625 ∣ generator_ganloss : 1190.088281 ∣     [  std_z : 1.00  real_sub_fake : 600.58 ]
[  epoch 0032/0040] 4440/4800, lr:1.3e-05 ∣ avg_100 : 32149.930856 ∣ critic_nllloss : 25958.915820 ∣ critic_ganloss : -140.945177 ∣ generator_nllloss : 5193.264453 ∣ generator_ganloss : 1178.789404 ∣     [  std_z : 1.00  real_sub_fake : 645.37 ]
[  epoch 0032/0040] 4450/4800, lr:1.3e-05 ∣ avg_100 : 32148.691198 ∣ critic_nllloss : 26056.005078 ∣ critic_ganloss : -172.912582 ∣ generator_nllloss : 5150.823438 ∣ generator_ganloss : 1191.560205 ∣     [  std_z : 0.99  real_sub_fake : 629.83 ]
[  epoch 0032/0040] 4460/4800, lr:1.3e-05 ∣ avg_100 : 32148.688290 ∣ critic_nllloss : 25936.603125 ∣ critic_ganloss : -109.652208 ∣ generator_nllloss : 5200.274414 ∣ generator_ganloss : 1195.384229 ∣     [  std_z : 0.98  real_sub_fake : 426.26 ]
[  epoch 0032/0040] 4470/4800, lr:1.3e-05 ∣ avg_100 : 32150.617923 ∣ critic_nllloss : 25949.884180 ∣ critic_ganloss : -119.305147 ∣ generator_nllloss : 5195.975391 ∣ generator_ganloss : 1182.751514 ∣     [  std_z : 0.99  real_sub_fake : 540.72 ]
[  epoch 0032/0040] 4480/4800, lr:1.3e-05 ∣ avg_100 : 32147.244155 ∣ critic_nllloss : 25586.440820 ∣ critic_ganloss : -126.648155 ∣ generator_nllloss : 5051.726172 ∣ generator_ganloss : 1189.033545 ∣     [  std_z : 0.99  real_sub_fake : 525.71 ]
[  epoch 0032/0040] 4490/4800, lr:1.3e-05 ∣ avg_100 : 32147.165096 ∣ critic_nllloss : 25803.575586 ∣ critic_ganloss : -164.712535 ∣ generator_nllloss : 5162.307617 ∣ generator_ganloss : 1175.820605 ∣     [  std_z : 1.00  real_sub_fake : 588.45 ]
[  epoch 0032/0040] 4500/4800, lr:1.3e-05 ∣ avg_100 : 32148.584789 ∣ critic_nllloss : 25830.879883 ∣ critic_ganloss : -163.570064 ∣ generator_nllloss : 5144.609375 ∣ generator_ganloss : 1183.434033 ∣     [  std_z : 1.01  real_sub_fake : 589.91 ]
[  epoch 0032/0040] 4510/4800, lr:1.3e-05 ∣ avg_100 : 32149.526977 ∣ critic_nllloss : 25940.449023 ∣ critic_ganloss : -126.502650 ∣ generator_nllloss : 5171.646289 ∣ generator_ganloss : 1168.928564 ∣     [  std_z : 1.00  real_sub_fake : 522.47 ]
[  epoch 0032/0040] 4520/4800, lr:1.3e-05 ∣ avg_100 : 32150.891921 ∣ critic_nllloss : 25945.666211 ∣ critic_ganloss : -69.621806 ∣ generator_nllloss : 5312.320117 ∣ generator_ganloss : 1163.695459 ∣  [  std_z : 1.00  real_sub_fake : 523.30 ]
[  epoch 0032/0040] 4530/4800, lr:1.3e-05 ∣ avg_100 : 32151.446545 ∣ critic_nllloss : 25630.764062 ∣ critic_ganloss : -102.375909 ∣ generator_nllloss : 5090.041016 ∣ generator_ganloss : 1187.993359 ∣     [  std_z : 0.99  real_sub_fake : 302.46 ]
[  epoch 0032/0040] 4540/4800, lr:1.3e-05 ∣ avg_100 : 32154.034286 ∣ critic_nllloss : 26055.941211 ∣ critic_ganloss : -108.430710 ∣ generator_nllloss : 5228.997852 ∣ generator_ganloss : 1179.218945 ∣     [  std_z : 0.99  real_sub_fake : 374.66 ]
[  epoch 0032/0040] 4550/4800, lr:1.3e-05 ∣ avg_100 : 32155.929559 ∣ critic_nllloss : 26134.130273 ∣ critic_ganloss : -117.369759 ∣ generator_nllloss : 5194.281641 ∣ generator_ganloss : 1166.645557 ∣     [  std_z : 0.98  real_sub_fake : 484.36 ]
[  epoch 0032/0040] 4560/4800, lr:1.3e-05 ∣ avg_100 : 32155.532434 ∣ critic_nllloss : 26018.174609 ∣ critic_ganloss : -139.418438 ∣ generator_nllloss : 5258.457031 ∣ generator_ganloss : 1175.630225 ∣     [  std_z : 0.99  real_sub_fake : 456.76 ]
[  epoch 0032/0040] 4570/4800, lr:1.3e-05 ∣ avg_100 : 32157.599050 ∣ critic_nllloss : 25998.329102 ∣ critic_ganloss : -163.617196 ∣ generator_nllloss : 5127.870898 ∣ generator_ganloss : 1173.118457 ∣     [  std_z : 1.00  real_sub_fake : 495.74 ]
[  epoch 0032/0040] 4580/4800, lr:1.3e-05 ∣ avg_100 : 32155.005540 ∣ critic_nllloss : 25707.377539 ∣ critic_ganloss : -167.162504 ∣ generator_nllloss : 5065.615039 ∣ generator_ganloss : 1162.114600 ∣     [  std_z : 1.00  real_sub_fake : 557.05 ]
[  epoch 0032/0040] 4590/4800, lr:1.3e-05 ∣ avg_100 : 32152.121869 ∣ critic_nllloss : 25833.190039 ∣ critic_ganloss : -158.883958 ∣ generator_nllloss : 5052.191211 ∣ generator_ganloss : 1175.234277 ∣     [  std_z : 1.00  real_sub_fake : 579.67 ]
[  epoch 0032/0040] 4600/4800, lr:1.3e-05 ∣ avg_100 : 32155.846365 ∣ critic_nllloss : 26177.253320 ∣ critic_ganloss : -117.814690 ∣ generator_nllloss : 5237.866797 ∣ generator_ganloss : 1187.542090 ∣     [  std_z : 1.00  real_sub_fake : 555.85 ]
[  epoch 0032/0040] 4610/4800, lr:1.3e-05 ∣ avg_100 : 32154.015981 ∣ critic_nllloss : 25661.779102 ∣ critic_ganloss : -179.116901 ∣ generator_nllloss : 5072.677734 ∣ generator_ganloss : 1176.417432 ∣     [  std_z : 0.99  real_sub_fake : 577.82 ]
[  epoch 0032/0040] 4620/4800, lr:1.3e-05 ∣ avg_100 : 32149.283878 ∣ critic_nllloss : 25719.047852 ∣ critic_ganloss : -164.987065 ∣ generator_nllloss : 5072.960742 ∣ generator_ganloss : 1172.478174 ∣     [  std_z : 0.99  real_sub_fake : 595.81 ]
[  epoch 0032/0040] 4630/4800, lr:1.3e-05 ∣ avg_100 : 32149.308119 ∣ critic_nllloss : 25922.689258 ∣ critic_ganloss : -139.415504 ∣ generator_nllloss : 5188.925391 ∣ generator_ganloss : 1177.578906 ∣     [  std_z : 0.99  real_sub_fake : 634.13 ]
[  epoch 0032/0040] 4640/4800, lr:1.3e-05 ∣ avg_100 : 32145.021644 ∣ critic_nllloss : 25721.093750 ∣ critic_ganloss : -136.032283 ∣ generator_nllloss : 5192.668945 ∣ generator_ganloss : 1174.209326 ∣     [  std_z : 1.00  real_sub_fake : 562.70 ]
[  epoch 0032/0040] 4650/4800, lr:1.3e-05 ∣ avg_100 : 32146.292048 ∣ critic_nllloss : 26148.620703 ∣ critic_ganloss : -112.017633 ∣ generator_nllloss : 5223.168750 ∣ generator_ganloss : 1175.916650 ∣     [  std_z : 1.00  real_sub_fake : 483.50 ]
[  epoch 0032/0040] 4660/4800, lr:1.3e-05 ∣ avg_100 : 32149.557563 ∣ critic_nllloss : 26068.665820 ∣ critic_ganloss : -131.871480 ∣ generator_nllloss : 5182.523438 ∣ generator_ganloss : 1162.254639 ∣     [  std_z : 0.99  real_sub_fake : 622.63 ]
[  epoch 0032/0040] 4670/4800, lr:1.3e-05 ∣ avg_100 : 32149.405205 ∣ critic_nllloss : 25793.489258 ∣ critic_ganloss : -136.088792 ∣ generator_nllloss : 5177.745898 ∣ generator_ganloss : 1171.781152 ∣     [  std_z : 0.99  real_sub_fake : 536.57 ]
[  epoch 0032/0040] 4680/4800, lr:1.3e-05 ∣ avg_100 : 32149.435343 ∣ critic_nllloss : 25856.300000 ∣ critic_ganloss : -143.114928 ∣ generator_nllloss : 5188.731641 ∣ generator_ganloss : 1170.584180 ∣     [  std_z : 0.98  real_sub_fake : 536.97 ]
[  epoch 0032/0040] 4690/4800, lr:1.3e-05 ∣ avg_100 : 32150.989254 ∣ critic_nllloss : 26070.415820 ∣ critic_ganloss : -168.775004 ∣ generator_nllloss : 5311.012500 ∣ generator_ganloss : 1176.624609 ∣     [  std_z : 0.99  real_sub_fake : 514.98 ]
[  epoch 0032/0040] 4700/4800, lr:1.3e-05 ∣ avg_100 : 32152.982718 ∣ critic_nllloss : 25926.579102 ∣ critic_ganloss : -157.945209 ∣ generator_nllloss : 5244.570508 ∣ generator_ganloss : 1176.745459 ∣     [  std_z : 1.00  real_sub_fake : 571.57 ]
[  epoch 0032/0040] 4710/4800, lr:1.3e-05 ∣ avg_100 : 32155.193255 ∣ critic_nllloss : 25904.693750 ∣ critic_ganloss : -164.322156 ∣ generator_nllloss : 5193.154883 ∣ generator_ganloss : 1181.133887 ∣     [  std_z : 1.00  real_sub_fake : 572.15 ]
[  epoch 0032/0040] 4720/4800, lr:1.3e-05 ∣ avg_100 : 32152.887376 ∣ critic_nllloss : 25778.953320 ∣ critic_ganloss : -149.885131 ∣ generator_nllloss : 5124.766602 ∣ generator_ganloss : 1186.640430 ∣     [  std_z : 1.00  real_sub_fake : 542.19 ]
[  epoch 0032/0040] 4730/4800, lr:1.3e-05 ∣ avg_100 : 32154.402167 ∣ critic_nllloss : 26073.752148 ∣ critic_ganloss : -156.262482 ∣ generator_nllloss : 5243.521289 ∣ generator_ganloss : 1181.100977 ∣     [  std_z : 0.99  real_sub_fake : 566.16 ]
[  epoch 0032/0040] 4740/4800, lr:1.3e-05 ∣ avg_100 : 32148.676188 ∣ critic_nllloss : 25637.790820 ∣ critic_ganloss : -131.467585 ∣ generator_nllloss : 5053.791602 ∣ generator_ganloss : 1179.315723 ∣     [  std_z : 0.99  real_sub_fake : 441.49 ]
[  epoch 0032/0040] 4750/4800, lr:1.3e-05 ∣ avg_100 : 32149.033741 ∣ critic_nllloss : 25885.344727 ∣ critic_ganloss : -155.083596 ∣ generator_nllloss : 5208.975781 ∣ generator_ganloss : 1171.879492 ∣     [  std_z : 0.98  real_sub_fake : 525.11 ]
[  epoch 0032/0040] 4760/4800, lr:1.3e-05 ∣ avg_100 : 32147.900044 ∣ critic_nllloss : 25886.199023 ∣ critic_ganloss : -98.252130 ∣ generator_nllloss : 5199.468945 ∣ generator_ganloss : 1180.908789 ∣  [  std_z : 0.99  real_sub_fake : 536.72 ]
[  epoch 0032/0040] 4770/4800, lr:1.3e-05 ∣ avg_100 : 32152.362370 ∣ critic_nllloss : 26179.558008 ∣ critic_ganloss : -143.566020 ∣ generator_nllloss : 5325.012891 ∣ generator_ganloss : 1185.970850 ∣     [  std_z : 1.00  real_sub_fake : 475.04 ]
[  epoch 0032/0040] 4780/4800, lr:1.3e-05 ∣ avg_100 : 32152.919478 ∣ critic_nllloss : 25904.047266 ∣ critic_ganloss : -163.394319 ∣ generator_nllloss : 5291.532031 ∣ generator_ganloss : 1155.371191 ∣     [  std_z : 1.00  real_sub_fake : 579.17 ]
[  epoch 0032/0040] 4790/4800, lr:1.3e-05 ∣ avg_100 : 32149.722494 ∣ critic_nllloss : 25868.246875 ∣ critic_ganloss : -96.052617 ∣ generator_nllloss : 5167.857031 ∣ generator_ganloss : 1180.851270 ∣  [  std_z : 0.99  real_sub_fake : 482.92 ]
[  epoch 0032/0040] 4800/4800, lr:1.3e-05 ∣ avg_100 : 32150.416684 ∣ critic_nllloss : 25838.321289 ∣ critic_ganloss : -96.290981 ∣ generator_nllloss : 5238.966406 ∣ generator_ganloss : 1196.271533 ∣  [  std_z : 0.99  real_sub_fake : 315.48 ]
[    val 032    ] Done! KLD: 0.031110: 0.003920g: 6:04:55, total: 1 day, 6:24:33                    
[  epoch 0033/0040] 0010/4800, lr:1.3e-05 ∣ avg_100 : 32150.903553 ∣ critic_nllloss : 25987.538086 ∣ critic_ganloss : -151.175375 ∣ generator_nllloss : 5247.530859 ∣ generator_ganloss : 1171.237549 ∣     [  std_z : 0.99  real_sub_fake : 507.08 ]
[  epoch 0033/0040] 0020/4800, lr:1.3e-05 ∣ avg_100 : 32153.037950 ∣ critic_nllloss : 25818.926172 ∣ critic_ganloss : -171.684322 ∣ generator_nllloss : 5157.722461 ∣ generator_ganloss : 1170.758594 ∣     [  std_z : 1.00  real_sub_fake : 546.13 ]
[  epoch 0033/0040] 0030/4800, lr:1.3e-05 ∣ avg_100 : 32152.579604 ∣ critic_nllloss : 25856.826172 ∣ critic_ganloss : -136.339442 ∣ generator_nllloss : 5216.733984 ∣ generator_ganloss : 1173.831836 ∣     [  std_z : 1.00  real_sub_fake : 527.63 ]
[  epoch 0033/0040] 0040/4800, lr:1.3e-05 ∣ avg_100 : 32151.214197 ∣ critic_nllloss : 25928.639258 ∣ critic_ganloss : -169.024480 ∣ generator_nllloss : 5193.383594 ∣ generator_ganloss : 1164.790234 ∣     [  std_z : 0.99  real_sub_fake : 495.76 ]
[  epoch 0033/0040] 0050/4800, lr:1.3e-05 ∣ avg_100 : 32149.665700 ∣ critic_nllloss : 25996.499414 ∣ critic_ganloss : -171.022969 ∣ generator_nllloss : 5069.617578 ∣ generator_ganloss : 1163.731543 ∣     [  std_z : 0.99  real_sub_fake : 610.04 ]
[  epoch 0033/0040] 0060/4800, lr:1.3e-05 ∣ avg_100 : 32151.193591 ∣ critic_nllloss : 25978.317383 ∣ critic_ganloss : -181.337611 ∣ generator_nllloss : 5242.919531 ∣ generator_ganloss : 1165.889941 ∣     [  std_z : 0.99  real_sub_fake : 592.95 ]
[  epoch 0033/0040] 0070/4800, lr:1.3e-05 ∣ avg_100 : 32148.725656 ∣ critic_nllloss : 25855.493164 ∣ critic_ganloss : -132.475745 ∣ generator_nllloss : 5181.784766 ∣ generator_ganloss : 1173.361768 ∣     [  std_z : 0.99  real_sub_fake : 562.91 ]
[  epoch 0033/0040] 0080/4800, lr:1.3e-05 ∣ avg_100 : 32149.077031 ∣ critic_nllloss : 25945.058203 ∣ critic_ganloss : -129.677057 ∣ generator_nllloss : 5208.801367 ∣ generator_ganloss : 1182.007910 ∣     [  std_z : 0.99  real_sub_fake : 524.64 ]
[  epoch 0033/0040] 0090/4800, lr:1.3e-05 ∣ avg_100 : 32145.846592 ∣ critic_nllloss : 25852.884375 ∣ critic_ganloss : -179.323856 ∣ generator_nllloss : 5156.175586 ∣ generator_ganloss : 1168.581396 ∣     [  std_z : 0.99  real_sub_fake : 539.22 ]
[  epoch 0033/0040] 0100/4800, lr:1.3e-05 ∣ avg_100 : 32144.314907 ∣ critic_nllloss : 25847.733398 ∣ critic_ganloss : -182.628201 ∣ generator_nllloss : 5169.227344 ∣ generator_ganloss : 1153.110449 ∣     [  std_z : 1.00  real_sub_fake : 634.01 ]
[  epoch 0033/0040] 0110/4800, lr:1.3e-05 ∣ avg_100 : 32146.268169 ∣ critic_nllloss : 26081.534961 ∣ critic_ganloss : -151.581868 ∣ generator_nllloss : 5125.516016 ∣ generator_ganloss : 1167.895947 ∣     [  std_z : 0.99  real_sub_fake : 612.05 ]
[  epoch 0033/0040] 0120/4800, lr:1.3e-05 ∣ avg_100 : 32147.952702 ∣ critic_nllloss : 25802.224414 ∣ critic_ganloss : -144.900175 ∣ generator_nllloss : 5182.636914 ∣ generator_ganloss : 1181.946875 ∣     [  std_z : 1.00  real_sub_fake : 566.81 ]
[  epoch 0033/0040] 0130/4800, lr:1.3e-05 ∣ avg_100 : 32149.788404 ∣ critic_nllloss : 26163.461914 ∣ critic_ganloss : -180.835530 ∣ generator_nllloss : 5187.684180 ∣ generator_ganloss : 1179.315967 ∣     [  std_z : 1.00  real_sub_fake : 632.10 ]
[  epoch 0033/0040] 0140/4800, lr:1.3e-05 ∣ avg_100 : 32151.838389 ∣ critic_nllloss : 25946.388672 ∣ critic_ganloss : -90.555661 ∣ generator_nllloss : 5190.137500 ∣ generator_ganloss : 1185.658496 ∣  [  std_z : 1.00  real_sub_fake : 571.01 ]
[  epoch 0033/0040] 0150/4800, lr:1.3e-05 ∣ avg_100 : 32160.411086 ∣ critic_nllloss : 26296.428320 ∣ critic_ganloss : -163.516020 ∣ generator_nllloss : 5233.503320 ∣ generator_ganloss : 1192.552930 ∣     [  std_z : 0.99  real_sub_fake : 585.33 ]
[  epoch 0033/0040] 0160/4800, lr:1.3e-05 ∣ avg_100 : 32162.654756 ∣ critic_nllloss : 25993.946484 ∣ critic_ganloss : -164.515492 ∣ generator_nllloss : 5256.316797 ∣ generator_ganloss : 1187.554248 ∣     [  std_z : 0.99  real_sub_fake : 588.93 ]
[  epoch 0033/0040] 0170/4800, lr:1.3e-05 ∣ avg_100 : 32160.773955 ∣ critic_nllloss : 25844.960938 ∣ critic_ganloss : -101.136227 ∣ generator_nllloss : 5147.397852 ∣ generator_ganloss : 1194.319629 ∣     [  std_z : 0.99  real_sub_fake : 422.92 ]
[  epoch 0033/0040] 0180/4800, lr:1.3e-05 ∣ avg_100 : 32160.011312 ∣ critic_nllloss : 25787.908203 ∣ critic_ganloss : -122.363377 ∣ generator_nllloss : 5111.388672 ∣ generator_ganloss : 1179.214551 ∣     [  std_z : 0.99  real_sub_fake : 453.49 ]
[  epoch 0033/0040] 0190/4800, lr:1.3e-05 ∣ avg_100 : 32157.923812 ∣ critic_nllloss : 26037.309180 ∣ critic_ganloss : -121.545329 ∣ generator_nllloss : 5194.772266 ∣ generator_ganloss : 1160.278223 ∣     [  std_z : 0.99  real_sub_fake : 573.18 ]
[  epoch 0033/0040] 0200/4800, lr:1.3e-05 ∣ avg_100 : 32157.710648 ∣ critic_nllloss : 25872.333008 ∣ critic_ganloss : -138.935218 ∣ generator_nllloss : 5212.657617 ∣ generator_ganloss : 1165.149854 ∣     [  std_z : 0.99  real_sub_fake : 541.07 ]
[  epoch 0033/0040] 0210/4800, lr:1.3e-05 ∣ avg_100 : 32157.397716 ∣ critic_nllloss : 25795.153711 ∣ critic_ganloss : -158.985083 ∣ generator_nllloss : 5263.479492 ∣ generator_ganloss : 1161.580664 ∣     [  std_z : 0.99  real_sub_fake : 505.23 ]
[  epoch 0033/0040] 0220/4800, lr:1.3e-05 ∣ avg_100 : 32159.186029 ∣ critic_nllloss : 25898.809961 ∣ critic_ganloss : -143.625121 ∣ generator_nllloss : 5177.500781 ∣ generator_ganloss : 1155.606348 ∣     [  std_z : 1.00  real_sub_fake : 624.58 ]
[  epoch 0033/0040] 0230/4800, lr:1.3e-05 ∣ avg_100 : 32158.036015 ∣ critic_nllloss : 25710.069141 ∣ critic_ganloss : -185.069650 ∣ generator_nllloss : 5130.483789 ∣ generator_ganloss : 1172.994873 ∣     [  std_z : 1.00  real_sub_fake : 558.46 ]
[  epoch 0033/0040] 0240/4800, lr:1.3e-05 ∣ avg_100 : 32156.715592 ∣ critic_nllloss : 25817.559570 ∣ critic_ganloss : -134.199601 ∣ generator_nllloss : 5196.897461 ∣ generator_ganloss : 1169.154395 ∣     [  std_z : 1.00  real_sub_fake : 604.63 ]
[  epoch 0033/0040] 0250/4800, lr:1.3e-05 ∣ avg_100 : 32154.051847 ∣ critic_nllloss : 25795.407422 ∣ critic_ganloss : -137.312226 ∣ generator_nllloss : 5202.398438 ∣ generator_ganloss : 1180.644824 ∣     [  std_z : 0.99  real_sub_fake : 518.77 ]
[  epoch 0033/0040] 0260/4800, lr:1.3e-05 ∣ avg_100 : 32152.238579 ∣ critic_nllloss : 25785.050391 ∣ critic_ganloss : -115.911114 ∣ generator_nllloss : 5173.091211 ∣ generator_ganloss : 1184.468066 ∣     [  std_z : 0.99  real_sub_fake : 439.86 ]
[  epoch 0033/0040] 0270/4800, lr:1.3e-05 ∣ avg_100 : 32153.217390 ∣ critic_nllloss : 25989.870117 ∣ critic_ganloss : -160.897966 ∣ generator_nllloss : 5198.220117 ∣ generator_ganloss : 1161.597705 ∣     [  std_z : 0.98  real_sub_fake : 572.80 ]
[  epoch 0033/0040] 0280/4800, lr:1.3e-05 ∣ avg_100 : 32152.107364 ∣ critic_nllloss : 25874.064844 ∣ critic_ganloss : -112.581905 ∣ generator_nllloss : 5262.436133 ∣ generator_ganloss : 1170.730469 ∣     [  std_z : 0.99  real_sub_fake : 602.12 ]
[  epoch 0033/0040] 0290/4800, lr:1.3e-05 ∣ avg_100 : 32144.825917 ∣ critic_nllloss : 25675.952539 ∣ critic_ganloss : -154.894181 ∣ generator_nllloss : 5165.670703 ∣ generator_ganloss : 1187.197266 ∣     [  std_z : 1.00  real_sub_fake : 506.94 ]
[  epoch 0033/0040] 0300/4800, lr:1.3e-05 ∣ avg_100 : 32144.862148 ∣ critic_nllloss : 25970.728320 ∣ critic_ganloss : -132.765636 ∣ generator_nllloss : 5232.054883 ∣ generator_ganloss : 1187.622998 ∣     [  std_z : 1.00  real_sub_fake : 486.92 ]
[  epoch 0033/0040] 0310/4800, lr:1.3e-05 ∣ avg_100 : 32143.331634 ∣ critic_nllloss : 26041.323828 ∣ critic_ganloss : -210.231273 ∣ generator_nllloss : 5216.790625 ∣ generator_ganloss : 1174.882080 ∣     [  std_z : 1.00  real_sub_fake : 653.49 ]
[  epoch 0033/0040] 0320/4800, lr:1.3e-05 ∣ avg_100 : 32139.878623 ∣ critic_nllloss : 25962.756641 ∣ critic_ganloss : -182.511725 ∣ generator_nllloss : 5194.918555 ∣ generator_ganloss : 1170.007666 ∣     [  std_z : 1.00  real_sub_fake : 658.12 ]
[  epoch 0033/0040] 0330/4800, lr:1.3e-05 ∣ avg_100 : 32138.295678 ∣ critic_nllloss : 25917.182422 ∣ critic_ganloss : -132.305035 ∣ generator_nllloss : 5144.198633 ∣ generator_ganloss : 1191.101367 ∣     [  std_z : 0.99  real_sub_fake : 476.81 ]
[  epoch 0033/0040] 0340/4800, lr:1.3e-05 ∣ avg_100 : 32139.945705 ∣ critic_nllloss : 25983.412305 ∣ critic_ganloss : -126.124706 ∣ generator_nllloss : 5187.453906 ∣ generator_ganloss : 1187.658154 ∣     [  std_z : 1.00  real_sub_fake : 472.51 ]
[  epoch 0033/0040] 0350/4800, lr:1.3e-05 ∣ avg_100 : 32139.422980 ∣ critic_nllloss : 25786.225195 ∣ critic_ganloss : -139.893105 ∣ generator_nllloss : 5098.861133 ∣ generator_ganloss : 1171.186426 ∣     [  std_z : 0.99  real_sub_fake : 451.19 ]
[  epoch 0033/0040] 0360/4800, lr:1.3e-05 ∣ avg_100 : 32137.128006 ∣ critic_nllloss : 25899.482812 ∣ critic_ganloss : -138.573424 ∣ generator_nllloss : 5172.253125 ∣ generator_ganloss : 1155.804199 ∣     [  std_z : 0.99  real_sub_fake : 533.49 ]
[  epoch 0033/0040] 0370/4800, lr:1.3e-05 ∣ avg_100 : 32133.836171 ∣ critic_nllloss : 25956.363672 ∣ critic_ganloss : -130.754480 ∣ generator_nllloss : 5192.476172 ∣ generator_ganloss : 1165.458496 ∣     [  std_z : 0.99  real_sub_fake : 577.25 ]
[  epoch 0033/0040] 0380/4800, lr:1.3e-05 ∣ avg_100 : 32134.243464 ∣ critic_nllloss : 26174.252344 ∣ critic_ganloss : -115.153545 ∣ generator_nllloss : 5187.753125 ∣ generator_ganloss : 1163.003809 ∣     [  std_z : 0.99  real_sub_fake : 535.82 ]
[  epoch 0033/0040] 0390/4800, lr:1.3e-05 ∣ avg_100 : 32132.235354 ∣ critic_nllloss : 26036.420312 ∣ critic_ganloss : -159.436288 ∣ generator_nllloss : 5141.448828 ∣ generator_ganloss : 1160.690088 ∣     [  std_z : 0.99  real_sub_fake : 516.98 ]
[  epoch 0033/0040] 0400/4800, lr:1.3e-05 ∣ avg_100 : 32134.736777 ∣ critic_nllloss : 25979.589453 ∣ critic_ganloss : -133.956406 ∣ generator_nllloss : 5219.913281 ∣ generator_ganloss : 1153.324512 ∣     [  std_z : 0.99  real_sub_fake : 523.03 ]
[  epoch 0033/0040] 0410/4800, lr:1.3e-05 ∣ avg_100 : 32135.119063 ∣ critic_nllloss : 25940.293555 ∣ critic_ganloss : -184.537448 ∣ generator_nllloss : 5164.394336 ∣ generator_ganloss : 1145.930811 ∣     [  std_z : 0.99  real_sub_fake : 587.64 ]
[  epoch 0033/0040] 0420/4800, lr:1.3e-05 ∣ avg_100 : 32136.197446 ∣ critic_nllloss : 25944.450586 ∣ critic_ganloss : -145.249837 ∣ generator_nllloss : 5316.802734 ∣ generator_ganloss : 1163.631641 ∣     [  std_z : 0.99  real_sub_fake : 607.90 ]
[  epoch 0033/0040] 0430/4800, lr:1.3e-05 ∣ avg_100 : 32138.173511 ∣ critic_nllloss : 26038.839844 ∣ critic_ganloss : -166.984407 ∣ generator_nllloss : 5245.507031 ∣ generator_ganloss : 1168.430762 ∣     [  std_z : 1.00  real_sub_fake : 542.17 ]
[  epoch 0033/0040] 0440/4800, lr:1.3e-05 ∣ avg_100 : 32140.087150 ∣ critic_nllloss : 25979.585547 ∣ critic_ganloss : -102.118584 ∣ generator_nllloss : 5261.391797 ∣ generator_ganloss : 1163.970996 ∣     [  std_z : 1.00  real_sub_fake : 578.62 ]
[  epoch 0033/0040] 0450/4800, lr:1.3e-05 ∣ avg_100 : 32140.112690 ∣ critic_nllloss : 25740.598633 ∣ critic_ganloss : -117.314798 ∣ generator_nllloss : 5168.874023 ∣ generator_ganloss : 1172.242480 ∣     [  std_z : 1.00  real_sub_fake : 598.84 ]
[  epoch 0033/0040] 0460/4800, lr:1.3e-05 ∣ avg_100 : 32138.753577 ∣ critic_nllloss : 25966.226367 ∣ critic_ganloss : -160.473959 ∣ generator_nllloss : 5169.474219 ∣ generator_ganloss : 1170.289600 ∣     [  std_z : 1.00  real_sub_fake : 518.91 ]
[  epoch 0033/0040] 0470/4800, lr:1.3e-05 ∣ avg_100 : 32137.974437 ∣ critic_nllloss : 25887.102734 ∣ critic_ganloss : -220.852859 ∣ generator_nllloss : 5190.530469 ∣ generator_ganloss : 1160.931104 ∣     [  std_z : 0.99  real_sub_fake : 679.05 ]
[  epoch 0033/0040] 0480/4800, lr:1.3e-05 ∣ avg_100 : 32138.790151 ∣ critic_nllloss : 25974.676953 ∣ critic_ganloss : -163.228766 ∣ generator_nllloss : 5110.538477 ∣ generator_ganloss : 1163.435889 ∣     [  std_z : 0.99  real_sub_fake : 611.37 ]
[  epoch 0033/0040] 0490/4800, lr:1.3e-05 ∣ avg_100 : 32136.815817 ∣ critic_nllloss : 25859.555469 ∣ critic_ganloss : -133.266116 ∣ generator_nllloss : 5150.514648 ∣ generator_ganloss : 1171.498730 ∣     [  std_z : 0.99  real_sub_fake : 678.57 ]
[  epoch 0033/0040] 0500/4800, lr:1.3e-05 ∣ avg_100 : 32137.078016 ∣ critic_nllloss : 26015.122461 ∣ critic_ganloss : -108.198015 ∣ generator_nllloss : 5239.737891 ∣ generator_ganloss : 1173.783496 ∣     [  std_z : 1.00  real_sub_fake : 578.25 ]
[  epoch 0033/0040] 0510/4800, lr:1.3e-05 ∣ avg_100 : 32136.034279 ∣ critic_nllloss : 26019.035352 ∣ critic_ganloss : -167.882929 ∣ generator_nllloss : 5261.769922 ∣ generator_ganloss : 1168.908154 ∣     [  std_z : 1.00  real_sub_fake : 508.87 ]
[  epoch 0033/0040] 0520/4800, lr:1.3e-05 ∣ avg_100 : 32137.090080 ∣ critic_nllloss : 25922.670117 ∣ critic_ganloss : -124.376449 ∣ generator_nllloss : 5254.068359 ∣ generator_ganloss : 1163.343359 ∣     [  std_z : 0.99  real_sub_fake : 514.31 ]
[  epoch 0033/0040] 0530/4800, lr:1.3e-05 ∣ avg_100 : 32134.127677 ∣ critic_nllloss : 25759.261133 ∣ critic_ganloss : -168.552096 ∣ generator_nllloss : 5154.046875 ∣ generator_ganloss : 1169.474365 ∣     [  std_z : 0.98  real_sub_fake : 501.95 ]
[  epoch 0033/0040] 0540/4800, lr:1.3e-05 ∣ avg_100 : 32130.512477 ∣ critic_nllloss : 25674.699609 ∣ critic_ganloss : -196.604466 ∣ generator_nllloss : 5114.478906 ∣ generator_ganloss : 1159.399805 ∣     [  std_z : 0.99  real_sub_fake : 559.86 ]
[  epoch 0033/0040] 0550/4800, lr:1.3e-05 ∣ avg_100 : 32132.290037 ∣ critic_nllloss : 25860.567969 ∣ critic_ganloss : -110.724580 ∣ generator_nllloss : 5179.598047 ∣ generator_ganloss : 1167.986133 ∣     [  std_z : 0.99  real_sub_fake : 600.14 ]
[  epoch 0033/0040] 0560/4800, lr:1.3e-05 ∣ avg_100 : 32132.291769 ∣ critic_nllloss : 26031.943164 ∣ critic_ganloss : -106.195056 ∣ generator_nllloss : 5236.122656 ∣ generator_ganloss : 1159.158008 ∣     [  std_z : 0.99  real_sub_fake : 600.52 ]
[  epoch 0033/0040] 0570/4800, lr:1.3e-05 ∣ avg_100 : 32131.031506 ∣ critic_nllloss : 25957.741992 ∣ critic_ganloss : -145.577677 ∣ generator_nllloss : 5242.430664 ∣ generator_ganloss : 1173.971631 ∣     [  std_z : 1.00  real_sub_fake : 491.60 ]
[  epoch 0033/0040] 0580/4800, lr:1.3e-05 ∣ avg_100 : 32129.625801 ∣ critic_nllloss : 25901.653906 ∣ critic_ganloss : -104.636059 ∣ generator_nllloss : 5193.675586 ∣ generator_ganloss : 1174.602051 ∣     [  std_z : 1.00  real_sub_fake : 419.15 ]
[  epoch 0033/0040] 0590/4800, lr:1.3e-05 ∣ avg_100 : 32130.615091 ∣ critic_nllloss : 25840.945117 ∣ critic_ganloss : -121.860446 ∣ generator_nllloss : 5240.585547 ∣ generator_ganloss : 1166.342236 ∣     [  std_z : 0.99  real_sub_fake : 434.56 ]
[  epoch 0033/0040] 0600/4800, lr:1.3e-05 ∣ avg_100 : 32130.218347 ∣ critic_nllloss : 25846.363672 ∣ critic_ganloss : -144.939964 ∣ generator_nllloss : 5142.231641 ∣ generator_ganloss : 1158.355469 ∣     [  std_z : 0.99  real_sub_fake : 482.98 ]
[  epoch 0033/0040] 0610/4800, lr:1.3e-05 ∣ avg_100 : 32127.511969 ∣ critic_nllloss : 25873.178516 ∣ critic_ganloss : -160.594301 ∣ generator_nllloss : 5119.873047 ∣ generator_ganloss : 1156.876514 ∣     [  std_z : 0.99  real_sub_fake : 481.43 ]
[  epoch 0033/0040] 0620/4800, lr:1.3e-05 ∣ avg_100 : 32126.025844 ∣ critic_nllloss : 25977.619336 ∣ critic_ganloss : -123.890857 ∣ generator_nllloss : 5135.536133 ∣ generator_ganloss : 1149.697900 ∣     [  std_z : 0.99  real_sub_fake : 545.22 ]
[  epoch 0033/0040] 0630/4800, lr:1.3e-05 ∣ avg_100 : 32127.416997 ∣ critic_nllloss : 25769.888867 ∣ critic_ganloss : -148.470454 ∣ generator_nllloss : 5180.438672 ∣ generator_ganloss : 1159.370898 ∣     [  std_z : 0.99  real_sub_fake : 538.46 ]
[  epoch 0033/0040] 0640/4800, lr:1.3e-05 ∣ avg_100 : 32124.072504 ∣ critic_nllloss : 25678.000195 ∣ critic_ganloss : -89.540062 ∣ generator_nllloss : 5095.725977 ∣ generator_ganloss : 1171.389062 ∣  [  std_z : 0.99  real_sub_fake : 475.40 ]
[  epoch 0033/0040] 0650/4800, lr:1.3e-05 ∣ avg_100 : 32120.208356 ∣ critic_nllloss : 25642.267578 ∣ critic_ganloss : -101.108258 ∣ generator_nllloss : 5111.061328 ∣ generator_ganloss : 1186.840771 ∣     [  std_z : 0.99  real_sub_fake : 417.41 ]
[  epoch 0033/0040] 0660/4800, lr:1.3e-05 ∣ avg_100 : 32119.658019 ∣ critic_nllloss : 25959.385547 ∣ critic_ganloss : -144.551974 ∣ generator_nllloss : 5176.851367 ∣ generator_ganloss : 1175.890918 ∣     [  std_z : 0.99  real_sub_fake : 442.95 ]
[  epoch 0033/0040] 0670/4800, lr:1.3e-05 ∣ avg_100 : 32114.758769 ∣ critic_nllloss : 25556.329492 ∣ critic_ganloss : -78.434051 ∣ generator_nllloss : 5077.917773 ∣ generator_ganloss : 1163.567676 ∣  [  std_z : 0.99  real_sub_fake : 474.15 ]
[  epoch 0033/0040] 0680/4800, lr:1.3e-05 ∣ avg_100 : 32120.020333 ∣ critic_nllloss : 26088.167578 ∣ critic_ganloss : -206.497978 ∣ generator_nllloss : 5183.710547 ∣ generator_ganloss : 1161.328613 ∣     [  std_z : 1.00  real_sub_fake : 569.47 ]
[  epoch 0033/0040] 0690/4800, lr:1.3e-05 ∣ avg_100 : 32120.835164 ∣ critic_nllloss : 25845.526562 ∣ critic_ganloss : -152.384943 ∣ generator_nllloss : 5199.536914 ∣ generator_ganloss : 1165.795898 ∣     [  std_z : 1.00  real_sub_fake : 565.25 ]
[  epoch 0033/0040] 0700/4800, lr:1.3e-05 ∣ avg_100 : 32124.947962 ∣ critic_nllloss : 26154.203906 ∣ critic_ganloss : -119.068346 ∣ generator_nllloss : 5207.151367 ∣ generator_ganloss : 1164.346094 ∣     [  std_z : 1.00  real_sub_fake : 609.71 ]
[  epoch 0033/0040] 0710/4800, lr:1.3e-05 ∣ avg_100 : 32122.636065 ∣ critic_nllloss : 25784.356250 ∣ critic_ganloss : -91.706353 ∣ generator_nllloss : 5055.629492 ∣ generator_ganloss : 1175.052148 ∣  [  std_z : 0.99  real_sub_fake : 352.94 ]
[  epoch 0033/0040] 0720/4800, lr:1.3e-05 ∣ avg_100 : 32122.951895 ∣ critic_nllloss : 26064.656445 ∣ critic_ganloss : -118.394851 ∣ generator_nllloss : 5266.757812 ∣ generator_ganloss : 1170.623535 ∣     [  std_z : 0.99  real_sub_fake : 383.60 ]
[  epoch 0033/0040] 0730/4800, lr:1.3e-05 ∣ avg_100 : 32125.353391 ∣ critic_nllloss : 25936.595117 ∣ critic_ganloss : -155.093439 ∣ generator_nllloss : 5111.058203 ∣ generator_ganloss : 1154.012256 ∣     [  std_z : 0.99  real_sub_fake : 464.33 ]
[  epoch 0033/0040] 0740/4800, lr:1.3e-05 ∣ avg_100 : 32124.243300 ∣ critic_nllloss : 26009.441211 ∣ critic_ganloss : -65.067500 ∣ generator_nllloss : 5151.963086 ∣ generator_ganloss : 1148.381445 ∣  [  std_z : 0.99  real_sub_fake : 523.02 ]
[  epoch 0033/0040] 0750/4800, lr:1.3e-05 ∣ avg_100 : 32122.201366 ∣ critic_nllloss : 25961.718945 ∣ critic_ganloss : -136.842198 ∣ generator_nllloss : 5184.967578 ∣ generator_ganloss : 1163.649902 ∣     [  std_z : 1.00  real_sub_fake : 484.93 ]
[  epoch 0033/0040] 0760/4800, lr:1.3e-05 ∣ avg_100 : 32119.347073 ∣ critic_nllloss : 25772.697266 ∣ critic_ganloss : -129.652109 ∣ generator_nllloss : 5221.282812 ∣ generator_ganloss : 1163.086230 ∣     [  std_z : 1.00  real_sub_fake : 517.28 ]
[  epoch 0033/0040] 0770/4800, lr:1.3e-05 ∣ avg_100 : 32120.595036 ∣ critic_nllloss : 25987.768555 ∣ critic_ganloss : -197.191833 ∣ generator_nllloss : 5302.346289 ∣ generator_ganloss : 1167.574561 ∣     [  std_z : 1.00  real_sub_fake : 546.98 ]
[  epoch 0033/0040] 0780/4800, lr:1.3e-05 ∣ avg_100 : 32123.546351 ∣ critic_nllloss : 25795.612109 ∣ critic_ganloss : -145.013768 ∣ generator_nllloss : 5247.294727 ∣ generator_ganloss : 1165.183057 ∣     [  std_z : 1.00  real_sub_fake : 550.06 ]
[  epoch 0033/0040] 0790/4800, lr:1.3e-05 ∣ avg_100 : 32125.097222 ∣ critic_nllloss : 25893.482617 ∣ critic_ganloss : -137.323083 ∣ generator_nllloss : 5132.597852 ∣ generator_ganloss : 1168.061279 ∣     [  std_z : 0.99  real_sub_fake : 573.91 ]
[  epoch 0033/0040] 0800/4800, lr:1.3e-05 ∣ avg_100 : 32125.838493 ∣ critic_nllloss : 26177.499023 ∣ critic_ganloss : -125.123384 ∣ generator_nllloss : 5339.876172 ∣ generator_ganloss : 1166.722803 ∣     [  std_z : 0.99  real_sub_fake : 597.99 ]
[  epoch 0033/0040] 0810/4800, lr:1.3e-05 ∣ avg_100 : 32130.912105 ∣ critic_nllloss : 26034.643945 ∣ critic_ganloss : -132.953753 ∣ generator_nllloss : 5167.943945 ∣ generator_ganloss : 1169.484473 ∣     [  std_z : 0.99  real_sub_fake : 516.61 ]
[  epoch 0033/0040] 0820/4800, lr:1.3e-05 ∣ avg_100 : 32130.478238 ∣ critic_nllloss : 25659.565039 ∣ critic_ganloss : -164.030701 ∣ generator_nllloss : 5098.492773 ∣ generator_ganloss : 1162.085889 ∣     [  std_z : 0.99  real_sub_fake : 502.32 ]
[  epoch 0033/0040] 0830/4800, lr:1.3e-05 ∣ avg_100 : 32132.799489 ∣ critic_nllloss : 26153.219141 ∣ critic_ganloss : -128.466982 ∣ generator_nllloss : 5198.172852 ∣ generator_ganloss : 1158.978125 ∣     [  std_z : 1.00  real_sub_fake : 574.57 ]
[  epoch 0033/0040] 0840/4800, lr:1.3e-05 ∣ avg_100 : 32136.174873 ∣ critic_nllloss : 26011.166797 ∣ critic_ganloss : -152.844382 ∣ generator_nllloss : 5255.515820 ∣ generator_ganloss : 1175.639844 ∣     [  std_z : 1.00  real_sub_fake : 525.88 ]
[  epoch 0033/0040] 0850/4800, lr:1.3e-05 ∣ avg_100 : 32133.708425 ∣ critic_nllloss : 25975.719531 ∣ critic_ganloss : -175.885383 ∣ generator_nllloss : 5224.268555 ∣ generator_ganloss : 1164.940967 ∣     [  std_z : 1.00  real_sub_fake : 588.33 ]
[  epoch 0033/0040] 0860/4800, lr:1.3e-05 ∣ avg_100 : 32131.749133 ∣ critic_nllloss : 25849.861914 ∣ critic_ganloss : -130.599167 ∣ generator_nllloss : 5192.175977 ∣ generator_ganloss : 1174.204590 ∣     [  std_z : 0.99  real_sub_fake : 531.08 ]
[  epoch 0033/0040] 0870/4800, lr:1.3e-05 ∣ avg_100 : 32132.161817 ∣ critic_nllloss : 25896.121289 ∣ critic_ganloss : -163.368412 ∣ generator_nllloss : 5128.231641 ∣ generator_ganloss : 1187.211328 ∣     [  std_z : 0.99  real_sub_fake : 542.84 ]
[  epoch 0033/0040] 0880/4800, lr:1.3e-05 ∣ avg_100 : 32131.185574 ∣ critic_nllloss : 25737.073437 ∣ critic_ganloss : -127.264455 ∣ generator_nllloss : 5178.075391 ∣ generator_ganloss : 1186.992285 ∣     [  std_z : 0.99  real_sub_fake : 491.73 ]
[  epoch 0033/0040] 0890/4800, lr:1.3e-05 ∣ avg_100 : 32131.828283 ∣ critic_nllloss : 26262.785938 ∣ critic_ganloss : -220.303185 ∣ generator_nllloss : 5234.658398 ∣ generator_ganloss : 1176.407666 ∣     [  std_z : 1.00  real_sub_fake : 719.99 ]
[  epoch 0033/0040] 0900/4800, lr:1.3e-05 ∣ avg_100 : 32132.371895 ∣ critic_nllloss : 25974.458789 ∣ critic_ganloss : -95.008769 ∣ generator_nllloss : 5175.274609 ∣ generator_ganloss : 1189.586377 ∣  [  std_z : 1.00  real_sub_fake : 597.24 ]
[  epoch 0033/0040] 0910/4800, lr:1.3e-05 ∣ avg_100 : 32131.638192 ∣ critic_nllloss : 25848.655273 ∣ critic_ganloss : -121.613721 ∣ generator_nllloss : 5126.540625 ∣ generator_ganloss : 1187.707861 ∣     [  std_z : 1.00  real_sub_fake : 377.62 ]
[  epoch 0033/0040] 0920/4800, lr:1.3e-05 ∣ avg_100 : 32134.563709 ∣ critic_nllloss : 25936.328906 ∣ critic_ganloss : -90.427544 ∣ generator_nllloss : 5231.212891 ∣ generator_ganloss : 1155.912695 ∣  [  std_z : 1.00  real_sub_fake : 473.10 ]
[  epoch 0033/0040] 0930/4800, lr:1.3e-05 ∣ avg_100 : 32130.520856 ∣ critic_nllloss : 25792.835938 ∣ critic_ganloss : -141.314726 ∣ generator_nllloss : 5115.219727 ∣ generator_ganloss : 1171.085742 ∣     [  std_z : 0.99  real_sub_fake : 461.03 ]
[  epoch 0033/0040] 0940/4800, lr:1.3e-05 ∣ avg_100 : 32134.500830 ∣ critic_nllloss : 25884.301367 ∣ critic_ganloss : -115.091687 ∣ generator_nllloss : 5217.071680 ∣ generator_ganloss : 1151.146582 ∣     [  std_z : 0.99  real_sub_fake : 531.14 ]
[  epoch 0033/0040] 0950/4800, lr:1.3e-05 ∣ avg_100 : 32136.057396 ∣ critic_nllloss : 26014.385742 ∣ critic_ganloss : -142.094855 ∣ generator_nllloss : 5240.342383 ∣ generator_ganloss : 1154.139746 ∣     [  std_z : 0.99  real_sub_fake : 541.53 ]
[  epoch 0033/0040] 0960/4800, lr:1.3e-05 ∣ avg_100 : 32138.070784 ∣ critic_nllloss : 26161.195312 ∣ critic_ganloss : -165.772446 ∣ generator_nllloss : 5203.138281 ∣ generator_ganloss : 1171.102246 ∣     [  std_z : 0.99  real_sub_fake : 535.05 ]
[  epoch 0033/0040] 0970/4800, lr:1.3e-05 ∣ avg_100 : 32129.122934 ∣ critic_nllloss : 25509.720508 ∣ critic_ganloss : -108.406343 ∣ generator_nllloss : 5079.052734 ∣ generator_ganloss : 1171.823828 ∣     [  std_z : 1.00  real_sub_fake : 475.92 ]
[  epoch 0033/0040] 0980/4800, lr:1.3e-05 ∣ avg_100 : 32130.387230 ∣ critic_nllloss : 26040.086914 ∣ critic_ganloss : -162.372945 ∣ generator_nllloss : 5259.469141 ∣ generator_ganloss : 1176.802686 ∣     [  std_z : 1.00  real_sub_fake : 532.42 ]
[  epoch 0033/0040] 0990/4800, lr:1.3e-05 ∣ avg_100 : 32130.154059 ∣ critic_nllloss : 25923.505664 ∣ critic_ganloss : -174.024840 ∣ generator_nllloss : 5181.224805 ∣ generator_ganloss : 1166.879785 ∣     [  std_z : 0.99  real_sub_fake : 555.47 ]
[  epoch 0033/0040] 1000/4800, lr:1.3e-05 ∣ avg_100 : 32129.145089 ∣ critic_nllloss : 25782.466016 ∣ critic_ganloss : -139.991763 ∣ generator_nllloss : 5251.445703 ∣ generator_ganloss : 1182.451367 ∣     [  std_z : 0.99  real_sub_fake : 517.25 ]
[  epoch 0033/0040] 1010/4800, lr:1.3e-05 ∣ avg_100 : 32128.985588 ∣ critic_nllloss : 25996.499609 ∣ critic_ganloss : -154.009798 ∣ generator_nllloss : 5222.095312 ∣ generator_ganloss : 1174.595801 ∣     [  std_z : 0.99  real_sub_fake : 537.64 ]
[  epoch 0033/0040] 1020/4800, lr:1.3e-05 ∣ avg_100 : 32129.851512 ∣ critic_nllloss : 25903.659766 ∣ critic_ganloss : -153.144785 ∣ generator_nllloss : 5138.991797 ∣ generator_ganloss : 1172.808545 ∣     [  std_z : 1.00  real_sub_fake : 632.74 ]
[  epoch 0033/0040] 1030/4800, lr:1.3e-05 ∣ avg_100 : 32131.482437 ∣ critic_nllloss : 25982.946484 ∣ critic_ganloss : -152.691815 ∣ generator_nllloss : 5252.550000 ∣ generator_ganloss : 1191.340430 ∣     [  std_z : 1.00  real_sub_fake : 525.60 ]
[  epoch 0033/0040] 1040/4800, lr:1.3e-05 ∣ avg_100 : 32130.020759 ∣ critic_nllloss : 25813.987305 ∣ critic_ganloss : -156.674960 ∣ generator_nllloss : 5133.852734 ∣ generator_ganloss : 1180.455664 ∣     [  std_z : 0.99  real_sub_fake : 510.24 ]
[  epoch 0033/0040] 1050/4800, lr:1.3e-05 ∣ avg_100 : 32129.442105 ∣ critic_nllloss : 25882.333984 ∣ critic_ganloss : -185.478468 ∣ generator_nllloss : 5130.181445 ∣ generator_ganloss : 1173.923242 ∣     [  std_z : 0.99  real_sub_fake : 591.62 ]
[  epoch 0033/0040] 1060/4800, lr:1.3e-05 ∣ avg_100 : 32131.007622 ∣ critic_nllloss : 26118.193555 ∣ critic_ganloss : -159.250873 ∣ generator_nllloss : 5222.497461 ∣ generator_ganloss : 1180.900830 ∣     [  std_z : 0.99  real_sub_fake : 584.75 ]
[  epoch 0033/0040] 1070/4800, lr:1.3e-05 ∣ avg_100 : 32135.076462 ∣ critic_nllloss : 26188.171680 ∣ critic_ganloss : -135.752274 ∣ generator_nllloss : 5280.552539 ∣ generator_ganloss : 1152.075977 ∣     [  std_z : 0.99  real_sub_fake : 706.39 ]
[  epoch 0033/0040] 1080/4800, lr:1.3e-05 ∣ avg_100 : 32136.413336 ∣ critic_nllloss : 26037.464453 ∣ critic_ganloss : -152.172198 ∣ generator_nllloss : 5255.722461 ∣ generator_ganloss : 1198.863086 ∣     [  std_z : 0.99  real_sub_fake : 570.53 ]
[  epoch 0033/0040] 1090/4800, lr:1.3e-05 ∣ avg_100 : 32137.851355 ∣ critic_nllloss : 25985.010156 ∣ critic_ganloss : -197.733040 ∣ generator_nllloss : 5171.753516 ∣ generator_ganloss : 1183.088770 ∣     [  std_z : 1.00  real_sub_fake : 596.27 ]
[  epoch 0033/0040] 1100/4800, lr:1.3e-05 ∣ avg_100 : 32140.527166 ∣ critic_nllloss : 25962.521289 ∣ critic_ganloss : -103.987424 ∣ generator_nllloss : 5217.438281 ∣ generator_ganloss : 1179.052002 ∣     [  std_z : 1.00  real_sub_fake : 601.28 ]
[  epoch 0033/0040] 1110/4800, lr:1.3e-05 ∣ avg_100 : 32138.658562 ∣ critic_nllloss : 25767.212891 ∣ critic_ganloss : -103.411621 ∣ generator_nllloss : 5180.448047 ∣ generator_ganloss : 1192.255273 ∣     [  std_z : 1.00  real_sub_fake : 352.08 ]
[  epoch 0033/0040] 1120/4800, lr:1.3e-05 ∣ avg_100 : 32140.938326 ∣ critic_nllloss : 25983.227539 ∣ critic_ganloss : -104.177744 ∣ generator_nllloss : 5194.603711 ∣ generator_ganloss : 1176.230908 ∣     [  std_z : 1.00  real_sub_fake : 383.96 ]
[  epoch 0033/0040] 1130/4800, lr:1.3e-05 ∣ avg_100 : 32138.404842 ∣ critic_nllloss : 25874.816016 ∣ critic_ganloss : -78.591251 ∣ generator_nllloss : 5141.551172 ∣ generator_ganloss : 1158.502197 ∣  [  std_z : 1.00  real_sub_fake : 474.73 ]
[  epoch 0033/0040] 1140/4800, lr:1.3e-05 ∣ avg_100 : 32136.050543 ∣ critic_nllloss : 25863.704688 ∣ critic_ganloss : -147.616309 ∣ generator_nllloss : 5130.027148 ∣ generator_ganloss : 1150.083594 ∣     [  std_z : 0.99  real_sub_fake : 522.69 ]
[  epoch 0033/0040] 1150/4800, lr:1.3e-05 ∣ avg_100 : 32130.621281 ∣ critic_nllloss : 25847.647852 ∣ critic_ganloss : -126.183528 ∣ generator_nllloss : 5131.567187 ∣ generator_ganloss : 1163.010889 ∣     [  std_z : 0.99  real_sub_fake : 470.47 ]
[  epoch 0033/0040] 1160/4800, lr:1.3e-05 ∣ avg_100 : 32131.059540 ∣ critic_nllloss : 26045.700977 ∣ critic_ganloss : -107.658210 ∣ generator_nllloss : 5200.382227 ∣ generator_ganloss : 1178.702930 ∣     [  std_z : 1.00  real_sub_fake : 455.98 ]
[  epoch 0033/0040] 1170/4800, lr:1.3e-05 ∣ avg_100 : 32131.353077 ∣ critic_nllloss : 25900.135937 ∣ critic_ganloss : -122.559100 ∣ generator_nllloss : 5169.623438 ∣ generator_ganloss : 1167.695605 ∣     [  std_z : 0.99  real_sub_fake : 485.83 ]
[  epoch 0033/0040] 1180/4800, lr:1.3e-05 ∣ avg_100 : 32133.888932 ∣ critic_nllloss : 26043.742383 ∣ critic_ganloss : -151.692887 ∣ generator_nllloss : 5143.095898 ∣ generator_ganloss : 1174.588135 ∣     [  std_z : 1.00  real_sub_fake : 501.38 ]
[  epoch 0033/0040] 1190/4800, lr:1.3e-05 ∣ avg_100 : 32133.085269 ∣ critic_nllloss : 25934.882227 ∣ critic_ganloss : -142.206517 ∣ generator_nllloss : 5217.853711 ∣ generator_ganloss : 1179.918604 ∣     [  std_z : 1.00  real_sub_fake : 495.96 ]
[  epoch 0033/0040] 1200/4800, lr:1.3e-05 ∣ avg_100 : 32132.707024 ∣ critic_nllloss : 25790.704492 ∣ critic_ganloss : -121.343591 ∣ generator_nllloss : 5234.770703 ∣ generator_ganloss : 1169.249170 ∣     [  std_z : 0.99  real_sub_fake : 527.05 ]
[  epoch 0033/0040] 1210/4800, lr:1.3e-05 ∣ avg_100 : 32129.558805 ∣ critic_nllloss : 25603.984766 ∣ critic_ganloss : -100.527642 ∣ generator_nllloss : 5056.660156 ∣ generator_ganloss : 1186.289600 ∣     [  std_z : 0.99  real_sub_fake : 387.54 ]
[  epoch 0033/0040] 1220/4800, lr:1.3e-05 ∣ avg_100 : 32132.166369 ∣ critic_nllloss : 26091.847070 ∣ critic_ganloss : -135.961386 ∣ generator_nllloss : 5221.616797 ∣ generator_ganloss : 1171.545898 ∣     [  std_z : 0.99  real_sub_fake : 505.12 ]
[  epoch 0033/0040] 1230/4800, lr:1.3e-05 ∣ avg_100 : 32136.365515 ∣ critic_nllloss : 26008.999609 ∣ critic_ganloss : -165.087448 ∣ generator_nllloss : 5236.321094 ∣ generator_ganloss : 1168.159521 ∣     [  std_z : 1.00  real_sub_fake : 526.28 ]
[  epoch 0033/0040] 1240/4800, lr:1.3e-05 ∣ avg_100 : 32136.221039 ∣ critic_nllloss : 25806.934180 ∣ critic_ganloss : -185.353975 ∣ generator_nllloss : 5236.504883 ∣ generator_ganloss : 1176.879102 ∣     [  std_z : 1.00  real_sub_fake : 582.45 ]
[  epoch 0033/0040] 1250/4800, lr:1.3e-05 ∣ avg_100 : 32135.836180 ∣ critic_nllloss : 25789.537500 ∣ critic_ganloss : -143.712687 ∣ generator_nllloss : 5183.097070 ∣ generator_ganloss : 1173.730664 ∣     [  std_z : 1.00  real_sub_fake : 559.03 ]
[  epoch 0033/0040] 1260/4800, lr:1.3e-05 ∣ avg_100 : 32140.330217 ∣ critic_nllloss : 26211.639453 ∣ critic_ganloss : -165.434694 ∣ generator_nllloss : 5261.857227 ∣ generator_ganloss : 1168.040283 ∣     [  std_z : 0.99  real_sub_fake : 642.94 ]
[  epoch 0033/0040] 1270/4800, lr:1.3e-05 ∣ avg_100 : 32139.757459 ∣ critic_nllloss : 25914.804492 ∣ critic_ganloss : -173.377145 ∣ generator_nllloss : 5196.565430 ∣ generator_ganloss : 1193.521387 ∣     [  std_z : 0.99  real_sub_fake : 521.72 ]
[  epoch 0033/0040] 1280/4800, lr:1.3e-05 ∣ avg_100 : 32140.729808 ∣ critic_nllloss : 26032.385937 ∣ critic_ganloss : -128.176947 ∣ generator_nllloss : 5215.573438 ∣ generator_ganloss : 1172.102100 ∣     [  std_z : 0.99  real_sub_fake : 581.51 ]
[  epoch 0033/0040] 1290/4800, lr:1.3e-05 ∣ avg_100 : 32143.864768 ∣ critic_nllloss : 25999.666016 ∣ critic_ganloss : -113.988040 ∣ generator_nllloss : 5109.092969 ∣ generator_ganloss : 1192.651367 ∣     [  std_z : 0.99  real_sub_fake : 547.75 ]
[  epoch 0033/0040] 1300/4800, lr:1.3e-05 ∣ avg_100 : 32144.962088 ∣ critic_nllloss : 25995.418164 ∣ critic_ganloss : -96.786653 ∣ generator_nllloss : 5267.838281 ∣ generator_ganloss : 1200.902734 ∣  [  std_z : 1.00  real_sub_fake : 363.91 ]
[  epoch 0033/0040] 1310/4800, lr:1.3e-05 ∣ avg_100 : 32143.652337 ∣ critic_nllloss : 25855.711328 ∣ critic_ganloss : -141.252541 ∣ generator_nllloss : 5207.162305 ∣ generator_ganloss : 1170.169092 ∣     [  std_z : 1.00  real_sub_fake : 448.32 ]
[  epoch 0033/0040] 1320/4800, lr:1.3e-05 ∣ avg_100 : 32144.400006 ∣ critic_nllloss : 26091.903711 ∣ critic_ganloss : -154.197840 ∣ generator_nllloss : 5117.689258 ∣ generator_ganloss : 1164.542920 ∣     [  std_z : 1.01  real_sub_fake : 524.92 ]
[  epoch 0033/0040] 1330/4800, lr:1.3e-05 ∣ avg_100 : 32145.962483 ∣ critic_nllloss : 26023.381250 ∣ critic_ganloss : -149.367163 ∣ generator_nllloss : 5241.763672 ∣ generator_ganloss : 1160.647266 ∣     [  std_z : 1.00  real_sub_fake : 532.28 ]
[  epoch 0033/0040] 1340/4800, lr:1.3e-05 ∣ avg_100 : 32147.665332 ∣ critic_nllloss : 26115.774805 ∣ critic_ganloss : -177.583475 ∣ generator_nllloss : 5290.807422 ∣ generator_ganloss : 1173.685889 ∣     [  std_z : 0.99  real_sub_fake : 570.91 ]
[  epoch 0033/0040] 1350/4800, lr:1.3e-05 ∣ avg_100 : 32150.772980 ∣ critic_nllloss : 25876.809570 ∣ critic_ganloss : -133.636324 ∣ generator_nllloss : 5300.941406 ∣ generator_ganloss : 1183.029736 ∣     [  std_z : 0.98  real_sub_fake : 500.40 ]
[  epoch 0033/0040] 1360/4800, lr:1.3e-05 ∣ avg_100 : 32149.734968 ∣ critic_nllloss : 25798.581055 ∣ critic_ganloss : -107.971039 ∣ generator_nllloss : 5116.406641 ∣ generator_ganloss : 1178.148828 ∣     [  std_z : 0.98  real_sub_fake : 559.29 ]
[  epoch 0033/0040] 1370/4800, lr:1.3e-05 ∣ avg_100 : 32150.548765 ∣ critic_nllloss : 26126.981445 ∣ critic_ganloss : -164.408797 ∣ generator_nllloss : 5128.408984 ∣ generator_ganloss : 1173.941992 ∣     [  std_z : 0.99  real_sub_fake : 568.41 ]
[  epoch 0033/0040] 1380/4800, lr:1.3e-05 ∣ avg_100 : 32147.840187 ∣ critic_nllloss : 25929.697070 ∣ critic_ganloss : -144.968872 ∣ generator_nllloss : 5176.131250 ∣ generator_ganloss : 1178.138428 ∣     [  std_z : 1.00  real_sub_fake : 460.41 ]
[  epoch 0033/0040] 1390/4800, lr:1.3e-05 ∣ avg_100 : 32144.637500 ∣ critic_nllloss : 25743.461719 ∣ critic_ganloss : -174.249361 ∣ generator_nllloss : 5125.429688 ∣ generator_ganloss : 1164.212207 ∣     [  std_z : 1.00  real_sub_fake : 561.25 ]
[  epoch 0033/0040] 1400/4800, lr:1.3e-05 ∣ avg_100 : 32141.699473 ∣ critic_nllloss : 25726.002930 ∣ critic_ganloss : -180.548508 ∣ generator_nllloss : 5207.316992 ∣ generator_ganloss : 1172.296729 ∣     [  std_z : 1.00  real_sub_fake : 592.00 ]
[  epoch 0033/0040] 1410/4800, lr:1.3e-05 ∣ avg_100 : 32143.683047 ∣ critic_nllloss : 26017.103125 ∣ critic_ganloss : -159.380991 ∣ generator_nllloss : 5231.737891 ∣ generator_ganloss : 1174.978662 ∣     [  std_z : 0.99  real_sub_fake : 593.67 ]
[  epoch 0033/0040] 1420/4800, lr:1.3e-05 ∣ avg_100 : 32142.428649 ∣ critic_nllloss : 25899.010547 ∣ critic_ganloss : -183.239633 ∣ generator_nllloss : 5264.210156 ∣ generator_ganloss : 1174.214209 ∣     [  std_z : 0.99  real_sub_fake : 661.18 ]
[  epoch 0033/0040] 1430/4800, lr:1.3e-05 ∣ avg_100 : 32139.134581 ∣ critic_nllloss : 25847.974609 ∣ critic_ganloss : -175.892249 ∣ generator_nllloss : 5104.671094 ∣ generator_ganloss : 1179.633008 ∣     [  std_z : 0.99  real_sub_fake : 561.13 ]
[  epoch 0033/0040] 1440/4800, lr:1.3e-05 ∣ avg_100 : 32134.792812 ∣ critic_nllloss : 25706.010742 ∣ critic_ganloss : -126.513609 ∣ generator_nllloss : 5109.754492 ∣ generator_ganloss : 1179.401221 ∣     [  std_z : 0.99  real_sub_fake : 595.20 ]
[  epoch 0033/0040] 1450/4800, lr:1.3e-05 ∣ avg_100 : 32132.933041 ∣ critic_nllloss : 25539.009375 ∣ critic_ganloss : -166.725151 ∣ generator_nllloss : 5221.557227 ∣ generator_ganloss : 1184.581836 ∣     [  std_z : 1.00  real_sub_fake : 559.52 ]
[  epoch 0033/0040] 1460/4800, lr:1.3e-05 ∣ avg_100 : 32137.123267 ∣ critic_nllloss : 26261.278906 ∣ critic_ganloss : -133.989012 ∣ generator_nllloss : 5235.933594 ∣ generator_ganloss : 1201.315332 ∣     [  std_z : 1.01  real_sub_fake : 508.90 ]
[  epoch 0033/0040] 1470/4800, lr:1.3e-05 ∣ avg_100 : 32137.437358 ∣ critic_nllloss : 25820.300000 ∣ critic_ganloss : -164.034432 ∣ generator_nllloss : 5209.947656 ∣ generator_ganloss : 1182.907275 ∣     [  std_z : 1.00  real_sub_fake : 496.99 ]
[  epoch 0033/0040] 1480/4800, lr:1.3e-05 ∣ avg_100 : 32138.536241 ∣ critic_nllloss : 25928.576562 ∣ critic_ganloss : -100.364171 ∣ generator_nllloss : 5189.101172 ∣ generator_ganloss : 1177.997314 ∣     [  std_z : 0.99  real_sub_fake : 525.74 ]
[  epoch 0033/0040] 1490/4800, lr:1.3e-05 ∣ avg_100 : 32137.205231 ∣ critic_nllloss : 25686.727930 ∣ critic_ganloss : -97.466466 ∣ generator_nllloss : 5151.080859 ∣ generator_ganloss : 1174.859375 ∣  [  std_z : 0.99  real_sub_fake : 562.79 ]
[  epoch 0033/0040] 1500/4800, lr:1.3e-05 ∣ avg_100 : 32134.154367 ∣ critic_nllloss : 25826.226367 ∣ critic_ganloss : -127.624875 ∣ generator_nllloss : 5137.094922 ∣ generator_ganloss : 1179.663086 ∣     [  std_z : 1.00  real_sub_fake : 514.09 ]
[  epoch 0033/0040] 1510/4800, lr:1.3e-05 ∣ avg_100 : 32131.473936 ∣ critic_nllloss : 25779.636328 ∣ critic_ganloss : -136.214050 ∣ generator_nllloss : 5187.445898 ∣ generator_ganloss : 1182.919141 ∣     [  std_z : 1.00  real_sub_fake : 500.56 ]
[  epoch 0033/0040] 1520/4800, lr:1.3e-05 ∣ avg_100 : 32130.003072 ∣ critic_nllloss : 25876.471484 ∣ critic_ganloss : -139.113232 ∣ generator_nllloss : 5149.190039 ∣ generator_ganloss : 1182.070752 ∣     [  std_z : 1.00  real_sub_fake : 530.36 ]
[  epoch 0033/0040] 1530/4800, lr:1.3e-05 ∣ avg_100 : 32132.636882 ∣ critic_nllloss : 25982.954102 ∣ critic_ganloss : -125.590717 ∣ generator_nllloss : 5134.758203 ∣ generator_ganloss : 1185.489697 ∣     [  std_z : 1.00  real_sub_fake : 415.09 ]
[  epoch 0033/0040] 1540/4800, lr:1.3e-05 ∣ avg_100 : 32135.704227 ∣ critic_nllloss : 25884.560547 ∣ critic_ganloss : -141.496013 ∣ generator_nllloss : 5140.542773 ∣ generator_ganloss : 1175.100977 ∣     [  std_z : 0.99  real_sub_fake : 455.77 ]
[  epoch 0033/0040] 1550/4800, lr:1.3e-05 ∣ avg_100 : 32132.709462 ∣ critic_nllloss : 25656.852539 ∣ critic_ganloss : -144.359145 ∣ generator_nllloss : 5124.556445 ∣ generator_ganloss : 1160.901270 ∣     [  std_z : 0.99  real_sub_fake : 560.94 ]
[  epoch 0033/0040] 1560/4800, lr:1.3e-05 ∣ avg_100 : 32127.198737 ∣ critic_nllloss : 25642.168750 ∣ critic_ganloss : -181.933301 ∣ generator_nllloss : 5141.907422 ∣ generator_ganloss : 1167.813428 ∣     [  std_z : 0.99  real_sub_fake : 555.69 ]
[  epoch 0033/0040] 1570/4800, lr:1.3e-05 ∣ avg_100 : 32125.796264 ∣ critic_nllloss : 25830.300586 ∣ critic_ganloss : -145.447472 ∣ generator_nllloss : 5230.012891 ∣ generator_ganloss : 1173.453320 ∣     [  std_z : 0.99  real_sub_fake : 568.11 ]
[  epoch 0033/0040] 1580/4800, lr:1.3e-05 ∣ avg_100 : 32123.142722 ∣ critic_nllloss : 25787.256445 ∣ critic_ganloss : -201.186139 ∣ generator_nllloss : 5145.500781 ∣ generator_ganloss : 1168.370166 ∣     [  std_z : 1.00  real_sub_fake : 626.59 ]
[  epoch 0033/0040] 1590/4800, lr:1.3e-05 ∣ avg_100 : 32123.079619 ∣ critic_nllloss : 26001.042773 ∣ critic_ganloss : -156.721503 ∣ generator_nllloss : 5103.030273 ∣ generator_ganloss : 1172.350586 ∣     [  std_z : 1.00  real_sub_fake : 678.63 ]
[  epoch 0033/0040] 1600/4800, lr:1.3e-05 ∣ avg_100 : 32124.612216 ∣ critic_nllloss : 25977.183203 ∣ critic_ganloss : -170.760832 ∣ generator_nllloss : 5161.794727 ∣ generator_ganloss : 1187.053467 ∣     [  std_z : 1.00  real_sub_fake : 638.09 ]
[  epoch 0033/0040] 1610/4800, lr:1.3e-05 ∣ avg_100 : 32124.010969 ∣ critic_nllloss : 25873.725586 ∣ critic_ganloss : -260.475870 ∣ generator_nllloss : 5138.891797 ∣ generator_ganloss : 1177.067480 ∣     [  std_z : 0.99  real_sub_fake : 700.97 ]
[  epoch 0033/0040] 1620/4800, lr:1.3e-05 ∣ avg_100 : 32120.524965 ∣ critic_nllloss : 25679.114258 ∣ critic_ganloss : -133.938647 ∣ generator_nllloss : 5050.298828 ∣ generator_ganloss : 1194.887695 ∣     [  std_z : 0.99  real_sub_fake : 596.90 ]
[  epoch 0033/0040] 1630/4800, lr:1.3e-05 ∣ avg_100 : 32122.347302 ∣ critic_nllloss : 25985.079297 ∣ critic_ganloss : -166.720522 ∣ generator_nllloss : 5132.073438 ∣ generator_ganloss : 1193.029492 ∣     [  std_z : 1.00  real_sub_fake : 596.06 ]
[  epoch 0033/0040] 1640/4800, lr:1.3e-05 ∣ avg_100 : 32121.712850 ∣ critic_nllloss : 25586.041992 ∣ critic_ganloss : -126.234901 ∣ generator_nllloss : 5144.300586 ∣ generator_ganloss : 1188.022314 ∣     [  std_z : 1.00  real_sub_fake : 547.10 ]
[  epoch 0033/0040] 1650/4800, lr:1.3e-05 ∣ avg_100 : 32121.884122 ∣ critic_nllloss : 25637.342578 ∣ critic_ganloss : -137.009506 ∣ generator_nllloss : 5193.072070 ∣ generator_ganloss : 1162.783496 ∣     [  std_z : 0.99  real_sub_fake : 641.22 ]
[  epoch 0033/0040] 1660/4800, lr:1.3e-05 ∣ avg_100 : 32121.044965 ∣ critic_nllloss : 25929.225391 ∣ critic_ganloss : -205.866957 ∣ generator_nllloss : 5181.784766 ∣ generator_ganloss : 1178.516943 ∣     [  std_z : 0.99  real_sub_fake : 640.74 ]
[  epoch 0033/0040] 1670/4800, lr:1.3e-05 ∣ avg_100 : 32125.304011 ∣ critic_nllloss : 25926.255664 ∣ critic_ganloss : -161.447136 ∣ generator_nllloss : 5200.240430 ∣ generator_ganloss : 1180.236523 ∣     [  std_z : 0.99  real_sub_fake : 613.02 ]
[  epoch 0033/0040] 1680/4800, lr:1.3e-05 ∣ avg_100 : 32124.069188 ∣ critic_nllloss : 25906.791992 ∣ critic_ganloss : -137.955228 ∣ generator_nllloss : 5171.879492 ∣ generator_ganloss : 1162.510205 ∣     [  std_z : 0.98  real_sub_fake : 667.29 ]
[  epoch 0033/0040] 1690/4800, lr:1.3e-05 ∣ avg_100 : 32127.496125 ∣ critic_nllloss : 26051.359570 ∣ critic_ganloss : -86.513005 ∣ generator_nllloss : 5231.315625 ∣ generator_ganloss : 1205.005957 ∣  [  std_z : 0.99  real_sub_fake : 381.06 ]
[  epoch 0033/0040] 1700/4800, lr:1.3e-05 ∣ avg_100 : 32126.502632 ∣ critic_nllloss : 26048.393555 ∣ critic_ganloss : -122.560634 ∣ generator_nllloss : 5190.450391 ∣ generator_ganloss : 1191.000391 ∣     [  std_z : 0.99  real_sub_fake : 441.33 ]
[  epoch 0033/0040] 1710/4800, lr:1.3e-05 ∣ avg_100 : 32129.500670 ∣ critic_nllloss : 25968.975781 ∣ critic_ganloss : -115.061150 ∣ generator_nllloss : 5184.631641 ∣ generator_ganloss : 1184.589062 ∣     [  std_z : 0.99  real_sub_fake : 519.21 ]
[  epoch 0033/0040] 1720/4800, lr:1.3e-05 ∣ avg_100 : 32128.399149 ∣ critic_nllloss : 25992.151172 ∣ critic_ganloss : -97.188022 ∣ generator_nllloss : 5195.022266 ∣ generator_ganloss : 1183.505420 ∣  [  std_z : 1.00  real_sub_fake : 401.17 ]
[  epoch 0033/0040] 1730/4800, lr:1.3e-05 ∣ avg_100 : 32131.107225 ∣ critic_nllloss : 26026.083594 ∣ critic_ganloss : -123.178527 ∣ generator_nllloss : 5249.642969 ∣ generator_ganloss : 1164.831738 ∣     [  std_z : 1.00  real_sub_fake : 463.60 ]
[  epoch 0033/0040] 1740/4800, lr:1.3e-05 ∣ avg_100 : 32129.932189 ∣ critic_nllloss : 25812.051367 ∣ critic_ganloss : -106.185307 ∣ generator_nllloss : 5250.210352 ∣ generator_ganloss : 1171.138184 ∣     [  std_z : 1.00  real_sub_fake : 436.46 ]
[  epoch 0033/0040] 1750/4800, lr:1.3e-05 ∣ avg_100 : 32130.898493 ∣ critic_nllloss : 25974.280859 ∣ critic_ganloss : -154.135567 ∣ generator_nllloss : 5286.640820 ∣ generator_ganloss : 1163.338574 ∣     [  std_z : 1.00  real_sub_fake : 441.26 ]
[  epoch 0033/0040] 1760/4800, lr:1.3e-05 ∣ avg_100 : 32135.028383 ∣ critic_nllloss : 26169.884180 ∣ critic_ganloss : -146.523404 ∣ generator_nllloss : 5265.550977 ∣ generator_ganloss : 1151.491357 ∣     [  std_z : 0.99  real_sub_fake : 564.44 ]
[  epoch 0033/0040] 1770/4800, lr:1.3e-05 ∣ avg_100 : 32133.667461 ∣ critic_nllloss : 25873.751367 ∣ critic_ganloss : -102.526919 ∣ generator_nllloss : 5188.517187 ∣ generator_ganloss : 1164.663818 ∣     [  std_z : 0.99  real_sub_fake : 448.29 ]
[  epoch 0033/0040] 1780/4800, lr:1.3e-05 ∣ avg_100 : 32135.002349 ∣ critic_nllloss : 25996.565234 ∣ critic_ganloss : -139.527546 ∣ generator_nllloss : 5178.491992 ∣ generator_ganloss : 1161.035254 ∣     [  std_z : 0.99  real_sub_fake : 459.62 ]
[  epoch 0033/0040] 1790/4800, lr:1.3e-05 ∣ avg_100 : 32135.270624 ∣ critic_nllloss : 25873.127539 ∣ critic_ganloss : -161.055190 ∣ generator_nllloss : 5215.008789 ∣ generator_ganloss : 1156.564941 ∣     [  std_z : 1.00  real_sub_fake : 543.12 ]
[  epoch 0033/0040] 1800/4800, lr:1.3e-05 ∣ avg_100 : 32131.370095 ∣ critic_nllloss : 25934.556641 ∣ critic_ganloss : -109.655185 ∣ generator_nllloss : 5173.141211 ∣ generator_ganloss : 1170.879102 ∣     [  std_z : 0.99  real_sub_fake : 523.09 ]
[  epoch 0033/0040] 1810/4800, lr:1.3e-05 ∣ avg_100 : 32129.466212 ∣ critic_nllloss : 25893.188086 ∣ critic_ganloss : -155.114269 ∣ generator_nllloss : 5145.615820 ∣ generator_ganloss : 1165.040674 ∣     [  std_z : 0.99  real_sub_fake : 505.86 ]
[  epoch 0033/0040] 1820/4800, lr:1.3e-05 ∣ avg_100 : 32134.577578 ∣ critic_nllloss : 26064.555859 ∣ critic_ganloss : -170.018826 ∣ generator_nllloss : 5222.008789 ∣ generator_ganloss : 1150.703809 ∣     [  std_z : 0.99  real_sub_fake : 616.12 ]
[  epoch 0033/0040] 1830/4800, lr:1.3e-05 ∣ avg_100 : 32135.303631 ∣ critic_nllloss : 26147.233594 ∣ critic_ganloss : -200.909584 ∣ generator_nllloss : 5341.364258 ∣ generator_ganloss : 1166.820166 ∣     [  std_z : 1.00  real_sub_fake : 617.34 ]
[  epoch 0033/0040] 1840/4800, lr:1.3e-05 ∣ avg_100 : 32131.471978 ∣ critic_nllloss : 25798.829102 ∣ critic_ganloss : -171.559814 ∣ generator_nllloss : 5112.371875 ∣ generator_ganloss : 1166.671533 ∣     [  std_z : 1.00  real_sub_fake : 545.51 ]
[  epoch 0033/0040] 1850/4800, lr:1.3e-05 ∣ avg_100 : 32131.283799 ∣ critic_nllloss : 26030.865234 ∣ critic_ganloss : -117.561777 ∣ generator_nllloss : 5091.973437 ∣ generator_ganloss : 1164.948877 ∣     [  std_z : 1.00  real_sub_fake : 628.16 ]
[  epoch 0033/0040] 1860/4800, lr:1.3e-05 ∣ avg_100 : 32131.770138 ∣ critic_nllloss : 25878.465039 ∣ critic_ganloss : -161.869919 ∣ generator_nllloss : 5244.241016 ∣ generator_ganloss : 1173.441162 ∣     [  std_z : 1.00  real_sub_fake : 654.07 ]
[  epoch 0033/0040] 1870/4800, lr:1.3e-05 ∣ avg_100 : 32131.698347 ∣ critic_nllloss : 25813.970117 ∣ critic_ganloss : -91.838820 ∣ generator_nllloss : 5140.483984 ∣ generator_ganloss : 1178.401367 ∣  [  std_z : 1.00  real_sub_fake : 532.55 ]
[  epoch 0033/0040] 1880/4800, lr:1.3e-05 ∣ avg_100 : 32134.607788 ∣ critic_nllloss : 26020.684375 ∣ critic_ganloss : -105.733840 ∣ generator_nllloss : 5163.432031 ∣ generator_ganloss : 1187.438232 ∣     [  std_z : 1.00  real_sub_fake : 515.34 ]
[  epoch 0033/0040] 1890/4800, lr:1.3e-05 ∣ avg_100 : 32130.400249 ∣ critic_nllloss : 25934.750000 ∣ critic_ganloss : -191.657120 ∣ generator_nllloss : 5117.946875 ∣ generator_ganloss : 1171.755176 ∣     [  std_z : 1.00  real_sub_fake : 507.59 ]
[  epoch 0033/0040] 1900/4800, lr:1.3e-05 ∣ avg_100 : 32127.309194 ∣ critic_nllloss : 25829.634180 ∣ critic_ganloss : -177.896751 ∣ generator_nllloss : 5123.932617 ∣ generator_ganloss : 1159.535449 ∣     [  std_z : 0.99  real_sub_fake : 613.74 ]
[  epoch 0033/0040] 1910/4800, lr:1.3e-05 ∣ avg_100 : 32126.943937 ∣ critic_nllloss : 25853.619141 ∣ critic_ganloss : -141.845644 ∣ generator_nllloss : 5117.141797 ∣ generator_ganloss : 1175.849023 ∣     [  std_z : 0.99  real_sub_fake : 538.06 ]
[  epoch 0033/0040] 1920/4800, lr:1.3e-05 ∣ avg_100 : 32127.214533 ∣ critic_nllloss : 26062.310547 ∣ critic_ganloss : -172.755379 ∣ generator_nllloss : 5206.235352 ∣ generator_ganloss : 1164.296094 ∣     [  std_z : 0.99  real_sub_fake : 617.77 ]
[  epoch 0033/0040] 1930/4800, lr:1.3e-05 ∣ avg_100 : 32125.387081 ∣ critic_nllloss : 25726.054883 ∣ critic_ganloss : -216.383911 ∣ generator_nllloss : 5074.766992 ∣ generator_ganloss : 1170.643457 ∣     [  std_z : 0.99  real_sub_fake : 646.11 ]
[  epoch 0033/0040] 1940/4800, lr:1.3e-05 ∣ avg_100 : 32124.702081 ∣ critic_nllloss : 25940.417578 ∣ critic_ganloss : -140.625536 ∣ generator_nllloss : 5082.566992 ∣ generator_ganloss : 1186.568896 ∣     [  std_z : 1.00  real_sub_fake : 547.43 ]
[  epoch 0033/0040] 1950/4800, lr:1.3e-05 ∣ avg_100 : 32122.156895 ∣ critic_nllloss : 25749.096680 ∣ critic_ganloss : -131.319469 ∣ generator_nllloss : 5225.537109 ∣ generator_ganloss : 1168.940137 ∣     [  std_z : 1.00  real_sub_fake : 500.76 ]
[  epoch 0033/0040] 1960/4800, lr:1.3e-05 ∣ avg_100 : 32120.599690 ∣ critic_nllloss : 26014.421680 ∣ critic_ganloss : -163.009343 ∣ generator_nllloss : 5190.817578 ∣ generator_ganloss : 1171.712939 ∣     [  std_z : 1.00  real_sub_fake : 633.00 ]
[  epoch 0033/0040] 1970/4800, lr:1.3e-05 ∣ avg_100 : 32125.377074 ∣ critic_nllloss : 25961.463672 ∣ critic_ganloss : -166.367537 ∣ generator_nllloss : 5153.760352 ∣ generator_ganloss : 1181.072705 ∣     [  std_z : 0.99  real_sub_fake : 570.83 ]
[  epoch 0033/0040] 1980/4800, lr:1.3e-05 ∣ avg_100 : 32122.701525 ∣ critic_nllloss : 25915.401758 ∣ critic_ganloss : -176.250813 ∣ generator_nllloss : 5135.619922 ∣ generator_ganloss : 1171.660010 ∣     [  std_z : 0.99  real_sub_fake : 629.34 ]
[  epoch 0033/0040] 1990/4800, lr:1.3e-05 ∣ avg_100 : 32122.773641 ∣ critic_nllloss : 25873.965430 ∣ critic_ganloss : -135.527039 ∣ generator_nllloss : 5190.858203 ∣ generator_ganloss : 1175.500439 ∣     [  std_z : 0.99  real_sub_fake : 576.87 ]
[  epoch 0033/0040] 2000/4800, lr:1.3e-05 ∣ avg_100 : 32123.885554 ∣ critic_nllloss : 25889.068359 ∣ critic_ganloss : -71.580630 ∣ generator_nllloss : 5184.722266 ∣ generator_ganloss : 1185.352637 ∣  [  std_z : 0.99  real_sub_fake : 469.95 ]
[  epoch 0033/0040] 2010/4800, lr:1.3e-05 ∣ avg_100 : 32122.413479 ∣ critic_nllloss : 25875.899414 ∣ critic_ganloss : -134.781129 ∣ generator_nllloss : 5160.404297 ∣ generator_ganloss : 1190.450781 ∣     [  std_z : 1.00  real_sub_fake : 454.23 ]
[  epoch 0033/0040] 2020/4800, lr:1.3e-05 ∣ avg_100 : 32124.403083 ∣ critic_nllloss : 26088.302539 ∣ critic_ganloss : -194.404929 ∣ generator_nllloss : 5197.996484 ∣ generator_ganloss : 1169.381689 ∣     [  std_z : 1.00  real_sub_fake : 587.99 ]
[  epoch 0033/0040] 2030/4800, lr:1.3e-05 ∣ avg_100 : 32124.935956 ∣ critic_nllloss : 26011.362500 ∣ critic_ganloss : -108.908607 ∣ generator_nllloss : 5250.830078 ∣ generator_ganloss : 1174.148340 ∣     [  std_z : 1.00  real_sub_fake : 637.28 ]
[  epoch 0033/0040] 2040/4800, lr:1.3e-05 ∣ avg_100 : 32125.796455 ∣ critic_nllloss : 25956.098438 ∣ critic_ganloss : -182.850220 ∣ generator_nllloss : 5109.831836 ∣ generator_ganloss : 1174.590625 ∣     [  std_z : 0.99  real_sub_fake : 558.61 ]
[  epoch 0033/0040] 2050/4800, lr:1.3e-05 ∣ avg_100 : 32127.890265 ∣ critic_nllloss : 25988.093555 ∣ critic_ganloss : -151.560320 ∣ generator_nllloss : 5203.898633 ∣ generator_ganloss : 1169.909326 ∣     [  std_z : 0.98  real_sub_fake : 582.45 ]
[  epoch 0033/0040] 2060/4800, lr:1.3e-05 ∣ avg_100 : 32126.126490 ∣ critic_nllloss : 25990.057227 ∣ critic_ganloss : -148.292960 ∣ generator_nllloss : 5160.394141 ∣ generator_ganloss : 1183.805078 ∣     [  std_z : 0.99  real_sub_fake : 549.32 ]
[  epoch 0033/0040] 2070/4800, lr:1.3e-05 ∣ avg_100 : 32124.034711 ∣ critic_nllloss : 26106.272852 ∣ critic_ganloss : -169.634877 ∣ generator_nllloss : 5169.540039 ∣ generator_ganloss : 1169.691992 ∣     [  std_z : 1.00  real_sub_fake : 571.49 ]
[  epoch 0033/0040] 2080/4800, lr:1.3e-05 ∣ avg_100 : 32123.435868 ∣ critic_nllloss : 26103.516016 ∣ critic_ganloss : -203.957555 ∣ generator_nllloss : 5217.537500 ∣ generator_ganloss : 1162.897559 ∣     [  std_z : 1.00  real_sub_fake : 657.61 ]
[  epoch 0033/0040] 2090/4800, lr:1.3e-05 ∣ avg_100 : 32124.759545 ∣ critic_nllloss : 25909.724414 ∣ critic_ganloss : -92.496385 ∣ generator_nllloss : 5265.906836 ∣ generator_ganloss : 1191.352295 ∣  [  std_z : 1.00  real_sub_fake : 532.26 ]
[  epoch 0033/0040] 2100/4800, lr:1.3e-05 ∣ avg_100 : 32124.515053 ∣ critic_nllloss : 25951.892383 ∣ critic_ganloss : -123.437218 ∣ generator_nllloss : 5221.930664 ∣ generator_ganloss : 1180.189111 ∣     [  std_z : 1.00  real_sub_fake : 535.53 ]
[  epoch 0033/0040] 2110/4800, lr:1.3e-05 ∣ avg_100 : 32126.081471 ∣ critic_nllloss : 25939.925391 ∣ critic_ganloss : -144.761981 ∣ generator_nllloss : 5223.185938 ∣ generator_ganloss : 1174.797021 ∣     [  std_z : 0.99  real_sub_fake : 561.64 ]
[  epoch 0033/0040] 2120/4800, lr:1.3e-05 ∣ avg_100 : 32122.687662 ∣ critic_nllloss : 25744.436328 ∣ critic_ganloss : -170.149989 ∣ generator_nllloss : 5154.405859 ∣ generator_ganloss : 1181.811279 ∣     [  std_z : 0.99  real_sub_fake : 560.35 ]
[  epoch 0033/0040] 2130/4800, lr:1.3e-05 ∣ avg_100 : 32120.522482 ∣ critic_nllloss : 25797.722070 ∣ critic_ganloss : -179.464793 ∣ generator_nllloss : 5082.129297 ∣ generator_ganloss : 1179.373584 ∣     [  std_z : 0.99  real_sub_fake : 598.23 ]
[  epoch 0033/0040] 2140/4800, lr:1.3e-05 ∣ avg_100 : 32124.145449 ∣ critic_nllloss : 26097.023438 ∣ critic_ganloss : -136.653157 ∣ generator_nllloss : 5210.093555 ∣ generator_ganloss : 1188.031982 ∣     [  std_z : 0.99  real_sub_fake : 566.26 ]
[  epoch 0033/0040] 2150/4800, lr:1.3e-05 ∣ avg_100 : 32123.971049 ∣ critic_nllloss : 25880.254102 ∣ critic_ganloss : -189.679524 ∣ generator_nllloss : 5122.085938 ∣ generator_ganloss : 1185.941895 ∣     [  std_z : 0.99  real_sub_fake : 622.84 ]
[  epoch 0033/0040] 2160/4800, lr:1.3e-05 ∣ avg_100 : 32121.004854 ∣ critic_nllloss : 25784.434766 ∣ critic_ganloss : -136.092341 ∣ generator_nllloss : 5183.828516 ∣ generator_ganloss : 1188.337500 ∣     [  std_z : 1.00  real_sub_fake : 525.33 ]
[  epoch 0033/0040] 2170/4800, lr:1.3e-05 ∣ avg_100 : 32121.871174 ∣ critic_nllloss : 26047.592773 ∣ critic_ganloss : -191.709337 ∣ generator_nllloss : 5175.680273 ∣ generator_ganloss : 1169.964111 ∣     [  std_z : 1.00  real_sub_fake : 669.42 ]
[  epoch 0033/0040] 2180/4800, lr:1.3e-05 ∣ avg_100 : 32119.561699 ∣ critic_nllloss : 25853.764648 ∣ critic_ganloss : -174.548351 ∣ generator_nllloss : 5132.628711 ∣ generator_ganloss : 1166.941064 ∣     [  std_z : 1.00  real_sub_fake : 617.45 ]
[  epoch 0033/0040] 2190/4800, lr:1.3e-05 ∣ avg_100 : 32118.026622 ∣ critic_nllloss : 25760.951172 ∣ critic_ganloss : -126.481170 ∣ generator_nllloss : 5209.945117 ∣ generator_ganloss : 1192.525195 ∣     [  std_z : 0.99  real_sub_fake : 549.35 ]
[  epoch 0033/0040] 2200/4800, lr:1.3e-05 ∣ avg_100 : 32119.786859 ∣ critic_nllloss : 25991.867188 ∣ critic_ganloss : -169.691504 ∣ generator_nllloss : 5258.290820 ∣ generator_ganloss : 1168.937939 ∣     [  std_z : 0.99  real_sub_fake : 623.60 ]
[  epoch 0033/0040] 2210/4800, lr:1.3e-05 ∣ avg_100 : 32124.117468 ∣ critic_nllloss : 25910.236719 ∣ critic_ganloss : -86.679624 ∣ generator_nllloss : 5176.608984 ∣ generator_ganloss : 1179.301758 ∣  [  std_z : 0.99  real_sub_fake : 535.01 ]
[  epoch 0033/0040] 2220/4800, lr:1.3e-05 ∣ avg_100 : 32123.519175 ∣ critic_nllloss : 26002.857227 ∣ critic_ganloss : -98.360629 ∣ generator_nllloss : 5201.891797 ∣ generator_ganloss : 1182.830615 ∣  [  std_z : 0.99  real_sub_fake : 417.48 ]
[  epoch 0033/0040] 2230/4800, lr:1.3e-05 ∣ avg_100 : 32123.197985 ∣ critic_nllloss : 25916.524219 ∣ critic_ganloss : -157.503648 ∣ generator_nllloss : 5286.773242 ∣ generator_ganloss : 1170.479980 ∣     [  std_z : 0.99  real_sub_fake : 525.55 ]
[  epoch 0033/0040] 2240/4800, lr:1.3e-05 ∣ avg_100 : 32124.630516 ∣ critic_nllloss : 26028.481445 ∣ critic_ganloss : -154.243773 ∣ generator_nllloss : 5130.421484 ∣ generator_ganloss : 1173.558105 ∣     [  std_z : 0.99  real_sub_fake : 597.01 ]
[  epoch 0033/0040] 2250/4800, lr:1.3e-05 ∣ avg_100 : 32123.989129 ∣ critic_nllloss : 25805.319141 ∣ critic_ganloss : -144.127899 ∣ generator_nllloss : 5106.276953 ∣ generator_ganloss : 1171.045703 ∣     [  std_z : 0.99  real_sub_fake : 510.98 ]
[  epoch 0033/0040] 2260/4800, lr:1.3e-05 ∣ avg_100 : 32120.443567 ∣ critic_nllloss : 25871.661719 ∣ critic_ganloss : -130.663141 ∣ generator_nllloss : 5211.647656 ∣ generator_ganloss : 1168.899854 ∣     [  std_z : 1.00  real_sub_fake : 615.15 ]
[  epoch 0033/0040] 2270/4800, lr:1.3e-05 ∣ avg_100 : 32120.517256 ∣ critic_nllloss : 25908.784570 ∣ critic_ganloss : -198.505667 ∣ generator_nllloss : 5246.079102 ∣ generator_ganloss : 1182.525000 ∣     [  std_z : 0.99  real_sub_fake : 548.08 ]
[  epoch 0033/0040] 2280/4800, lr:1.3e-05 ∣ avg_100 : 32119.317964 ∣ critic_nllloss : 25930.652734 ∣ critic_ganloss : -137.647900 ∣ generator_nllloss : 5191.760938 ∣ generator_ganloss : 1187.189551 ∣     [  std_z : 1.00  real_sub_fake : 545.35 ]
[  epoch 0033/0040] 2290/4800, lr:1.3e-05 ∣ avg_100 : 32118.815287 ∣ critic_nllloss : 26013.050977 ∣ critic_ganloss : -169.377472 ∣ generator_nllloss : 5116.568945 ∣ generator_ganloss : 1176.912207 ∣     [  std_z : 0.99  real_sub_fake : 526.52 ]
[  epoch 0033/0040] 2300/4800, lr:1.3e-05 ∣ avg_100 : 32114.975398 ∣ critic_nllloss : 25820.656641 ∣ critic_ganloss : -135.487482 ∣ generator_nllloss : 5128.510156 ∣ generator_ganloss : 1169.704297 ∣     [  std_z : 0.99  real_sub_fake : 596.75 ]
[  epoch 0033/0040] 2310/4800, lr:1.3e-05 ∣ avg_100 : 32119.386978 ∣ critic_nllloss : 26192.188672 ∣ critic_ganloss : -117.386472 ∣ generator_nllloss : 5277.722461 ∣ generator_ganloss : 1180.423486 ∣     [  std_z : 1.00  real_sub_fake : 457.35 ]
[  epoch 0033/0040] 2320/4800, lr:1.3e-05 ∣ avg_100 : 32116.951739 ∣ critic_nllloss : 25788.503516 ∣ critic_ganloss : -134.457609 ∣ generator_nllloss : 5152.476367 ∣ generator_ganloss : 1169.891895 ∣     [  std_z : 0.99  real_sub_fake : 483.99 ]
[  epoch 0033/0040] 2330/4800, lr:1.3e-05 ∣ avg_100 : 32113.372902 ∣ critic_nllloss : 25752.451953 ∣ critic_ganloss : -167.210558 ∣ generator_nllloss : 5169.587305 ∣ generator_ganloss : 1163.712646 ∣     [  std_z : 0.99  real_sub_fake : 537.61 ]
[  epoch 0033/0040] 2340/4800, lr:1.3e-05 ∣ avg_100 : 32109.047012 ∣ critic_nllloss : 25708.093164 ∣ critic_ganloss : -130.942116 ∣ generator_nllloss : 5218.682813 ∣ generator_ganloss : 1174.261816 ∣     [  std_z : 0.99  real_sub_fake : 503.09 ]
[  epoch 0033/0040] 2350/4800, lr:1.3e-05 ∣ avg_100 : 32106.389124 ∣ critic_nllloss : 25730.863477 ∣ critic_ganloss : -157.910953 ∣ generator_nllloss : 5228.057031 ∣ generator_ganloss : 1160.346045 ∣     [  std_z : 0.99  real_sub_fake : 601.70 ]
[  epoch 0033/0040] 2360/4800, lr:1.3e-05 ∣ avg_100 : 32107.623299 ∣ critic_nllloss : 25962.250781 ∣ critic_ganloss : -135.130231 ∣ generator_nllloss : 5111.341992 ∣ generator_ganloss : 1170.120361 ∣     [  std_z : 1.00  real_sub_fake : 528.84 ]
[  epoch 0033/0040] 2370/4800, lr:1.3e-05 ∣ avg_100 : 32105.429340 ∣ critic_nllloss : 25968.461914 ∣ critic_ganloss : -174.186535 ∣ generator_nllloss : 5075.967188 ∣ generator_ganloss : 1175.285205 ∣     [  std_z : 1.00  real_sub_fake : 581.28 ]
[  epoch 0033/0040] 2380/4800, lr:1.3e-05 ∣ avg_100 : 32110.127533 ∣ critic_nllloss : 26183.669727 ∣ critic_ganloss : -48.196993 ∣ generator_nllloss : 5297.185547 ∣ generator_ganloss : 1176.158887 ∣  [  std_z : 1.00  real_sub_fake : 488.70 ]
[  epoch 0033/0040] 2390/4800, lr:1.3e-05 ∣ avg_100 : 32113.513598 ∣ critic_nllloss : 26007.280664 ∣ critic_ganloss : -144.108044 ∣ generator_nllloss : 5164.092969 ∣ generator_ganloss : 1170.195117 ∣     [  std_z : 1.00  real_sub_fake : 495.46 ]
[  epoch 0033/0040] 2400/4800, lr:1.3e-05 ∣ avg_100 : 32114.653220 ∣ critic_nllloss : 25796.361914 ∣ critic_ganloss : -102.707347 ∣ generator_nllloss : 5190.470312 ∣ generator_ganloss : 1154.905518 ∣     [  std_z : 0.99  real_sub_fake : 480.99 ]
[  epoch 0033/0040] 2410/4800, lr:1.3e-05 ∣ avg_100 : 32112.536591 ∣ critic_nllloss : 25809.790625 ∣ critic_ganloss : -143.171452 ∣ generator_nllloss : 5224.138281 ∣ generator_ganloss : 1162.018359 ∣     [  std_z : 0.99  real_sub_fake : 450.02 ]
[  epoch 0033/0040] 2420/4800, lr:1.3e-05 ∣ avg_100 : 32109.478706 ∣ critic_nllloss : 25771.417187 ∣ critic_ganloss : -147.343759 ∣ generator_nllloss : 5061.035352 ∣ generator_ganloss : 1163.297949 ∣     [  std_z : 0.98  real_sub_fake : 520.29 ]
[  epoch 0033/0040] 2430/4800, lr:1.3e-05 ∣ avg_100 : 32113.045677 ∣ critic_nllloss : 26080.294336 ∣ critic_ganloss : -150.743866 ∣ generator_nllloss : 5211.064648 ∣ generator_ganloss : 1172.468506 ∣     [  std_z : 0.99  real_sub_fake : 524.81 ]
[  epoch 0033/0040] 2440/4800, lr:1.3e-05 ∣ avg_100 : 32114.700471 ∣ critic_nllloss : 25813.988086 ∣ critic_ganloss : -155.173922 ∣ generator_nllloss : 5211.397461 ∣ generator_ganloss : 1163.920557 ∣     [  std_z : 0.99  real_sub_fake : 547.36 ]
[  epoch 0033/0040] 2450/4800, lr:1.3e-05 ∣ avg_100 : 32117.657238 ∣ critic_nllloss : 25839.199609 ∣ critic_ganloss : -141.411423 ∣ generator_nllloss : 5207.943555 ∣ generator_ganloss : 1168.368262 ∣     [  std_z : 1.00  real_sub_fake : 604.51 ]
[  epoch 0033/0040] 2460/4800, lr:1.3e-05 ∣ avg_100 : 32110.003640 ∣ critic_nllloss : 25607.650195 ∣ critic_ganloss : -139.271977 ∣ generator_nllloss : 5144.105469 ∣ generator_ganloss : 1186.695312 ∣     [  std_z : 0.99  real_sub_fake : 523.26 ]
[  epoch 0033/0040] 2470/4800, lr:1.3e-05 ∣ avg_100 : 32110.758207 ∣ critic_nllloss : 25855.298047 ∣ critic_ganloss : -110.862062 ∣ generator_nllloss : 5197.683008 ∣ generator_ganloss : 1182.458252 ∣     [  std_z : 1.00  real_sub_fake : 553.84 ]
[  epoch 0033/0040] 2480/4800, lr:1.3e-05 ∣ avg_100 : 32110.007273 ∣ critic_nllloss : 25945.073828 ∣ critic_ganloss : -166.886227 ∣ generator_nllloss : 5164.572656 ∣ generator_ganloss : 1177.457227 ∣     [  std_z : 1.00  real_sub_fake : 541.10 ]
[  epoch 0033/0040] 2490/4800, lr:1.3e-05 ∣ avg_100 : 32111.532453 ∣ critic_nllloss : 25899.558984 ∣ critic_ganloss : -185.544778 ∣ generator_nllloss : 5177.735742 ∣ generator_ganloss : 1175.969678 ∣     [  std_z : 0.99  real_sub_fake : 523.60 ]
[  epoch 0033/0040] 2500/4800, lr:1.3e-05 ∣ avg_100 : 32113.940454 ∣ critic_nllloss : 26059.711133 ∣ critic_ganloss : -227.789568 ∣ generator_nllloss : 5253.302734 ∣ generator_ganloss : 1170.935352 ∣     [  std_z : 0.99  real_sub_fake : 674.61 ]
[  epoch 0033/0040] 2510/4800, lr:1.3e-05 ∣ avg_100 : 32112.743526 ∣ critic_nllloss : 25776.115625 ∣ critic_ganloss : -176.470097 ∣ generator_nllloss : 5113.302344 ∣ generator_ganloss : 1181.146680 ∣     [  std_z : 0.99  real_sub_fake : 672.10 ]
[  epoch 0033/0040] 2520/4800, lr:1.3e-05 ∣ avg_100 : 32109.829412 ∣ critic_nllloss : 25599.133789 ∣ critic_ganloss : -151.412222 ∣ generator_nllloss : 5137.420313 ∣ generator_ganloss : 1192.065771 ∣     [  std_z : 0.99  real_sub_fake : 559.91 ]
[  epoch 0033/0040] 2530/4800, lr:1.3e-05 ∣ avg_100 : 32110.319385 ∣ critic_nllloss : 25945.006250 ∣ critic_ganloss : -109.420494 ∣ generator_nllloss : 5200.180859 ∣ generator_ganloss : 1190.841943 ∣     [  std_z : 1.00  real_sub_fake : 575.55 ]
[  epoch 0033/0040] 2540/4800, lr:1.3e-05 ∣ avg_100 : 32112.011364 ∣ critic_nllloss : 25916.280273 ∣ critic_ganloss : -118.405415 ∣ generator_nllloss : 5247.056250 ∣ generator_ganloss : 1182.975098 ∣     [  std_z : 1.00  real_sub_fake : 562.98 ]
[  epoch 0033/0040] 2550/4800, lr:1.3e-05 ∣ avg_100 : 32114.302012 ∣ critic_nllloss : 25860.676563 ∣ critic_ganloss : -175.070909 ∣ generator_nllloss : 5159.091797 ∣ generator_ganloss : 1182.318457 ∣     [  std_z : 1.00  real_sub_fake : 528.82 ]
[  epoch 0033/0040] 2560/4800, lr:1.3e-05 ∣ avg_100 : 32116.876018 ∣ critic_nllloss : 25929.975000 ∣ critic_ganloss : -190.030605 ∣ generator_nllloss : 5121.993945 ∣ generator_ganloss : 1165.418555 ∣     [  std_z : 1.00  real_sub_fake : 641.19 ]
[  epoch 0033/0040] 2570/4800, lr:1.3e-05 ∣ avg_100 : 32119.782487 ∣ critic_nllloss : 26092.863281 ∣ critic_ganloss : -149.879968 ∣ generator_nllloss : 5252.565234 ∣ generator_ganloss : 1183.417676 ∣     [  std_z : 1.00  real_sub_fake : 643.85 ]
[  epoch 0033/0040] 2580/4800, lr:1.3e-05 ∣ avg_100 : 32121.206816 ∣ critic_nllloss : 25757.378320 ∣ critic_ganloss : -95.632801 ∣ generator_nllloss : 5190.242578 ∣ generator_ganloss : 1190.385986 ∣  [  std_z : 1.00  real_sub_fake : 499.70 ]
[  epoch 0033/0040] 2590/4800, lr:1.3e-05 ∣ avg_100 : 32119.359123 ∣ critic_nllloss : 25768.151172 ∣ critic_ganloss : -138.048907 ∣ generator_nllloss : 5118.676758 ∣ generator_ganloss : 1186.153857 ∣     [  std_z : 0.99  real_sub_fake : 526.12 ]
[  epoch 0033/0040] 2600/4800, lr:1.3e-05 ∣ avg_100 : 32119.623892 ∣ critic_nllloss : 25945.439258 ∣ critic_ganloss : -185.141322 ∣ generator_nllloss : 5241.313867 ∣ generator_ganloss : 1180.135596 ∣     [  std_z : 0.99  real_sub_fake : 610.27 ]
[  epoch 0033/0040] 2610/4800, lr:1.3e-05 ∣ avg_100 : 32119.208485 ∣ critic_nllloss : 25697.010352 ∣ critic_ganloss : -130.868861 ∣ generator_nllloss : 5141.174609 ∣ generator_ganloss : 1180.352197 ∣     [  std_z : 0.99  real_sub_fake : 537.28 ]
[  epoch 0033/0040] 2620/4800, lr:1.3e-05 ∣ avg_100 : 32124.493345 ∣ critic_nllloss : 26125.730469 ∣ critic_ganloss : -160.255817 ∣ generator_nllloss : 5162.969727 ∣ generator_ganloss : 1190.403760 ∣     [  std_z : 0.99  real_sub_fake : 611.41 ]
[  epoch 0033/0040] 2630/4800, lr:1.3e-05 ∣ avg_100 : 32123.138456 ∣ critic_nllloss : 25783.467187 ∣ critic_ganloss : -141.838277 ∣ generator_nllloss : 5184.041797 ∣ generator_ganloss : 1182.302100 ∣     [  std_z : 0.99  real_sub_fake : 591.94 ]
[  epoch 0033/0040] 2640/4800, lr:1.3e-05 ∣ avg_100 : 32125.647896 ∣ critic_nllloss : 25867.264453 ∣ critic_ganloss : -119.906499 ∣ generator_nllloss : 5102.681836 ∣ generator_ganloss : 1193.034229 ∣     [  std_z : 0.99  real_sub_fake : 517.32 ]
[  epoch 0033/0040] 2650/4800, lr:1.3e-05 ∣ avg_100 : 32126.642812 ∣ critic_nllloss : 25779.007812 ∣ critic_ganloss : -146.502187 ∣ generator_nllloss : 5126.181836 ∣ generator_ganloss : 1196.992822 ∣     [  std_z : 1.00  real_sub_fake : 516.53 ]
[  epoch 0033/0040] 2660/4800, lr:1.3e-05 ∣ avg_100 : 32127.140269 ∣ critic_nllloss : 25961.938281 ∣ critic_ganloss : -134.643665 ∣ generator_nllloss : 5118.098633 ∣ generator_ganloss : 1188.012598 ∣     [  std_z : 1.00  real_sub_fake : 490.15 ]
[  epoch 0033/0040] 2670/4800, lr:1.3e-05 ∣ avg_100 : 32125.188880 ∣ critic_nllloss : 25744.195117 ∣ critic_ganloss : -128.409999 ∣ generator_nllloss : 5152.337891 ∣ generator_ganloss : 1182.023535 ∣     [  std_z : 1.00  real_sub_fake : 460.54 ]
[  epoch 0033/0040] 2680/4800, lr:1.3e-05 ∣ avg_100 : 32127.686040 ∣ critic_nllloss : 26056.255664 ∣ critic_ganloss : -132.540002 ∣ generator_nllloss : 5243.941992 ∣ generator_ganloss : 1185.284814 ∣     [  std_z : 1.00  real_sub_fake : 518.29 ]
[  epoch 0033/0040] 2690/4800, lr:1.3e-05 ∣ avg_100 : 32124.126774 ∣ critic_nllloss : 25845.001367 ∣ critic_ganloss : -133.213884 ∣ generator_nllloss : 5145.230469 ∣ generator_ganloss : 1188.223584 ∣     [  std_z : 0.99  real_sub_fake : 503.09 ]
[  epoch 0033/0040] 2700/4800, lr:1.3e-05 ∣ avg_100 : 32121.073378 ∣ critic_nllloss : 25857.481445 ∣ critic_ganloss : -169.064731 ∣ generator_nllloss : 5133.626562 ∣ generator_ganloss : 1179.900830 ∣     [  std_z : 1.00  real_sub_fake : 616.99 ]
[  epoch 0033/0040] 2710/4800, lr:1.3e-05 ∣ avg_100 : 32120.495916 ∣ critic_nllloss : 25932.190039 ∣ critic_ganloss : -161.690292 ∣ generator_nllloss : 5198.009570 ∣ generator_ganloss : 1196.879785 ∣     [  std_z : 0.99  real_sub_fake : 571.17 ]
[  epoch 0033/0040] 2720/4800, lr:1.3e-05 ∣ avg_100 : 32119.044031 ∣ critic_nllloss : 25855.050586 ∣ critic_ganloss : -167.369315 ∣ generator_nllloss : 5246.253906 ∣ generator_ganloss : 1194.367236 ∣     [  std_z : 0.99  real_sub_fake : 645.92 ]
[  epoch 0033/0040] 2730/4800, lr:1.3e-05 ∣ avg_100 : 32113.933455 ∣ critic_nllloss : 25614.201367 ∣ critic_ganloss : -136.211145 ∣ generator_nllloss : 5134.457031 ∣ generator_ganloss : 1193.874902 ∣     [  std_z : 0.99  real_sub_fake : 579.80 ]
[  epoch 0033/0040] 2740/4800, lr:1.3e-05 ∣ avg_100 : 32116.290880 ∣ critic_nllloss : 26128.770117 ∣ critic_ganloss : -204.861151 ∣ generator_nllloss : 5256.218164 ∣ generator_ganloss : 1182.829980 ∣     [  std_z : 0.99  real_sub_fake : 565.50 ]
[  epoch 0033/0040] 2750/4800, lr:1.3e-05 ∣ avg_100 : 32113.190795 ∣ critic_nllloss : 25829.974414 ∣ critic_ganloss : -174.242593 ∣ generator_nllloss : 5118.325977 ∣ generator_ganloss : 1186.058350 ∣     [  std_z : 1.00  real_sub_fake : 634.98 ]
[  epoch 0033/0040] 2760/4800, lr:1.3e-05 ∣ avg_100 : 32108.846768 ∣ critic_nllloss : 25790.034570 ∣ critic_ganloss : -166.638811 ∣ generator_nllloss : 5188.801562 ∣ generator_ganloss : 1193.803125 ∣     [  std_z : 1.00  real_sub_fake : 555.80 ]
[  epoch 0033/0040] 2770/4800, lr:1.3e-05 ∣ avg_100 : 32106.777522 ∣ critic_nllloss : 25779.388086 ∣ critic_ganloss : -200.937151 ∣ generator_nllloss : 5151.673047 ∣ generator_ganloss : 1187.356787 ∣     [  std_z : 1.00  real_sub_fake : 589.79 ]
[  epoch 0033/0040] 2780/4800, lr:1.3e-05 ∣ avg_100 : 32107.029179 ∣ critic_nllloss : 25902.354102 ∣ critic_ganloss : -122.701945 ∣ generator_nllloss : 5245.353906 ∣ generator_ganloss : 1196.724609 ∣     [  std_z : 0.99  real_sub_fake : 531.59 ]
[  epoch 0033/0040] 2790/4800, lr:1.3e-05 ∣ avg_100 : 32108.399127 ∣ critic_nllloss : 26037.401172 ∣ critic_ganloss : -163.284698 ∣ generator_nllloss : 5163.962109 ∣ generator_ganloss : 1182.562305 ∣     [  std_z : 0.99  real_sub_fake : 677.49 ]
[  epoch 0033/0040] 2800/4800, lr:1.3e-05 ∣ avg_100 : 32107.914860 ∣ critic_nllloss : 25935.747656 ∣ critic_ganloss : -163.888907 ∣ generator_nllloss : 5145.461719 ∣ generator_ganloss : 1203.174561 ∣     [  std_z : 0.99  real_sub_fake : 619.46 ]
[  epoch 0033/0040] 2810/4800, lr:1.3e-05 ∣ avg_100 : 32108.105377 ∣ critic_nllloss : 25876.540625 ∣ critic_ganloss : -175.200886 ∣ generator_nllloss : 5172.493945 ∣ generator_ganloss : 1193.948389 ∣     [  std_z : 0.99  real_sub_fake : 582.45 ]
[  epoch 0033/0040] 2820/4800, lr:1.3e-05 ∣ avg_100 : 32108.736639 ∣ critic_nllloss : 26028.240039 ∣ critic_ganloss : -189.068283 ∣ generator_nllloss : 5290.000781 ∣ generator_ganloss : 1201.203223 ∣     [  std_z : 1.00  real_sub_fake : 626.93 ]
[  epoch 0033/0040] 2830/4800, lr:1.3e-05 ∣ avg_100 : 32107.214337 ∣ critic_nllloss : 26073.186914 ∣ critic_ganloss : -140.533473 ∣ generator_nllloss : 5171.482422 ∣ generator_ganloss : 1198.142432 ∣     [  std_z : 1.00  real_sub_fake : 533.92 ]
[  epoch 0033/0040] 2840/4800, lr:1.3e-05 ∣ avg_100 : 32108.461837 ∣ critic_nllloss : 25848.513477 ∣ critic_ganloss : -158.397908 ∣ generator_nllloss : 5162.015625 ∣ generator_ganloss : 1178.931494 ∣     [  std_z : 1.00  real_sub_fake : 604.70 ]
[  epoch 0033/0040] 2850/4800, lr:1.3e-05 ∣ avg_100 : 32105.417366 ∣ critic_nllloss : 25711.328320 ∣ critic_ganloss : -211.217641 ∣ generator_nllloss : 5177.446680 ∣ generator_ganloss : 1188.221338 ∣     [  std_z : 1.00  real_sub_fake : 624.29 ]
[  epoch 0033/0040] 2860/4800, lr:1.3e-05 ∣ avg_100 : 32103.988399 ∣ critic_nllloss : 25719.340234 ∣ critic_ganloss : -146.654543 ∣ generator_nllloss : 5223.574414 ∣ generator_ganloss : 1195.120410 ∣     [  std_z : 0.99  real_sub_fake : 643.08 ]
[  epoch 0033/0040] 2870/4800, lr:1.3e-05 ∣ avg_100 : 32106.246286 ∣ critic_nllloss : 25966.077930 ∣ critic_ganloss : -156.017058 ∣ generator_nllloss : 5248.060938 ∣ generator_ganloss : 1208.683545 ∣     [  std_z : 0.99  real_sub_fake : 476.03 ]
[  epoch 0033/0040] 2880/4800, lr:1.3e-05 ∣ avg_100 : 32104.263721 ∣ critic_nllloss : 25819.916602 ∣ critic_ganloss : -164.091232 ∣ generator_nllloss : 5218.373633 ∣ generator_ganloss : 1193.365332 ∣     [  std_z : 0.99  real_sub_fake : 576.44 ]
[  epoch 0033/0040] 2890/4800, lr:1.3e-05 ∣ avg_100 : 32106.139722 ∣ critic_nllloss : 25917.477734 ∣ critic_ganloss : -65.181502 ∣ generator_nllloss : 5188.249023 ∣ generator_ganloss : 1179.849805 ∣  [  std_z : 0.99  real_sub_fake : 676.68 ]
[  epoch 0033/0040] 2900/4800, lr:1.3e-05 ∣ avg_100 : 32108.621948 ∣ critic_nllloss : 25934.942383 ∣ critic_ganloss : -146.036377 ∣ generator_nllloss : 5184.357227 ∣ generator_ganloss : 1210.164844 ∣     [  std_z : 0.99  real_sub_fake : 468.88 ]
[  epoch 0033/0040] 2910/4800, lr:1.3e-05 ∣ avg_100 : 32110.471395 ∣ critic_nllloss : 25997.391992 ∣ critic_ganloss : -188.790100 ∣ generator_nllloss : 5188.097266 ∣ generator_ganloss : 1193.009814 ∣     [  std_z : 0.99  real_sub_fake : 570.26 ]
[  epoch 0033/0040] 2920/4800, lr:1.3e-05 ∣ avg_100 : 32110.460665 ∣ critic_nllloss : 26053.436133 ∣ critic_ganloss : -185.678578 ∣ generator_nllloss : 5206.093164 ∣ generator_ganloss : 1185.162891 ∣     [  std_z : 1.00  real_sub_fake : 658.37 ]
[  epoch 0033/0040] 2930/4800, lr:1.3e-05 ∣ avg_100 : 32114.451241 ∣ critic_nllloss : 25895.915234 ∣ critic_ganloss : -206.112466 ∣ generator_nllloss : 5264.631445 ∣ generator_ganloss : 1199.704834 ∣     [  std_z : 1.00  real_sub_fake : 642.28 ]
[  epoch 0033/0040] 2940/4800, lr:1.3e-05 ∣ avg_100 : 32115.349467 ∣ critic_nllloss : 25956.455469 ∣ critic_ganloss : -195.557852 ∣ generator_nllloss : 5202.914648 ∣ generator_ganloss : 1194.938281 ∣     [  std_z : 0.99  real_sub_fake : 653.03 ]
[  epoch 0033/0040] 2950/4800, lr:1.3e-05 ∣ avg_100 : 32117.985038 ∣ critic_nllloss : 25958.569727 ∣ critic_ganloss : -94.148845 ∣ generator_nllloss : 5205.275781 ∣ generator_ganloss : 1206.114893 ∣  [  std_z : 0.99  real_sub_fake : 495.85 ]
[  epoch 0033/0040] 2960/4800, lr:1.3e-05 ∣ avg_100 : 32116.441959 ∣ critic_nllloss : 25820.868945 ∣ critic_ganloss : -175.553949 ∣ generator_nllloss : 5222.393359 ∣ generator_ganloss : 1191.926563 ∣     [  std_z : 0.99  real_sub_fake : 510.45 ]
[  epoch 0033/0040] 2970/4800, lr:1.3e-05 ∣ avg_100 : 32117.573987 ∣ critic_nllloss : 26108.163672 ∣ critic_ganloss : -159.194630 ∣ generator_nllloss : 5128.163086 ∣ generator_ganloss : 1165.999951 ∣     [  std_z : 0.99  real_sub_fake : 651.58 ]
[  epoch 0033/0040] 2980/4800, lr:1.3e-05 ∣ avg_100 : 32118.465098 ∣ critic_nllloss : 25835.247461 ∣ critic_ganloss : -56.535085 ∣ generator_nllloss : 5161.915430 ∣ generator_ganloss : 1194.914160 ∣  [  std_z : 1.00  real_sub_fake : 494.76 ]
[  epoch 0033/0040] 2990/4800, lr:1.3e-05 ∣ avg_100 : 32120.311870 ∣ critic_nllloss : 26008.540039 ∣ critic_ganloss : -111.929424 ∣ generator_nllloss : 5191.526758 ∣ generator_ganloss : 1201.336816 ∣     [  std_z : 1.00  real_sub_fake : 470.03 ]
[  epoch 0033/0040] 3000/4800, lr:1.3e-05 ∣ avg_100 : 32118.956279 ∣ critic_nllloss : 25835.010547 ∣ critic_ganloss : -83.564386 ∣ generator_nllloss : 5138.790625 ∣ generator_ganloss : 1161.766797 ∣  [  std_z : 1.01  real_sub_fake : 608.13 ]
[  epoch 0033/0040] 3010/4800, lr:1.3e-05 ∣ avg_100 : 32122.225892 ∣ critic_nllloss : 26087.916406 ∣ critic_ganloss : -51.959379 ∣ generator_nllloss : 5202.876172 ∣ generator_ganloss : 1180.101465 ∣  [  std_z : 1.01  real_sub_fake : 434.81 ]
[  epoch 0033/0040] 3020/4800, lr:1.3e-05 ∣ avg_100 : 32121.104730 ∣ critic_nllloss : 25863.938672 ∣ critic_ganloss : -78.263155 ∣ generator_nllloss : 5164.507422 ∣ generator_ganloss : 1198.976562 ∣  [  std_z : 0.99  real_sub_fake : 285.12 ]
[  epoch 0033/0040] 3030/4800, lr:1.3e-05 ∣ avg_100 : 32120.176406 ∣ critic_nllloss : 26029.349023 ∣ critic_ganloss : -119.235925 ∣ generator_nllloss : 5138.713672 ∣ generator_ganloss : 1185.773145 ∣     [  std_z : 0.98  real_sub_fake : 350.24 ]
[  epoch 0033/0040] 3040/4800, lr:1.3e-05 ∣ avg_100 : 32118.973163 ∣ critic_nllloss : 25812.644336 ∣ critic_ganloss : -154.983133 ∣ generator_nllloss : 5117.041016 ∣ generator_ganloss : 1162.644238 ∣     [  std_z : 0.98  real_sub_fake : 481.49 ]
[  epoch 0033/0040] 3050/4800, lr:1.3e-05 ∣ avg_100 : 32116.436228 ∣ critic_nllloss : 25828.471484 ∣ critic_ganloss : -155.483838 ∣ generator_nllloss : 5125.773242 ∣ generator_ganloss : 1157.886719 ∣     [  std_z : 0.98  real_sub_fake : 539.55 ]
[  epoch 0033/0040] 3060/4800, lr:1.3e-05 ∣ avg_100 : 32117.829487 ∣ critic_nllloss : 26010.120703 ∣ critic_ganloss : -128.692970 ∣ generator_nllloss : 5265.105273 ∣ generator_ganloss : 1178.756396 ∣     [  std_z : 1.00  real_sub_fake : 490.17 ]
[  epoch 0033/0040] 3070/4800, lr:1.3e-05 ∣ avg_100 : 32117.654741 ∣ critic_nllloss : 26031.184180 ∣ critic_ganloss : -130.951796 ∣ generator_nllloss : 5169.306836 ∣ generator_ganloss : 1188.856201 ∣     [  std_z : 1.00  real_sub_fake : 474.20 ]
[  epoch 0033/0040] 3080/4800, lr:1.3e-05 ∣ avg_100 : 32116.001910 ∣ critic_nllloss : 25962.443945 ∣ critic_ganloss : -157.436438 ∣ generator_nllloss : 5134.513477 ∣ generator_ganloss : 1175.189453 ∣     [  std_z : 1.01  real_sub_fake : 566.29 ]
[  epoch 0033/0040] 3090/4800, lr:1.3e-05 ∣ avg_100 : 32112.451292 ∣ critic_nllloss : 25752.796680 ∣ critic_ganloss : -139.075607 ∣ generator_nllloss : 5131.576172 ∣ generator_ganloss : 1174.128076 ∣     [  std_z : 0.99  real_sub_fake : 556.38 ]
[  epoch 0033/0040] 3100/4800, lr:1.3e-05 ∣ avg_100 : 32111.259234 ∣ critic_nllloss : 25831.291797 ∣ critic_ganloss : -142.643665 ∣ generator_nllloss : 5217.517383 ∣ generator_ganloss : 1205.203662 ∣     [  std_z : 0.99  real_sub_fake : 447.11 ]
[  epoch 0033/0040] 3110/4800, lr:1.3e-05 ∣ avg_100 : 32111.371299 ∣ critic_nllloss : 25985.300000 ∣ critic_ganloss : -153.340334 ∣ generator_nllloss : 5178.994336 ∣ generator_ganloss : 1193.398828 ∣     [  std_z : 0.99  real_sub_fake : 509.85 ]
[  epoch 0033/0040] 3120/4800, lr:1.3e-05 ∣ avg_100 : 32113.813085 ∣ critic_nllloss : 25957.046094 ∣ critic_ganloss : -147.322885 ∣ generator_nllloss : 5151.017969 ∣ generator_ganloss : 1193.940918 ∣     [  std_z : 1.00  real_sub_fake : 545.15 ]
[  epoch 0033/0040] 3130/4800, lr:1.3e-05 ∣ avg_100 : 32116.395187 ∣ critic_nllloss : 25937.299219 ∣ critic_ganloss : -146.485693 ∣ generator_nllloss : 5144.372656 ∣ generator_ganloss : 1202.784229 ∣     [  std_z : 0.99  real_sub_fake : 544.81 ]
[  epoch 0033/0040] 3140/4800, lr:1.3e-05 ∣ avg_100 : 32113.307220 ∣ critic_nllloss : 25799.737891 ∣ critic_ganloss : -138.550854 ∣ generator_nllloss : 5184.723828 ∣ generator_ganloss : 1203.788232 ∣     [  std_z : 0.99  real_sub_fake : 554.84 ]
[  epoch 0033/0040] 3150/4800, lr:1.3e-05 ∣ avg_100 : 32114.310636 ∣ critic_nllloss : 25852.386719 ∣ critic_ganloss : -128.982772 ∣ generator_nllloss : 5176.613672 ∣ generator_ganloss : 1198.926367 ∣     [  std_z : 0.99  real_sub_fake : 523.06 ]
[  epoch 0033/0040] 3160/4800, lr:1.3e-05 ∣ avg_100 : 32117.292954 ∣ critic_nllloss : 26091.397852 ∣ critic_ganloss : -175.055156 ∣ generator_nllloss : 5214.392187 ∣ generator_ganloss : 1188.005322 ∣     [  std_z : 0.99  real_sub_fake : 551.47 ]
[  epoch 0033/0040] 3170/4800, lr:1.3e-05 ∣ avg_100 : 32116.454934 ∣ critic_nllloss : 25856.618555 ∣ critic_ganloss : -122.336545 ∣ generator_nllloss : 5192.837891 ∣ generator_ganloss : 1190.605957 ∣     [  std_z : 1.00  real_sub_fake : 559.62 ]
[  epoch 0033/0040] 3180/4800, lr:1.3e-05 ∣ avg_100 : 32119.067706 ∣ critic_nllloss : 26040.839062 ∣ critic_ganloss : -163.367826 ∣ generator_nllloss : 5158.790430 ∣ generator_ganloss : 1203.801660 ∣     [  std_z : 1.00  real_sub_fake : 586.03 ]
[  epoch 0033/0040] 3190/4800, lr:1.3e-05 ∣ avg_100 : 32121.249080 ∣ critic_nllloss : 25940.166797 ∣ critic_ganloss : -134.076472 ∣ generator_nllloss : 5246.858984 ∣ generator_ganloss : 1202.128320 ∣     [  std_z : 1.00  real_sub_fake : 574.72 ]
[  epoch 0033/0040] 3200/4800, lr:1.3e-05 ∣ avg_100 : 32119.607950 ∣ critic_nllloss : 25820.117969 ∣ critic_ganloss : -170.267986 ∣ generator_nllloss : 5234.295898 ∣ generator_ganloss : 1201.145605 ∣     [  std_z : 0.99  real_sub_fake : 572.05 ]
[  epoch 0033/0040] 3210/4800, lr:1.3e-05 ∣ avg_100 : 32121.761257 ∣ critic_nllloss : 26079.097656 ∣ critic_ganloss : -137.474789 ∣ generator_nllloss : 5256.217188 ∣ generator_ganloss : 1196.958447 ∣     [  std_z : 0.98  real_sub_fake : 600.77 ]
[  epoch 0033/0040] 3220/4800, lr:1.3e-05 ∣ avg_100 : 32120.879831 ∣ critic_nllloss : 25987.380078 ∣ critic_ganloss : -171.873718 ∣ generator_nllloss : 5182.704297 ∣ generator_ganloss : 1202.865771 ∣     [  std_z : 0.99  real_sub_fake : 623.30 ]
[  epoch 0033/0040] 3230/4800, lr:1.3e-05 ∣ avg_100 : 32117.800227 ∣ critic_nllloss : 25683.113477 ∣ critic_ganloss : -124.103375 ∣ generator_nllloss : 5140.698438 ∣ generator_ganloss : 1208.604834 ∣     [  std_z : 0.99  real_sub_fake : 501.88 ]
[  epoch 0033/0040] 3240/4800, lr:1.3e-05 ∣ avg_100 : 32117.902597 ∣ critic_nllloss : 25944.345898 ∣ critic_ganloss : -119.337466 ∣ generator_nllloss : 5164.623047 ∣ generator_ganloss : 1198.822852 ∣     [  std_z : 0.99  real_sub_fake : 490.21 ]
[  epoch 0033/0040] 3250/4800, lr:1.3e-05 ∣ avg_100 : 32119.902879 ∣ critic_nllloss : 25988.014648 ∣ critic_ganloss : -176.881219 ∣ generator_nllloss : 5127.380273 ∣ generator_ganloss : 1200.028320 ∣     [  std_z : 1.00  real_sub_fake : 556.35 ]
[  epoch 0033/0040] 3260/4800, lr:1.3e-05 ∣ avg_100 : 32120.689822 ∣ critic_nllloss : 25986.688867 ∣ critic_ganloss : -119.737222 ∣ generator_nllloss : 5126.433789 ∣ generator_ganloss : 1206.855029 ∣     [  std_z : 1.00  real_sub_fake : 517.23 ]
[  epoch 0033/0040] 3270/4800, lr:1.3e-05 ∣ avg_100 : 32121.231326 ∣ critic_nllloss : 25963.424805 ∣ critic_ganloss : -160.712137 ∣ generator_nllloss : 5200.182422 ∣ generator_ganloss : 1190.138281 ∣     [  std_z : 1.00  real_sub_fake : 571.16 ]
[  epoch 0033/0040] 3280/4800, lr:1.3e-05 ∣ avg_100 : 32119.738095 ∣ critic_nllloss : 25800.143555 ∣ critic_ganloss : -149.593526 ∣ generator_nllloss : 5184.053516 ∣ generator_ganloss : 1188.028662 ∣     [  std_z : 0.99  real_sub_fake : 542.46 ]
[  epoch 0033/0040] 3290/4800, lr:1.3e-05 ∣ avg_100 : 32119.964692 ∣ critic_nllloss : 25868.446094 ∣ critic_ganloss : -108.307272 ∣ generator_nllloss : 5199.704297 ∣ generator_ganloss : 1199.971289 ∣     [  std_z : 0.99  real_sub_fake : 560.87 ]
[  epoch 0033/0040] 3300/4800, lr:1.3e-05 ∣ avg_100 : 32122.382500 ∣ critic_nllloss : 25944.549023 ∣ critic_ganloss : -92.481358 ∣ generator_nllloss : 5155.235937 ∣ generator_ganloss : 1217.860791 ∣  [  std_z : 0.99  real_sub_fake : 418.21 ]
[  epoch 0033/0040] 3310/4800, lr:1.3e-05 ∣ avg_100 : 32117.279748 ∣ critic_nllloss : 25926.047266 ∣ critic_ganloss : -186.649542 ∣ generator_nllloss : 5084.976172 ∣ generator_ganloss : 1198.299023 ∣     [  std_z : 0.99  real_sub_fake : 506.04 ]
[  epoch 0033/0040] 3320/4800, lr:1.3e-05 ∣ avg_100 : 32116.396754 ∣ critic_nllloss : 25740.027148 ∣ critic_ganloss : -117.688002 ∣ generator_nllloss : 5080.341602 ∣ generator_ganloss : 1185.434033 ∣     [  std_z : 1.00  real_sub_fake : 562.83 ]
[  epoch 0033/0040] 3330/4800, lr:1.3e-05 ∣ avg_100 : 32120.574079 ∣ critic_nllloss : 26055.661133 ∣ critic_ganloss : -78.233978 ∣ generator_nllloss : 5150.095312 ∣ generator_ganloss : 1208.751416 ∣  [  std_z : 1.00  real_sub_fake : 438.74 ]
[  epoch 0033/0040] 3340/4800, lr:1.3e-05 ∣ avg_100 : 32125.162412 ∣ critic_nllloss : 26176.166406 ∣ critic_ganloss : -135.524068 ∣ generator_nllloss : 5184.832031 ∣ generator_ganloss : 1203.454590 ∣     [  std_z : 0.99  real_sub_fake : 477.11 ]
[  epoch 0033/0040] 3350/4800, lr:1.3e-05 ∣ avg_100 : 32125.504980 ∣ critic_nllloss : 25799.534375 ∣ critic_ganloss : -126.351707 ∣ generator_nllloss : 5131.283203 ∣ generator_ganloss : 1191.146484 ∣     [  std_z : 0.99  real_sub_fake : 455.03 ]
[  epoch 0033/0040] 3360/4800, lr:1.3e-05 ∣ avg_100 : 32126.603456 ∣ critic_nllloss : 26019.522656 ∣ critic_ganloss : -147.866182 ∣ generator_nllloss : 5161.509766 ∣ generator_ganloss : 1185.264258 ∣     [  std_z : 0.98  real_sub_fake : 605.68 ]
[  epoch 0033/0040] 3370/4800, lr:1.3e-05 ∣ avg_100 : 32129.032068 ∣ critic_nllloss : 26060.357422 ∣ critic_ganloss : -117.981697 ∣ generator_nllloss : 5146.558984 ∣ generator_ganloss : 1199.454248 ∣     [  std_z : 0.98  real_sub_fake : 537.59 ]
[  epoch 0033/0040] 3380/4800, lr:1.3e-05 ∣ avg_100 : 32125.944504 ∣ critic_nllloss : 25953.052930 ∣ critic_ganloss : -136.029310 ∣ generator_nllloss : 5292.975000 ∣ generator_ganloss : 1190.062207 ∣     [  std_z : 1.00  real_sub_fake : 485.87 ]
[  epoch 0033/0040] 3390/4800, lr:1.3e-05 ∣ avg_100 : 32125.706596 ∣ critic_nllloss : 25961.806445 ∣ critic_ganloss : -150.919302 ∣ generator_nllloss : 5176.308984 ∣ generator_ganloss : 1186.473730 ∣     [  std_z : 1.00  real_sub_fake : 529.20 ]
[  epoch 0033/0040] 3400/4800, lr:1.3e-05 ∣ avg_100 : 32127.796013 ∣ critic_nllloss : 26032.173047 ∣ critic_ganloss : -175.323885 ∣ generator_nllloss : 5192.189844 ∣ generator_ganloss : 1198.933105 ∣     [  std_z : 1.00  real_sub_fake : 578.44 ]
[  epoch 0033/0040] 3410/4800, lr:1.3e-05 ∣ avg_100 : 32128.867589 ∣ critic_nllloss : 25946.146289 ∣ critic_ganloss : -168.470271 ∣ generator_nllloss : 5177.496484 ∣ generator_ganloss : 1204.760937 ∣     [  std_z : 1.00  real_sub_fake : 615.18 ]
[  epoch 0033/0040] 3420/4800, lr:1.3e-05 ∣ avg_100 : 32134.818083 ∣ critic_nllloss : 26183.451758 ∣ critic_ganloss : -128.434508 ∣ generator_nllloss : 5197.866211 ∣ generator_ganloss : 1190.572656 ∣     [  std_z : 0.99  real_sub_fake : 576.60 ]
[  epoch 0033/0040] 3430/4800, lr:1.3e-05 ∣ avg_100 : 32134.074949 ∣ critic_nllloss : 26053.540039 ∣ critic_ganloss : -176.669032 ∣ generator_nllloss : 5161.832227 ∣ generator_ganloss : 1200.066992 ∣     [  std_z : 0.99  real_sub_fake : 562.63 ]
[  epoch 0033/0040] 3440/4800, lr:1.3e-05 ∣ avg_100 : 32137.050901 ∣ critic_nllloss : 25997.735938 ∣ critic_ganloss : -127.380354 ∣ generator_nllloss : 5257.768359 ∣ generator_ganloss : 1203.603418 ∣     [  std_z : 0.99  real_sub_fake : 443.13 ]
[  epoch 0033/0040] 3450/4800, lr:1.3e-05 ∣ avg_100 : 32136.458448 ∣ critic_nllloss : 25790.613281 ∣ critic_ganloss : -119.162660 ∣ generator_nllloss : 5151.469336 ∣ generator_ganloss : 1191.934766 ∣     [  std_z : 0.99  real_sub_fake : 510.64 ]
[  epoch 0033/0040] 3460/4800, lr:1.3e-05 ∣ avg_100 : 32140.166880 ∣ critic_nllloss : 25955.930273 ∣ critic_ganloss : -177.981844 ∣ generator_nllloss : 5203.876172 ∣ generator_ganloss : 1188.197607 ∣     [  std_z : 0.99  real_sub_fake : 557.68 ]
[  epoch 0033/0040] 3470/4800, lr:1.3e-05 ∣ avg_100 : 32138.298909 ∣ critic_nllloss : 25797.041211 ∣ critic_ganloss : -193.033342 ∣ generator_nllloss : 5154.161328 ∣ generator_ganloss : 1179.610938 ∣     [  std_z : 1.00  real_sub_fake : 664.98 ]
[  epoch 0033/0040] 3480/4800, lr:1.3e-05 ∣ avg_100 : 32137.437716 ∣ critic_nllloss : 25915.861133 ∣ critic_ganloss : -189.107922 ∣ generator_nllloss : 5108.710547 ∣ generator_ganloss : 1198.634424 ∣     [  std_z : 1.00  real_sub_fake : 596.15 ]
[  epoch 0033/0040] 3490/4800, lr:1.3e-05 ∣ avg_100 : 32135.793817 ∣ critic_nllloss : 25765.669141 ∣ critic_ganloss : -143.926335 ∣ generator_nllloss : 5077.630859 ∣ generator_ganloss : 1203.956104 ∣     [  std_z : 1.00  real_sub_fake : 533.80 ]
[  epoch 0033/0040] 3500/4800, lr:1.3e-05 ∣ avg_100 : 32133.527186 ∣ critic_nllloss : 25827.825586 ∣ critic_ganloss : -150.287204 ∣ generator_nllloss : 5161.284375 ∣ generator_ganloss : 1190.673779 ∣     [  std_z : 0.99  real_sub_fake : 600.45 ]
[  epoch 0033/0040] 3510/4800, lr:1.3e-05 ∣ avg_100 : 32136.300214 ∣ critic_nllloss : 25887.142969 ∣ critic_ganloss : -139.940366 ∣ generator_nllloss : 5210.394531 ∣ generator_ganloss : 1213.800146 ∣     [  std_z : 0.99  real_sub_fake : 556.10 ]
[  epoch 0033/0040] 3520/4800, lr:1.3e-05 ∣ avg_100 : 32140.636998 ∣ critic_nllloss : 26013.079883 ∣ critic_ganloss : -215.645959 ∣ generator_nllloss : 5205.589453 ∣ generator_ganloss : 1207.862744 ∣     [  std_z : 0.99  real_sub_fake : 604.11 ]
[  epoch 0033/0040] 3530/4800, lr:1.3e-05 ∣ avg_100 : 32141.509898 ∣ critic_nllloss : 26063.211719 ∣ critic_ganloss : -145.711807 ∣ generator_nllloss : 5182.176758 ∣ generator_ganloss : 1214.221875 ∣     [  std_z : 0.99  real_sub_fake : 587.95 ]
[  epoch 0033/0040] 3540/4800, lr:1.3e-05 ∣ avg_100 : 32139.367167 ∣ critic_nllloss : 25826.204102 ∣ critic_ganloss : -143.095727 ∣ generator_nllloss : 5114.585938 ∣ generator_ganloss : 1215.938818 ∣     [  std_z : 0.99  real_sub_fake : 429.61 ]
[  epoch 0033/0040] 3550/4800, lr:1.3e-05 ∣ avg_100 : 32139.202321 ∣ critic_nllloss : 25737.380469 ∣ critic_ganloss : -78.396120 ∣ generator_nllloss : 5150.815820 ∣ generator_ganloss : 1200.731104 ∣  [  std_z : 0.99  real_sub_fake : 484.68 ]
[  epoch 0033/0040] 3560/4800, lr:1.3e-05 ∣ avg_100 : 32141.888341 ∣ critic_nllloss : 25999.041992 ∣ critic_ganloss : -130.728387 ∣ generator_nllloss : 5249.891797 ∣ generator_ganloss : 1177.753467 ∣     [  std_z : 1.00  real_sub_fake : 534.69 ]
[  epoch 0033/0040] 3570/4800, lr:1.3e-05 ∣ avg_100 : 32140.769661 ∣ critic_nllloss : 26060.828320 ∣ critic_ganloss : -139.358017 ∣ generator_nllloss : 5159.358984 ∣ generator_ganloss : 1186.268994 ∣     [  std_z : 1.00  real_sub_fake : 498.16 ]
[  epoch 0033/0040] 3580/4800, lr:1.3e-05 ∣ avg_100 : 32143.903389 ∣ critic_nllloss : 26019.376563 ∣ critic_ganloss : -64.218967 ∣ generator_nllloss : 5235.726953 ∣ generator_ganloss : 1164.862305 ∣  [  std_z : 1.00  real_sub_fake : 530.69 ]
[  epoch 0033/0040] 3590/4800, lr:1.3e-05 ∣ avg_100 : 32146.300335 ∣ critic_nllloss : 25963.883203 ∣ critic_ganloss : -176.541113 ∣ generator_nllloss : 5209.675000 ∣ generator_ganloss : 1177.610352 ∣     [  std_z : 0.99  real_sub_fake : 559.51 ]
[  epoch 0033/0040] 3600/4800, lr:1.3e-05 ∣ avg_100 : 32145.957651 ∣ critic_nllloss : 25886.168164 ∣ critic_ganloss : -158.400421 ∣ generator_nllloss : 5240.009375 ∣ generator_ganloss : 1179.701904 ∣     [  std_z : 0.99  real_sub_fake : 544.07 ]
[  epoch 0033/0040] 3610/4800, lr:1.3e-05 ∣ avg_100 : 32148.132836 ∣ critic_nllloss : 25939.085156 ∣ critic_ganloss : -153.467483 ∣ generator_nllloss : 5135.955469 ∣ generator_ganloss : 1183.613672 ∣     [  std_z : 0.99  real_sub_fake : 624.07 ]
[  epoch 0033/0040] 3620/4800, lr:1.3e-05 ∣ avg_100 : 32145.891546 ∣ critic_nllloss : 25891.617773 ∣ critic_ganloss : -186.844545 ∣ generator_nllloss : 5196.823633 ∣ generator_ganloss : 1193.122266 ∣     [  std_z : 0.99  real_sub_fake : 574.96 ]
[  epoch 0033/0040] 3630/4800, lr:1.3e-05 ∣ avg_100 : 32149.284415 ∣ critic_nllloss : 26075.211328 ∣ critic_ganloss : -122.881645 ∣ generator_nllloss : 5212.055664 ∣ generator_ganloss : 1182.874414 ∣     [  std_z : 1.00  real_sub_fake : 618.33 ]
[  epoch 0033/0040] 3640/4800, lr:1.3e-05 ∣ avg_100 : 32150.652381 ∣ critic_nllloss : 25932.676953 ∣ critic_ganloss : -125.890901 ∣ generator_nllloss : 5179.067578 ∣ generator_ganloss : 1194.016895 ∣     [  std_z : 1.00  real_sub_fake : 532.56 ]
[  epoch 0033/0040] 3650/4800, lr:1.3e-05 ∣ avg_100 : 32151.111424 ∣ critic_nllloss : 25727.146875 ∣ critic_ganloss : -130.462498 ∣ generator_nllloss : 5205.351562 ∣ generator_ganloss : 1199.548730 ∣     [  std_z : 1.00  real_sub_fake : 488.80 ]
[  epoch 0033/0040] 3660/4800, lr:1.3e-05 ∣ avg_100 : 32150.954068 ∣ critic_nllloss : 25863.011914 ∣ critic_ganloss : -121.658759 ∣ generator_nllloss : 5185.240820 ∣ generator_ganloss : 1191.076270 ∣     [  std_z : 0.99  real_sub_fake : 493.24 ]
[  epoch 0033/0040] 3670/4800, lr:1.3e-05 ∣ avg_100 : 32152.839155 ∣ critic_nllloss : 25850.537695 ∣ critic_ganloss : -153.722932 ∣ generator_nllloss : 5256.786328 ∣ generator_ganloss : 1185.054150 ∣     [  std_z : 1.00  real_sub_fake : 517.71 ]
[  epoch 0033/0040] 3680/4800, lr:1.3e-05 ∣ avg_100 : 32149.789442 ∣ critic_nllloss : 25852.074805 ∣ critic_ganloss : -134.779404 ∣ generator_nllloss : 5127.464844 ∣ generator_ganloss : 1203.210938 ∣     [  std_z : 0.99  real_sub_fake : 507.06 ]
[  epoch 0033/0040] 3690/4800, lr:1.3e-05 ∣ avg_100 : 32151.170775 ∣ critic_nllloss : 25929.954688 ∣ critic_ganloss : -130.516220 ∣ generator_nllloss : 5179.278320 ∣ generator_ganloss : 1204.657959 ∣     [  std_z : 0.99  real_sub_fake : 409.58 ]
[  epoch 0033/0040] 3700/4800, lr:1.3e-05 ∣ avg_100 : 32153.807969 ∣ critic_nllloss : 25967.606836 ∣ critic_ganloss : -147.250139 ∣ generator_nllloss : 5257.504297 ∣ generator_ganloss : 1187.802539 ∣     [  std_z : 0.99  real_sub_fake : 528.46 ]
[  epoch 0033/0040] 3710/4800, lr:1.3e-05 ∣ avg_100 : 32153.754362 ∣ critic_nllloss : 25958.582813 ∣ critic_ganloss : -151.133363 ∣ generator_nllloss : 5177.553711 ∣ generator_ganloss : 1175.025293 ∣     [  std_z : 0.99  real_sub_fake : 654.54 ]
[  epoch 0033/0040] 3720/4800, lr:1.3e-05 ∣ avg_100 : 32152.616340 ∣ critic_nllloss : 25817.734180 ∣ critic_ganloss : -112.862527 ∣ generator_nllloss : 5116.977930 ∣ generator_ganloss : 1192.650635 ∣     [  std_z : 0.99  real_sub_fake : 528.38 ]
[  epoch 0033/0040] 3730/4800, lr:1.3e-05 ∣ avg_100 : 32156.744752 ∣ critic_nllloss : 25998.227930 ∣ critic_ganloss : -137.407701 ∣ generator_nllloss : 5169.730078 ∣ generator_ganloss : 1188.613037 ∣     [  std_z : 1.00  real_sub_fake : 526.27 ]
[  epoch 0033/0040] 3740/4800, lr:1.3e-05 ∣ avg_100 : 32155.386046 ∣ critic_nllloss : 25973.106836 ∣ critic_ganloss : -148.688492 ∣ generator_nllloss : 5215.330078 ∣ generator_ganloss : 1187.338086 ∣     [  std_z : 1.00  real_sub_fake : 557.80 ]
[  epoch 0033/0040] 3750/4800, lr:1.3e-05 ∣ avg_100 : 32155.917327 ∣ critic_nllloss : 25804.483594 ∣ critic_ganloss : -180.473245 ∣ generator_nllloss : 5188.019141 ∣ generator_ganloss : 1201.214746 ∣     [  std_z : 0.99  real_sub_fake : 487.84 ]
[  epoch 0033/0040] 3760/4800, lr:1.3e-05 ∣ avg_100 : 32158.218050 ∣ critic_nllloss : 25905.070898 ∣ critic_ganloss : -129.586465 ∣ generator_nllloss : 5270.815039 ∣ generator_ganloss : 1189.773291 ∣     [  std_z : 0.99  real_sub_fake : 525.26 ]
[  epoch 0033/0040] 3770/4800, lr:1.3e-05 ∣ avg_100 : 32164.053381 ∣ critic_nllloss : 26145.362305 ∣ critic_ganloss : -132.332394 ∣ generator_nllloss : 5301.848437 ∣ generator_ganloss : 1186.135449 ∣     [  std_z : 0.99  real_sub_fake : 623.17 ]
[  epoch 0033/0040] 3780/4800, lr:1.3e-05 ∣ avg_100 : 32162.794708 ∣ critic_nllloss : 25885.292969 ∣ critic_ganloss : -168.791209 ∣ generator_nllloss : 5191.967969 ∣ generator_ganloss : 1187.393701 ∣     [  std_z : 0.99  real_sub_fake : 596.80 ]
[  epoch 0033/0040] 3790/4800, lr:1.3e-05 ∣ avg_100 : 32160.020910 ∣ critic_nllloss : 25854.633203 ∣ critic_ganloss : -149.960500 ∣ generator_nllloss : 5043.089258 ∣ generator_ganloss : 1195.499121 ∣     [  std_z : 0.99  real_sub_fake : 493.65 ]
[  epoch 0033/0040] 3800/4800, lr:1.3e-05 ∣ avg_100 : 32159.605968 ∣ critic_nllloss : 25827.675000 ∣ critic_ganloss : -144.060820 ∣ generator_nllloss : 5209.339453 ∣ generator_ganloss : 1186.047168 ∣     [  std_z : 1.00  real_sub_fake : 584.04 ]
[  epoch 0033/0040] 3810/4800, lr:1.3e-05 ∣ avg_100 : 32159.532134 ∣ critic_nllloss : 25815.360547 ∣ critic_ganloss : -118.057610 ∣ generator_nllloss : 5166.910352 ∣ generator_ganloss : 1196.185400 ∣     [  std_z : 1.00  real_sub_fake : 572.33 ]
[  epoch 0033/0040] 3820/4800, lr:1.3e-05 ∣ avg_100 : 32155.685608 ∣ critic_nllloss : 25699.679297 ∣ critic_ganloss : -79.250372 ∣ generator_nllloss : 5103.015820 ∣ generator_ganloss : 1222.278369 ∣  [  std_z : 1.00  real_sub_fake : 319.33 ]
[  epoch 0033/0040] 3830/4800, lr:1.3e-05 ∣ avg_100 : 32154.177517 ∣ critic_nllloss : 25849.492773 ∣ critic_ganloss : -56.897562 ∣ generator_nllloss : 5132.259570 ∣ generator_ganloss : 1226.614502 ∣  [  std_z : 0.99  real_sub_fake : 222.07 ]
[  epoch 0033/0040] 3840/4800, lr:1.3e-05 ∣ avg_100 : 32160.000270 ∣ critic_nllloss : 26251.670508 ∣ critic_ganloss : -55.813810 ∣ generator_nllloss : 5209.403125 ∣ generator_ganloss : 1208.078125 ∣  [  std_z : 0.99  real_sub_fake : 222.68 ]
[  epoch 0033/0040] 3850/4800, lr:1.3e-05 ∣ avg_100 : 32162.629762 ∣ critic_nllloss : 25884.088281 ∣ critic_ganloss : -76.064084 ∣ generator_nllloss : 5131.360547 ∣ generator_ganloss : 1189.343115 ∣  [  std_z : 0.99  real_sub_fake : 268.78 ]
[  epoch 0033/0040] 3860/4800, lr:1.3e-05 ∣ avg_100 : 32163.667212 ∣ critic_nllloss : 25915.505859 ∣ critic_ganloss : -101.530293 ∣ generator_nllloss : 5107.247461 ∣ generator_ganloss : 1173.902490 ∣     [  std_z : 1.00  real_sub_fake : 369.57 ]
[  epoch 0033/0040] 3870/4800, lr:1.3e-05 ∣ avg_100 : 32164.447747 ∣ critic_nllloss : 26027.968945 ∣ critic_ganloss : -76.127739 ∣ generator_nllloss : 5215.345117 ∣ generator_ganloss : 1177.672559 ∣  [  std_z : 0.99  real_sub_fake : 325.61 ]
[  epoch 0033/0040] 3880/4800, lr:1.3e-05 ∣ avg_100 : 32165.430996 ∣ critic_nllloss : 25913.585742 ∣ critic_ganloss : -111.109163 ∣ generator_nllloss : 5191.719141 ∣ generator_ganloss : 1171.693555 ∣     [  std_z : 0.99  real_sub_fake : 362.86 ]
[  epoch 0033/0040] 3890/4800, lr:1.3e-05 ∣ avg_100 : 32164.640051 ∣ critic_nllloss : 25966.362695 ∣ critic_ganloss : -125.563974 ∣ generator_nllloss : 5138.977539 ∣ generator_ganloss : 1161.524268 ∣     [  std_z : 0.99  real_sub_fake : 518.67 ]
[  epoch 0033/0040] 3900/4800, lr:1.3e-05 ∣ avg_100 : 32161.048295 ∣ critic_nllloss : 25702.308203 ∣ critic_ganloss : -190.397874 ∣ generator_nllloss : 5154.311523 ∣ generator_ganloss : 1158.030664 ∣     [  std_z : 0.99  real_sub_fake : 556.38 ]
[  epoch 0033/0040] 3910/4800, lr:1.3e-05 ∣ avg_100 : 32161.602449 ∣ critic_nllloss : 25968.746680 ∣ critic_ganloss : -152.859204 ∣ generator_nllloss : 5267.178711 ∣ generator_ganloss : 1162.058105 ∣     [  std_z : 0.99  real_sub_fake : 570.31 ]
[  epoch 0033/0040] 3920/4800, lr:1.3e-05 ∣ avg_100 : 32161.149362 ∣ critic_nllloss : 25949.557031 ∣ critic_ganloss : -147.087779 ∣ generator_nllloss : 5246.930859 ∣ generator_ganloss : 1164.304883 ∣     [  std_z : 0.99  real_sub_fake : 623.05 ]
[  epoch 0033/0040] 3930/4800, lr:1.3e-05 ∣ avg_100 : 32158.393830 ∣ critic_nllloss : 25715.414648 ∣ critic_ganloss : -173.246461 ∣ generator_nllloss : 5159.904297 ∣ generator_ganloss : 1176.513281 ∣     [  std_z : 0.99  real_sub_fake : 583.02 ]
[  epoch 0033/0040] 3940/4800, lr:1.3e-05 ∣ avg_100 : 32158.501980 ∣ critic_nllloss : 25966.048047 ∣ critic_ganloss : -143.620660 ∣ generator_nllloss : 5188.649609 ∣ generator_ganloss : 1158.488574 ∣     [  std_z : 1.00  real_sub_fake : 595.08 ]
[  epoch 0033/0040] 3950/4800, lr:1.3e-05 ∣ avg_100 : 32157.259728 ∣ critic_nllloss : 25944.494922 ∣ critic_ganloss : -129.779560 ∣ generator_nllloss : 5149.556055 ∣ generator_ganloss : 1187.314941 ∣     [  std_z : 1.00  real_sub_fake : 524.49 ]
[  epoch 0033/0040] 3960/4800, lr:1.3e-05 ∣ avg_100 : 32160.093254 ∣ critic_nllloss : 25993.162500 ∣ critic_ganloss : -139.079466 ∣ generator_nllloss : 5295.944922 ∣ generator_ganloss : 1192.959619 ∣     [  std_z : 1.00  real_sub_fake : 470.69 ]
[  epoch 0033/0040] 3970/4800, lr:1.3e-05 ∣ avg_100 : 32157.748428 ∣ critic_nllloss : 25858.886719 ∣ critic_ganloss : -174.000253 ∣ generator_nllloss : 5142.034375 ∣ generator_ganloss : 1181.728613 ∣     [  std_z : 0.99  real_sub_fake : 547.80 ]
[  epoch 0033/0040] 3980/4800, lr:1.3e-05 ∣ avg_100 : 32154.717153 ∣ critic_nllloss : 25724.720313 ∣ critic_ganloss : -121.604625 ∣ generator_nllloss : 5038.182227 ∣ generator_ganloss : 1191.116553 ∣     [  std_z : 1.00  real_sub_fake : 588.42 ]
[  epoch 0033/0040] 3990/4800, lr:1.3e-05 ∣ avg_100 : 32151.301112 ∣ critic_nllloss : 25854.815430 ∣ critic_ganloss : -202.805348 ∣ generator_nllloss : 5113.331055 ∣ generator_ganloss : 1182.528906 ∣     [  std_z : 0.99  real_sub_fake : 645.71 ]
[  epoch 0033/0040] 4000/4800, lr:1.3e-05 ∣ avg_100 : 32152.035523 ∣ critic_nllloss : 25921.644531 ∣ critic_ganloss : -202.370090 ∣ generator_nllloss : 5223.176953 ∣ generator_ganloss : 1182.993311 ∣     [  std_z : 0.99  real_sub_fake : 676.94 ]
[  epoch 0033/0040] 4010/4800, lr:1.3e-05 ∣ avg_100 : 32150.583885 ∣ critic_nllloss : 25985.850977 ∣ critic_ganloss : -128.976942 ∣ generator_nllloss : 5217.042969 ∣ generator_ganloss : 1199.853857 ∣     [  std_z : 1.00  real_sub_fake : 707.16 ]
[  epoch 0033/0040] 4020/4800, lr:1.3e-05 ∣ avg_100 : 32149.938272 ∣ critic_nllloss : 25829.320117 ∣ critic_ganloss : -165.041298 ∣ generator_nllloss : 5218.563672 ∣ generator_ganloss : 1201.755762 ∣     [  std_z : 1.00  real_sub_fake : 581.60 ]
[  epoch 0033/0040] 4030/4800, lr:1.3e-05 ∣ avg_100 : 32148.366606 ∣ critic_nllloss : 25910.247656 ∣ critic_ganloss : -174.517229 ∣ generator_nllloss : 5146.700391 ∣ generator_ganloss : 1195.002490 ∣     [  std_z : 1.00  real_sub_fake : 586.89 ]
[  epoch 0033/0040] 4040/4800, lr:1.3e-05 ∣ avg_100 : 32150.224592 ∣ critic_nllloss : 25913.122070 ∣ critic_ganloss : -183.213629 ∣ generator_nllloss : 5206.641992 ∣ generator_ganloss : 1186.594580 ∣     [  std_z : 1.00  real_sub_fake : 620.81 ]
[  epoch 0033/0040] 4050/4800, lr:1.3e-05 ∣ avg_100 : 32152.720291 ∣ critic_nllloss : 25982.631836 ∣ critic_ganloss : -164.948891 ∣ generator_nllloss : 5201.800586 ∣ generator_ganloss : 1186.733936 ∣     [  std_z : 1.00  real_sub_fake : 609.45 ]
[  epoch 0033/0040] 4060/4800, lr:1.3e-05 ∣ avg_100 : 32149.331353 ∣ critic_nllloss : 25751.232422 ∣ critic_ganloss : -144.921147 ∣ generator_nllloss : 5187.789062 ∣ generator_ganloss : 1192.295312 ∣     [  std_z : 0.99  real_sub_fake : 598.94 ]
[  epoch 0033/0040] 4070/4800, lr:1.3e-05 ∣ avg_100 : 32148.311256 ∣ critic_nllloss : 25939.292578 ∣ critic_ganloss : -178.915907 ∣ generator_nllloss : 5209.466602 ∣ generator_ganloss : 1186.542480 ∣     [  std_z : 1.00  real_sub_fake : 667.32 ]
[  epoch 0033/0040] 4080/4800, lr:1.3e-05 ∣ avg_100 : 32147.253135 ∣ critic_nllloss : 25883.796484 ∣ critic_ganloss : -106.094020 ∣ generator_nllloss : 5062.810156 ∣ generator_ganloss : 1168.385645 ∣     [  std_z : 1.00  real_sub_fake : 760.67 ]
[  epoch 0033/0040] 4090/4800, lr:1.3e-05 ∣ avg_100 : 32146.263069 ∣ critic_nllloss : 25764.707617 ∣ critic_ganloss : -170.395680 ∣ generator_nllloss : 5042.635156 ∣ generator_ganloss : 1183.471680 ∣     [  std_z : 0.99  real_sub_fake : 604.18 ]
[  epoch 0033/0040] 4100/4800, lr:1.3e-05 ∣ avg_100 : 32147.362586 ∣ critic_nllloss : 26070.997070 ∣ critic_ganloss : -135.489836 ∣ generator_nllloss : 5106.126172 ∣ generator_ganloss : 1179.687500 ∣     [  std_z : 0.99  real_sub_fake : 645.73 ]
[  epoch 0033/0040] 4110/4800, lr:1.3e-05 ∣ avg_100 : 32149.995200 ∣ critic_nllloss : 26134.693945 ∣ critic_ganloss : -108.183491 ∣ generator_nllloss : 5257.318359 ∣ generator_ganloss : 1183.785352 ∣     [  std_z : 0.99  real_sub_fake : 510.77 ]
[  epoch 0033/0040] 4120/4800, lr:1.3e-05 ∣ avg_100 : 32146.770106 ∣ critic_nllloss : 25813.332227 ∣ critic_ganloss : -151.943208 ∣ generator_nllloss : 4983.965039 ∣ generator_ganloss : 1186.818701 ∣     [  std_z : 0.99  real_sub_fake : 496.63 ]
[  epoch 0033/0040] 4130/4800, lr:1.3e-05 ∣ avg_100 : 32145.347216 ∣ critic_nllloss : 25797.229687 ∣ critic_ganloss : -155.057613 ∣ generator_nllloss : 5157.053516 ∣ generator_ganloss : 1196.455762 ∣     [  std_z : 1.00  real_sub_fake : 505.29 ]
[  epoch 0033/0040] 4140/4800, lr:1.3e-05 ∣ avg_100 : 32145.444728 ∣ critic_nllloss : 25906.740430 ∣ critic_ganloss : -169.944488 ∣ generator_nllloss : 5129.961328 ∣ generator_ganloss : 1192.693018 ∣     [  std_z : 0.99  real_sub_fake : 505.17 ]
[  epoch 0033/0040] 4150/4800, lr:1.3e-05 ∣ avg_100 : 32147.977973 ∣ critic_nllloss : 26090.491992 ∣ critic_ganloss : -192.856006 ∣ generator_nllloss : 5262.421484 ∣ generator_ganloss : 1192.211035 ∣     [  std_z : 0.99  real_sub_fake : 576.96 ]
[  epoch 0033/0040] 4160/4800, lr:1.3e-05 ∣ avg_100 : 32144.262774 ∣ critic_nllloss : 25802.056641 ∣ critic_ganloss : -151.189873 ∣ generator_nllloss : 5096.802344 ∣ generator_ganloss : 1199.551172 ∣     [  std_z : 1.00  real_sub_fake : 557.26 ]
[  epoch 0033/0040] 4170/4800, lr:1.3e-05 ∣ avg_100 : 32146.655105 ∣ critic_nllloss : 26171.841992 ∣ critic_ganloss : -197.827528 ∣ generator_nllloss : 5185.425391 ∣ generator_ganloss : 1197.519092 ∣     [  std_z : 0.99  real_sub_fake : 604.57 ]
[  epoch 0033/0040] 4180/4800, lr:1.3e-05 ∣ avg_100 : 32144.375901 ∣ critic_nllloss : 25889.981055 ∣ critic_ganloss : -165.892982 ∣ generator_nllloss : 5091.542773 ∣ generator_ganloss : 1196.512158 ∣     [  std_z : 0.99  real_sub_fake : 674.31 ]
[  epoch 0033/0040] 4190/4800, lr:1.3e-05 ∣ avg_100 : 32143.988654 ∣ critic_nllloss : 26002.571484 ∣ critic_ganloss : -181.235040 ∣ generator_nllloss : 5205.537891 ∣ generator_ganloss : 1189.478564 ∣     [  std_z : 0.99  real_sub_fake : 673.41 ]
[  epoch 0033/0040] 4200/4800, lr:1.3e-05 ∣ avg_100 : 32141.523585 ∣ critic_nllloss : 25814.230273 ∣ critic_ganloss : -210.867677 ∣ generator_nllloss : 5032.307227 ∣ generator_ganloss : 1203.114746 ∣     [  std_z : 0.99  real_sub_fake : 649.78 ]
[  epoch 0033/0040] 4210/4800, lr:1.3e-05 ∣ avg_100 : 32141.559827 ∣ critic_nllloss : 26156.385742 ∣ critic_ganloss : -183.273016 ∣ generator_nllloss : 5218.419922 ∣ generator_ganloss : 1206.890039 ∣     [  std_z : 0.99  real_sub_fake : 659.12 ]
[  epoch 0033/0040] 4220/4800, lr:1.3e-05 ∣ avg_100 : 32139.411704 ∣ critic_nllloss : 25808.561328 ∣ critic_ganloss : -200.071700 ∣ generator_nllloss : 5178.794141 ∣ generator_ganloss : 1198.980420 ∣     [  std_z : 0.99  real_sub_fake : 686.77 ]
[  epoch 0033/0040] 4230/4800, lr:1.3e-05 ∣ avg_100 : 32141.540523 ∣ critic_nllloss : 25926.409766 ∣ critic_ganloss : -187.982359 ∣ generator_nllloss : 5195.851172 ∣ generator_ganloss : 1186.916650 ∣     [  std_z : 1.00  real_sub_fake : 635.25 ]
[  epoch 0033/0040] 4240/4800, lr:1.3e-05 ∣ avg_100 : 32138.910722 ∣ critic_nllloss : 25827.771094 ∣ critic_ganloss : -112.652827 ∣ generator_nllloss : 5025.685352 ∣ generator_ganloss : 1184.670605 ∣     [  std_z : 0.99  real_sub_fake : 642.88 ]
[  epoch 0033/0040] 4250/4800, lr:1.3e-05 ∣ avg_100 : 32139.638054 ∣ critic_nllloss : 25932.988867 ∣ critic_ganloss : -105.180091 ∣ generator_nllloss : 5185.472266 ∣ generator_ganloss : 1197.994238 ∣     [  std_z : 1.00  real_sub_fake : 486.04 ]
[  epoch 0033/0040] 4260/4800, lr:1.3e-05 ∣ avg_100 : 32139.630374 ∣ critic_nllloss : 25989.706445 ∣ critic_ganloss : -187.954333 ∣ generator_nllloss : 5211.664258 ∣ generator_ganloss : 1186.056006 ∣     [  std_z : 1.00  real_sub_fake : 627.49 ]
[  epoch 0033/0040] 4270/4800, lr:1.3e-05 ∣ avg_100 : 32140.902295 ∣ critic_nllloss : 25997.069922 ∣ critic_ganloss : -145.337914 ∣ generator_nllloss : 5268.182617 ∣ generator_ganloss : 1200.310937 ∣     [  std_z : 0.99  real_sub_fake : 530.24 ]
[  epoch 0033/0040] 4280/4800, lr:1.3e-05 ∣ avg_100 : 32142.738755 ∣ critic_nllloss : 25999.036328 ∣ critic_ganloss : -167.489172 ∣ generator_nllloss : 5181.043555 ∣ generator_ganloss : 1193.687402 ∣     [  std_z : 0.99  real_sub_fake : 574.96 ]
[  epoch 0033/0040] 4290/4800, lr:1.3e-05 ∣ avg_100 : 32142.720278 ∣ critic_nllloss : 25880.526953 ∣ critic_ganloss : -124.367366 ∣ generator_nllloss : 5223.537891 ∣ generator_ganloss : 1178.269238 ∣     [  std_z : 0.99  real_sub_fake : 634.66 ]
[  epoch 0033/0040] 4300/4800, lr:1.3e-05 ∣ avg_100 : 32141.086172 ∣ critic_nllloss : 25783.891406 ∣ critic_ganloss : -122.306508 ∣ generator_nllloss : 5200.399219 ∣ generator_ganloss : 1199.769678 ∣     [  std_z : 0.99  real_sub_fake : 581.39 ]
[  epoch 0033/0040] 4310/4800, lr:1.3e-05 ∣ avg_100 : 32142.863454 ∣ critic_nllloss : 25949.511523 ∣ critic_ganloss : -144.404601 ∣ generator_nllloss : 5189.233203 ∣ generator_ganloss : 1206.060986 ∣     [  std_z : 0.99  real_sub_fake : 507.94 ]
[  epoch 0033/0040] 4320/4800, lr:1.3e-05 ∣ avg_100 : 32146.513308 ∣ critic_nllloss : 26019.634375 ∣ critic_ganloss : -144.097803 ∣ generator_nllloss : 5184.876562 ∣ generator_ganloss : 1192.687109 ∣     [  std_z : 1.00  real_sub_fake : 518.37 ]
[  epoch 0033/0040] 4330/4800, lr:1.3e-05 ∣ avg_100 : 32142.049699 ∣ critic_nllloss : 25714.760156 ∣ critic_ganloss : -165.207439 ∣ generator_nllloss : 5144.185352 ∣ generator_ganloss : 1196.174902 ∣     [  std_z : 1.00  real_sub_fake : 522.46 ]
[  epoch 0033/0040] 4340/4800, lr:1.3e-05 ∣ avg_100 : 32137.980757 ∣ critic_nllloss : 25848.645898 ∣ critic_ganloss : -165.765137 ∣ generator_nllloss : 5133.135352 ∣ generator_ganloss : 1206.018604 ∣     [  std_z : 0.99  real_sub_fake : 495.54 ]
[  epoch 0033/0040] 4350/4800, lr:1.3e-05 ∣ avg_100 : 32137.977099 ∣ critic_nllloss : 25834.607812 ∣ critic_ganloss : -197.271059 ∣ generator_nllloss : 5167.905859 ∣ generator_ganloss : 1190.004004 ∣     [  std_z : 0.99  real_sub_fake : 589.21 ]
[  epoch 0033/0040] 4360/4800, lr:1.3e-05 ∣ avg_100 : 32138.827326 ∣ critic_nllloss : 26051.282617 ∣ critic_ganloss : -175.591306 ∣ generator_nllloss : 5244.947266 ∣ generator_ganloss : 1182.814600 ∣     [  std_z : 0.99  real_sub_fake : 681.80 ]
[  epoch 0033/0040] 4370/4800, lr:1.3e-05 ∣ avg_100 : 32137.474799 ∣ critic_nllloss : 25865.147461 ∣ critic_ganloss : -136.696085 ∣ generator_nllloss : 5225.517969 ∣ generator_ganloss : 1199.166943 ∣     [  std_z : 0.99  real_sub_fake : 611.21 ]
[  epoch 0033/0040] 4380/4800, lr:1.3e-05 ∣ avg_100 : 32134.964919 ∣ critic_nllloss : 25833.989063 ∣ critic_ganloss : -144.631377 ∣ generator_nllloss : 5172.933398 ∣ generator_ganloss : 1186.781738 ∣     [  std_z : 0.99  real_sub_fake : 626.30 ]
[  epoch 0033/0040] 4390/4800, lr:1.3e-05 ∣ avg_100 : 32133.334175 ∣ critic_nllloss : 25803.203711 ∣ critic_ganloss : -109.389022 ∣ generator_nllloss : 5122.346875 ∣ generator_ganloss : 1194.433838 ∣     [  std_z : 0.99  real_sub_fake : 590.92 ]
[  epoch 0033/0040] 4400/4800, lr:1.3e-05 ∣ avg_100 : 32128.355558 ∣ critic_nllloss : 25695.447266 ∣ critic_ganloss : -148.680650 ∣ generator_nllloss : 5004.551562 ∣ generator_ganloss : 1198.792285 ∣     [  std_z : 1.00  real_sub_fake : 476.78 ]
[  epoch 0033/0040] 4410/4800, lr:1.3e-05 ∣ avg_100 : 32126.382860 ∣ critic_nllloss : 25827.225586 ∣ critic_ganloss : -149.185387 ∣ generator_nllloss : 5106.823242 ∣ generator_ganloss : 1177.800146 ∣     [  std_z : 1.00  real_sub_fake : 543.69 ]
[  epoch 0033/0040] 4420/4800, lr:1.3e-05 ∣ avg_100 : 32124.148933 ∣ critic_nllloss : 25936.775391 ∣ critic_ganloss : -175.856067 ∣ generator_nllloss : 5275.808984 ∣ generator_ganloss : 1183.335107 ∣     [  std_z : 1.00  real_sub_fake : 572.09 ]
[  epoch 0033/0040] 4430/4800, lr:1.3e-05 ∣ avg_100 : 32122.977732 ∣ critic_nllloss : 25925.122461 ∣ critic_ganloss : -174.689563 ∣ generator_nllloss : 5179.181250 ∣ generator_ganloss : 1192.035986 ∣     [  std_z : 1.00  real_sub_fake : 569.85 ]
[  epoch 0033/0040] 4440/4800, lr:1.3e-05 ∣ avg_100 : 32120.932768 ∣ critic_nllloss : 25866.292383 ∣ critic_ganloss : -161.387328 ∣ generator_nllloss : 5233.334961 ∣ generator_ganloss : 1188.990967 ∣     [  std_z : 0.99  real_sub_fake : 542.81 ]
[  epoch 0033/0040] 4450/4800, lr:1.3e-05 ∣ avg_100 : 32123.007911 ∣ critic_nllloss : 25979.464258 ∣ critic_ganloss : -169.150647 ∣ generator_nllloss : 5223.392187 ∣ generator_ganloss : 1188.663184 ∣     [  std_z : 0.99  real_sub_fake : 567.10 ]
[  epoch 0033/0040] 4460/4800, lr:1.3e-05 ∣ avg_100 : 32121.628445 ∣ critic_nllloss : 25732.307227 ∣ critic_ganloss : -90.575513 ∣ generator_nllloss : 5212.113281 ∣ generator_ganloss : 1178.230615 ∣  [  std_z : 0.99  real_sub_fake : 638.65 ]
[  epoch 0033/0040] 4470/4800, lr:1.3e-05 ∣ avg_100 : 32124.727795 ∣ critic_nllloss : 25964.266992 ∣ critic_ganloss : -119.770026 ∣ generator_nllloss : 5220.289453 ∣ generator_ganloss : 1182.928711 ∣     [  std_z : 0.99  real_sub_fake : 438.55 ]
[  epoch 0033/0040] 4480/4800, lr:1.3e-05 ∣ avg_100 : 32123.891964 ∣ critic_nllloss : 25792.051758 ∣ critic_ganloss : -133.593092 ∣ generator_nllloss : 5123.410156 ∣ generator_ganloss : 1168.646338 ∣     [  std_z : 0.99  real_sub_fake : 527.74 ]
[  epoch 0033/0040] 4490/4800, lr:1.3e-05 ∣ avg_100 : 32125.885065 ∣ critic_nllloss : 25868.847070 ∣ critic_ganloss : -145.585628 ∣ generator_nllloss : 5209.527734 ∣ generator_ganloss : 1169.850684 ∣     [  std_z : 0.99  real_sub_fake : 520.35 ]
[  epoch 0033/0040] 4500/4800, lr:1.3e-05 ∣ avg_100 : 32128.792412 ∣ critic_nllloss : 26038.709961 ∣ critic_ganloss : -168.953906 ∣ generator_nllloss : 5281.318164 ∣ generator_ganloss : 1169.157031 ∣     [  std_z : 1.00  real_sub_fake : 567.72 ]
[  epoch 0033/0040] 4510/4800, lr:1.3e-05 ∣ avg_100 : 32129.126169 ∣ critic_nllloss : 25985.741602 ∣ critic_ganloss : -161.115967 ∣ generator_nllloss : 5217.673047 ∣ generator_ganloss : 1162.474268 ∣     [  std_z : 1.00  real_sub_fake : 609.50 ]
[  epoch 0033/0040] 4520/4800, lr:1.3e-05 ∣ avg_100 : 32130.220927 ∣ critic_nllloss : 25953.360156 ∣ critic_ganloss : -25.990986 ∣ generator_nllloss : 5202.783008 ∣ generator_ganloss : 1190.209717 ∣  [  std_z : 0.99  real_sub_fake : 562.75 ]
[  epoch 0033/0040] 4530/4800, lr:1.3e-05 ∣ avg_100 : 32128.656114 ∣ critic_nllloss : 25868.905469 ∣ critic_ganloss : -84.353768 ∣ generator_nllloss : 5162.451563 ∣ generator_ganloss : 1210.414014 ∣  [  std_z : 0.99  real_sub_fake : 304.76 ]
[  epoch 0033/0040] 4540/4800, lr:1.3e-05 ∣ avg_100 : 32130.678989 ∣ critic_nllloss : 25965.358008 ∣ critic_ganloss : -99.187901 ∣ generator_nllloss : 5166.321484 ∣ generator_ganloss : 1183.429004 ∣  [  std_z : 0.99  real_sub_fake : 313.47 ]
[  epoch 0033/0040] 4550/4800, lr:1.3e-05 ∣ avg_100 : 32131.992498 ∣ critic_nllloss : 25868.905078 ∣ critic_ganloss : -97.667599 ∣ generator_nllloss : 5210.521875 ∣ generator_ganloss : 1160.122803 ∣  [  std_z : 0.99  real_sub_fake : 385.72 ]
[  epoch 0033/0040] 4560/4800, lr:1.3e-05 ∣ avg_100 : 32131.331217 ∣ critic_nllloss : 25968.679688 ∣ critic_ganloss : -102.698938 ∣ generator_nllloss : 5199.508984 ∣ generator_ganloss : 1164.341113 ∣     [  std_z : 0.99  real_sub_fake : 374.93 ]
[  epoch 0033/0040] 4570/4800, lr:1.3e-05 ∣ avg_100 : 32130.810376 ∣ critic_nllloss : 25970.128516 ∣ critic_ganloss : -133.936365 ∣ generator_nllloss : 5215.281445 ∣ generator_ganloss : 1163.540576 ∣     [  std_z : 1.00  real_sub_fake : 420.95 ]
[  epoch 0033/0040] 4580/4800, lr:1.3e-05 ∣ avg_100 : 32125.309193 ∣ critic_nllloss : 25670.677734 ∣ critic_ganloss : -135.848383 ∣ generator_nllloss : 5095.677344 ∣ generator_ganloss : 1175.121777 ∣     [  std_z : 1.00  real_sub_fake : 445.65 ]
[  epoch 0033/0040] 4590/4800, lr:1.3e-05 ∣ avg_100 : 32126.356622 ∣ critic_nllloss : 26057.612305 ∣ critic_ganloss : -152.341545 ∣ generator_nllloss : 5203.878516 ∣ generator_ganloss : 1170.221143 ∣     [  std_z : 1.00  real_sub_fake : 527.95 ]
[  epoch 0033/0040] 4600/4800, lr:1.3e-05 ∣ avg_100 : 32126.293490 ∣ critic_nllloss : 25936.086719 ∣ critic_ganloss : -189.190070 ∣ generator_nllloss : 5217.445898 ∣ generator_ganloss : 1176.823242 ∣     [  std_z : 1.00  real_sub_fake : 569.86 ]
[  epoch 0033/0040] 4610/4800, lr:1.3e-05 ∣ avg_100 : 32125.995694 ∣ critic_nllloss : 25837.799414 ∣ critic_ganloss : -130.540300 ∣ generator_nllloss : 5176.497461 ∣ generator_ganloss : 1191.650684 ∣     [  std_z : 1.00  real_sub_fake : 493.72 ]
[  epoch 0033/0040] 4620/4800, lr:1.3e-05 ∣ avg_100 : 32127.489495 ∣ critic_nllloss : 25985.266211 ∣ critic_ganloss : -195.157045 ∣ generator_nllloss : 5272.338086 ∣ generator_ganloss : 1181.651904 ∣     [  std_z : 0.99  real_sub_fake : 594.21 ]
[  epoch 0033/0040] 4630/4800, lr:1.3e-05 ∣ avg_100 : 32125.976725 ∣ critic_nllloss : 25977.609180 ∣ critic_ganloss : -158.529652 ∣ generator_nllloss : 5197.924805 ∣ generator_ganloss : 1178.978418 ∣     [  std_z : 0.98  real_sub_fake : 613.72 ]
[  epoch 0033/0040] 4640/4800, lr:1.3e-05 ∣ avg_100 : 32124.144885 ∣ critic_nllloss : 25769.948437 ∣ critic_ganloss : -180.138145 ∣ generator_nllloss : 5218.896484 ∣ generator_ganloss : 1187.979785 ∣     [  std_z : 0.99  real_sub_fake : 613.90 ]
[  epoch 0033/0040] 4650/4800, lr:1.3e-05 ∣ avg_100 : 32127.265001 ∣ critic_nllloss : 26043.927344 ∣ critic_ganloss : -168.110564 ∣ generator_nllloss : 5236.553711 ∣ generator_ganloss : 1201.225732 ∣     [  std_z : 0.99  real_sub_fake : 617.82 ]
[  epoch 0033/0040] 4660/4800, lr:1.3e-05 ∣ avg_100 : 32128.688018 ∣ critic_nllloss : 25947.161914 ∣ critic_ganloss : -94.616634 ∣ generator_nllloss : 5196.627734 ∣ generator_ganloss : 1210.799023 ∣  [  std_z : 1.00  real_sub_fake : 490.73 ]
[  epoch 0033/0040] 4670/4800, lr:1.3e-05 ∣ avg_100 : 32129.611374 ∣ critic_nllloss : 25951.217187 ∣ critic_ganloss : -110.980210 ∣ generator_nllloss : 5191.088281 ∣ generator_ganloss : 1199.665527 ∣     [  std_z : 1.00  real_sub_fake : 540.97 ]
[  epoch 0033/0040] 4680/4800, lr:1.3e-05 ∣ avg_100 : 32131.514577 ∣ critic_nllloss : 26019.299414 ∣ critic_ganloss : -161.618674 ∣ generator_nllloss : 5184.242188 ∣ generator_ganloss : 1196.368555 ∣     [  std_z : 1.00  real_sub_fake : 585.97 ]
[  epoch 0033/0040] 4690/4800, lr:1.3e-05 ∣ avg_100 : 32133.362256 ∣ critic_nllloss : 26111.963281 ∣ critic_ganloss : -147.675214 ∣ generator_nllloss : 5212.296875 ∣ generator_ganloss : 1191.557715 ∣     [  std_z : 0.99  real_sub_fake : 520.96 ]
[  epoch 0033/0040] 4700/4800, lr:1.3e-05 ∣ avg_100 : 32132.504634 ∣ critic_nllloss : 25969.019336 ∣ critic_ganloss : -148.068205 ∣ generator_nllloss : 5179.209766 ∣ generator_ganloss : 1179.740479 ∣     [  std_z : 0.98  real_sub_fake : 603.60 ]
[  epoch 0033/0040] 4710/4800, lr:1.3e-05 ∣ avg_100 : 32129.858785 ∣ critic_nllloss : 25742.113672 ∣ critic_ganloss : -137.685255 ∣ generator_nllloss : 5103.272656 ∣ generator_ganloss : 1187.742480 ∣     [  std_z : 0.98  real_sub_fake : 496.50 ]
[  epoch 0033/0040] 4720/4800, lr:1.3e-05 ∣ avg_100 : 32131.451314 ∣ critic_nllloss : 25852.238867 ∣ critic_ganloss : -131.382381 ∣ generator_nllloss : 5269.114844 ∣ generator_ganloss : 1183.781738 ∣     [  std_z : 0.99  real_sub_fake : 478.58 ]
[  epoch 0033/0040] 4730/4800, lr:1.3e-05 ∣ avg_100 : 32126.665107 ∣ critic_nllloss : 25599.478711 ∣ critic_ganloss : -109.939090 ∣ generator_nllloss : 5060.167188 ∣ generator_ganloss : 1190.835889 ∣     [  std_z : 1.00  real_sub_fake : 466.86 ]
[  epoch 0033/0040] 4740/4800, lr:1.3e-05 ∣ avg_100 : 32125.825473 ∣ critic_nllloss : 25873.232422 ∣ critic_ganloss : -118.270356 ∣ generator_nllloss : 5199.958984 ∣ generator_ganloss : 1188.202051 ∣     [  std_z : 1.00  real_sub_fake : 525.21 ]
[  epoch 0033/0040] 4750/4800, lr:1.3e-05 ∣ avg_100 : 32129.271561 ∣ critic_nllloss : 26159.070117 ∣ critic_ganloss : -158.473335 ∣ generator_nllloss : 5178.353320 ∣ generator_ganloss : 1178.902881 ∣     [  std_z : 1.00  real_sub_fake : 587.33 ]
[  epoch 0033/0040] 4760/4800, lr:1.3e-05 ∣ avg_100 : 32131.414733 ∣ critic_nllloss : 26189.907031 ∣ critic_ganloss : -179.092250 ∣ generator_nllloss : 5252.352344 ∣ generator_ganloss : 1187.222803 ∣     [  std_z : 1.00  real_sub_fake : 559.16 ]
[  epoch 0033/0040] 4770/4800, lr:1.3e-05 ∣ avg_100 : 32129.579880 ∣ critic_nllloss : 26041.410156 ∣ critic_ganloss : -123.416702 ∣ generator_nllloss : 5205.401563 ∣ generator_ganloss : 1194.133496 ∣     [  std_z : 0.99  real_sub_fake : 527.56 ]
[  epoch 0033/0040] 4780/4800, lr:1.3e-05 ∣ avg_100 : 32131.342075 ∣ critic_nllloss : 25944.870703 ∣ critic_ganloss : -92.757625 ∣ generator_nllloss : 5212.862500 ∣ generator_ganloss : 1207.107422 ∣  [  std_z : 0.99  real_sub_fake : 472.94 ]
[  epoch 0033/0040] 4790/4800, lr:1.3e-05 ∣ avg_100 : 32133.442858 ∣ critic_nllloss : 25843.271875 ∣ critic_ganloss : -156.529794 ∣ generator_nllloss : 5264.605859 ∣ generator_ganloss : 1201.991357 ∣     [  std_z : 0.99  real_sub_fake : 415.25 ]
[  epoch 0033/0040] 4800/4800, lr:1.3e-05 ∣ avg_100 : 32134.119488 ∣ critic_nllloss : 26004.775781 ∣ critic_ganloss : -173.371996 ∣ generator_nllloss : 5133.481250 ∣ generator_ganloss : 1181.778809 ∣     [  std_z : 0.99  real_sub_fake : 559.10 ]
[    val 033    ] Done! KLD: 0.028771: 0.009729g: 5:19:19, total: 1 day, 6:24:37                    
[  epoch 0034/0040] 0010/4800, lr:1.3e-05 ∣ avg_100 : 32134.815738 ∣ critic_nllloss : 25842.078906 ∣ critic_ganloss : -161.525037 ∣ generator_nllloss : 5260.969727 ∣ generator_ganloss : 1188.500098 ∣     [  std_z : 0.99  real_sub_fake : 502.82 ]
[  epoch 0034/0040] 0020/4800, lr:1.3e-05 ∣ avg_100 : 32134.557958 ∣ critic_nllloss : 25780.495898 ∣ critic_ganloss : -179.589751 ∣ generator_nllloss : 5134.399414 ∣ generator_ganloss : 1184.639551 ∣     [  std_z : 0.99  real_sub_fake : 585.28 ]
[  epoch 0034/0040] 0030/4800, lr:1.3e-05 ∣ avg_100 : 32134.836328 ∣ critic_nllloss : 26003.781250 ∣ critic_ganloss : -147.724538 ∣ generator_nllloss : 5129.222266 ∣ generator_ganloss : 1194.027344 ∣     [  std_z : 0.99  real_sub_fake : 586.28 ]
[  epoch 0034/0040] 0040/4800, lr:1.3e-05 ∣ avg_100 : 32129.791707 ∣ critic_nllloss : 25879.358203 ∣ critic_ganloss : -142.350784 ∣ generator_nllloss : 5170.005664 ∣ generator_ganloss : 1201.862744 ∣     [  std_z : 0.99  real_sub_fake : 625.91 ]
[  epoch 0034/0040] 0050/4800, lr:1.3e-05 ∣ avg_100 : 32132.426022 ∣ critic_nllloss : 26116.685352 ∣ critic_ganloss : -206.814764 ∣ generator_nllloss : 5286.308203 ∣ generator_ganloss : 1195.980518 ∣     [  std_z : 0.99  real_sub_fake : 648.85 ]
[  epoch 0034/0040] 0060/4800, lr:1.3e-05 ∣ avg_100 : 32134.864026 ∣ critic_nllloss : 25995.572461 ∣ critic_ganloss : -124.802837 ∣ generator_nllloss : 5258.194336 ∣ generator_ganloss : 1209.962012 ∣     [  std_z : 0.99  real_sub_fake : 581.26 ]
[  epoch 0034/0040] 0070/4800, lr:1.3e-05 ∣ avg_100 : 32130.825133 ∣ critic_nllloss : 25734.951953 ∣ critic_ganloss : -89.450963 ∣ generator_nllloss : 5079.799219 ∣ generator_ganloss : 1215.669385 ∣  [  std_z : 0.99  real_sub_fake : 314.90 ]
[  epoch 0034/0040] 0080/4800, lr:1.3e-05 ∣ avg_100 : 32129.181134 ∣ critic_nllloss : 25822.788281 ∣ critic_ganloss : -143.168796 ∣ generator_nllloss : 5133.302734 ∣ generator_ganloss : 1188.567090 ∣     [  std_z : 0.99  real_sub_fake : 411.94 ]
[  epoch 0034/0040] 0090/4800, lr:1.3e-05 ∣ avg_100 : 32130.717506 ∣ critic_nllloss : 26017.007227 ∣ critic_ganloss : -125.459662 ∣ generator_nllloss : 5223.536133 ∣ generator_ganloss : 1179.854102 ∣     [  std_z : 1.00  real_sub_fake : 599.53 ]
[  epoch 0034/0040] 0100/4800, lr:1.3e-05 ∣ avg_100 : 32134.385723 ∣ critic_nllloss : 25939.911328 ∣ critic_ganloss : -132.370781 ∣ generator_nllloss : 5188.576172 ∣ generator_ganloss : 1194.957471 ∣     [  std_z : 0.99  real_sub_fake : 475.03 ]
[  epoch 0034/0040] 0110/4800, lr:1.3e-05 ∣ avg_100 : 32132.243007 ∣ critic_nllloss : 25827.164453 ∣ critic_ganloss : -99.852208 ∣ generator_nllloss : 5120.736523 ∣ generator_ganloss : 1182.803906 ∣  [  std_z : 0.99  real_sub_fake : 534.08 ]
[  epoch 0034/0040] 0120/4800, lr:1.3e-05 ∣ avg_100 : 32132.873568 ∣ critic_nllloss : 26018.038867 ∣ critic_ganloss : -115.066762 ∣ generator_nllloss : 5178.451758 ∣ generator_ganloss : 1195.337207 ∣     [  std_z : 1.00  real_sub_fake : 485.88 ]
[  epoch 0034/0040] 0130/4800, lr:1.3e-05 ∣ avg_100 : 32139.367225 ∣ critic_nllloss : 26214.730859 ∣ critic_ganloss : -115.967572 ∣ generator_nllloss : 5243.468555 ∣ generator_ganloss : 1185.719629 ∣     [  std_z : 1.00  real_sub_fake : 476.75 ]
[  epoch 0034/0040] 0140/4800, lr:1.3e-05 ∣ avg_100 : 32137.887090 ∣ critic_nllloss : 25885.537500 ∣ critic_ganloss : -162.438333 ∣ generator_nllloss : 5128.349023 ∣ generator_ganloss : 1170.103906 ∣     [  std_z : 0.99  real_sub_fake : 557.51 ]
[  epoch 0034/0040] 0150/4800, lr:1.3e-05 ∣ avg_100 : 32138.811664 ∣ critic_nllloss : 25871.038086 ∣ critic_ganloss : -121.939479 ∣ generator_nllloss : 5308.072070 ∣ generator_ganloss : 1186.873047 ∣     [  std_z : 1.00  real_sub_fake : 519.08 ]
[  epoch 0034/0040] 0160/4800, lr:1.3e-05 ∣ avg_100 : 32137.550310 ∣ critic_nllloss : 26039.261523 ∣ critic_ganloss : -130.612678 ∣ generator_nllloss : 5119.177539 ∣ generator_ganloss : 1189.025781 ∣     [  std_z : 1.00  real_sub_fake : 461.93 ]
[  epoch 0034/0040] 0170/4800, lr:1.3e-05 ∣ avg_100 : 32139.457876 ∣ critic_nllloss : 26007.803516 ∣ critic_ganloss : -173.595377 ∣ generator_nllloss : 5200.526563 ∣ generator_ganloss : 1164.671387 ∣     [  std_z : 0.99  real_sub_fake : 577.63 ]
[  epoch 0034/0040] 0180/4800, lr:1.3e-05 ∣ avg_100 : 32139.863914 ∣ critic_nllloss : 25859.991602 ∣ critic_ganloss : -188.164803 ∣ generator_nllloss : 5018.989453 ∣ generator_ganloss : 1182.202002 ∣     [  std_z : 0.98  real_sub_fake : 603.61 ]
[  epoch 0034/0040] 0190/4800, lr:1.3e-05 ∣ avg_100 : 32142.246166 ∣ critic_nllloss : 26024.048828 ∣ critic_ganloss : -183.609480 ∣ generator_nllloss : 5157.402930 ∣ generator_ganloss : 1188.253027 ∣     [  std_z : 0.99  real_sub_fake : 579.58 ]
[  epoch 0034/0040] 0200/4800, lr:1.3e-05 ∣ avg_100 : 32139.667712 ∣ critic_nllloss : 25708.967187 ∣ critic_ganloss : -152.548949 ∣ generator_nllloss : 5119.376367 ∣ generator_ganloss : 1191.804688 ∣     [  std_z : 1.00  real_sub_fake : 604.25 ]
[  epoch 0034/0040] 0210/4800, lr:1.3e-05 ∣ avg_100 : 32135.167916 ∣ critic_nllloss : 25620.132422 ∣ critic_ganloss : -164.299139 ∣ generator_nllloss : 5163.910352 ∣ generator_ganloss : 1204.047607 ∣     [  std_z : 1.00  real_sub_fake : 527.40 ]
[  epoch 0034/0040] 0220/4800, lr:1.3e-05 ∣ avg_100 : 32136.011139 ∣ critic_nllloss : 26006.951172 ∣ critic_ganloss : -163.332457 ∣ generator_nllloss : 5126.146289 ∣ generator_ganloss : 1199.155566 ∣     [  std_z : 1.00  real_sub_fake : 632.96 ]
[  epoch 0034/0040] 0230/4800, lr:1.3e-05 ∣ avg_100 : 32136.912499 ∣ critic_nllloss : 25879.376172 ∣ critic_ganloss : -159.371507 ∣ generator_nllloss : 5242.552539 ∣ generator_ganloss : 1205.012109 ∣     [  std_z : 0.99  real_sub_fake : 559.28 ]
[  epoch 0034/0040] 0240/4800, lr:1.3e-05 ∣ avg_100 : 32136.755981 ∣ critic_nllloss : 25882.686328 ∣ critic_ganloss : -107.314066 ∣ generator_nllloss : 5140.902539 ∣ generator_ganloss : 1191.218359 ∣     [  std_z : 0.99  real_sub_fake : 569.22 ]
[  epoch 0034/0040] 0250/4800, lr:1.3e-05 ∣ avg_100 : 32139.580616 ∣ critic_nllloss : 26139.914453 ∣ critic_ganloss : -139.226564 ∣ generator_nllloss : 5279.043359 ∣ generator_ganloss : 1208.949756 ∣     [  std_z : 0.99  real_sub_fake : 509.83 ]
[  epoch 0034/0040] 0260/4800, lr:1.3e-05 ∣ avg_100 : 32141.416879 ∣ critic_nllloss : 25878.405078 ∣ critic_ganloss : -136.948232 ∣ generator_nllloss : 5229.013281 ∣ generator_ganloss : 1199.551758 ∣     [  std_z : 0.99  real_sub_fake : 468.79 ]
[  epoch 0034/0040] 0270/4800, lr:1.3e-05 ∣ avg_100 : 32142.151230 ∣ critic_nllloss : 25976.239648 ∣ critic_ganloss : -110.921442 ∣ generator_nllloss : 5180.051562 ∣ generator_ganloss : 1184.451172 ∣     [  std_z : 0.99  real_sub_fake : 551.69 ]
[  epoch 0034/0040] 0280/4800, lr:1.3e-05 ∣ avg_100 : 32143.745765 ∣ critic_nllloss : 25892.153516 ∣ critic_ganloss : -163.034850 ∣ generator_nllloss : 5247.503320 ∣ generator_ganloss : 1191.729687 ∣     [  std_z : 0.99  real_sub_fake : 540.00 ]
[  epoch 0034/0040] 0290/4800, lr:1.3e-05 ∣ avg_100 : 32146.785901 ∣ critic_nllloss : 25857.918164 ∣ critic_ganloss : -132.440311 ∣ generator_nllloss : 5203.817578 ∣ generator_ganloss : 1195.136963 ∣     [  std_z : 1.00  real_sub_fake : 523.62 ]
[  epoch 0034/0040] 0300/4800, lr:1.3e-05 ∣ avg_100 : 32146.484872 ∣ critic_nllloss : 26026.727344 ∣ critic_ganloss : -201.841502 ∣ generator_nllloss : 5179.769531 ∣ generator_ganloss : 1186.562646 ∣     [  std_z : 1.00  real_sub_fake : 598.24 ]
[  epoch 0034/0040] 0310/4800, lr:1.3e-05 ∣ avg_100 : 32142.215497 ∣ critic_nllloss : 25786.061133 ∣ critic_ganloss : -139.188290 ∣ generator_nllloss : 5215.545313 ∣ generator_ganloss : 1178.258545 ∣     [  std_z : 1.00  real_sub_fake : 609.93 ]
[  epoch 0034/0040] 0320/4800, lr:1.3e-05 ∣ avg_100 : 32146.580472 ∣ critic_nllloss : 26076.834180 ∣ critic_ganloss : -170.851582 ∣ generator_nllloss : 5168.009961 ∣ generator_ganloss : 1194.677637 ∣     [  std_z : 0.99  real_sub_fake : 622.28 ]
[  epoch 0034/0040] 0330/4800, lr:1.3e-05 ∣ avg_100 : 32148.306374 ∣ critic_nllloss : 25943.976367 ∣ critic_ganloss : -175.907390 ∣ generator_nllloss : 5198.617578 ∣ generator_ganloss : 1201.585059 ∣     [  std_z : 0.99  real_sub_fake : 558.02 ]
[  epoch 0034/0040] 0340/4800, lr:1.3e-05 ∣ avg_100 : 32149.757453 ∣ critic_nllloss : 25950.392188 ∣ critic_ganloss : -155.832497 ∣ generator_nllloss : 5223.017773 ∣ generator_ganloss : 1186.980664 ∣     [  std_z : 0.99  real_sub_fake : 657.42 ]
[  epoch 0034/0040] 0350/4800, lr:1.3e-05 ∣ avg_100 : 32147.233337 ∣ critic_nllloss : 25804.273242 ∣ critic_ganloss : -112.409155 ∣ generator_nllloss : 5206.365625 ∣ generator_ganloss : 1201.627246 ∣     [  std_z : 0.99  real_sub_fake : 572.37 ]
[  epoch 0034/0040] 0360/4800, lr:1.3e-05 ∣ avg_100 : 32148.579767 ∣ critic_nllloss : 25928.781641 ∣ critic_ganloss : -165.014435 ∣ generator_nllloss : 5131.489062 ∣ generator_ganloss : 1186.606982 ∣     [  std_z : 0.99  real_sub_fake : 557.47 ]
[  epoch 0034/0040] 0370/4800, lr:1.3e-05 ∣ avg_100 : 32146.840880 ∣ critic_nllloss : 25868.024609 ∣ critic_ganloss : -143.597520 ∣ generator_nllloss : 5259.358594 ∣ generator_ganloss : 1199.284619 ∣     [  std_z : 0.99  real_sub_fake : 521.85 ]
[  epoch 0034/0040] 0380/4800, lr:1.3e-05 ∣ avg_100 : 32146.634608 ∣ critic_nllloss : 25785.267969 ∣ critic_ganloss : -162.614265 ∣ generator_nllloss : 5179.562500 ∣ generator_ganloss : 1189.299609 ∣     [  std_z : 0.99  real_sub_fake : 624.72 ]
[  epoch 0034/0040] 0390/4800, lr:1.3e-05 ∣ avg_100 : 32148.368560 ∣ critic_nllloss : 26124.008398 ∣ critic_ganloss : -149.270714 ∣ generator_nllloss : 5222.895312 ∣ generator_ganloss : 1192.115039 ∣     [  std_z : 0.99  real_sub_fake : 642.80 ]
[  epoch 0034/0040] 0400/4800, lr:1.3e-05 ∣ avg_100 : 32151.873690 ∣ critic_nllloss : 25882.717187 ∣ critic_ganloss : -134.559408 ∣ generator_nllloss : 5237.978906 ∣ generator_ganloss : 1203.160889 ∣     [  std_z : 0.99  real_sub_fake : 505.40 ]
[  epoch 0034/0040] 0410/4800, lr:1.3e-05 ∣ avg_100 : 32147.477222 ∣ critic_nllloss : 25722.580859 ∣ critic_ganloss : -162.225729 ∣ generator_nllloss : 5207.247656 ∣ generator_ganloss : 1191.173145 ∣     [  std_z : 0.99  real_sub_fake : 525.64 ]
[  epoch 0034/0040] 0420/4800, lr:1.3e-05 ∣ avg_100 : 32149.640670 ∣ critic_nllloss : 25951.384180 ∣ critic_ganloss : -165.423009 ∣ generator_nllloss : 5232.938086 ∣ generator_ganloss : 1183.709717 ∣     [  std_z : 0.99  real_sub_fake : 558.98 ]
[  epoch 0034/0040] 0430/4800, lr:1.3e-05 ∣ avg_100 : 32148.277959 ∣ critic_nllloss : 25839.663867 ∣ critic_ganloss : -147.457326 ∣ generator_nllloss : 5090.208984 ∣ generator_ganloss : 1202.508594 ∣     [  std_z : 0.99  real_sub_fake : 529.88 ]
[  epoch 0034/0040] 0440/4800, lr:1.3e-05 ∣ avg_100 : 32149.821346 ∣ critic_nllloss : 25815.822852 ∣ critic_ganloss : -146.544066 ∣ generator_nllloss : 5221.311914 ∣ generator_ganloss : 1189.222168 ∣     [  std_z : 1.00  real_sub_fake : 520.43 ]
[  epoch 0034/0040] 0450/4800, lr:1.3e-05 ∣ avg_100 : 32147.193208 ∣ critic_nllloss : 25855.052148 ∣ critic_ganloss : -198.517999 ∣ generator_nllloss : 5114.873242 ∣ generator_ganloss : 1177.054102 ∣     [  std_z : 1.00  real_sub_fake : 697.60 ]
[  epoch 0034/0040] 0460/4800, lr:1.3e-05 ∣ avg_100 : 32150.766790 ∣ critic_nllloss : 26134.496484 ∣ critic_ganloss : -61.730013 ∣ generator_nllloss : 5283.277539 ∣ generator_ganloss : 1200.786621 ∣  [  std_z : 1.00  real_sub_fake : 416.52 ]
[  epoch 0034/0040] 0470/4800, lr:1.3e-05 ∣ avg_100 : 32150.542449 ∣ critic_nllloss : 25961.737305 ∣ critic_ganloss : -68.885886 ∣ generator_nllloss : 5212.856055 ∣ generator_ganloss : 1192.083984 ∣  [  std_z : 0.99  real_sub_fake : 346.48 ]
[  epoch 0034/0040] 0480/4800, lr:1.3e-05 ∣ avg_100 : 32150.845425 ∣ critic_nllloss : 25893.990820 ∣ critic_ganloss : -76.264455 ∣ generator_nllloss : 5242.499023 ∣ generator_ganloss : 1176.350293 ∣  [  std_z : 0.99  real_sub_fake : 333.00 ]
[  epoch 0034/0040] 0490/4800, lr:1.3e-05 ∣ avg_100 : 32152.834771 ∣ critic_nllloss : 26060.220117 ∣ critic_ganloss : -105.468765 ∣ generator_nllloss : 5238.150195 ∣ generator_ganloss : 1163.999756 ∣     [  std_z : 0.99  real_sub_fake : 437.77 ]
[  epoch 0034/0040] 0500/4800, lr:1.3e-05 ∣ avg_100 : 32154.818761 ∣ critic_nllloss : 26036.751172 ∣ critic_ganloss : -130.754491 ∣ generator_nllloss : 5185.308203 ∣ generator_ganloss : 1168.847900 ∣     [  std_z : 0.99  real_sub_fake : 430.73 ]
[  epoch 0034/0040] 0510/4800, lr:1.3e-05 ∣ avg_100 : 32152.839394 ∣ critic_nllloss : 25761.916406 ∣ critic_ganloss : -93.334966 ∣ generator_nllloss : 5151.987109 ∣ generator_ganloss : 1181.895898 ∣  [  std_z : 1.00  real_sub_fake : 420.72 ]
[  epoch 0034/0040] 0520/4800, lr:1.3e-05 ∣ avg_100 : 32150.059431 ∣ critic_nllloss : 25745.458203 ∣ critic_ganloss : -85.181844 ∣ generator_nllloss : 5116.681641 ∣ generator_ganloss : 1198.145947 ∣  [  std_z : 1.00  real_sub_fake : 346.19 ]
[  epoch 0034/0040] 0530/4800, lr:1.3e-05 ∣ avg_100 : 32152.879698 ∣ critic_nllloss : 25841.114844 ∣ critic_ganloss : -117.125283 ∣ generator_nllloss : 5263.930469 ∣ generator_ganloss : 1184.019678 ∣     [  std_z : 1.00  real_sub_fake : 375.49 ]
[  epoch 0034/0040] 0540/4800, lr:1.3e-05 ∣ avg_100 : 32154.029368 ∣ critic_nllloss : 25873.962500 ∣ critic_ganloss : -102.291116 ∣ generator_nllloss : 5191.687500 ∣ generator_ganloss : 1173.642822 ∣     [  std_z : 0.99  real_sub_fake : 473.60 ]
[  epoch 0034/0040] 0550/4800, lr:1.3e-05 ∣ avg_100 : 32155.716736 ∣ critic_nllloss : 25932.399414 ∣ critic_ganloss : -142.524594 ∣ generator_nllloss : 5195.974219 ∣ generator_ganloss : 1178.134375 ∣     [  std_z : 0.99  real_sub_fake : 459.38 ]
[  epoch 0034/0040] 0560/4800, lr:1.3e-05 ∣ avg_100 : 32155.181377 ∣ critic_nllloss : 26002.288281 ∣ critic_ganloss : -169.752855 ∣ generator_nllloss : 5245.020312 ∣ generator_ganloss : 1172.361475 ∣     [  std_z : 0.99  real_sub_fake : 514.85 ]
[  epoch 0034/0040] 0570/4800, lr:1.3e-05 ∣ avg_100 : 32155.603147 ∣ critic_nllloss : 25986.450781 ∣ critic_ganloss : -160.276571 ∣ generator_nllloss : 5197.032031 ∣ generator_ganloss : 1172.107080 ∣     [  std_z : 1.00  real_sub_fake : 517.81 ]
[  epoch 0034/0040] 0580/4800, lr:1.3e-05 ∣ avg_100 : 32154.915763 ∣ critic_nllloss : 25741.308203 ∣ critic_ganloss : -129.613995 ∣ generator_nllloss : 5196.818359 ∣ generator_ganloss : 1171.821875 ∣     [  std_z : 1.00  real_sub_fake : 545.95 ]
[  epoch 0034/0040] 0590/4800, lr:1.3e-05 ∣ avg_100 : 32155.714805 ∣ critic_nllloss : 25902.362500 ∣ critic_ganloss : -108.579178 ∣ generator_nllloss : 5109.162500 ∣ generator_ganloss : 1187.553809 ∣     [  std_z : 0.99  real_sub_fake : 489.67 ]
[  epoch 0034/0040] 0600/4800, lr:1.3e-05 ∣ avg_100 : 32160.331662 ∣ critic_nllloss : 25900.855859 ∣ critic_ganloss : -72.347971 ∣ generator_nllloss : 5179.687500 ∣ generator_ganloss : 1203.600781 ∣  [  std_z : 0.99  real_sub_fake : 344.75 ]
[  epoch 0034/0040] 0610/4800, lr:1.3e-05 ∣ avg_100 : 32162.484741 ∣ critic_nllloss : 25951.014844 ∣ critic_ganloss : -100.359182 ∣ generator_nllloss : 5139.728516 ∣ generator_ganloss : 1187.587305 ∣     [  std_z : 0.99  real_sub_fake : 390.11 ]
[  epoch 0034/0040] 0620/4800, lr:1.3e-05 ∣ avg_100 : 32160.628728 ∣ critic_nllloss : 25781.863867 ∣ critic_ganloss : -147.052168 ∣ generator_nllloss : 5234.759180 ∣ generator_ganloss : 1164.891211 ∣     [  std_z : 0.99  real_sub_fake : 490.87 ]
[  epoch 0034/0040] 0630/4800, lr:1.3e-05 ∣ avg_100 : 32162.208043 ∣ critic_nllloss : 26003.622461 ∣ critic_ganloss : -123.864982 ∣ generator_nllloss : 5211.492969 ∣ generator_ganloss : 1188.331152 ∣     [  std_z : 0.99  real_sub_fake : 489.02 ]
[  epoch 0034/0040] 0640/4800, lr:1.3e-05 ∣ avg_100 : 32164.264979 ∣ critic_nllloss : 25962.038086 ∣ critic_ganloss : -74.162735 ∣ generator_nllloss : 5247.081836 ∣ generator_ganloss : 1197.967432 ∣  [  std_z : 0.99  real_sub_fake : 342.10 ]
[  epoch 0034/0040] 0650/4800, lr:1.3e-05 ∣ avg_100 : 32164.643885 ∣ critic_nllloss : 26001.343555 ∣ critic_ganloss : -169.501637 ∣ generator_nllloss : 5250.070508 ∣ generator_ganloss : 1178.347119 ∣     [  std_z : 0.99  real_sub_fake : 533.62 ]
[  epoch 0034/0040] 0660/4800, lr:1.3e-05 ∣ avg_100 : 32167.637668 ∣ critic_nllloss : 25971.290430 ∣ critic_ganloss : -118.076474 ∣ generator_nllloss : 5299.924023 ∣ generator_ganloss : 1178.315918 ∣     [  std_z : 0.99  real_sub_fake : 544.06 ]
[  epoch 0034/0040] 0670/4800, lr:1.3e-05 ∣ avg_100 : 32166.880639 ∣ critic_nllloss : 25950.823047 ∣ critic_ganloss : -122.759938 ∣ generator_nllloss : 5159.153906 ∣ generator_ganloss : 1184.795215 ∣     [  std_z : 0.99  real_sub_fake : 502.19 ]
[  epoch 0034/0040] 0680/4800, lr:1.3e-05 ∣ avg_100 : 32167.390983 ∣ critic_nllloss : 25902.102734 ∣ critic_ganloss : -153.707088 ∣ generator_nllloss : 5078.270898 ∣ generator_ganloss : 1174.883057 ∣     [  std_z : 0.99  real_sub_fake : 524.44 ]
[  epoch 0034/0040] 0690/4800, lr:1.3e-05 ∣ avg_100 : 32166.128718 ∣ critic_nllloss : 25801.462891 ∣ critic_ganloss : -159.532535 ∣ generator_nllloss : 5156.031641 ∣ generator_ganloss : 1178.451318 ∣     [  std_z : 1.00  real_sub_fake : 524.67 ]
[  epoch 0034/0040] 0700/4800, lr:1.3e-05 ∣ avg_100 : 32163.923267 ∣ critic_nllloss : 25917.538281 ∣ critic_ganloss : -172.352200 ∣ generator_nllloss : 5172.825977 ∣ generator_ganloss : 1181.674121 ∣     [  std_z : 1.00  real_sub_fake : 586.27 ]
[  epoch 0034/0040] 0710/4800, lr:1.3e-05 ∣ avg_100 : 32163.950020 ∣ critic_nllloss : 25969.726172 ∣ critic_ganloss : -152.601091 ∣ generator_nllloss : 5202.406641 ∣ generator_ganloss : 1187.916553 ∣     [  std_z : 1.00  real_sub_fake : 564.41 ]
[  epoch 0034/0040] 0720/4800, lr:1.3e-05 ∣ avg_100 : 32161.796305 ∣ critic_nllloss : 25788.159961 ∣ critic_ganloss : -127.629110 ∣ generator_nllloss : 5252.288281 ∣ generator_ganloss : 1192.171240 ∣     [  std_z : 0.99  real_sub_fake : 509.19 ]
[  epoch 0034/0040] 0730/4800, lr:1.3e-05 ∣ avg_100 : 32160.543718 ∣ critic_nllloss : 25914.214648 ∣ critic_ganloss : -150.507547 ∣ generator_nllloss : 5077.596094 ∣ generator_ganloss : 1190.855420 ∣     [  std_z : 0.99  real_sub_fake : 519.37 ]
[  epoch 0034/0040] 0740/4800, lr:1.3e-05 ∣ avg_100 : 32158.014214 ∣ critic_nllloss : 25848.447070 ∣ critic_ganloss : -139.015944 ∣ generator_nllloss : 5067.276758 ∣ generator_ganloss : 1186.262305 ∣     [  std_z : 0.99  real_sub_fake : 593.62 ]
[  epoch 0034/0040] 0750/4800, lr:1.3e-05 ∣ avg_100 : 32156.502043 ∣ critic_nllloss : 25727.140625 ∣ critic_ganloss : -85.855751 ∣ generator_nllloss : 5153.576367 ∣ generator_ganloss : 1195.803809 ∣  [  std_z : 0.99  real_sub_fake : 462.89 ]
[  epoch 0034/0040] 0760/4800, lr:1.3e-05 ∣ avg_100 : 32157.397222 ∣ critic_nllloss : 26032.786133 ∣ critic_ganloss : -139.889833 ∣ generator_nllloss : 5245.323438 ∣ generator_ganloss : 1181.129004 ∣     [  std_z : 0.99  real_sub_fake : 517.06 ]
[  epoch 0034/0040] 0770/4800, lr:1.3e-05 ∣ avg_100 : 32156.687677 ∣ critic_nllloss : 25910.098047 ∣ critic_ganloss : -106.683388 ∣ generator_nllloss : 5152.528320 ∣ generator_ganloss : 1188.116699 ∣     [  std_z : 0.99  real_sub_fake : 535.74 ]
[  epoch 0034/0040] 0780/4800, lr:1.3e-05 ∣ avg_100 : 32161.300394 ∣ critic_nllloss : 25997.289453 ∣ critic_ganloss : -131.154509 ∣ generator_nllloss : 5203.965234 ∣ generator_ganloss : 1196.800000 ∣     [  std_z : 0.99  real_sub_fake : 468.68 ]
[  epoch 0034/0040] 0790/4800, lr:1.3e-05 ∣ avg_100 : 32158.321236 ∣ critic_nllloss : 25747.347266 ∣ critic_ganloss : -156.819125 ∣ generator_nllloss : 5199.035937 ∣ generator_ganloss : 1191.890527 ∣     [  std_z : 0.99  real_sub_fake : 476.24 ]
[  epoch 0034/0040] 0800/4800, lr:1.3e-05 ∣ avg_100 : 32155.725341 ∣ critic_nllloss : 25707.400000 ∣ critic_ganloss : -134.853311 ∣ generator_nllloss : 5125.680078 ∣ generator_ganloss : 1183.349512 ∣     [  std_z : 0.99  real_sub_fake : 569.41 ]
[  epoch 0034/0040] 0810/4800, lr:1.3e-05 ∣ avg_100 : 32158.850031 ∣ critic_nllloss : 26132.221484 ∣ critic_ganloss : -159.933929 ∣ generator_nllloss : 5225.213281 ∣ generator_ganloss : 1190.375391 ∣     [  std_z : 0.99  real_sub_fake : 563.49 ]
[  epoch 0034/0040] 0820/4800, lr:1.3e-05 ∣ avg_100 : 32156.150539 ∣ critic_nllloss : 25750.361523 ∣ critic_ganloss : -179.213655 ∣ generator_nllloss : 5216.023242 ∣ generator_ganloss : 1186.978906 ∣     [  std_z : 0.99  real_sub_fake : 612.72 ]
[  epoch 0034/0040] 0830/4800, lr:1.3e-05 ∣ avg_100 : 32157.602856 ∣ critic_nllloss : 25923.336133 ∣ critic_ganloss : -143.305000 ∣ generator_nllloss : 5356.095703 ∣ generator_ganloss : 1205.087598 ∣     [  std_z : 0.99  real_sub_fake : 556.83 ]
[  epoch 0034/0040] 0840/4800, lr:1.3e-05 ∣ avg_100 : 32158.985200 ∣ critic_nllloss : 25962.403125 ∣ critic_ganloss : -144.252927 ∣ generator_nllloss : 5115.192969 ∣ generator_ganloss : 1201.577734 ∣     [  std_z : 1.00  real_sub_fake : 453.02 ]
[  epoch 0034/0040] 0850/4800, lr:1.3e-05 ∣ avg_100 : 32156.650324 ∣ critic_nllloss : 25782.459766 ∣ critic_ganloss : -131.729672 ∣ generator_nllloss : 5242.790625 ∣ generator_ganloss : 1186.587988 ∣     [  std_z : 0.99  real_sub_fake : 576.97 ]
[  epoch 0034/0040] 0860/4800, lr:1.3e-05 ∣ avg_100 : 32155.621442 ∣ critic_nllloss : 25878.859570 ∣ critic_ganloss : -134.424319 ∣ generator_nllloss : 5218.952344 ∣ generator_ganloss : 1193.696191 ∣     [  std_z : 0.99  real_sub_fake : 487.81 ]
[  epoch 0034/0040] 0870/4800, lr:1.3e-05 ∣ avg_100 : 32155.270545 ∣ critic_nllloss : 25966.388086 ∣ critic_ganloss : -157.696952 ∣ generator_nllloss : 5195.630859 ∣ generator_ganloss : 1191.579102 ∣     [  std_z : 0.99  real_sub_fake : 569.82 ]
[  epoch 0034/0040] 0880/4800, lr:1.3e-05 ∣ avg_100 : 32154.512229 ∣ critic_nllloss : 25996.754883 ∣ critic_ganloss : -131.818664 ∣ generator_nllloss : 5101.494922 ∣ generator_ganloss : 1196.028711 ∣     [  std_z : 0.99  real_sub_fake : 495.55 ]
[  epoch 0034/0040] 0890/4800, lr:1.3e-05 ∣ avg_100 : 32153.226192 ∣ critic_nllloss : 25951.274219 ∣ critic_ganloss : -132.640508 ∣ generator_nllloss : 5231.963281 ∣ generator_ganloss : 1188.942041 ∣     [  std_z : 0.99  real_sub_fake : 608.58 ]
[  epoch 0034/0040] 0900/4800, lr:1.3e-05 ∣ avg_100 : 32153.787535 ∣ critic_nllloss : 25860.515039 ∣ critic_ganloss : -60.793598 ∣ generator_nllloss : 5232.312500 ∣ generator_ganloss : 1204.001660 ∣  [  std_z : 0.99  real_sub_fake : 438.63 ]
[  epoch 0034/0040] 0910/4800, lr:1.3e-05 ∣ avg_100 : 32154.397778 ∣ critic_nllloss : 25801.400781 ∣ critic_ganloss : -128.554657 ∣ generator_nllloss : 5085.586914 ∣ generator_ganloss : 1198.034814 ∣     [  std_z : 0.99  real_sub_fake : 418.40 ]
[  epoch 0034/0040] 0920/4800, lr:1.3e-05 ∣ avg_100 : 32155.901068 ∣ critic_nllloss : 26009.057227 ∣ critic_ganloss : -116.293038 ∣ generator_nllloss : 5243.102539 ∣ generator_ganloss : 1188.215332 ∣     [  std_z : 0.99  real_sub_fake : 487.99 ]
[  epoch 0034/0040] 0930/4800, lr:1.3e-05 ∣ avg_100 : 32157.746554 ∣ critic_nllloss : 25680.354687 ∣ critic_ganloss : -160.121762 ∣ generator_nllloss : 5216.451563 ∣ generator_ganloss : 1188.406885 ∣     [  std_z : 1.00  real_sub_fake : 498.44 ]
[  epoch 0034/0040] 0940/4800, lr:1.3e-05 ∣ avg_100 : 32158.664004 ∣ critic_nllloss : 25997.445703 ∣ critic_ganloss : -186.925929 ∣ generator_nllloss : 5239.651367 ∣ generator_ganloss : 1184.696924 ∣     [  std_z : 1.00  real_sub_fake : 567.62 ]
[  epoch 0034/0040] 0950/4800, lr:1.3e-05 ∣ avg_100 : 32157.089449 ∣ critic_nllloss : 25936.367773 ∣ critic_ganloss : -119.477475 ∣ generator_nllloss : 5191.636133 ∣ generator_ganloss : 1191.871094 ∣     [  std_z : 1.00  real_sub_fake : 574.34 ]
[  epoch 0034/0040] 0960/4800, lr:1.3e-05 ∣ avg_100 : 32153.806574 ∣ critic_nllloss : 25833.603711 ∣ critic_ganloss : -173.804478 ∣ generator_nllloss : 5266.995117 ∣ generator_ganloss : 1195.308057 ∣     [  std_z : 0.99  real_sub_fake : 543.17 ]
[  epoch 0034/0040] 0970/4800, lr:1.3e-05 ∣ avg_100 : 32150.026671 ∣ critic_nllloss : 25670.966016 ∣ critic_ganloss : -165.209666 ∣ generator_nllloss : 5236.471289 ∣ generator_ganloss : 1197.310547 ∣     [  std_z : 0.99  real_sub_fake : 508.26 ]
[  epoch 0034/0040] 0980/4800, lr:1.3e-05 ∣ avg_100 : 32147.370396 ∣ critic_nllloss : 25827.782031 ∣ critic_ganloss : -129.923635 ∣ generator_nllloss : 5111.216406 ∣ generator_ganloss : 1197.380664 ∣     [  std_z : 0.99  real_sub_fake : 547.06 ]
[  epoch 0034/0040] 0990/4800, lr:1.3e-05 ∣ avg_100 : 32146.850964 ∣ critic_nllloss : 25953.922461 ∣ critic_ganloss : -163.813098 ∣ generator_nllloss : 5126.169922 ∣ generator_ganloss : 1185.116846 ∣     [  std_z : 1.00  real_sub_fake : 633.79 ]
[  epoch 0034/0040] 1000/4800, lr:1.3e-05 ∣ avg_100 : 32145.564150 ∣ critic_nllloss : 25799.682227 ∣ critic_ganloss : -132.881804 ∣ generator_nllloss : 5151.490430 ∣ generator_ganloss : 1199.691602 ∣     [  std_z : 1.00  real_sub_fake : 535.06 ]
[  epoch 0034/0040] 1010/4800, lr:1.3e-05 ∣ avg_100 : 32148.069396 ∣ critic_nllloss : 26069.296484 ∣ critic_ganloss : -160.880896 ∣ generator_nllloss : 5282.170117 ∣ generator_ganloss : 1189.962598 ∣     [  std_z : 1.00  real_sub_fake : 493.13 ]
[  epoch 0034/0040] 1020/4800, lr:1.3e-05 ∣ avg_100 : 32148.514353 ∣ critic_nllloss : 25834.563281 ∣ critic_ganloss : -194.543703 ∣ generator_nllloss : 5142.298437 ∣ generator_ganloss : 1182.122754 ∣     [  std_z : 0.99  real_sub_fake : 539.27 ]
[  epoch 0034/0040] 1030/4800, lr:1.3e-05 ∣ avg_100 : 32146.240263 ∣ critic_nllloss : 25871.940430 ∣ critic_ganloss : -204.819420 ∣ generator_nllloss : 5094.207812 ∣ generator_ganloss : 1190.568555 ∣     [  std_z : 0.99  real_sub_fake : 656.81 ]
[  epoch 0034/0040] 1040/4800, lr:1.3e-05 ∣ avg_100 : 32147.748911 ∣ critic_nllloss : 25986.799414 ∣ critic_ganloss : -121.515352 ∣ generator_nllloss : 5191.539844 ∣ generator_ganloss : 1202.916748 ∣     [  std_z : 0.99  real_sub_fake : 589.16 ]
[  epoch 0034/0040] 1050/4800, lr:1.3e-05 ∣ avg_100 : 32143.829628 ∣ critic_nllloss : 25732.898438 ∣ critic_ganloss : -130.124010 ∣ generator_nllloss : 5203.801562 ∣ generator_ganloss : 1193.654980 ∣     [  std_z : 1.00  real_sub_fake : 496.19 ]
[  epoch 0034/0040] 1060/4800, lr:1.3e-05 ∣ avg_100 : 32141.155588 ∣ critic_nllloss : 25764.031445 ∣ critic_ganloss : -136.326204 ∣ generator_nllloss : 5259.022461 ∣ generator_ganloss : 1184.794287 ∣     [  std_z : 0.99  real_sub_fake : 612.69 ]
[  epoch 0034/0040] 1070/4800, lr:1.3e-05 ∣ avg_100 : 32144.327355 ∣ critic_nllloss : 25947.307227 ∣ critic_ganloss : -140.858028 ∣ generator_nllloss : 5237.424219 ∣ generator_ganloss : 1214.272852 ∣     [  std_z : 0.99  real_sub_fake : 468.03 ]
[  epoch 0034/0040] 1080/4800, lr:1.3e-05 ∣ avg_100 : 32145.306631 ∣ critic_nllloss : 25951.094727 ∣ critic_ganloss : -141.276357 ∣ generator_nllloss : 5092.012305 ∣ generator_ganloss : 1197.586182 ∣     [  std_z : 0.99  real_sub_fake : 519.94 ]
[  epoch 0034/0040] 1090/4800, lr:1.3e-05 ∣ avg_100 : 32141.813385 ∣ critic_nllloss : 25736.478320 ∣ critic_ganloss : -135.917998 ∣ generator_nllloss : 5161.648828 ∣ generator_ganloss : 1183.404102 ∣     [  std_z : 0.99  real_sub_fake : 588.84 ]
[  epoch 0034/0040] 1100/4800, lr:1.3e-05 ∣ avg_100 : 32142.331562 ∣ critic_nllloss : 25932.471680 ∣ critic_ganloss : -144.228899 ∣ generator_nllloss : 5250.341016 ∣ generator_ganloss : 1204.308105 ∣     [  std_z : 1.00  real_sub_fake : 573.57 ]
[  epoch 0034/0040] 1110/4800, lr:1.3e-05 ∣ avg_100 : 32142.979517 ∣ critic_nllloss : 25918.079102 ∣ critic_ganloss : -177.075763 ∣ generator_nllloss : 5167.830078 ∣ generator_ganloss : 1186.814746 ∣     [  std_z : 1.00  real_sub_fake : 575.79 ]
[  epoch 0034/0040] 1120/4800, lr:1.3e-05 ∣ avg_100 : 32140.015106 ∣ critic_nllloss : 25687.277344 ∣ critic_ganloss : -91.537620 ∣ generator_nllloss : 5190.020703 ∣ generator_ganloss : 1194.559570 ∣  [  std_z : 0.99  real_sub_fake : 567.25 ]
[  epoch 0034/0040] 1130/4800, lr:1.3e-05 ∣ avg_100 : 32137.429126 ∣ critic_nllloss : 25921.341992 ∣ critic_ganloss : -126.219154 ∣ generator_nllloss : 5246.300000 ∣ generator_ganloss : 1227.930566 ∣     [  std_z : 0.99  real_sub_fake : 395.40 ]
[  epoch 0034/0040] 1140/4800, lr:1.3e-05 ∣ avg_100 : 32137.464647 ∣ critic_nllloss : 25830.823242 ∣ critic_ganloss : -134.893192 ∣ generator_nllloss : 5122.709375 ∣ generator_ganloss : 1206.464795 ∣     [  std_z : 0.99  real_sub_fake : 437.66 ]
[  epoch 0034/0040] 1150/4800, lr:1.3e-05 ∣ avg_100 : 32137.170042 ∣ critic_nllloss : 25913.642578 ∣ critic_ganloss : -146.989078 ∣ generator_nllloss : 5263.776367 ∣ generator_ganloss : 1184.153320 ∣     [  std_z : 0.99  real_sub_fake : 505.60 ]
[  epoch 0034/0040] 1160/4800, lr:1.3e-05 ∣ avg_100 : 32134.226722 ∣ critic_nllloss : 25798.328125 ∣ critic_ganloss : -153.771143 ∣ generator_nllloss : 5101.226172 ∣ generator_ganloss : 1176.737109 ∣     [  std_z : 0.99  real_sub_fake : 554.54 ]
[  epoch 0034/0040] 1170/4800, lr:1.3e-05 ∣ avg_100 : 32134.039105 ∣ critic_nllloss : 25945.579492 ∣ critic_ganloss : -130.959120 ∣ generator_nllloss : 5174.739648 ∣ generator_ganloss : 1191.284277 ∣     [  std_z : 0.99  real_sub_fake : 470.42 ]
[  epoch 0034/0040] 1180/4800, lr:1.3e-05 ∣ avg_100 : 32135.882045 ∣ critic_nllloss : 25889.255859 ∣ critic_ganloss : -171.868449 ∣ generator_nllloss : 5153.548242 ∣ generator_ganloss : 1186.376611 ∣     [  std_z : 1.00  real_sub_fake : 546.76 ]
[  epoch 0034/0040] 1190/4800, lr:1.3e-05 ∣ avg_100 : 32136.472333 ∣ critic_nllloss : 26055.155859 ∣ critic_ganloss : -161.095004 ∣ generator_nllloss : 5173.323438 ∣ generator_ganloss : 1177.739844 ∣     [  std_z : 1.00  real_sub_fake : 607.63 ]
[  epoch 0034/0040] 1200/4800, lr:1.3e-05 ∣ avg_100 : 32137.049472 ∣ critic_nllloss : 25727.685352 ∣ critic_ganloss : -174.460641 ∣ generator_nllloss : 5184.362305 ∣ generator_ganloss : 1187.726172 ∣     [  std_z : 0.99  real_sub_fake : 604.86 ]
[  epoch 0034/0040] 1210/4800, lr:1.3e-05 ∣ avg_100 : 32141.057418 ∣ critic_nllloss : 26017.008789 ∣ critic_ganloss : -174.380075 ∣ generator_nllloss : 5195.290234 ∣ generator_ganloss : 1186.666943 ∣     [  std_z : 0.99  real_sub_fake : 621.79 ]
[  epoch 0034/0040] 1220/4800, lr:1.3e-05 ∣ avg_100 : 32141.282812 ∣ critic_nllloss : 25976.071289 ∣ critic_ganloss : -139.113934 ∣ generator_nllloss : 5164.015625 ∣ generator_ganloss : 1190.486914 ∣     [  std_z : 0.99  real_sub_fake : 550.13 ]
[  epoch 0034/0040] 1230/4800, lr:1.3e-05 ∣ avg_100 : 32141.545665 ∣ critic_nllloss : 26022.851562 ∣ critic_ganloss : -187.563426 ∣ generator_nllloss : 5174.322852 ∣ generator_ganloss : 1184.243652 ∣     [  std_z : 0.99  real_sub_fake : 621.69 ]
[  epoch 0034/0040] 1240/4800, lr:1.3e-05 ∣ avg_100 : 32140.284305 ∣ critic_nllloss : 25769.932422 ∣ critic_ganloss : -214.361041 ∣ generator_nllloss : 5246.925000 ∣ generator_ganloss : 1178.860742 ∣     [  std_z : 1.00  real_sub_fake : 659.43 ]
[  epoch 0034/0040] 1250/4800, lr:1.3e-05 ∣ avg_100 : 32136.143234 ∣ critic_nllloss : 25899.623633 ∣ critic_ganloss : -193.385489 ∣ generator_nllloss : 5176.492578 ∣ generator_ganloss : 1191.843262 ∣     [  std_z : 1.00  real_sub_fake : 641.45 ]
[  epoch 0034/0040] 1260/4800, lr:1.3e-05 ∣ avg_100 : 32133.470818 ∣ critic_nllloss : 25800.174414 ∣ critic_ganloss : -179.998820 ∣ generator_nllloss : 5090.105273 ∣ generator_ganloss : 1192.499414 ∣     [  std_z : 1.00  real_sub_fake : 644.62 ]
[  epoch 0034/0040] 1270/4800, lr:1.3e-05 ∣ avg_100 : 32131.198971 ∣ critic_nllloss : 25783.020117 ∣ critic_ganloss : -132.741617 ∣ generator_nllloss : 5158.115430 ∣ generator_ganloss : 1194.242236 ∣     [  std_z : 0.99  real_sub_fake : 646.85 ]
[  epoch 0034/0040] 1280/4800, lr:1.3e-05 ∣ avg_100 : 32132.917922 ∣ critic_nllloss : 26050.246680 ∣ critic_ganloss : -135.588033 ∣ generator_nllloss : 5216.385352 ∣ generator_ganloss : 1209.202783 ∣     [  std_z : 0.99  real_sub_fake : 543.76 ]
[  epoch 0034/0040] 1290/4800, lr:1.3e-05 ∣ avg_100 : 32131.910621 ∣ critic_nllloss : 25927.515430 ∣ critic_ganloss : -191.294089 ∣ generator_nllloss : 5112.320898 ∣ generator_ganloss : 1175.160059 ∣     [  std_z : 0.99  real_sub_fake : 551.54 ]
[  epoch 0034/0040] 1300/4800, lr:1.3e-05 ∣ avg_100 : 32131.983949 ∣ critic_nllloss : 25992.855273 ∣ critic_ganloss : -128.349237 ∣ generator_nllloss : 5176.621680 ∣ generator_ganloss : 1157.423145 ∣     [  std_z : 0.99  real_sub_fake : 729.07 ]
[  epoch 0034/0040] 1310/4800, lr:1.3e-05 ∣ avg_100 : 32132.279642 ∣ critic_nllloss : 25799.846875 ∣ critic_ganloss : -81.678923 ∣ generator_nllloss : 5150.728516 ∣ generator_ganloss : 1201.349512 ∣  [  std_z : 1.00  real_sub_fake : 476.07 ]
[  epoch 0034/0040] 1320/4800, lr:1.3e-05 ∣ avg_100 : 32133.442563 ∣ critic_nllloss : 26054.367578 ∣ critic_ganloss : -136.233127 ∣ generator_nllloss : 5284.252734 ∣ generator_ganloss : 1182.575098 ∣     [  std_z : 1.00  real_sub_fake : 431.82 ]
[  epoch 0034/0040] 1330/4800, lr:1.3e-05 ∣ avg_100 : 32131.123125 ∣ critic_nllloss : 25812.577930 ∣ critic_ganloss : -171.820370 ∣ generator_nllloss : 5131.579883 ∣ generator_ganloss : 1163.990430 ∣     [  std_z : 1.00  real_sub_fake : 567.68 ]
[  epoch 0034/0040] 1340/4800, lr:1.3e-05 ∣ avg_100 : 32132.666420 ∣ critic_nllloss : 26152.342969 ∣ critic_ganloss : -151.577771 ∣ generator_nllloss : 5176.787305 ∣ generator_ganloss : 1181.335059 ∣     [  std_z : 1.00  real_sub_fake : 607.08 ]
[  epoch 0034/0040] 1350/4800, lr:1.3e-05 ∣ avg_100 : 32132.543985 ∣ critic_nllloss : 25991.783789 ∣ critic_ganloss : -208.236012 ∣ generator_nllloss : 5126.521094 ∣ generator_ganloss : 1177.544629 ∣     [  std_z : 1.00  real_sub_fake : 672.49 ]
[  epoch 0034/0040] 1360/4800, lr:1.3e-05 ∣ avg_100 : 32134.043158 ∣ critic_nllloss : 25969.996484 ∣ critic_ganloss : -141.630946 ∣ generator_nllloss : 5215.653906 ∣ generator_ganloss : 1187.761084 ∣     [  std_z : 0.99  real_sub_fake : 614.30 ]
[  epoch 0034/0040] 1370/4800, lr:1.3e-05 ∣ avg_100 : 32131.442796 ∣ critic_nllloss : 25726.905273 ∣ critic_ganloss : -109.806118 ∣ generator_nllloss : 5108.157812 ∣ generator_ganloss : 1197.777197 ∣     [  std_z : 0.99  real_sub_fake : 440.12 ]
[  epoch 0034/0040] 1380/4800, lr:1.3e-05 ∣ avg_100 : 32134.345882 ∣ critic_nllloss : 26046.491211 ∣ critic_ganloss : -140.246784 ∣ generator_nllloss : 5189.109570 ∣ generator_ganloss : 1186.470361 ∣     [  std_z : 1.00  real_sub_fake : 469.79 ]
[  epoch 0034/0040] 1390/4800, lr:1.3e-05 ∣ avg_100 : 32130.522714 ∣ critic_nllloss : 25803.408398 ∣ critic_ganloss : -127.933688 ∣ generator_nllloss : 5149.571680 ∣ generator_ganloss : 1182.384814 ∣     [  std_z : 1.00  real_sub_fake : 493.72 ]
[  epoch 0034/0040] 1400/4800, lr:1.3e-05 ∣ avg_100 : 32131.346146 ∣ critic_nllloss : 25987.711719 ∣ critic_ganloss : -117.472466 ∣ generator_nllloss : 5204.970508 ∣ generator_ganloss : 1196.431006 ∣     [  std_z : 1.00  real_sub_fake : 489.82 ]
[  epoch 0034/0040] 1410/4800, lr:1.3e-05 ∣ avg_100 : 32135.027918 ∣ critic_nllloss : 26064.530664 ∣ critic_ganloss : -129.615705 ∣ generator_nllloss : 5200.242383 ∣ generator_ganloss : 1191.795801 ∣     [  std_z : 1.00  real_sub_fake : 487.33 ]
[  epoch 0034/0040] 1420/4800, lr:1.3e-05 ∣ avg_100 : 32134.948873 ∣ critic_nllloss : 26006.868750 ∣ critic_ganloss : -118.401582 ∣ generator_nllloss : 5116.830078 ∣ generator_ganloss : 1189.407227 ∣     [  std_z : 0.99  real_sub_fake : 540.28 ]
[  epoch 0034/0040] 1430/4800, lr:1.3e-05 ∣ avg_100 : 32137.273384 ∣ critic_nllloss : 25947.640039 ∣ critic_ganloss : -191.301039 ∣ generator_nllloss : 5282.330078 ∣ generator_ganloss : 1178.706201 ∣     [  std_z : 0.98  real_sub_fake : 678.89 ]
[  epoch 0034/0040] 1440/4800, lr:1.3e-05 ∣ avg_100 : 32140.851486 ∣ critic_nllloss : 26175.353516 ∣ critic_ganloss : -150.593579 ∣ generator_nllloss : 5232.374414 ∣ generator_ganloss : 1180.488721 ∣     [  std_z : 0.99  real_sub_fake : 690.93 ]
[  epoch 0034/0040] 1450/4800, lr:1.3e-05 ∣ avg_100 : 32143.162179 ∣ critic_nllloss : 25931.183203 ∣ critic_ganloss : -131.292819 ∣ generator_nllloss : 5193.600586 ∣ generator_ganloss : 1186.039795 ∣     [  std_z : 0.99  real_sub_fake : 483.62 ]
[  epoch 0034/0040] 1460/4800, lr:1.3e-05 ∣ avg_100 : 32138.269644 ∣ critic_nllloss : 25821.552148 ∣ critic_ganloss : -126.892197 ∣ generator_nllloss : 5187.329297 ∣ generator_ganloss : 1185.587842 ∣     [  std_z : 1.00  real_sub_fake : 533.49 ]
[  epoch 0034/0040] 1470/4800, lr:1.3e-05 ∣ avg_100 : 32138.536431 ∣ critic_nllloss : 25984.447266 ∣ critic_ganloss : -142.492426 ∣ generator_nllloss : 5294.951953 ∣ generator_ganloss : 1187.563379 ∣     [  std_z : 1.00  real_sub_fake : 502.90 ]
[  epoch 0034/0040] 1480/4800, lr:1.3e-05 ∣ avg_100 : 32138.248506 ∣ critic_nllloss : 25919.018359 ∣ critic_ganloss : -182.691591 ∣ generator_nllloss : 5293.220508 ∣ generator_ganloss : 1178.235938 ∣     [  std_z : 0.99  real_sub_fake : 547.79 ]
[  epoch 0034/0040] 1490/4800, lr:1.3e-05 ∣ avg_100 : 32138.357418 ∣ critic_nllloss : 26049.268359 ∣ critic_ganloss : -103.786319 ∣ generator_nllloss : 5228.871484 ∣ generator_ganloss : 1193.439014 ∣     [  std_z : 0.99  real_sub_fake : 549.77 ]
[  epoch 0034/0040] 1500/4800, lr:1.3e-05 ∣ avg_100 : 32140.056497 ∣ critic_nllloss : 26089.980859 ∣ critic_ganloss : -141.595881 ∣ generator_nllloss : 5275.644336 ∣ generator_ganloss : 1206.031348 ∣     [  std_z : 0.99  real_sub_fake : 489.50 ]
[  epoch 0034/0040] 1510/4800, lr:1.3e-05 ∣ avg_100 : 32141.722894 ∣ critic_nllloss : 25996.223438 ∣ critic_ganloss : -160.369714 ∣ generator_nllloss : 5140.931250 ∣ generator_ganloss : 1192.319189 ∣     [  std_z : 0.99  real_sub_fake : 532.96 ]
[  epoch 0034/0040] 1520/4800, lr:1.3e-05 ∣ avg_100 : 32141.349881 ∣ critic_nllloss : 25806.391992 ∣ critic_ganloss : -204.323869 ∣ generator_nllloss : 5153.876367 ∣ generator_ganloss : 1181.858105 ∣     [  std_z : 0.99  real_sub_fake : 647.51 ]
[  epoch 0034/0040] 1530/4800, lr:1.3e-05 ∣ avg_100 : 32140.898985 ∣ critic_nllloss : 25919.442578 ∣ critic_ganloss : -222.011923 ∣ generator_nllloss : 5240.650977 ∣ generator_ganloss : 1188.768506 ∣     [  std_z : 1.00  real_sub_fake : 751.09 ]
[  epoch 0034/0040] 1540/4800, lr:1.3e-05 ∣ avg_100 : 32142.078152 ∣ critic_nllloss : 25957.788672 ∣ critic_ganloss : -148.041588 ∣ generator_nllloss : 5238.567187 ∣ generator_ganloss : 1206.604150 ∣     [  std_z : 1.00  real_sub_fake : 634.23 ]
[  epoch 0034/0040] 1550/4800, lr:1.3e-05 ∣ avg_100 : 32139.333374 ∣ critic_nllloss : 25711.864844 ∣ critic_ganloss : -140.526446 ∣ generator_nllloss : 5105.799023 ∣ generator_ganloss : 1212.368213 ∣     [  std_z : 1.00  real_sub_fake : 464.72 ]
[  epoch 0034/0040] 1560/4800, lr:1.3e-05 ∣ avg_100 : 32140.087087 ∣ critic_nllloss : 26076.360938 ∣ critic_ganloss : -95.170633 ∣ generator_nllloss : 5170.412305 ∣ generator_ganloss : 1173.685840 ∣  [  std_z : 1.00  real_sub_fake : 568.60 ]
[  epoch 0034/0040] 1570/4800, lr:1.3e-05 ∣ avg_100 : 32141.522887 ∣ critic_nllloss : 26056.317383 ∣ critic_ganloss : -157.057190 ∣ generator_nllloss : 5254.138281 ∣ generator_ganloss : 1185.494824 ∣     [  std_z : 0.99  real_sub_fake : 555.69 ]
[  epoch 0034/0040] 1580/4800, lr:1.3e-05 ∣ avg_100 : 32144.945313 ∣ critic_nllloss : 26059.041602 ∣ critic_ganloss : -178.250607 ∣ generator_nllloss : 5254.180078 ∣ generator_ganloss : 1187.606006 ∣     [  std_z : 0.99  real_sub_fake : 527.73 ]
[  epoch 0034/0040] 1590/4800, lr:1.3e-05 ∣ avg_100 : 32145.676652 ∣ critic_nllloss : 25968.443164 ∣ critic_ganloss : -163.630830 ∣ generator_nllloss : 5186.697656 ∣ generator_ganloss : 1172.123535 ∣     [  std_z : 0.99  real_sub_fake : 710.79 ]
[  epoch 0034/0040] 1600/4800, lr:1.3e-05 ∣ avg_100 : 32146.165779 ∣ critic_nllloss : 26025.966016 ∣ critic_ganloss : -187.707835 ∣ generator_nllloss : 5239.081250 ∣ generator_ganloss : 1183.369434 ∣     [  std_z : 0.99  real_sub_fake : 656.63 ]
[  epoch 0034/0040] 1610/4800, lr:1.3e-05 ∣ avg_100 : 32144.457828 ∣ critic_nllloss : 25825.156836 ∣ critic_ganloss : -220.275826 ∣ generator_nllloss : 5224.047656 ∣ generator_ganloss : 1178.247705 ∣     [  std_z : 0.99  real_sub_fake : 675.48 ]
[  epoch 0034/0040] 1620/4800, lr:1.3e-05 ∣ avg_100 : 32142.889617 ∣ critic_nllloss : 25778.130859 ∣ critic_ganloss : -155.373647 ∣ generator_nllloss : 5065.951563 ∣ generator_ganloss : 1188.932275 ∣     [  std_z : 0.99  real_sub_fake : 576.91 ]
[  epoch 0034/0040] 1630/4800, lr:1.3e-05 ∣ avg_100 : 32141.433565 ∣ critic_nllloss : 25977.239648 ∣ critic_ganloss : -173.777480 ∣ generator_nllloss : 5144.467383 ∣ generator_ganloss : 1186.046777 ∣     [  std_z : 0.99  real_sub_fake : 647.87 ]
[  epoch 0034/0040] 1640/4800, lr:1.3e-05 ∣ avg_100 : 32142.711351 ∣ critic_nllloss : 26158.151758 ∣ critic_ganloss : -111.619823 ∣ generator_nllloss : 5220.225586 ∣ generator_ganloss : 1193.945703 ∣     [  std_z : 1.00  real_sub_fake : 598.79 ]
[  epoch 0034/0040] 1650/4800, lr:1.3e-05 ∣ avg_100 : 32140.654533 ∣ critic_nllloss : 25845.862109 ∣ critic_ganloss : -111.246358 ∣ generator_nllloss : 5127.762891 ∣ generator_ganloss : 1192.199121 ∣     [  std_z : 1.00  real_sub_fake : 553.06 ]
[  epoch 0034/0040] 1660/4800, lr:1.3e-05 ∣ avg_100 : 32138.517564 ∣ critic_nllloss : 25843.648828 ∣ critic_ganloss : -114.997472 ∣ generator_nllloss : 5201.435156 ∣ generator_ganloss : 1187.670508 ∣     [  std_z : 1.00  real_sub_fake : 582.49 ]
[  epoch 0034/0040] 1670/4800, lr:1.3e-05 ∣ avg_100 : 32138.627447 ∣ critic_nllloss : 25913.898828 ∣ critic_ganloss : -154.070786 ∣ generator_nllloss : 5231.062109 ∣ generator_ganloss : 1192.110400 ∣     [  std_z : 0.99  real_sub_fake : 498.38 ]
[  epoch 0034/0040] 1680/4800, lr:1.3e-05 ∣ avg_100 : 32141.656583 ∣ critic_nllloss : 26019.410938 ∣ critic_ganloss : -125.853343 ∣ generator_nllloss : 5227.767773 ∣ generator_ganloss : 1183.137793 ∣     [  std_z : 0.99  real_sub_fake : 531.45 ]
[  epoch 0034/0040] 1690/4800, lr:1.3e-05 ∣ avg_100 : 32146.093653 ∣ critic_nllloss : 26139.639258 ∣ critic_ganloss : -132.798367 ∣ generator_nllloss : 5216.846484 ∣ generator_ganloss : 1196.432910 ∣     [  std_z : 0.99  real_sub_fake : 508.21 ]
[  epoch 0034/0040] 1700/4800, lr:1.3e-05 ∣ avg_100 : 32143.243748 ∣ critic_nllloss : 25628.235742 ∣ critic_ganloss : -120.422430 ∣ generator_nllloss : 5121.200195 ∣ generator_ganloss : 1185.682227 ∣     [  std_z : 0.99  real_sub_fake : 468.16 ]
[  epoch 0034/0040] 1710/4800, lr:1.3e-05 ∣ avg_100 : 32142.353116 ∣ critic_nllloss : 25955.499805 ∣ critic_ganloss : -174.457312 ∣ generator_nllloss : 5164.303906 ∣ generator_ganloss : 1173.038672 ∣     [  std_z : 1.00  real_sub_fake : 626.81 ]
[  epoch 0034/0040] 1720/4800, lr:1.3e-05 ∣ avg_100 : 32143.636679 ∣ critic_nllloss : 26022.192578 ∣ critic_ganloss : -137.419556 ∣ generator_nllloss : 5155.555469 ∣ generator_ganloss : 1193.018213 ∣     [  std_z : 1.00  real_sub_fake : 532.37 ]
[  epoch 0034/0040] 1730/4800, lr:1.3e-05 ∣ avg_100 : 32148.308863 ∣ critic_nllloss : 26274.458594 ∣ critic_ganloss : -145.099738 ∣ generator_nllloss : 5171.175391 ∣ generator_ganloss : 1198.842773 ∣     [  std_z : 1.00  real_sub_fake : 527.19 ]
[  epoch 0034/0040] 1740/4800, lr:1.3e-05 ∣ avg_100 : 32151.390995 ∣ critic_nllloss : 25910.169922 ∣ critic_ganloss : -122.684718 ∣ generator_nllloss : 5289.217578 ∣ generator_ganloss : 1194.480518 ∣     [  std_z : 1.00  real_sub_fake : 519.50 ]
[  epoch 0034/0040] 1750/4800, lr:1.3e-05 ∣ avg_100 : 32152.147959 ∣ critic_nllloss : 25790.459570 ∣ critic_ganloss : -104.823734 ∣ generator_nllloss : 5186.863477 ∣ generator_ganloss : 1193.862207 ∣     [  std_z : 0.99  real_sub_fake : 499.86 ]
[  epoch 0034/0040] 1760/4800, lr:1.3e-05 ∣ avg_100 : 32149.643951 ∣ critic_nllloss : 25765.351758 ∣ critic_ganloss : -98.451114 ∣ generator_nllloss : 5204.593750 ∣ generator_ganloss : 1197.453564 ∣  [  std_z : 0.99  real_sub_fake : 433.03 ]
[  epoch 0034/0040] 1770/4800, lr:1.3e-05 ∣ avg_100 : 32147.138474 ∣ critic_nllloss : 25694.315039 ∣ critic_ganloss : -185.036475 ∣ generator_nllloss : 5204.388086 ∣ generator_ganloss : 1179.845313 ∣     [  std_z : 0.99  real_sub_fake : 566.07 ]
[  epoch 0034/0040] 1780/4800, lr:1.3e-05 ∣ avg_100 : 32145.631818 ∣ critic_nllloss : 25845.525000 ∣ critic_ganloss : -122.273389 ∣ generator_nllloss : 5203.674414 ∣ generator_ganloss : 1189.308545 ∣     [  std_z : 0.99  real_sub_fake : 511.41 ]
[  epoch 0034/0040] 1790/4800, lr:1.3e-05 ∣ avg_100 : 32148.386387 ∣ critic_nllloss : 26028.560937 ∣ critic_ganloss : -149.344783 ∣ generator_nllloss : 5190.791797 ∣ generator_ganloss : 1186.903516 ∣     [  std_z : 1.00  real_sub_fake : 548.86 ]
[  epoch 0034/0040] 1800/4800, lr:1.3e-05 ∣ avg_100 : 32152.965288 ∣ critic_nllloss : 25987.906250 ∣ critic_ganloss : -132.379285 ∣ generator_nllloss : 5286.230078 ∣ generator_ganloss : 1197.709375 ∣     [  std_z : 1.00  real_sub_fake : 516.01 ]
[  epoch 0034/0040] 1810/4800, lr:1.3e-05 ∣ avg_100 : 32147.212436 ∣ critic_nllloss : 25720.123828 ∣ critic_ganloss : -167.139673 ∣ generator_nllloss : 5065.537305 ∣ generator_ganloss : 1194.069580 ∣     [  std_z : 1.00  real_sub_fake : 515.68 ]
[  epoch 0034/0040] 1820/4800, lr:1.3e-05 ∣ avg_100 : 32146.774256 ∣ critic_nllloss : 25872.575586 ∣ critic_ganloss : -191.441092 ∣ generator_nllloss : 5065.442578 ∣ generator_ganloss : 1183.754883 ∣     [  std_z : 1.00  real_sub_fake : 573.19 ]
[  epoch 0034/0040] 1830/4800, lr:1.3e-05 ∣ avg_100 : 32141.492612 ∣ critic_nllloss : 25573.473633 ∣ critic_ganloss : -140.291754 ∣ generator_nllloss : 5172.226562 ∣ generator_ganloss : 1207.641650 ∣     [  std_z : 1.00  real_sub_fake : 542.69 ]
[  epoch 0034/0040] 1840/4800, lr:1.3e-05 ∣ avg_100 : 32141.850156 ∣ critic_nllloss : 25958.726172 ∣ critic_ganloss : -167.303149 ∣ generator_nllloss : 5176.081641 ∣ generator_ganloss : 1203.170605 ∣     [  std_z : 0.99  real_sub_fake : 559.60 ]
[  epoch 0034/0040] 1850/4800, lr:1.3e-05 ∣ avg_100 : 32144.584073 ∣ critic_nllloss : 26030.185352 ∣ critic_ganloss : -102.130605 ∣ generator_nllloss : 5231.521484 ∣ generator_ganloss : 1193.924170 ∣     [  std_z : 0.99  real_sub_fake : 632.03 ]
[  epoch 0034/0040] 1860/4800, lr:1.3e-05 ∣ avg_100 : 32145.843553 ∣ critic_nllloss : 26046.519531 ∣ critic_ganloss : -155.059332 ∣ generator_nllloss : 5177.024414 ∣ generator_ganloss : 1214.547217 ∣     [  std_z : 0.99  real_sub_fake : 513.71 ]
[  epoch 0034/0040] 1870/4800, lr:1.3e-05 ∣ avg_100 : 32146.954331 ∣ critic_nllloss : 26082.434766 ∣ critic_ganloss : -172.201182 ∣ generator_nllloss : 5202.226367 ∣ generator_ganloss : 1194.518896 ∣     [  std_z : 0.99  real_sub_fake : 543.26 ]
[  epoch 0034/0040] 1880/4800, lr:1.3e-05 ∣ avg_100 : 32149.768359 ∣ critic_nllloss : 26143.949609 ∣ critic_ganloss : -122.477757 ∣ generator_nllloss : 5226.947266 ∣ generator_ganloss : 1195.443555 ∣     [  std_z : 1.00  real_sub_fake : 546.58 ]
[  epoch 0034/0040] 1890/4800, lr:1.3e-05 ∣ avg_100 : 32150.674539 ∣ critic_nllloss : 26004.824219 ∣ critic_ganloss : -122.682716 ∣ generator_nllloss : 5244.926367 ∣ generator_ganloss : 1203.089160 ∣     [  std_z : 0.99  real_sub_fake : 538.72 ]
[  epoch 0034/0040] 1900/4800, lr:1.3e-05 ∣ avg_100 : 32150.098530 ∣ critic_nllloss : 25893.673242 ∣ critic_ganloss : -118.364868 ∣ generator_nllloss : 5194.753711 ∣ generator_ganloss : 1208.372656 ∣     [  std_z : 0.99  real_sub_fake : 478.70 ]
[  epoch 0034/0040] 1910/4800, lr:1.3e-05 ∣ avg_100 : 32150.096173 ∣ critic_nllloss : 25837.058398 ∣ critic_ganloss : -130.840306 ∣ generator_nllloss : 5058.574219 ∣ generator_ganloss : 1191.439746 ∣     [  std_z : 0.99  real_sub_fake : 569.14 ]
[  epoch 0034/0040] 1920/4800, lr:1.3e-05 ∣ avg_100 : 32149.352819 ∣ critic_nllloss : 25964.199219 ∣ critic_ganloss : -114.046510 ∣ generator_nllloss : 5188.511914 ∣ generator_ganloss : 1211.082129 ∣     [  std_z : 0.99  real_sub_fake : 481.86 ]
[  epoch 0034/0040] 1930/4800, lr:1.3e-05 ∣ avg_100 : 32150.554217 ∣ critic_nllloss : 25876.875586 ∣ critic_ganloss : -158.114104 ∣ generator_nllloss : 5111.882031 ∣ generator_ganloss : 1214.587646 ∣     [  std_z : 1.00  real_sub_fake : 469.54 ]
[  epoch 0034/0040] 1940/4800, lr:1.3e-05 ∣ avg_100 : 32150.423570 ∣ critic_nllloss : 26023.190039 ∣ critic_ganloss : -183.175519 ∣ generator_nllloss : 5183.053125 ∣ generator_ganloss : 1198.735645 ∣     [  std_z : 1.00  real_sub_fake : 556.67 ]
[  epoch 0034/0040] 1950/4800, lr:1.3e-05 ∣ avg_100 : 32147.898308 ∣ critic_nllloss : 25804.964258 ∣ critic_ganloss : -159.655180 ∣ generator_nllloss : 5094.425977 ∣ generator_ganloss : 1208.136279 ∣     [  std_z : 1.00  real_sub_fake : 525.79 ]
[  epoch 0034/0040] 1960/4800, lr:1.3e-05 ∣ avg_100 : 32147.671402 ∣ critic_nllloss : 25886.598633 ∣ critic_ganloss : -90.566364 ∣ generator_nllloss : 5097.190234 ∣ generator_ganloss : 1206.189355 ∣  [  std_z : 1.00  real_sub_fake : 591.24 ]
[  epoch 0034/0040] 1970/4800, lr:1.3e-05 ∣ avg_100 : 32149.729802 ∣ critic_nllloss : 25896.940039 ∣ critic_ganloss : -163.404552 ∣ generator_nllloss : 5208.558984 ∣ generator_ganloss : 1203.283740 ∣     [  std_z : 0.99  real_sub_fake : 487.19 ]
[  epoch 0034/0040] 1980/4800, lr:1.3e-05 ∣ avg_100 : 32152.680284 ∣ critic_nllloss : 26050.955859 ∣ critic_ganloss : -136.644888 ∣ generator_nllloss : 5188.336328 ∣ generator_ganloss : 1198.856348 ∣     [  std_z : 0.99  real_sub_fake : 543.18 ]
[  epoch 0034/0040] 1990/4800, lr:1.3e-05 ∣ avg_100 : 32152.442683 ∣ critic_nllloss : 25901.150195 ∣ critic_ganloss : -163.840968 ∣ generator_nllloss : 5145.466602 ∣ generator_ganloss : 1194.860205 ∣     [  std_z : 0.99  real_sub_fake : 545.97 ]
[  epoch 0034/0040] 2000/4800, lr:1.3e-05 ∣ avg_100 : 32151.938729 ∣ critic_nllloss : 25741.410742 ∣ critic_ganloss : -146.570557 ∣ generator_nllloss : 5170.818164 ∣ generator_ganloss : 1201.928662 ∣     [  std_z : 0.99  real_sub_fake : 502.20 ]
[  epoch 0034/0040] 2010/4800, lr:1.3e-05 ∣ avg_100 : 32147.226870 ∣ critic_nllloss : 25630.683203 ∣ critic_ganloss : -108.738619 ∣ generator_nllloss : 5181.736719 ∣ generator_ganloss : 1205.681152 ∣     [  std_z : 0.99  real_sub_fake : 474.41 ]
[  epoch 0034/0040] 2020/4800, lr:1.3e-05 ∣ avg_100 : 32149.718591 ∣ critic_nllloss : 26016.558008 ∣ critic_ganloss : -154.116550 ∣ generator_nllloss : 5152.021094 ∣ generator_ganloss : 1199.150244 ∣     [  std_z : 1.00  real_sub_fake : 547.34 ]
[  epoch 0034/0040] 2030/4800, lr:1.3e-05 ∣ avg_100 : 32154.909184 ∣ critic_nllloss : 26151.645898 ∣ critic_ganloss : -132.335178 ∣ generator_nllloss : 5271.919531 ∣ generator_ganloss : 1179.726465 ∣     [  std_z : 1.01  real_sub_fake : 569.00 ]
[  epoch 0034/0040] 2040/4800, lr:1.3e-05 ∣ avg_100 : 32155.158760 ∣ critic_nllloss : 26011.327344 ∣ critic_ganloss : -136.039871 ∣ generator_nllloss : 5201.395508 ∣ generator_ganloss : 1208.015283 ∣     [  std_z : 1.00  real_sub_fake : 493.37 ]
[  epoch 0034/0040] 2050/4800, lr:1.3e-05 ∣ avg_100 : 32154.150530 ∣ critic_nllloss : 25746.100781 ∣ critic_ganloss : -183.685886 ∣ generator_nllloss : 5145.771484 ∣ generator_ganloss : 1191.221582 ∣     [  std_z : 0.99  real_sub_fake : 475.99 ]
[  epoch 0034/0040] 2060/4800, lr:1.3e-05 ∣ avg_100 : 32155.010368 ∣ critic_nllloss : 25905.098047 ∣ critic_ganloss : -136.493506 ∣ generator_nllloss : 5207.276172 ∣ generator_ganloss : 1181.625049 ∣     [  std_z : 0.99  real_sub_fake : 634.97 ]
[  epoch 0034/0040] 2070/4800, lr:1.3e-05 ∣ avg_100 : 32155.399916 ∣ critic_nllloss : 26083.131836 ∣ critic_ganloss : -144.074594 ∣ generator_nllloss : 5146.422852 ∣ generator_ganloss : 1211.620996 ∣     [  std_z : 0.99  real_sub_fake : 479.17 ]
[  epoch 0034/0040] 2080/4800, lr:1.3e-05 ∣ avg_100 : 32153.330452 ∣ critic_nllloss : 25701.684766 ∣ critic_ganloss : -140.335506 ∣ generator_nllloss : 5142.390625 ∣ generator_ganloss : 1188.730566 ∣     [  std_z : 0.98  real_sub_fake : 532.57 ]
[  epoch 0034/0040] 2090/4800, lr:1.3e-05 ∣ avg_100 : 32156.423128 ∣ critic_nllloss : 25965.120117 ∣ critic_ganloss : -128.325176 ∣ generator_nllloss : 5230.298828 ∣ generator_ganloss : 1187.787061 ∣     [  std_z : 0.99  real_sub_fake : 556.84 ]
[  epoch 0034/0040] 2100/4800, lr:1.3e-05 ∣ avg_100 : 32158.655457 ∣ critic_nllloss : 26146.138086 ∣ critic_ganloss : -125.360525 ∣ generator_nllloss : 5248.380859 ∣ generator_ganloss : 1196.966406 ∣     [  std_z : 1.00  real_sub_fake : 445.98 ]
[  epoch 0034/0040] 2110/4800, lr:1.3e-05 ∣ avg_100 : 32157.304198 ∣ critic_nllloss : 25709.749023 ∣ critic_ganloss : -136.893668 ∣ generator_nllloss : 5198.280273 ∣ generator_ganloss : 1189.386670 ∣     [  std_z : 1.00  real_sub_fake : 461.91 ]
[  epoch 0034/0040] 2120/4800, lr:1.3e-05 ∣ avg_100 : 32158.338179 ∣ critic_nllloss : 25873.377930 ∣ critic_ganloss : -177.010196 ∣ generator_nllloss : 5197.974023 ∣ generator_ganloss : 1189.376270 ∣     [  std_z : 1.00  real_sub_fake : 541.61 ]
[  epoch 0034/0040] 2130/4800, lr:1.3e-05 ∣ avg_100 : 32155.459869 ∣ critic_nllloss : 25727.201172 ∣ critic_ganloss : -108.079794 ∣ generator_nllloss : 5159.507812 ∣ generator_ganloss : 1202.893262 ∣     [  std_z : 1.00  real_sub_fake : 509.06 ]
[  epoch 0034/0040] 2140/4800, lr:1.3e-05 ∣ avg_100 : 32155.696421 ∣ critic_nllloss : 25754.007031 ∣ critic_ganloss : -112.666794 ∣ generator_nllloss : 5192.114258 ∣ generator_ganloss : 1215.304932 ∣     [  std_z : 0.99  real_sub_fake : 395.15 ]
[  epoch 0034/0040] 2150/4800, lr:1.3e-05 ∣ avg_100 : 32154.456392 ∣ critic_nllloss : 25917.704297 ∣ critic_ganloss : -178.403606 ∣ generator_nllloss : 5164.897656 ∣ generator_ganloss : 1186.381885 ∣     [  std_z : 0.99  real_sub_fake : 560.17 ]
[  epoch 0034/0040] 2160/4800, lr:1.3e-05 ∣ avg_100 : 32155.928252 ∣ critic_nllloss : 25928.599609 ∣ critic_ganloss : -147.515279 ∣ generator_nllloss : 5091.291211 ∣ generator_ganloss : 1197.330762 ∣     [  std_z : 0.99  real_sub_fake : 591.57 ]
[  epoch 0034/0040] 2170/4800, lr:1.3e-05 ∣ avg_100 : 32155.041217 ∣ critic_nllloss : 25901.403516 ∣ critic_ganloss : -165.550597 ∣ generator_nllloss : 5151.288281 ∣ generator_ganloss : 1204.799609 ∣     [  std_z : 1.00  real_sub_fake : 526.31 ]
[  epoch 0034/0040] 2180/4800, lr:1.3e-05 ∣ avg_100 : 32158.037289 ∣ critic_nllloss : 26035.425977 ∣ critic_ganloss : -163.261105 ∣ generator_nllloss : 5284.139844 ∣ generator_ganloss : 1200.614746 ∣     [  std_z : 1.00  real_sub_fake : 573.40 ]
[  epoch 0034/0040] 2190/4800, lr:1.3e-05 ∣ avg_100 : 32158.087008 ∣ critic_nllloss : 25940.851953 ∣ critic_ganloss : -133.199335 ∣ generator_nllloss : 5236.588281 ∣ generator_ganloss : 1205.855176 ∣     [  std_z : 1.00  real_sub_fake : 607.04 ]
[  epoch 0034/0040] 2200/4800, lr:1.3e-05 ∣ avg_100 : 32161.280277 ∣ critic_nllloss : 25940.635352 ∣ critic_ganloss : -175.858354 ∣ generator_nllloss : 5278.566406 ∣ generator_ganloss : 1201.296680 ∣     [  std_z : 0.99  real_sub_fake : 553.50 ]
[  epoch 0034/0040] 2210/4800, lr:1.3e-05 ∣ avg_100 : 32163.774720 ∣ critic_nllloss : 26083.928906 ∣ critic_ganloss : -89.343792 ∣ generator_nllloss : 5280.285352 ∣ generator_ganloss : 1199.159668 ∣  [  std_z : 0.99  real_sub_fake : 596.00 ]
[  epoch 0034/0040] 2220/4800, lr:1.3e-05 ∣ avg_100 : 32163.578989 ∣ critic_nllloss : 25931.829102 ∣ critic_ganloss : -145.583174 ∣ generator_nllloss : 5173.947656 ∣ generator_ganloss : 1211.693213 ∣     [  std_z : 0.98  real_sub_fake : 448.77 ]
[  epoch 0034/0040] 2230/4800, lr:1.3e-05 ∣ avg_100 : 32163.444562 ∣ critic_nllloss : 25969.189063 ∣ critic_ganloss : -148.558595 ∣ generator_nllloss : 5171.151563 ∣ generator_ganloss : 1188.629883 ∣     [  std_z : 0.99  real_sub_fake : 463.64 ]
[  epoch 0034/0040] 2240/4800, lr:1.3e-05 ∣ avg_100 : 32165.755749 ∣ critic_nllloss : 26020.878125 ∣ critic_ganloss : -138.720923 ∣ generator_nllloss : 5145.850781 ∣ generator_ganloss : 1184.467920 ∣     [  std_z : 1.00  real_sub_fake : 592.09 ]
[  epoch 0034/0040] 2250/4800, lr:1.3e-05 ∣ avg_100 : 32167.609887 ∣ critic_nllloss : 25976.054883 ∣ critic_ganloss : -91.432859 ∣ generator_nllloss : 5170.071484 ∣ generator_ganloss : 1205.294189 ∣  [  std_z : 1.01  real_sub_fake : 497.35 ]
[  epoch 0034/0040] 2260/4800, lr:1.3e-05 ∣ avg_100 : 32171.553415 ∣ critic_nllloss : 26012.089453 ∣ critic_ganloss : -170.741124 ∣ generator_nllloss : 5243.408984 ∣ generator_ganloss : 1212.375830 ∣     [  std_z : 1.00  real_sub_fake : 467.98 ]
[  epoch 0034/0040] 2270/4800, lr:1.3e-05 ∣ avg_100 : 32176.119065 ∣ critic_nllloss : 26209.780664 ∣ critic_ganloss : -154.557097 ∣ generator_nllloss : 5212.001562 ∣ generator_ganloss : 1191.976025 ∣     [  std_z : 0.99  real_sub_fake : 591.44 ]
[  epoch 0034/0040] 2280/4800, lr:1.3e-05 ∣ avg_100 : 32172.567830 ∣ critic_nllloss : 25731.953320 ∣ critic_ganloss : -147.414981 ∣ generator_nllloss : 5184.502148 ∣ generator_ganloss : 1216.082764 ∣     [  std_z : 0.98  real_sub_fake : 487.53 ]
[  epoch 0034/0040] 2290/4800, lr:1.3e-05 ∣ avg_100 : 32171.464940 ∣ critic_nllloss : 25735.166016 ∣ critic_ganloss : -155.528554 ∣ generator_nllloss : 5142.120117 ∣ generator_ganloss : 1191.655762 ∣     [  std_z : 0.98  real_sub_fake : 547.08 ]
[  epoch 0034/0040] 2300/4800, lr:1.3e-05 ∣ avg_100 : 32168.579039 ∣ critic_nllloss : 25771.282422 ∣ critic_ganloss : -192.568251 ∣ generator_nllloss : 5145.917969 ∣ generator_ganloss : 1185.328564 ∣     [  std_z : 0.99  real_sub_fake : 644.31 ]
[  epoch 0034/0040] 2310/4800, lr:1.3e-05 ∣ avg_100 : 32167.399578 ∣ critic_nllloss : 25799.579688 ∣ critic_ganloss : -183.470493 ∣ generator_nllloss : 5145.069531 ∣ generator_ganloss : 1191.121143 ∣     [  std_z : 0.99  real_sub_fake : 630.56 ]
[  epoch 0034/0040] 2320/4800, lr:1.3e-05 ∣ avg_100 : 32163.518774 ∣ critic_nllloss : 25840.902930 ∣ critic_ganloss : -123.249063 ∣ generator_nllloss : 5073.545313 ∣ generator_ganloss : 1205.682764 ∣     [  std_z : 1.00  real_sub_fake : 612.60 ]
[  epoch 0034/0040] 2330/4800, lr:1.3e-05 ∣ avg_100 : 32168.125726 ∣ critic_nllloss : 26029.537109 ∣ critic_ganloss : -109.395642 ∣ generator_nllloss : 5251.576563 ∣ generator_ganloss : 1225.304980 ∣     [  std_z : 0.99  real_sub_fake : 456.43 ]
[  epoch 0034/0040] 2340/4800, lr:1.3e-05 ∣ avg_100 : 32166.932040 ∣ critic_nllloss : 25883.384766 ∣ critic_ganloss : -122.928761 ∣ generator_nllloss : 5264.103711 ∣ generator_ganloss : 1214.959277 ∣     [  std_z : 0.99  real_sub_fake : 472.18 ]
[  epoch 0034/0040] 2350/4800, lr:1.3e-05 ∣ avg_100 : 32168.368266 ∣ critic_nllloss : 25959.021680 ∣ critic_ganloss : -129.018454 ∣ generator_nllloss : 5213.118555 ∣ generator_ganloss : 1188.114307 ∣     [  std_z : 0.99  real_sub_fake : 542.15 ]
[  epoch 0034/0040] 2360/4800, lr:1.3e-05 ∣ avg_100 : 32167.372564 ∣ critic_nllloss : 25968.792578 ∣ critic_ganloss : -169.080247 ∣ generator_nllloss : 5154.095117 ∣ generator_ganloss : 1178.402930 ∣     [  std_z : 1.00  real_sub_fake : 611.86 ]
[  epoch 0034/0040] 2370/4800, lr:1.3e-05 ∣ avg_100 : 32171.210964 ∣ critic_nllloss : 26067.250586 ∣ critic_ganloss : -131.018916 ∣ generator_nllloss : 5180.199805 ∣ generator_ganloss : 1190.442676 ∣     [  std_z : 0.99  real_sub_fake : 552.10 ]
[  epoch 0034/0040] 2380/4800, lr:1.3e-05 ∣ avg_100 : 32170.968222 ∣ critic_nllloss : 26019.727930 ∣ critic_ganloss : -166.020743 ∣ generator_nllloss : 5204.775391 ∣ generator_ganloss : 1199.067578 ∣     [  std_z : 0.99  real_sub_fake : 627.08 ]
[  epoch 0034/0040] 2390/4800, lr:1.3e-05 ∣ avg_100 : 32171.562668 ∣ critic_nllloss : 25825.197656 ∣ critic_ganloss : -145.530300 ∣ generator_nllloss : 5179.828125 ∣ generator_ganloss : 1207.380273 ∣     [  std_z : 0.99  real_sub_fake : 481.33 ]
[  epoch 0034/0040] 2400/4800, lr:1.3e-05 ∣ avg_100 : 32168.542342 ∣ critic_nllloss : 25899.934961 ∣ critic_ganloss : -167.754593 ∣ generator_nllloss : 5031.728125 ∣ generator_ganloss : 1205.699707 ∣     [  std_z : 0.99  real_sub_fake : 527.19 ]
[  epoch 0034/0040] 2410/4800, lr:1.3e-05 ∣ avg_100 : 32163.962385 ∣ critic_nllloss : 25672.395703 ∣ critic_ganloss : -101.071382 ∣ generator_nllloss : 5090.184180 ∣ generator_ganloss : 1207.448926 ∣     [  std_z : 0.99  real_sub_fake : 546.50 ]
[  epoch 0034/0040] 2420/4800, lr:1.3e-05 ∣ avg_100 : 32164.571994 ∣ critic_nllloss : 26003.289258 ∣ critic_ganloss : -148.780942 ∣ generator_nllloss : 5185.325000 ∣ generator_ganloss : 1215.832080 ∣     [  std_z : 1.00  real_sub_fake : 482.81 ]
[  epoch 0034/0040] 2430/4800, lr:1.3e-05 ∣ avg_100 : 32163.585068 ∣ critic_nllloss : 25852.465234 ∣ critic_ganloss : -149.853664 ∣ generator_nllloss : 5213.983984 ∣ generator_ganloss : 1202.087109 ∣     [  std_z : 0.99  real_sub_fake : 515.08 ]
[  epoch 0034/0040] 2440/4800, lr:1.3e-05 ∣ avg_100 : 32160.795156 ∣ critic_nllloss : 25957.894531 ∣ critic_ganloss : -177.032254 ∣ generator_nllloss : 5173.221875 ∣ generator_ganloss : 1204.547754 ∣     [  std_z : 0.99  real_sub_fake : 596.94 ]
[  epoch 0034/0040] 2450/4800, lr:1.3e-05 ∣ avg_100 : 32163.235856 ∣ critic_nllloss : 26138.059375 ∣ critic_ganloss : -164.563768 ∣ generator_nllloss : 5245.481641 ∣ generator_ganloss : 1204.623535 ∣     [  std_z : 0.99  real_sub_fake : 525.34 ]
[  epoch 0034/0040] 2460/4800, lr:1.3e-05 ∣ avg_100 : 32165.778474 ∣ critic_nllloss : 26037.320898 ∣ critic_ganloss : -86.765314 ∣ generator_nllloss : 5167.999023 ∣ generator_ganloss : 1203.284277 ∣  [  std_z : 1.00  real_sub_fake : 563.70 ]
[  epoch 0034/0040] 2470/4800, lr:1.3e-05 ∣ avg_100 : 32167.216538 ∣ critic_nllloss : 26083.495898 ∣ critic_ganloss : -101.852785 ∣ generator_nllloss : 5285.541602 ∣ generator_ganloss : 1201.091846 ∣     [  std_z : 1.00  real_sub_fake : 387.43 ]
[  epoch 0034/0040] 2480/4800, lr:1.3e-05 ∣ avg_100 : 32167.352829 ∣ critic_nllloss : 25936.453711 ∣ critic_ganloss : -126.260977 ∣ generator_nllloss : 5237.461719 ∣ generator_ganloss : 1173.757812 ∣     [  std_z : 1.00  real_sub_fake : 470.12 ]
[  epoch 0034/0040] 2490/4800, lr:1.3e-05 ∣ avg_100 : 32164.983072 ∣ critic_nllloss : 25841.671484 ∣ critic_ganloss : -66.269001 ∣ generator_nllloss : 5165.014063 ∣ generator_ganloss : 1190.400342 ∣  [  std_z : 1.00  real_sub_fake : 393.85 ]
[  epoch 0034/0040] 2500/4800, lr:1.3e-05 ∣ avg_100 : 32160.489823 ∣ critic_nllloss : 25715.315820 ∣ critic_ganloss : -103.570582 ∣ generator_nllloss : 5169.148047 ∣ generator_ganloss : 1199.842432 ∣     [  std_z : 0.99  real_sub_fake : 346.18 ]
[  epoch 0034/0040] 2510/4800, lr:1.3e-05 ∣ avg_100 : 32162.248540 ∣ critic_nllloss : 26078.103906 ∣ critic_ganloss : -133.101397 ∣ generator_nllloss : 5212.334375 ∣ generator_ganloss : 1187.638965 ∣     [  std_z : 0.99  real_sub_fake : 411.76 ]
[  epoch 0034/0040] 2520/4800, lr:1.3e-05 ∣ avg_100 : 32164.303709 ∣ critic_nllloss : 25950.693945 ∣ critic_ganloss : -129.332532 ∣ generator_nllloss : 5144.939844 ∣ generator_ganloss : 1177.018311 ∣     [  std_z : 0.99  real_sub_fake : 482.65 ]
[  epoch 0034/0040] 2530/4800, lr:1.3e-05 ∣ avg_100 : 32165.167700 ∣ critic_nllloss : 25992.211914 ∣ critic_ganloss : -175.950308 ∣ generator_nllloss : 5206.596484 ∣ generator_ganloss : 1190.391162 ∣     [  std_z : 1.00  real_sub_fake : 526.44 ]
[  epoch 0034/0040] 2540/4800, lr:1.3e-05 ∣ avg_100 : 32164.871131 ∣ critic_nllloss : 26024.023242 ∣ critic_ganloss : -169.297578 ∣ generator_nllloss : 5186.384180 ∣ generator_ganloss : 1184.151660 ∣     [  std_z : 1.00  real_sub_fake : 580.45 ]
[  epoch 0034/0040] 2550/4800, lr:1.3e-05 ∣ avg_100 : 32164.354096 ∣ critic_nllloss : 25771.569336 ∣ critic_ganloss : -213.389818 ∣ generator_nllloss : 5089.256250 ∣ generator_ganloss : 1190.366357 ∣     [  std_z : 1.00  real_sub_fake : 637.80 ]
[  epoch 0034/0040] 2560/4800, lr:1.3e-05 ∣ avg_100 : 32164.388418 ∣ critic_nllloss : 25968.388867 ∣ critic_ganloss : -144.803400 ∣ generator_nllloss : 5312.528516 ∣ generator_ganloss : 1192.606641 ∣     [  std_z : 0.99  real_sub_fake : 625.02 ]
[  epoch 0034/0040] 2570/4800, lr:1.3e-05 ∣ avg_100 : 32160.250753 ∣ critic_nllloss : 25720.847852 ∣ critic_ganloss : -92.605380 ∣ generator_nllloss : 5087.468750 ∣ generator_ganloss : 1209.415576 ∣  [  std_z : 0.99  real_sub_fake : 596.99 ]
[  epoch 0034/0040] 2580/4800, lr:1.3e-05 ∣ avg_100 : 32157.977046 ∣ critic_nllloss : 25806.963281 ∣ critic_ganloss : -124.752991 ∣ generator_nllloss : 5205.599219 ∣ generator_ganloss : 1207.396924 ∣     [  std_z : 0.99  real_sub_fake : 438.38 ]
[  epoch 0034/0040] 2590/4800, lr:1.3e-05 ∣ avg_100 : 32158.043679 ∣ critic_nllloss : 25938.100391 ∣ critic_ganloss : -177.132229 ∣ generator_nllloss : 5217.749609 ∣ generator_ganloss : 1191.579004 ∣     [  std_z : 0.99  real_sub_fake : 505.14 ]
[  epoch 0034/0040] 2600/4800, lr:1.3e-05 ∣ avg_100 : 32155.099281 ∣ critic_nllloss : 25811.848047 ∣ critic_ganloss : -123.742760 ∣ generator_nllloss : 5103.858594 ∣ generator_ganloss : 1174.305176 ∣     [  std_z : 0.99  real_sub_fake : 596.42 ]
[  epoch 0034/0040] 2610/4800, lr:1.3e-05 ∣ avg_100 : 32157.760260 ∣ critic_nllloss : 26021.175977 ∣ critic_ganloss : -102.913300 ∣ generator_nllloss : 5163.034180 ∣ generator_ganloss : 1191.977441 ∣     [  std_z : 0.99  real_sub_fake : 514.00 ]
[  epoch 0034/0040] 2620/4800, lr:1.3e-05 ∣ avg_100 : 32159.789370 ∣ critic_nllloss : 25841.906641 ∣ critic_ganloss : -117.856313 ∣ generator_nllloss : 5173.001562 ∣ generator_ganloss : 1183.500098 ∣     [  std_z : 0.99  real_sub_fake : 459.37 ]
[  epoch 0034/0040] 2630/4800, lr:1.3e-05 ∣ avg_100 : 32160.653999 ∣ critic_nllloss : 25960.247461 ∣ critic_ganloss : -113.290495 ∣ generator_nllloss : 5186.594141 ∣ generator_ganloss : 1186.888135 ∣     [  std_z : 0.99  real_sub_fake : 555.19 ]
[  epoch 0034/0040] 2640/4800, lr:1.3e-05 ∣ avg_100 : 32156.513730 ∣ critic_nllloss : 25861.948242 ∣ critic_ganloss : -155.726059 ∣ generator_nllloss : 5138.257031 ∣ generator_ganloss : 1202.197168 ∣     [  std_z : 1.00  real_sub_fake : 526.01 ]
[  epoch 0034/0040] 2650/4800, lr:1.3e-05 ∣ avg_100 : 32155.662263 ∣ critic_nllloss : 25826.636328 ∣ critic_ganloss : -179.293620 ∣ generator_nllloss : 5130.615039 ∣ generator_ganloss : 1191.473340 ∣     [  std_z : 1.00  real_sub_fake : 557.39 ]
[  epoch 0034/0040] 2660/4800, lr:1.3e-05 ∣ avg_100 : 32154.486667 ∣ critic_nllloss : 25787.370898 ∣ critic_ganloss : -133.553726 ∣ generator_nllloss : 5145.987500 ∣ generator_ganloss : 1200.392676 ∣     [  std_z : 0.99  real_sub_fake : 506.12 ]
[  epoch 0034/0040] 2670/4800, lr:1.3e-05 ∣ avg_100 : 32155.009112 ∣ critic_nllloss : 25935.358008 ∣ critic_ganloss : -129.268485 ∣ generator_nllloss : 5229.130078 ∣ generator_ganloss : 1200.025439 ∣     [  std_z : 0.99  real_sub_fake : 597.06 ]
[  epoch 0034/0040] 2680/4800, lr:1.3e-05 ∣ avg_100 : 32151.007330 ∣ critic_nllloss : 25785.063477 ∣ critic_ganloss : -136.299924 ∣ generator_nllloss : 5048.574023 ∣ generator_ganloss : 1206.947412 ∣     [  std_z : 0.99  real_sub_fake : 526.06 ]
[  epoch 0034/0040] 2690/4800, lr:1.3e-05 ∣ avg_100 : 32147.731335 ∣ critic_nllloss : 25906.624805 ∣ critic_ganloss : -148.781891 ∣ generator_nllloss : 5133.290625 ∣ generator_ganloss : 1201.387207 ∣     [  std_z : 0.99  real_sub_fake : 477.71 ]
[  epoch 0034/0040] 2700/4800, lr:1.3e-05 ∣ avg_100 : 32150.204459 ∣ critic_nllloss : 25784.077539 ∣ critic_ganloss : -107.576958 ∣ generator_nllloss : 5204.883594 ∣ generator_ganloss : 1180.624023 ∣     [  std_z : 1.00  real_sub_fake : 542.22 ]
[  epoch 0034/0040] 2710/4800, lr:1.3e-05 ∣ avg_100 : 32150.905734 ∣ critic_nllloss : 25996.803516 ∣ critic_ganloss : -147.355352 ∣ generator_nllloss : 5144.296680 ∣ generator_ganloss : 1194.767676 ∣     [  std_z : 1.00  real_sub_fake : 522.88 ]
[  epoch 0034/0040] 2720/4800, lr:1.3e-05 ∣ avg_100 : 32153.173934 ∣ critic_nllloss : 26112.493359 ∣ critic_ganloss : -159.915051 ∣ generator_nllloss : 5322.552148 ∣ generator_ganloss : 1185.036328 ∣     [  std_z : 1.00  real_sub_fake : 578.56 ]
[  epoch 0034/0040] 2730/4800, lr:1.3e-05 ∣ avg_100 : 32149.502238 ∣ critic_nllloss : 25871.831641 ∣ critic_ganloss : -135.822842 ∣ generator_nllloss : 5202.972461 ∣ generator_ganloss : 1193.226074 ∣     [  std_z : 0.99  real_sub_fake : 518.10 ]
[  epoch 0034/0040] 2740/4800, lr:1.3e-05 ∣ avg_100 : 32146.530249 ∣ critic_nllloss : 25749.415039 ∣ critic_ganloss : -176.721236 ∣ generator_nllloss : 5195.342188 ∣ generator_ganloss : 1205.948437 ∣     [  std_z : 0.98  real_sub_fake : 584.57 ]
[  epoch 0034/0040] 2750/4800, lr:1.3e-05 ∣ avg_100 : 32147.511295 ∣ critic_nllloss : 25964.826953 ∣ critic_ganloss : -138.231854 ∣ generator_nllloss : 5135.354883 ∣ generator_ganloss : 1202.516162 ∣     [  std_z : 0.98  real_sub_fake : 527.80 ]
[  epoch 0034/0040] 2760/4800, lr:1.3e-05 ∣ avg_100 : 32146.565817 ∣ critic_nllloss : 25834.305078 ∣ critic_ganloss : -171.790750 ∣ generator_nllloss : 5123.760938 ∣ generator_ganloss : 1188.124854 ∣     [  std_z : 0.99  real_sub_fake : 554.00 ]
[  epoch 0034/0040] 2770/4800, lr:1.3e-05 ∣ avg_100 : 32149.298355 ∣ critic_nllloss : 25867.136133 ∣ critic_ganloss : -141.337306 ∣ generator_nllloss : 5244.186914 ∣ generator_ganloss : 1196.780029 ∣     [  std_z : 0.99  real_sub_fake : 557.71 ]
[  epoch 0034/0040] 2780/4800, lr:1.3e-05 ∣ avg_100 : 32149.010994 ∣ critic_nllloss : 25849.098438 ∣ critic_ganloss : -120.891940 ∣ generator_nllloss : 5157.753516 ∣ generator_ganloss : 1201.538477 ∣     [  std_z : 1.00  real_sub_fake : 373.48 ]
[  epoch 0034/0040] 2790/4800, lr:1.3e-05 ∣ avg_100 : 32147.633186 ∣ critic_nllloss : 25961.086133 ∣ critic_ganloss : -161.238429 ∣ generator_nllloss : 5140.189062 ∣ generator_ganloss : 1179.093945 ∣     [  std_z : 1.00  real_sub_fake : 561.02 ]
[  epoch 0034/0040] 2800/4800, lr:1.3e-05 ∣ avg_100 : 32147.772101 ∣ critic_nllloss : 26069.471094 ∣ critic_ganloss : -154.646669 ∣ generator_nllloss : 5246.560156 ∣ generator_ganloss : 1191.973291 ∣     [  std_z : 1.00  real_sub_fake : 597.87 ]
[  epoch 0034/0040] 2810/4800, lr:1.3e-05 ∣ avg_100 : 32153.004351 ∣ critic_nllloss : 26058.468555 ∣ critic_ganloss : -132.215018 ∣ generator_nllloss : 5208.305859 ∣ generator_ganloss : 1201.256641 ∣     [  std_z : 1.00  real_sub_fake : 534.11 ]
[  epoch 0034/0040] 2820/4800, lr:1.3e-05 ∣ avg_100 : 32152.540725 ∣ critic_nllloss : 25768.001172 ∣ critic_ganloss : -122.475568 ∣ generator_nllloss : 5049.044336 ∣ generator_ganloss : 1189.399414 ∣     [  std_z : 0.99  real_sub_fake : 494.13 ]
[  epoch 0034/0040] 2830/4800, lr:1.3e-05 ∣ avg_100 : 32151.903448 ∣ critic_nllloss : 25681.944531 ∣ critic_ganloss : -133.766927 ∣ generator_nllloss : 5011.820117 ∣ generator_ganloss : 1189.324707 ∣     [  std_z : 0.99  real_sub_fake : 531.07 ]
[  epoch 0034/0040] 2840/4800, lr:1.3e-05 ∣ avg_100 : 32154.798433 ∣ critic_nllloss : 26172.491797 ∣ critic_ganloss : -169.082648 ∣ generator_nllloss : 5267.647070 ∣ generator_ganloss : 1189.117480 ∣     [  std_z : 1.00  real_sub_fake : 631.22 ]
[  epoch 0034/0040] 2850/4800, lr:1.3e-05 ∣ avg_100 : 32153.465641 ∣ critic_nllloss : 25995.736719 ∣ critic_ganloss : -141.839149 ∣ generator_nllloss : 5175.832617 ∣ generator_ganloss : 1190.491016 ∣     [  std_z : 1.00  real_sub_fake : 579.59 ]
[  epoch 0034/0040] 2860/4800, lr:1.3e-05 ∣ avg_100 : 32151.908843 ∣ critic_nllloss : 25902.389062 ∣ critic_ganloss : -150.687637 ∣ generator_nllloss : 5182.562695 ∣ generator_ganloss : 1193.087939 ∣     [  std_z : 1.00  real_sub_fake : 568.70 ]
[  epoch 0034/0040] 2870/4800, lr:1.3e-05 ∣ avg_100 : 32150.609356 ∣ critic_nllloss : 25937.747266 ∣ critic_ganloss : -141.702002 ∣ generator_nllloss : 5187.080859 ∣ generator_ganloss : 1193.904053 ∣     [  std_z : 1.00  real_sub_fake : 487.56 ]
[  epoch 0034/0040] 2880/4800, lr:1.3e-05 ∣ avg_100 : 32147.605056 ∣ critic_nllloss : 25953.016016 ∣ critic_ganloss : -198.287653 ∣ generator_nllloss : 5199.876172 ∣ generator_ganloss : 1188.828076 ∣     [  std_z : 1.00  real_sub_fake : 608.58 ]
[  epoch 0034/0040] 2890/4800, lr:1.3e-05 ∣ avg_100 : 32146.772749 ∣ critic_nllloss : 26042.588086 ∣ critic_ganloss : -153.120650 ∣ generator_nllloss : 5157.236523 ∣ generator_ganloss : 1200.222363 ∣     [  std_z : 1.01  real_sub_fake : 640.37 ]
[  epoch 0034/0040] 2900/4800, lr:1.3e-05 ∣ avg_100 : 32144.563889 ∣ critic_nllloss : 25743.816602 ∣ critic_ganloss : -142.390284 ∣ generator_nllloss : 5150.893164 ∣ generator_ganloss : 1205.229297 ∣     [  std_z : 1.00  real_sub_fake : 495.07 ]
[  epoch 0034/0040] 2910/4800, lr:1.3e-05 ∣ avg_100 : 32146.965484 ∣ critic_nllloss : 25927.451367 ∣ critic_ganloss : -142.260845 ∣ generator_nllloss : 5219.174219 ∣ generator_ganloss : 1192.026807 ∣     [  std_z : 0.99  real_sub_fake : 564.56 ]
[  epoch 0034/0040] 2920/4800, lr:1.3e-05 ∣ avg_100 : 32145.359110 ∣ critic_nllloss : 25865.422266 ∣ critic_ganloss : -162.372580 ∣ generator_nllloss : 5192.825781 ∣ generator_ganloss : 1193.233936 ∣     [  std_z : 0.99  real_sub_fake : 550.22 ]
[  epoch 0034/0040] 2930/4800, lr:1.3e-05 ∣ avg_100 : 32146.699865 ∣ critic_nllloss : 26046.858789 ∣ critic_ganloss : -175.225992 ∣ generator_nllloss : 5106.049219 ∣ generator_ganloss : 1201.624609 ∣     [  std_z : 0.99  real_sub_fake : 564.78 ]
[  epoch 0034/0040] 2940/4800, lr:1.3e-05 ∣ avg_100 : 32147.872108 ∣ critic_nllloss : 26086.548242 ∣ critic_ganloss : -143.160222 ∣ generator_nllloss : 5206.066016 ∣ generator_ganloss : 1189.573584 ∣     [  std_z : 0.99  real_sub_fake : 575.48 ]
[  epoch 0034/0040] 2950/4800, lr:1.3e-05 ∣ avg_100 : 32149.351384 ∣ critic_nllloss : 25945.735352 ∣ critic_ganloss : -196.455547 ∣ generator_nllloss : 5146.169531 ∣ generator_ganloss : 1200.349609 ∣     [  std_z : 1.00  real_sub_fake : 631.90 ]
[  epoch 0034/0040] 2960/4800, lr:1.3e-05 ∣ avg_100 : 32150.109634 ∣ critic_nllloss : 25798.837109 ∣ critic_ganloss : -69.217506 ∣ generator_nllloss : 5233.061328 ∣ generator_ganloss : 1212.555859 ∣  [  std_z : 1.00  real_sub_fake : 488.56 ]
[  epoch 0034/0040] 2970/4800, lr:1.3e-05 ∣ avg_100 : 32150.308446 ∣ critic_nllloss : 25930.004883 ∣ critic_ganloss : -166.781769 ∣ generator_nllloss : 5202.191797 ∣ generator_ganloss : 1199.844482 ∣     [  std_z : 1.00  real_sub_fake : 533.10 ]
[  epoch 0034/0040] 2980/4800, lr:1.3e-05 ∣ avg_100 : 32148.214567 ∣ critic_nllloss : 25874.684570 ∣ critic_ganloss : -169.666943 ∣ generator_nllloss : 5199.428516 ∣ generator_ganloss : 1187.669629 ∣     [  std_z : 1.00  real_sub_fake : 603.28 ]
[  epoch 0034/0040] 2990/4800, lr:1.3e-05 ∣ avg_100 : 32149.291767 ∣ critic_nllloss : 25885.666211 ∣ critic_ganloss : -154.358200 ∣ generator_nllloss : 5245.620117 ∣ generator_ganloss : 1208.427930 ∣     [  std_z : 0.99  real_sub_fake : 571.05 ]
[  epoch 0034/0040] 3000/4800, lr:1.3e-05 ∣ avg_100 : 32153.062947 ∣ critic_nllloss : 26013.596875 ∣ critic_ganloss : -150.984298 ∣ generator_nllloss : 5282.434570 ∣ generator_ganloss : 1199.657910 ∣     [  std_z : 0.98  real_sub_fake : 577.75 ]
[  epoch 0034/0040] 3010/4800, lr:1.3e-05 ∣ avg_100 : 32156.395937 ∣ critic_nllloss : 25937.127930 ∣ critic_ganloss : -90.977262 ∣ generator_nllloss : 5196.440234 ∣ generator_ganloss : 1200.070508 ∣  [  std_z : 0.99  real_sub_fake : 495.25 ]
[  epoch 0034/0040] 3020/4800, lr:1.3e-05 ∣ avg_100 : 32156.625032 ∣ critic_nllloss : 26022.360352 ∣ critic_ganloss : -155.504747 ∣ generator_nllloss : 5162.525781 ∣ generator_ganloss : 1207.140869 ∣     [  std_z : 1.00  real_sub_fake : 515.81 ]
[  epoch 0034/0040] 3030/4800, lr:1.3e-05 ∣ avg_100 : 32152.314217 ∣ critic_nllloss : 25825.921680 ∣ critic_ganloss : -156.039293 ∣ generator_nllloss : 5157.680859 ∣ generator_ganloss : 1212.311963 ∣     [  std_z : 1.00  real_sub_fake : 537.30 ]
[  epoch 0034/0040] 3040/4800, lr:1.3e-05 ∣ avg_100 : 32151.735187 ∣ critic_nllloss : 25955.694531 ∣ critic_ganloss : -154.952641 ∣ generator_nllloss : 5221.141797 ∣ generator_ganloss : 1204.911670 ∣     [  std_z : 1.01  real_sub_fake : 533.10 ]
[  epoch 0034/0040] 3050/4800, lr:1.3e-05 ∣ avg_100 : 32154.426691 ∣ critic_nllloss : 25955.740234 ∣ critic_ganloss : -180.795886 ∣ generator_nllloss : 5200.854688 ∣ generator_ganloss : 1192.759277 ∣     [  std_z : 1.00  real_sub_fake : 605.19 ]
[  epoch 0034/0040] 3060/4800, lr:1.3e-05 ∣ avg_100 : 32155.856420 ∣ critic_nllloss : 26025.101172 ∣ critic_ganloss : -127.916394 ∣ generator_nllloss : 5195.935156 ∣ generator_ganloss : 1207.358691 ∣     [  std_z : 0.99  real_sub_fake : 499.66 ]
[  epoch 0034/0040] 3070/4800, lr:1.3e-05 ∣ avg_100 : 32155.506925 ∣ critic_nllloss : 26064.919727 ∣ critic_ganloss : -198.328372 ∣ generator_nllloss : 5202.951953 ∣ generator_ganloss : 1192.608350 ∣     [  std_z : 0.98  real_sub_fake : 671.72 ]
[  epoch 0034/0040] 3080/4800, lr:1.3e-05 ∣ avg_100 : 32157.252670 ∣ critic_nllloss : 25857.469141 ∣ critic_ganloss : -179.767665 ∣ generator_nllloss : 5178.662109 ∣ generator_ganloss : 1210.681348 ∣     [  std_z : 0.98  real_sub_fake : 551.07 ]
[  epoch 0034/0040] 3090/4800, lr:1.3e-05 ∣ avg_100 : 32157.312612 ∣ critic_nllloss : 26030.918750 ∣ critic_ganloss : -125.748033 ∣ generator_nllloss : 5152.549219 ∣ generator_ganloss : 1203.155127 ∣     [  std_z : 0.99  real_sub_fake : 662.96 ]
[  epoch 0034/0040] 3100/4800, lr:1.3e-05 ∣ avg_100 : 32152.176542 ∣ critic_nllloss : 25838.173438 ∣ critic_ganloss : -171.868919 ∣ generator_nllloss : 5091.414453 ∣ generator_ganloss : 1194.798779 ∣     [  std_z : 0.99  real_sub_fake : 656.52 ]
[  epoch 0034/0040] 3110/4800, lr:1.3e-05 ∣ avg_100 : 32157.645915 ∣ critic_nllloss : 26192.536719 ∣ critic_ganloss : -135.731677 ∣ generator_nllloss : 5239.382227 ∣ generator_ganloss : 1211.272412 ∣     [  std_z : 1.00  real_sub_fake : 633.32 ]
[  epoch 0034/0040] 3120/4800, lr:1.3e-05 ∣ avg_100 : 32155.912968 ∣ critic_nllloss : 25783.795508 ∣ critic_ganloss : -189.020445 ∣ generator_nllloss : 5107.596484 ∣ generator_ganloss : 1208.051758 ∣     [  std_z : 1.00  real_sub_fake : 547.37 ]
[  epoch 0034/0040] 3130/4800, lr:1.3e-05 ∣ avg_100 : 32158.545103 ∣ critic_nllloss : 26027.916992 ∣ critic_ganloss : -216.721185 ∣ generator_nllloss : 5251.129883 ∣ generator_ganloss : 1182.410254 ∣     [  std_z : 1.00  real_sub_fake : 757.63 ]
[  epoch 0034/0040] 3140/4800, lr:1.3e-05 ∣ avg_100 : 32158.971300 ∣ critic_nllloss : 25862.637695 ∣ critic_ganloss : -127.567114 ∣ generator_nllloss : 5146.187109 ∣ generator_ganloss : 1210.121436 ∣     [  std_z : 1.00  real_sub_fake : 552.19 ]
[  epoch 0034/0040] 3150/4800, lr:1.3e-05 ∣ avg_100 : 32160.962339 ∣ critic_nllloss : 25996.934570 ∣ critic_ganloss : -76.287668 ∣ generator_nllloss : 5165.914844 ∣ generator_ganloss : 1203.122363 ∣  [  std_z : 0.99  real_sub_fake : 500.21 ]
[  epoch 0034/0040] 3160/4800, lr:1.3e-05 ∣ avg_100 : 32162.091619 ∣ critic_nllloss : 25943.828125 ∣ critic_ganloss : -139.096126 ∣ generator_nllloss : 5190.682227 ∣ generator_ganloss : 1187.220068 ∣     [  std_z : 0.99  real_sub_fake : 487.24 ]
[  epoch 0034/0040] 3170/4800, lr:1.3e-05 ∣ avg_100 : 32160.348883 ∣ critic_nllloss : 25628.497461 ∣ critic_ganloss : -63.811314 ∣ generator_nllloss : 5160.418359 ∣ generator_ganloss : 1192.562744 ∣  [  std_z : 0.99  real_sub_fake : 410.53 ]
[  epoch 0034/0040] 3180/4800, lr:1.3e-05 ∣ avg_100 : 32155.257903 ∣ critic_nllloss : 25688.024414 ∣ critic_ganloss : -127.872432 ∣ generator_nllloss : 5094.762891 ∣ generator_ganloss : 1192.906592 ∣     [  std_z : 0.99  real_sub_fake : 443.56 ]
[  epoch 0034/0040] 3190/4800, lr:1.3e-05 ∣ avg_100 : 32153.526462 ∣ critic_nllloss : 25870.989844 ∣ critic_ganloss : -103.395466 ∣ generator_nllloss : 5117.523828 ∣ generator_ganloss : 1191.833740 ∣     [  std_z : 0.99  real_sub_fake : 420.29 ]
[  epoch 0034/0040] 3200/4800, lr:1.3e-05 ∣ avg_100 : 32152.270674 ∣ critic_nllloss : 25947.550391 ∣ critic_ganloss : -138.157484 ∣ generator_nllloss : 5122.880469 ∣ generator_ganloss : 1186.787939 ∣     [  std_z : 1.00  real_sub_fake : 467.26 ]
[  epoch 0034/0040] 3210/4800, lr:1.3e-05 ∣ avg_100 : 32147.557688 ∣ critic_nllloss : 25815.543359 ∣ critic_ganloss : -111.751321 ∣ generator_nllloss : 5116.285156 ∣ generator_ganloss : 1182.654297 ∣     [  std_z : 1.00  real_sub_fake : 528.77 ]
[  epoch 0034/0040] 3220/4800, lr:1.3e-05 ∣ avg_100 : 32145.835804 ∣ critic_nllloss : 25758.572461 ∣ critic_ganloss : -140.237938 ∣ generator_nllloss : 5174.117773 ∣ generator_ganloss : 1207.246143 ∣     [  std_z : 0.99  real_sub_fake : 434.53 ]
[  epoch 0034/0040] 3230/4800, lr:1.3e-05 ∣ avg_100 : 32145.426843 ∣ critic_nllloss : 25929.101953 ∣ critic_ganloss : -179.367062 ∣ generator_nllloss : 5199.318750 ∣ generator_ganloss : 1190.462109 ∣     [  std_z : 1.00  real_sub_fake : 560.79 ]
[  epoch 0034/0040] 3240/4800, lr:1.3e-05 ∣ avg_100 : 32146.315065 ∣ critic_nllloss : 26123.499023 ∣ critic_ganloss : -157.430603 ∣ generator_nllloss : 5143.315234 ∣ generator_ganloss : 1191.914502 ∣     [  std_z : 0.99  real_sub_fake : 591.24 ]
[  epoch 0034/0040] 3250/4800, lr:1.3e-05 ∣ avg_100 : 32143.404857 ∣ critic_nllloss : 25854.226562 ∣ critic_ganloss : -178.845543 ∣ generator_nllloss : 5096.203516 ∣ generator_ganloss : 1197.382324 ∣     [  std_z : 1.00  real_sub_fake : 569.87 ]
[  epoch 0034/0040] 3260/4800, lr:1.3e-05 ∣ avg_100 : 32144.680670 ∣ critic_nllloss : 26102.246484 ∣ critic_ganloss : -144.769505 ∣ generator_nllloss : 5273.512891 ∣ generator_ganloss : 1193.724561 ∣     [  std_z : 0.99  real_sub_fake : 624.81 ]
[  epoch 0034/0040] 3270/4800, lr:1.3e-05 ∣ avg_100 : 32137.511582 ∣ critic_nllloss : 25592.505664 ∣ critic_ganloss : -157.097772 ∣ generator_nllloss : 5109.964648 ∣ generator_ganloss : 1196.919824 ∣     [  std_z : 0.99  real_sub_fake : 550.50 ]
[  epoch 0034/0040] 3280/4800, lr:1.3e-05 ∣ avg_100 : 32140.810998 ∣ critic_nllloss : 26059.063477 ∣ critic_ganloss : -175.587750 ∣ generator_nllloss : 5244.804297 ∣ generator_ganloss : 1186.784814 ∣     [  std_z : 0.99  real_sub_fake : 629.14 ]
[  epoch 0034/0040] 3290/4800, lr:1.3e-05 ∣ avg_100 : 32142.513575 ∣ critic_nllloss : 25966.708203 ∣ critic_ganloss : -167.025523 ∣ generator_nllloss : 5088.001562 ∣ generator_ganloss : 1195.986816 ∣     [  std_z : 0.99  real_sub_fake : 559.21 ]
[  epoch 0034/0040] 3300/4800, lr:1.3e-05 ∣ avg_100 : 32143.361908 ∣ critic_nllloss : 25876.123047 ∣ critic_ganloss : -164.816899 ∣ generator_nllloss : 5084.744141 ∣ generator_ganloss : 1198.743750 ∣     [  std_z : 0.99  real_sub_fake : 610.83 ]
[  epoch 0034/0040] 3310/4800, lr:1.3e-05 ∣ avg_100 : 32146.057822 ∣ critic_nllloss : 25984.225781 ∣ critic_ganloss : -171.915901 ∣ generator_nllloss : 5195.009375 ∣ generator_ganloss : 1214.571973 ∣     [  std_z : 0.99  real_sub_fake : 612.52 ]
[  epoch 0034/0040] 3320/4800, lr:1.3e-05 ∣ avg_100 : 32149.593357 ∣ critic_nllloss : 26116.782813 ∣ critic_ganloss : -161.498431 ∣ generator_nllloss : 5193.021289 ∣ generator_ganloss : 1202.129834 ∣     [  std_z : 1.00  real_sub_fake : 660.89 ]
[  epoch 0034/0040] 3330/4800, lr:1.3e-05 ∣ avg_100 : 32146.515374 ∣ critic_nllloss : 25876.044141 ∣ critic_ganloss : -131.429240 ∣ generator_nllloss : 5148.929688 ∣ generator_ganloss : 1195.680078 ∣     [  std_z : 1.00  real_sub_fake : 650.08 ]
[  epoch 0034/0040] 3340/4800, lr:1.3e-05 ∣ avg_100 : 32149.667169 ∣ critic_nllloss : 26250.972070 ∣ critic_ganloss : -147.233989 ∣ generator_nllloss : 5258.871680 ∣ generator_ganloss : 1192.088770 ∣     [  std_z : 0.99  real_sub_fake : 680.03 ]
[  epoch 0034/0040] 3350/4800, lr:1.3e-05 ∣ avg_100 : 32146.963003 ∣ critic_nllloss : 25707.457422 ∣ critic_ganloss : -157.967165 ∣ generator_nllloss : 5195.619141 ∣ generator_ganloss : 1215.710059 ∣     [  std_z : 0.99  real_sub_fake : 565.79 ]
[  epoch 0034/0040] 3360/4800, lr:1.3e-05 ∣ avg_100 : 32149.775807 ∣ critic_nllloss : 26099.758008 ∣ critic_ganloss : -149.647954 ∣ generator_nllloss : 5236.524609 ∣ generator_ganloss : 1226.856104 ∣     [  std_z : 0.99  real_sub_fake : 532.21 ]
[  epoch 0034/0040] 3370/4800, lr:1.3e-05 ∣ avg_100 : 32149.037149 ∣ critic_nllloss : 25944.670703 ∣ critic_ganloss : -171.355203 ∣ generator_nllloss : 5245.885547 ∣ generator_ganloss : 1213.807275 ∣     [  std_z : 0.99  real_sub_fake : 572.96 ]
[  epoch 0034/0040] 3380/4800, lr:1.3e-05 ∣ avg_100 : 32147.904907 ∣ critic_nllloss : 25841.198047 ∣ critic_ganloss : -138.244962 ∣ generator_nllloss : 5234.829492 ∣ generator_ganloss : 1206.543408 ∣     [  std_z : 0.99  real_sub_fake : 551.70 ]
[  epoch 0034/0040] 3390/4800, lr:1.3e-05 ∣ avg_100 : 32149.862000 ∣ critic_nllloss : 25977.373242 ∣ critic_ganloss : -126.696315 ∣ generator_nllloss : 5195.146094 ∣ generator_ganloss : 1216.762012 ∣     [  std_z : 0.99  real_sub_fake : 515.84 ]
[  epoch 0034/0040] 3400/4800, lr:1.3e-05 ∣ avg_100 : 32149.946942 ∣ critic_nllloss : 25796.600000 ∣ critic_ganloss : -167.742606 ∣ generator_nllloss : 5147.461914 ∣ generator_ganloss : 1201.783105 ∣     [  std_z : 1.00  real_sub_fake : 503.22 ]
[  epoch 0034/0040] 3410/4800, lr:1.3e-05 ∣ avg_100 : 32151.919901 ∣ critic_nllloss : 25870.447461 ∣ critic_ganloss : -166.505992 ∣ generator_nllloss : 5169.326367 ∣ generator_ganloss : 1192.985498 ∣     [  std_z : 1.00  real_sub_fake : 601.11 ]
[  epoch 0034/0040] 3420/4800, lr:1.3e-05 ∣ avg_100 : 32152.846480 ∣ critic_nllloss : 26053.736914 ∣ critic_ganloss : -116.554114 ∣ generator_nllloss : 5194.629102 ∣ generator_ganloss : 1216.511377 ∣     [  std_z : 0.99  real_sub_fake : 383.70 ]
[  epoch 0034/0040] 3430/4800, lr:1.3e-05 ∣ avg_100 : 32155.953969 ∣ critic_nllloss : 26157.034375 ∣ critic_ganloss : -165.933543 ∣ generator_nllloss : 5247.559180 ∣ generator_ganloss : 1190.771533 ∣     [  std_z : 0.99  real_sub_fake : 588.30 ]
[  epoch 0034/0040] 3440/4800, lr:1.3e-05 ∣ avg_100 : 32157.710738 ∣ critic_nllloss : 26050.651953 ∣ critic_ganloss : -156.766866 ∣ generator_nllloss : 5255.236914 ∣ generator_ganloss : 1185.186816 ∣     [  std_z : 0.99  real_sub_fake : 695.23 ]
[  epoch 0034/0040] 3450/4800, lr:1.3e-05 ∣ avg_100 : 32154.549925 ∣ critic_nllloss : 25947.134180 ∣ critic_ganloss : -154.908772 ∣ generator_nllloss : 5112.786328 ∣ generator_ganloss : 1202.507764 ∣     [  std_z : 1.00  real_sub_fake : 558.61 ]
[  epoch 0034/0040] 3460/4800, lr:1.3e-05 ∣ avg_100 : 32149.278467 ∣ critic_nllloss : 25654.313672 ∣ critic_ganloss : -193.382062 ∣ generator_nllloss : 5155.679688 ∣ generator_ganloss : 1178.081836 ∣     [  std_z : 1.00  real_sub_fake : 608.69 ]
[  epoch 0034/0040] 3470/4800, lr:1.3e-05 ∣ avg_100 : 32148.521744 ∣ critic_nllloss : 26055.776758 ∣ critic_ganloss : -103.844565 ∣ generator_nllloss : 5241.972266 ∣ generator_ganloss : 1198.699805 ∣     [  std_z : 1.00  real_sub_fake : 535.05 ]
[  epoch 0034/0040] 3480/4800, lr:1.3e-05 ∣ avg_100 : 32152.014695 ∣ critic_nllloss : 26113.024219 ∣ critic_ganloss : -58.862783 ∣ generator_nllloss : 5285.949609 ∣ generator_ganloss : 1230.596289 ∣  [  std_z : 1.00  real_sub_fake : 254.48 ]
[  epoch 0034/0040] 3490/4800, lr:1.3e-05 ∣ avg_100 : 32149.275345 ∣ critic_nllloss : 25565.533984 ∣ critic_ganloss : -69.677802 ∣ generator_nllloss : 5137.922656 ∣ generator_ganloss : 1223.103076 ∣  [  std_z : 0.99  real_sub_fake : 235.83 ]
[  epoch 0034/0040] 3500/4800, lr:1.3e-05 ∣ avg_100 : 32150.382631 ∣ critic_nllloss : 25780.120508 ∣ critic_ganloss : -115.133456 ∣ generator_nllloss : 5211.410547 ∣ generator_ganloss : 1215.066650 ∣     [  std_z : 0.99  real_sub_fake : 345.76 ]
[  epoch 0034/0040] 3510/4800, lr:1.3e-05 ∣ avg_100 : 32150.495534 ∣ critic_nllloss : 26022.665820 ∣ critic_ganloss : -107.712868 ∣ generator_nllloss : 5230.184961 ∣ generator_ganloss : 1211.128223 ∣     [  std_z : 0.99  real_sub_fake : 463.69 ]
[  epoch 0034/0040] 3520/4800, lr:1.3e-05 ∣ avg_100 : 32152.049342 ∣ critic_nllloss : 25974.190234 ∣ critic_ganloss : -106.368999 ∣ generator_nllloss : 5227.787695 ∣ generator_ganloss : 1203.091504 ∣     [  std_z : 1.00  real_sub_fake : 393.67 ]
[  epoch 0034/0040] 3530/4800, lr:1.3e-05 ∣ avg_100 : 32151.595262 ∣ critic_nllloss : 25976.482031 ∣ critic_ganloss : -84.788062 ∣ generator_nllloss : 5080.226172 ∣ generator_ganloss : 1195.921143 ∣  [  std_z : 1.00  real_sub_fake : 320.62 ]
[  epoch 0034/0040] 3540/4800, lr:1.3e-05 ∣ avg_100 : 32150.332859 ∣ critic_nllloss : 25887.864648 ∣ critic_ganloss : -163.432146 ∣ generator_nllloss : 5190.616406 ∣ generator_ganloss : 1183.972266 ∣     [  std_z : 1.00  real_sub_fake : 481.92 ]
[  epoch 0034/0040] 3550/4800, lr:1.3e-05 ∣ avg_100 : 32153.281017 ∣ critic_nllloss : 25890.764258 ∣ critic_ganloss : -129.529966 ∣ generator_nllloss : 5205.915625 ∣ generator_ganloss : 1165.467969 ∣     [  std_z : 1.00  real_sub_fake : 588.81 ]
[  epoch 0034/0040] 3560/4800, lr:1.3e-05 ∣ avg_100 : 32148.368911 ∣ critic_nllloss : 25648.775391 ∣ critic_ganloss : -108.776187 ∣ generator_nllloss : 5117.850195 ∣ generator_ganloss : 1179.660693 ∣     [  std_z : 0.99  real_sub_fake : 515.54 ]
[  epoch 0034/0040] 3570/4800, lr:1.3e-05 ∣ avg_100 : 32151.049188 ∣ critic_nllloss : 25958.166016 ∣ critic_ganloss : -121.521768 ∣ generator_nllloss : 5160.915820 ∣ generator_ganloss : 1195.594385 ∣     [  std_z : 0.99  real_sub_fake : 513.29 ]
[  epoch 0034/0040] 3580/4800, lr:1.3e-05 ∣ avg_100 : 32148.645117 ∣ critic_nllloss : 25715.443750 ∣ critic_ganloss : -174.297092 ∣ generator_nllloss : 5123.480859 ∣ generator_ganloss : 1190.171777 ∣     [  std_z : 0.99  real_sub_fake : 561.26 ]
[  epoch 0034/0040] 3590/4800, lr:1.3e-05 ∣ avg_100 : 32147.502638 ∣ critic_nllloss : 25878.376563 ∣ critic_ganloss : -199.553241 ∣ generator_nllloss : 5196.815234 ∣ generator_ganloss : 1180.410352 ∣     [  std_z : 0.99  real_sub_fake : 589.90 ]
[  epoch 0034/0040] 3600/4800, lr:1.3e-05 ∣ avg_100 : 32147.276344 ∣ critic_nllloss : 25716.905469 ∣ critic_ganloss : -183.422350 ∣ generator_nllloss : 5219.997656 ∣ generator_ganloss : 1190.158838 ∣     [  std_z : 0.99  real_sub_fake : 579.77 ]
[  epoch 0034/0040] 3610/4800, lr:1.3e-05 ∣ avg_100 : 32142.871795 ∣ critic_nllloss : 25715.202734 ∣ critic_ganloss : -149.464882 ∣ generator_nllloss : 5064.771289 ∣ generator_ganloss : 1202.310352 ∣     [  std_z : 0.99  real_sub_fake : 604.32 ]
[  epoch 0034/0040] 3620/4800, lr:1.3e-05 ∣ avg_100 : 32143.215659 ∣ critic_nllloss : 25881.701953 ∣ critic_ganloss : -152.318689 ∣ generator_nllloss : 5169.678125 ∣ generator_ganloss : 1215.876904 ∣     [  std_z : 1.00  real_sub_fake : 578.97 ]
[  epoch 0034/0040] 3630/4800, lr:1.3e-05 ∣ avg_100 : 32143.312077 ∣ critic_nllloss : 25954.621484 ∣ critic_ganloss : -155.941272 ∣ generator_nllloss : 5220.101953 ∣ generator_ganloss : 1211.298926 ∣     [  std_z : 1.00  real_sub_fake : 621.53 ]
[  epoch 0034/0040] 3640/4800, lr:1.3e-05 ∣ avg_100 : 32142.153470 ∣ critic_nllloss : 25726.926758 ∣ critic_ganloss : -159.363953 ∣ generator_nllloss : 5154.230664 ∣ generator_ganloss : 1209.022168 ∣     [  std_z : 1.00  real_sub_fake : 526.16 ]
[  epoch 0034/0040] 3650/4800, lr:1.3e-05 ∣ avg_100 : 32143.844007 ∣ critic_nllloss : 25874.298633 ∣ critic_ganloss : -125.569881 ∣ generator_nllloss : 5194.375391 ∣ generator_ganloss : 1195.380713 ∣     [  std_z : 0.99  real_sub_fake : 669.02 ]
[  epoch 0034/0040] 3660/4800, lr:1.3e-05 ∣ avg_100 : 32143.875205 ∣ critic_nllloss : 25780.206641 ∣ critic_ganloss : -134.953239 ∣ generator_nllloss : 5157.919531 ∣ generator_ganloss : 1200.144141 ∣     [  std_z : 0.98  real_sub_fake : 513.93 ]
[  epoch 0034/0040] 3670/4800, lr:1.3e-05 ∣ avg_100 : 32141.487216 ∣ critic_nllloss : 25712.237891 ∣ critic_ganloss : -141.463422 ∣ generator_nllloss : 5229.012109 ∣ generator_ganloss : 1196.659570 ∣     [  std_z : 0.98  real_sub_fake : 481.09 ]
[  epoch 0034/0040] 3680/4800, lr:1.3e-05 ∣ avg_100 : 32141.933456 ∣ critic_nllloss : 25735.131836 ∣ critic_ganloss : -155.920067 ∣ generator_nllloss : 5166.635156 ∣ generator_ganloss : 1203.062109 ∣     [  std_z : 0.99  real_sub_fake : 527.39 ]
[  epoch 0034/0040] 3690/4800, lr:1.3e-05 ∣ avg_100 : 32144.576287 ∣ critic_nllloss : 26079.088867 ∣ critic_ganloss : -161.965634 ∣ generator_nllloss : 5227.221484 ∣ generator_ganloss : 1212.459131 ∣     [  std_z : 1.00  real_sub_fake : 587.67 ]
[  epoch 0034/0040] 3700/4800, lr:1.3e-05 ∣ avg_100 : 32143.046114 ∣ critic_nllloss : 25784.757031 ∣ critic_ganloss : -165.356938 ∣ generator_nllloss : 5086.064258 ∣ generator_ganloss : 1203.526514 ∣     [  std_z : 1.00  real_sub_fake : 498.61 ]
[  epoch 0034/0040] 3710/4800, lr:1.3e-05 ∣ avg_100 : 32141.507010 ∣ critic_nllloss : 25715.304297 ∣ critic_ganloss : -123.238010 ∣ generator_nllloss : 5231.584180 ∣ generator_ganloss : 1210.951660 ∣     [  std_z : 1.00  real_sub_fake : 420.02 ]
[  epoch 0034/0040] 3720/4800, lr:1.3e-05 ∣ avg_100 : 32138.074846 ∣ critic_nllloss : 25866.088086 ∣ critic_ganloss : -143.076924 ∣ generator_nllloss : 5218.032422 ∣ generator_ganloss : 1175.906836 ∣     [  std_z : 0.99  real_sub_fake : 587.58 ]
[  epoch 0034/0040] 3730/4800, lr:1.3e-05 ∣ avg_100 : 32142.079172 ∣ critic_nllloss : 26270.760937 ∣ critic_ganloss : -104.230272 ∣ generator_nllloss : 5161.816602 ∣ generator_ganloss : 1204.292676 ∣     [  std_z : 0.99  real_sub_fake : 597.92 ]
[  epoch 0034/0040] 3740/4800, lr:1.3e-05 ∣ avg_100 : 32143.688435 ∣ critic_nllloss : 25906.556445 ∣ critic_ganloss : -128.616722 ∣ generator_nllloss : 5151.384180 ∣ generator_ganloss : 1205.586816 ∣     [  std_z : 0.99  real_sub_fake : 510.42 ]
[  epoch 0034/0040] 3750/4800, lr:1.3e-05 ∣ avg_100 : 32144.640519 ∣ critic_nllloss : 26017.096094 ∣ critic_ganloss : -183.995375 ∣ generator_nllloss : 5231.192187 ∣ generator_ganloss : 1195.381592 ∣     [  std_z : 0.99  real_sub_fake : 554.98 ]
[  epoch 0034/0040] 3760/4800, lr:1.3e-05 ∣ avg_100 : 32144.480675 ∣ critic_nllloss : 25871.258203 ∣ critic_ganloss : -188.479366 ∣ generator_nllloss : 5076.184375 ∣ generator_ganloss : 1199.452490 ∣     [  std_z : 1.00  real_sub_fake : 625.29 ]
[  epoch 0034/0040] 3770/4800, lr:1.3e-05 ∣ avg_100 : 32145.967981 ∣ critic_nllloss : 26002.047266 ∣ critic_ganloss : -139.027182 ∣ generator_nllloss : 5243.741797 ∣ generator_ganloss : 1208.734570 ∣     [  std_z : 1.00  real_sub_fake : 562.90 ]
[  epoch 0034/0040] 3780/4800, lr:1.3e-05 ∣ avg_100 : 32148.180042 ∣ critic_nllloss : 26038.591797 ∣ critic_ganloss : -153.262341 ∣ generator_nllloss : 5212.114062 ∣ generator_ganloss : 1211.261035 ∣     [  std_z : 1.00  real_sub_fake : 633.76 ]
[  epoch 0034/0040] 3790/4800, lr:1.3e-05 ∣ avg_100 : 32150.589700 ∣ critic_nllloss : 26046.102734 ∣ critic_ganloss : -159.531964 ∣ generator_nllloss : 5251.949414 ∣ generator_ganloss : 1221.576367 ∣     [  std_z : 1.00  real_sub_fake : 534.27 ]
[  epoch 0034/0040] 3800/4800, lr:1.3e-05 ∣ avg_100 : 32146.996420 ∣ critic_nllloss : 25776.538281 ∣ critic_ganloss : -124.086543 ∣ generator_nllloss : 5128.673633 ∣ generator_ganloss : 1212.904443 ∣     [  std_z : 0.99  real_sub_fake : 500.31 ]
[  epoch 0034/0040] 3810/4800, lr:1.3e-05 ∣ avg_100 : 32145.555110 ∣ critic_nllloss : 25964.928516 ∣ critic_ganloss : -163.270000 ∣ generator_nllloss : 5195.383203 ∣ generator_ganloss : 1194.643311 ∣     [  std_z : 0.99  real_sub_fake : 617.26 ]
[  epoch 0034/0040] 3820/4800, lr:1.3e-05 ∣ avg_100 : 32147.136156 ∣ critic_nllloss : 25819.631836 ∣ critic_ganloss : -136.874895 ∣ generator_nllloss : 5144.840039 ∣ generator_ganloss : 1214.476953 ∣     [  std_z : 0.99  real_sub_fake : 546.97 ]
[  epoch 0034/0040] 3830/4800, lr:1.3e-05 ∣ avg_100 : 32150.319628 ∣ critic_nllloss : 25886.380859 ∣ critic_ganloss : -206.954810 ∣ generator_nllloss : 5183.808203 ∣ generator_ganloss : 1204.435449 ∣     [  std_z : 1.00  real_sub_fake : 623.25 ]
[  epoch 0034/0040] 3840/4800, lr:1.3e-05 ∣ avg_100 : 32149.143096 ∣ critic_nllloss : 25978.633984 ∣ critic_ganloss : -114.499065 ∣ generator_nllloss : 5270.566797 ∣ generator_ganloss : 1207.818799 ∣     [  std_z : 1.00  real_sub_fake : 555.24 ]
[  epoch 0034/0040] 3850/4800, lr:1.3e-05 ∣ avg_100 : 32147.220652 ∣ critic_nllloss : 25832.232812 ∣ critic_ganloss : -138.194524 ∣ generator_nllloss : 5118.091016 ∣ generator_ganloss : 1215.847461 ∣     [  std_z : 0.99  real_sub_fake : 511.65 ]
[  epoch 0034/0040] 3860/4800, lr:1.3e-05 ∣ avg_100 : 32147.224508 ∣ critic_nllloss : 25885.913672 ∣ critic_ganloss : -153.040943 ∣ generator_nllloss : 5176.442187 ∣ generator_ganloss : 1218.422754 ∣     [  std_z : 0.99  real_sub_fake : 445.55 ]
[  epoch 0034/0040] 3870/4800, lr:1.3e-05 ∣ avg_100 : 32144.636574 ∣ critic_nllloss : 25705.678711 ∣ critic_ganloss : -139.687756 ∣ generator_nllloss : 5151.068164 ∣ generator_ganloss : 1201.177637 ∣     [  std_z : 0.99  real_sub_fake : 512.76 ]
[  epoch 0034/0040] 3880/4800, lr:1.3e-05 ∣ avg_100 : 32143.902295 ∣ critic_nllloss : 25826.469531 ∣ critic_ganloss : -147.987932 ∣ generator_nllloss : 5183.705078 ∣ generator_ganloss : 1207.818066 ∣     [  std_z : 0.99  real_sub_fake : 546.15 ]
[  epoch 0034/0040] 3890/4800, lr:1.3e-05 ∣ avg_100 : 32144.936369 ∣ critic_nllloss : 26072.178906 ∣ critic_ganloss : -155.797360 ∣ generator_nllloss : 5220.946094 ∣ generator_ganloss : 1213.006055 ∣     [  std_z : 1.00  real_sub_fake : 580.02 ]
[  epoch 0034/0040] 3900/4800, lr:1.3e-05 ∣ avg_100 : 32144.517152 ∣ critic_nllloss : 25732.850781 ∣ critic_ganloss : -152.153413 ∣ generator_nllloss : 5118.035156 ∣ generator_ganloss : 1216.894580 ∣     [  std_z : 0.99  real_sub_fake : 507.91 ]
[  epoch 0034/0040] 3910/4800, lr:1.3e-05 ∣ avg_100 : 32142.126808 ∣ critic_nllloss : 25802.893359 ∣ critic_ganloss : -214.937161 ∣ generator_nllloss : 5168.819141 ∣ generator_ganloss : 1200.581787 ∣     [  std_z : 0.99  real_sub_fake : 629.41 ]
[  epoch 0034/0040] 3920/4800, lr:1.3e-05 ∣ avg_100 : 32143.685393 ∣ critic_nllloss : 26018.786914 ∣ critic_ganloss : -174.372539 ∣ generator_nllloss : 5206.534766 ∣ generator_ganloss : 1194.018750 ∣     [  std_z : 0.99  real_sub_fake : 662.12 ]
[  epoch 0034/0040] 3930/4800, lr:1.3e-05 ∣ avg_100 : 32144.211756 ∣ critic_nllloss : 25948.708789 ∣ critic_ganloss : -144.955103 ∣ generator_nllloss : 5216.300391 ∣ generator_ganloss : 1211.888818 ∣     [  std_z : 0.99  real_sub_fake : 626.90 ]
[  epoch 0034/0040] 3940/4800, lr:1.3e-05 ∣ avg_100 : 32141.746793 ∣ critic_nllloss : 25881.892188 ∣ critic_ganloss : -144.151337 ∣ generator_nllloss : 5143.271289 ∣ generator_ganloss : 1211.519189 ∣     [  std_z : 0.99  real_sub_fake : 585.73 ]
[  epoch 0034/0040] 3950/4800, lr:1.3e-05 ∣ avg_100 : 32141.991672 ∣ critic_nllloss : 25900.727148 ∣ critic_ganloss : -179.359857 ∣ generator_nllloss : 5181.396875 ∣ generator_ganloss : 1217.522656 ∣     [  std_z : 0.99  real_sub_fake : 579.58 ]
[  epoch 0034/0040] 3960/4800, lr:1.3e-05 ∣ avg_100 : 32140.803733 ∣ critic_nllloss : 25813.479687 ∣ critic_ganloss : -115.961514 ∣ generator_nllloss : 5135.170703 ∣ generator_ganloss : 1223.754102 ∣     [  std_z : 0.99  real_sub_fake : 598.88 ]
[  epoch 0034/0040] 3970/4800, lr:1.3e-05 ∣ avg_100 : 32142.684697 ∣ critic_nllloss : 25935.244336 ∣ critic_ganloss : -32.640631 ∣ generator_nllloss : 5218.730469 ∣ generator_ganloss : 1232.021582 ∣  [  std_z : 0.99  real_sub_fake : 389.23 ]
[  epoch 0034/0040] 3980/4800, lr:1.3e-05 ∣ avg_100 : 32141.186753 ∣ critic_nllloss : 25732.824805 ∣ critic_ganloss : -96.003581 ∣ generator_nllloss : 5087.429297 ∣ generator_ganloss : 1218.070898 ∣  [  std_z : 0.99  real_sub_fake : 444.46 ]
[  epoch 0034/0040] 3990/4800, lr:1.3e-05 ∣ avg_100 : 32139.215364 ∣ critic_nllloss : 25821.039844 ∣ critic_ganloss : -160.205670 ∣ generator_nllloss : 5127.331250 ∣ generator_ganloss : 1200.051709 ∣     [  std_z : 0.99  real_sub_fake : 525.72 ]
[  epoch 0034/0040] 4000/4800, lr:1.3e-05 ∣ avg_100 : 32136.216537 ∣ critic_nllloss : 25803.846289 ∣ critic_ganloss : -141.719334 ∣ generator_nllloss : 5173.149219 ∣ generator_ganloss : 1209.546143 ∣     [  std_z : 0.99  real_sub_fake : 524.70 ]
[  epoch 0034/0040] 4010/4800, lr:1.3e-05 ∣ avg_100 : 32136.067338 ∣ critic_nllloss : 25985.134180 ∣ critic_ganloss : -189.459157 ∣ generator_nllloss : 5230.848828 ∣ generator_ganloss : 1201.217725 ∣     [  std_z : 1.00  real_sub_fake : 598.89 ]
[  epoch 0034/0040] 4020/4800, lr:1.3e-05 ∣ avg_100 : 32134.958825 ∣ critic_nllloss : 25966.011328 ∣ critic_ganloss : -205.726244 ∣ generator_nllloss : 5169.741992 ∣ generator_ganloss : 1195.643848 ∣     [  std_z : 1.00  real_sub_fake : 662.36 ]
[  epoch 0034/0040] 4030/4800, lr:1.3e-05 ∣ avg_100 : 32136.115271 ∣ critic_nllloss : 25906.873437 ∣ critic_ganloss : -107.812793 ∣ generator_nllloss : 5148.176953 ∣ generator_ganloss : 1208.282227 ∣     [  std_z : 1.00  real_sub_fake : 550.69 ]
[  epoch 0034/0040] 4040/4800, lr:1.3e-05 ∣ avg_100 : 32131.573879 ∣ critic_nllloss : 25552.939648 ∣ critic_ganloss : -149.763411 ∣ generator_nllloss : 5151.087109 ∣ generator_ganloss : 1218.392773 ∣     [  std_z : 1.00  real_sub_fake : 473.89 ]
[  epoch 0034/0040] 4050/4800, lr:1.3e-05 ∣ avg_100 : 32127.561000 ∣ critic_nllloss : 25607.298633 ∣ critic_ganloss : -128.683613 ∣ generator_nllloss : 5071.290625 ∣ generator_ganloss : 1217.364746 ∣     [  std_z : 0.99  real_sub_fake : 420.66 ]
[  epoch 0034/0040] 4060/4800, lr:1.3e-05 ∣ avg_100 : 32129.226495 ∣ critic_nllloss : 26144.959180 ∣ critic_ganloss : -147.976154 ∣ generator_nllloss : 5274.134570 ∣ generator_ganloss : 1195.910547 ∣     [  std_z : 0.98  real_sub_fake : 659.45 ]
[  epoch 0034/0040] 4070/4800, lr:1.3e-05 ∣ avg_100 : 32130.662425 ∣ critic_nllloss : 26095.889648 ∣ critic_ganloss : -130.613037 ∣ generator_nllloss : 5235.482227 ∣ generator_ganloss : 1204.985840 ∣     [  std_z : 0.98  real_sub_fake : 627.60 ]
[  epoch 0034/0040] 4080/4800, lr:1.3e-05 ∣ avg_100 : 32133.333409 ∣ critic_nllloss : 26048.885547 ∣ critic_ganloss : -138.197282 ∣ generator_nllloss : 5219.469727 ∣ generator_ganloss : 1203.985352 ∣     [  std_z : 0.99  real_sub_fake : 567.74 ]
[  epoch 0034/0040] 4090/4800, lr:1.3e-05 ∣ avg_100 : 32132.110575 ∣ critic_nllloss : 25920.094141 ∣ critic_ganloss : -150.018235 ∣ generator_nllloss : 5165.429297 ∣ generator_ganloss : 1203.086475 ∣     [  std_z : 1.00  real_sub_fake : 499.63 ]
[  epoch 0034/0040] 4100/4800, lr:1.3e-05 ∣ avg_100 : 32131.173767 ∣ critic_nllloss : 25708.957031 ∣ critic_ganloss : -135.991670 ∣ generator_nllloss : 5082.031250 ∣ generator_ganloss : 1203.840283 ∣     [  std_z : 1.00  real_sub_fake : 482.19 ]
[  epoch 0034/0040] 4110/4800, lr:1.3e-05 ∣ avg_100 : 32130.712310 ∣ critic_nllloss : 26143.553516 ∣ critic_ganloss : -126.545044 ∣ generator_nllloss : 5238.507031 ∣ generator_ganloss : 1205.798486 ∣     [  std_z : 1.00  real_sub_fake : 539.77 ]
[  epoch 0034/0040] 4120/4800, lr:1.3e-05 ∣ avg_100 : 32133.515502 ∣ critic_nllloss : 25914.814258 ∣ critic_ganloss : -140.696359 ∣ generator_nllloss : 5206.352148 ∣ generator_ganloss : 1210.272510 ∣     [  std_z : 0.99  real_sub_fake : 542.08 ]
[  epoch 0034/0040] 4130/4800, lr:1.3e-05 ∣ avg_100 : 32127.208506 ∣ critic_nllloss : 25515.284961 ∣ critic_ganloss : -148.685138 ∣ generator_nllloss : 5026.962891 ∣ generator_ganloss : 1220.473633 ∣     [  std_z : 0.99  real_sub_fake : 495.34 ]
[  epoch 0034/0040] 4140/4800, lr:1.3e-05 ∣ avg_100 : 32128.095403 ∣ critic_nllloss : 25930.853711 ∣ critic_ganloss : -158.650694 ∣ generator_nllloss : 5201.833984 ∣ generator_ganloss : 1206.031738 ∣     [  std_z : 0.99  real_sub_fake : 569.43 ]
[  epoch 0034/0040] 4150/4800, lr:1.3e-05 ∣ avg_100 : 32128.791668 ∣ critic_nllloss : 26011.481055 ∣ critic_ganloss : -149.687838 ∣ generator_nllloss : 5283.714844 ∣ generator_ganloss : 1213.802637 ∣     [  std_z : 0.99  real_sub_fake : 528.48 ]
[  epoch 0034/0040] 4160/4800, lr:1.3e-05 ∣ avg_100 : 32127.027501 ∣ critic_nllloss : 25742.642578 ∣ critic_ganloss : -134.718729 ∣ generator_nllloss : 5187.681445 ∣ generator_ganloss : 1210.612207 ∣     [  std_z : 0.99  real_sub_fake : 545.11 ]
[  epoch 0034/0040] 4170/4800, lr:1.3e-05 ∣ avg_100 : 32131.512772 ∣ critic_nllloss : 26109.949414 ∣ critic_ganloss : -175.739594 ∣ generator_nllloss : 5227.952734 ∣ generator_ganloss : 1204.031836 ∣     [  std_z : 0.99  real_sub_fake : 603.34 ]
[  epoch 0034/0040] 4180/4800, lr:1.3e-05 ∣ avg_100 : 32132.393647 ∣ critic_nllloss : 25733.101562 ∣ critic_ganloss : -125.778059 ∣ generator_nllloss : 5111.528516 ∣ generator_ganloss : 1217.056982 ∣     [  std_z : 1.00  real_sub_fake : 556.35 ]
[  epoch 0034/0040] 4190/4800, lr:1.3e-05 ∣ avg_100 : 32132.364386 ∣ critic_nllloss : 25888.282617 ∣ critic_ganloss : -149.852698 ∣ generator_nllloss : 5126.012109 ∣ generator_ganloss : 1209.583789 ∣     [  std_z : 1.00  real_sub_fake : 602.02 ]
[  epoch 0034/0040] 4200/4800, lr:1.3e-05 ∣ avg_100 : 32131.204011 ∣ critic_nllloss : 25842.447656 ∣ critic_ganloss : -109.707220 ∣ generator_nllloss : 5064.770898 ∣ generator_ganloss : 1205.512451 ∣     [  std_z : 1.00  real_sub_fake : 563.62 ]
[  epoch 0034/0040] 4210/4800, lr:1.3e-05 ∣ avg_100 : 32132.033994 ∣ critic_nllloss : 25886.495312 ∣ critic_ganloss : -191.901196 ∣ generator_nllloss : 5183.413672 ∣ generator_ganloss : 1207.722070 ∣     [  std_z : 1.00  real_sub_fake : 521.50 ]
[  epoch 0034/0040] 4220/4800, lr:1.3e-05 ∣ avg_100 : 32134.307286 ∣ critic_nllloss : 26013.494531 ∣ critic_ganloss : -168.007613 ∣ generator_nllloss : 5181.803125 ∣ generator_ganloss : 1199.737598 ∣     [  std_z : 0.99  real_sub_fake : 573.07 ]
[  epoch 0034/0040] 4230/4800, lr:1.3e-05 ∣ avg_100 : 32134.980978 ∣ critic_nllloss : 26020.144727 ∣ critic_ganloss : -199.711176 ∣ generator_nllloss : 5179.172852 ∣ generator_ganloss : 1207.278516 ∣     [  std_z : 0.99  real_sub_fake : 679.54 ]
[  epoch 0034/0040] 4240/4800, lr:1.3e-05 ∣ avg_100 : 32133.903427 ∣ critic_nllloss : 26002.439063 ∣ critic_ganloss : -180.699548 ∣ generator_nllloss : 5156.321289 ∣ generator_ganloss : 1215.482227 ∣     [  std_z : 0.99  real_sub_fake : 666.82 ]
[  epoch 0034/0040] 4250/4800, lr:1.3e-05 ∣ avg_100 : 32134.537375 ∣ critic_nllloss : 25735.679883 ∣ critic_ganloss : -119.853148 ∣ generator_nllloss : 5198.595312 ∣ generator_ganloss : 1217.939600 ∣     [  std_z : 0.99  real_sub_fake : 495.49 ]
[  epoch 0034/0040] 4260/4800, lr:1.3e-05 ∣ avg_100 : 32133.620368 ∣ critic_nllloss : 26070.239453 ∣ critic_ganloss : -129.583307 ∣ generator_nllloss : 5202.322266 ∣ generator_ganloss : 1190.035352 ∣     [  std_z : 1.00  real_sub_fake : 631.65 ]
[  epoch 0034/0040] 4270/4800, lr:1.3e-05 ∣ avg_100 : 32140.695776 ∣ critic_nllloss : 26041.195703 ∣ critic_ganloss : -117.761491 ∣ generator_nllloss : 5315.320703 ∣ generator_ganloss : 1211.078223 ∣     [  std_z : 1.00  real_sub_fake : 555.50 ]
[  epoch 0034/0040] 4280/4800, lr:1.3e-05 ∣ avg_100 : 32139.843664 ∣ critic_nllloss : 25889.117773 ∣ critic_ganloss : -132.410526 ∣ generator_nllloss : 5253.718164 ∣ generator_ganloss : 1219.428271 ∣     [  std_z : 0.99  real_sub_fake : 379.08 ]
[  epoch 0034/0040] 4290/4800, lr:1.3e-05 ∣ avg_100 : 32139.487572 ∣ critic_nllloss : 25834.324805 ∣ critic_ganloss : -170.848976 ∣ generator_nllloss : 5194.350781 ∣ generator_ganloss : 1190.235254 ∣     [  std_z : 0.99  real_sub_fake : 486.27 ]
[  epoch 0034/0040] 4300/4800, lr:1.3e-05 ∣ avg_100 : 32139.917575 ∣ critic_nllloss : 25819.422266 ∣ critic_ganloss : -137.983713 ∣ generator_nllloss : 5166.139063 ∣ generator_ganloss : 1190.216699 ∣     [  std_z : 0.99  real_sub_fake : 540.12 ]
[  epoch 0034/0040] 4310/4800, lr:1.3e-05 ∣ avg_100 : 32139.960973 ∣ critic_nllloss : 25970.449805 ∣ critic_ganloss : -131.732688 ∣ generator_nllloss : 5188.577734 ∣ generator_ganloss : 1198.936182 ∣     [  std_z : 0.99  real_sub_fake : 491.25 ]
[  epoch 0034/0040] 4320/4800, lr:1.3e-05 ∣ avg_100 : 32138.363819 ∣ critic_nllloss : 25942.174219 ∣ critic_ganloss : -155.452435 ∣ generator_nllloss : 5207.372656 ∣ generator_ganloss : 1196.625684 ∣     [  std_z : 0.99  real_sub_fake : 561.04 ]
[  epoch 0034/0040] 4330/4800, lr:1.3e-05 ∣ avg_100 : 32140.456161 ∣ critic_nllloss : 25947.830469 ∣ critic_ganloss : -115.520311 ∣ generator_nllloss : 5260.676172 ∣ generator_ganloss : 1205.472461 ∣     [  std_z : 1.00  real_sub_fake : 534.09 ]
[  epoch 0034/0040] 4340/4800, lr:1.3e-05 ∣ avg_100 : 32136.850001 ∣ critic_nllloss : 25932.378516 ∣ critic_ganloss : -121.787542 ∣ generator_nllloss : 5176.362500 ∣ generator_ganloss : 1207.129150 ∣     [  std_z : 1.00  real_sub_fake : 483.85 ]
[  epoch 0034/0040] 4350/4800, lr:1.3e-05 ∣ avg_100 : 32138.351495 ∣ critic_nllloss : 25898.961328 ∣ critic_ganloss : -175.730830 ∣ generator_nllloss : 5183.119336 ∣ generator_ganloss : 1204.618994 ∣     [  std_z : 1.00  real_sub_fake : 603.86 ]
[  epoch 0034/0040] 4360/4800, lr:1.3e-05 ∣ avg_100 : 32135.575642 ∣ critic_nllloss : 25890.025195 ∣ critic_ganloss : -157.534668 ∣ generator_nllloss : 5191.663477 ∣ generator_ganloss : 1211.751465 ∣     [  std_z : 1.00  real_sub_fake : 523.52 ]
[  epoch 0034/0040] 4370/4800, lr:1.3e-05 ∣ avg_100 : 32134.790589 ∣ critic_nllloss : 25871.810742 ∣ critic_ganloss : -188.574983 ∣ generator_nllloss : 5272.017969 ∣ generator_ganloss : 1199.249268 ∣     [  std_z : 1.00  real_sub_fake : 629.72 ]
[  epoch 0034/0040] 4380/4800, lr:1.3e-05 ∣ avg_100 : 32135.124827 ∣ critic_nllloss : 25934.121680 ∣ critic_ganloss : -151.823801 ∣ generator_nllloss : 5185.616992 ∣ generator_ganloss : 1209.834961 ∣     [  std_z : 0.99  real_sub_fake : 583.83 ]
[  epoch 0034/0040] 4390/4800, lr:1.3e-05 ∣ avg_100 : 32132.972206 ∣ critic_nllloss : 25806.078906 ∣ critic_ganloss : -153.656004 ∣ generator_nllloss : 5191.333398 ∣ generator_ganloss : 1203.566602 ∣     [  std_z : 0.99  real_sub_fake : 582.52 ]
[  epoch 0034/0040] 4400/4800, lr:1.3e-05 ∣ avg_100 : 32131.901809 ∣ critic_nllloss : 25709.255664 ∣ critic_ganloss : -179.971155 ∣ generator_nllloss : 5131.304492 ∣ generator_ganloss : 1210.473682 ∣     [  std_z : 0.99  real_sub_fake : 647.97 ]
[  epoch 0034/0040] 4410/4800, lr:1.3e-05 ∣ avg_100 : 32132.177579 ∣ critic_nllloss : 25828.513086 ∣ critic_ganloss : -156.661124 ∣ generator_nllloss : 5207.044531 ∣ generator_ganloss : 1214.933887 ∣     [  std_z : 1.00  real_sub_fake : 617.86 ]
[  epoch 0034/0040] 4420/4800, lr:1.3e-05 ∣ avg_100 : 32131.117388 ∣ critic_nllloss : 26030.688086 ∣ critic_ganloss : -180.814740 ∣ generator_nllloss : 5172.221289 ∣ generator_ganloss : 1220.209570 ∣     [  std_z : 1.00  real_sub_fake : 669.15 ]
[  epoch 0034/0040] 4430/4800, lr:1.3e-05 ∣ avg_100 : 32126.723402 ∣ critic_nllloss : 25832.755273 ∣ critic_ganloss : -183.134108 ∣ generator_nllloss : 5134.357422 ∣ generator_ganloss : 1206.054346 ∣     [  std_z : 0.99  real_sub_fake : 649.17 ]
[  epoch 0034/0040] 4440/4800, lr:1.3e-05 ∣ avg_100 : 32122.391259 ∣ critic_nllloss : 25692.118945 ∣ critic_ganloss : -157.702523 ∣ generator_nllloss : 5150.855469 ∣ generator_ganloss : 1215.822559 ∣     [  std_z : 0.99  real_sub_fake : 548.06 ]
[  epoch 0034/0040] 4450/4800, lr:1.3e-05 ∣ avg_100 : 32122.353538 ∣ critic_nllloss : 25956.780078 ∣ critic_ganloss : -186.273329 ∣ generator_nllloss : 5127.978125 ∣ generator_ganloss : 1205.262598 ∣     [  std_z : 1.00  real_sub_fake : 589.24 ]
[  epoch 0034/0040] 4460/4800, lr:1.3e-05 ∣ avg_100 : 32126.989969 ∣ critic_nllloss : 26138.448242 ∣ critic_ganloss : -182.390544 ∣ generator_nllloss : 5097.313086 ∣ generator_ganloss : 1204.965430 ∣     [  std_z : 1.00  real_sub_fake : 615.13 ]
[  epoch 0034/0040] 4470/4800, lr:1.3e-05 ∣ avg_100 : 32126.310605 ∣ critic_nllloss : 26017.093359 ∣ critic_ganloss : -130.327716 ∣ generator_nllloss : 5246.688867 ∣ generator_ganloss : 1191.213379 ∣     [  std_z : 0.99  real_sub_fake : 739.22 ]
[  epoch 0034/0040] 4480/4800, lr:1.3e-05 ∣ avg_100 : 32121.735942 ∣ critic_nllloss : 25721.749805 ∣ critic_ganloss : -45.457299 ∣ generator_nllloss : 5203.473047 ∣ generator_ganloss : 1233.475439 ∣  [  std_z : 0.99  real_sub_fake : 438.46 ]
[  epoch 0034/0040] 4490/4800, lr:1.3e-05 ∣ avg_100 : 32127.066087 ∣ critic_nllloss : 26063.021289 ∣ critic_ganloss : -119.025904 ∣ generator_nllloss : 5215.921484 ∣ generator_ganloss : 1229.979492 ∣     [  std_z : 0.99  real_sub_fake : 354.13 ]
[  epoch 0034/0040] 4500/4800, lr:1.3e-05 ∣ avg_100 : 32127.478748 ∣ critic_nllloss : 25863.794336 ∣ critic_ganloss : -142.318001 ∣ generator_nllloss : 5212.564062 ∣ generator_ganloss : 1198.689990 ∣     [  std_z : 0.99  real_sub_fake : 524.69 ]
[  epoch 0034/0040] 4510/4800, lr:1.3e-05 ∣ avg_100 : 32127.148136 ∣ critic_nllloss : 25971.490234 ∣ critic_ganloss : -121.268867 ∣ generator_nllloss : 5274.741016 ∣ generator_ganloss : 1198.242529 ∣     [  std_z : 0.99  real_sub_fake : 474.37 ]
[  epoch 0034/0040] 4520/4800, lr:1.3e-05 ∣ avg_100 : 32125.761482 ∣ critic_nllloss : 25869.652148 ∣ critic_ganloss : -117.243315 ∣ generator_nllloss : 5216.128906 ∣ generator_ganloss : 1191.497363 ∣     [  std_z : 0.99  real_sub_fake : 558.55 ]
[  epoch 0034/0040] 4530/4800, lr:1.3e-05 ∣ avg_100 : 32126.402318 ∣ critic_nllloss : 26016.460938 ∣ critic_ganloss : -138.239412 ∣ generator_nllloss : 5150.648828 ∣ generator_ganloss : 1203.054541 ∣     [  std_z : 1.00  real_sub_fake : 547.93 ]
[  epoch 0034/0040] 4540/4800, lr:1.3e-05 ∣ avg_100 : 32127.936664 ∣ critic_nllloss : 26042.133789 ∣ critic_ganloss : -182.445117 ∣ generator_nllloss : 5189.674609 ∣ generator_ganloss : 1203.092480 ∣     [  std_z : 1.00  real_sub_fake : 561.03 ]
[  epoch 0034/0040] 4550/4800, lr:1.3e-05 ∣ avg_100 : 32127.522323 ∣ critic_nllloss : 25904.706250 ∣ critic_ganloss : -150.458551 ∣ generator_nllloss : 5140.610547 ∣ generator_ganloss : 1196.325488 ∣     [  std_z : 1.01  real_sub_fake : 557.25 ]
[  epoch 0034/0040] 4560/4800, lr:1.3e-05 ∣ avg_100 : 32132.825126 ∣ critic_nllloss : 26087.337891 ∣ critic_ganloss : -159.101811 ∣ generator_nllloss : 5243.670313 ∣ generator_ganloss : 1195.883984 ∣     [  std_z : 1.00  real_sub_fake : 614.65 ]
[  epoch 0034/0040] 4570/4800, lr:1.3e-05 ∣ avg_100 : 32133.174053 ∣ critic_nllloss : 25948.020117 ∣ critic_ganloss : -159.296120 ∣ generator_nllloss : 5231.017773 ∣ generator_ganloss : 1208.305420 ∣     [  std_z : 0.99  real_sub_fake : 534.07 ]
[  epoch 0034/0040] 4580/4800, lr:1.3e-05 ∣ avg_100 : 32138.035492 ∣ critic_nllloss : 25986.924023 ∣ critic_ganloss : -141.995554 ∣ generator_nllloss : 5268.466016 ∣ generator_ganloss : 1227.548682 ∣     [  std_z : 0.99  real_sub_fake : 526.92 ]
[  epoch 0034/0040] 4590/4800, lr:1.3e-05 ∣ avg_100 : 32140.406298 ∣ critic_nllloss : 26081.847461 ∣ critic_ganloss : -150.590578 ∣ generator_nllloss : 5145.239648 ∣ generator_ganloss : 1216.632959 ∣     [  std_z : 0.99  real_sub_fake : 478.84 ]
[  epoch 0034/0040] 4600/4800, lr:1.3e-05 ∣ avg_100 : 32143.375978 ∣ critic_nllloss : 26035.137109 ∣ critic_ganloss : -178.173685 ∣ generator_nllloss : 5193.045313 ∣ generator_ganloss : 1190.598877 ∣     [  std_z : 1.00  real_sub_fake : 632.81 ]
[  epoch 0034/0040] 4610/4800, lr:1.3e-05 ∣ avg_100 : 32145.944679 ∣ critic_nllloss : 25882.105859 ∣ critic_ganloss : -150.726953 ∣ generator_nllloss : 5153.593359 ∣ generator_ganloss : 1204.717334 ∣     [  std_z : 1.00  real_sub_fake : 606.70 ]
[  epoch 0034/0040] 4620/4800, lr:1.3e-05 ∣ avg_100 : 32147.610201 ∣ critic_nllloss : 25928.317969 ∣ critic_ganloss : -76.744432 ∣ generator_nllloss : 5206.560156 ∣ generator_ganloss : 1223.356885 ∣  [  std_z : 1.00  real_sub_fake : 513.47 ]
[  epoch 0034/0040] 4630/4800, lr:1.3e-05 ∣ avg_100 : 32146.716415 ∣ critic_nllloss : 25903.322266 ∣ critic_ganloss : -118.822131 ∣ generator_nllloss : 5135.169336 ∣ generator_ganloss : 1221.032959 ∣     [  std_z : 1.00  real_sub_fake : 405.05 ]
[  epoch 0034/0040] 4640/4800, lr:1.3e-05 ∣ avg_100 : 32148.098888 ∣ critic_nllloss : 25804.693750 ∣ critic_ganloss : -140.422525 ∣ generator_nllloss : 5195.795117 ∣ generator_ganloss : 1208.996631 ∣     [  std_z : 0.99  real_sub_fake : 414.94 ]
[  epoch 0034/0040] 4650/4800, lr:1.3e-05 ∣ avg_100 : 32150.157502 ∣ critic_nllloss : 26046.691016 ∣ critic_ganloss : -140.501237 ∣ generator_nllloss : 5248.101172 ∣ generator_ganloss : 1190.055322 ∣     [  std_z : 0.99  real_sub_fake : 591.07 ]
[  epoch 0034/0040] 4660/4800, lr:1.3e-05 ∣ avg_100 : 32151.109572 ∣ critic_nllloss : 25852.505469 ∣ critic_ganloss : -163.332414 ∣ generator_nllloss : 5205.619141 ∣ generator_ganloss : 1203.731836 ∣     [  std_z : 0.99  real_sub_fake : 558.87 ]
[  epoch 0034/0040] 4670/4800, lr:1.3e-05 ∣ avg_100 : 32150.758023 ∣ critic_nllloss : 25690.394531 ∣ critic_ganloss : -135.650912 ∣ generator_nllloss : 5204.282031 ∣ generator_ganloss : 1202.265625 ∣     [  std_z : 0.99  real_sub_fake : 514.69 ]
[  epoch 0034/0040] 4680/4800, lr:1.3e-05 ∣ avg_100 : 32152.571200 ∣ critic_nllloss : 25820.125000 ∣ critic_ganloss : -166.934885 ∣ generator_nllloss : 5273.644727 ∣ generator_ganloss : 1203.391895 ∣     [  std_z : 1.00  real_sub_fake : 587.24 ]
[  epoch 0034/0040] 4690/4800, lr:1.3e-05 ∣ avg_100 : 32152.732274 ∣ critic_nllloss : 26076.298633 ∣ critic_ganloss : -125.863823 ∣ generator_nllloss : 5210.550391 ∣ generator_ganloss : 1211.925977 ∣     [  std_z : 0.99  real_sub_fake : 565.58 ]
[  epoch 0034/0040] 4700/4800, lr:1.3e-05 ∣ avg_100 : 32153.940905 ∣ critic_nllloss : 25742.033984 ∣ critic_ganloss : -129.741748 ∣ generator_nllloss : 5189.589648 ∣ generator_ganloss : 1227.972168 ∣     [  std_z : 0.99  real_sub_fake : 514.10 ]
[  epoch 0034/0040] 4710/4800, lr:1.3e-05 ∣ avg_100 : 32153.298924 ∣ critic_nllloss : 25804.704297 ∣ critic_ganloss : -159.125704 ∣ generator_nllloss : 5110.882422 ∣ generator_ganloss : 1213.942920 ∣     [  std_z : 0.99  real_sub_fake : 489.49 ]
[  epoch 0034/0040] 4720/4800, lr:1.3e-05 ∣ avg_100 : 32152.272186 ∣ critic_nllloss : 25773.177344 ∣ critic_ganloss : -127.521651 ∣ generator_nllloss : 5154.924023 ∣ generator_ganloss : 1213.696973 ∣     [  std_z : 0.99  real_sub_fake : 517.06 ]
[  epoch 0034/0040] 4730/4800, lr:1.3e-05 ∣ avg_100 : 32147.075724 ∣ critic_nllloss : 25827.242383 ∣ critic_ganloss : -132.992261 ∣ generator_nllloss : 5112.371094 ∣ generator_ganloss : 1206.372461 ∣     [  std_z : 1.00  real_sub_fake : 546.38 ]
[  epoch 0034/0040] 4740/4800, lr:1.3e-05 ∣ avg_100 : 32146.378931 ∣ critic_nllloss : 25905.016211 ∣ critic_ganloss : -183.078613 ∣ generator_nllloss : 5141.028125 ∣ generator_ganloss : 1202.265771 ∣     [  std_z : 1.00  real_sub_fake : 559.55 ]
[  epoch 0034/0040] 4750/4800, lr:1.3e-05 ∣ avg_100 : 32143.330741 ∣ critic_nllloss : 25803.391406 ∣ critic_ganloss : -156.127470 ∣ generator_nllloss : 5111.816797 ∣ generator_ganloss : 1195.774756 ∣     [  std_z : 1.00  real_sub_fake : 589.62 ]
[  epoch 0034/0040] 4760/4800, lr:1.3e-05 ∣ avg_100 : 32148.008727 ∣ critic_nllloss : 26204.095703 ∣ critic_ganloss : -199.099895 ∣ generator_nllloss : 5222.525781 ∣ generator_ganloss : 1198.692676 ∣     [  std_z : 1.00  real_sub_fake : 634.91 ]
[  epoch 0034/0040] 4770/4800, lr:1.3e-05 ∣ avg_100 : 32149.253509 ∣ critic_nllloss : 26084.731641 ∣ critic_ganloss : -164.716608 ∣ generator_nllloss : 5321.207031 ∣ generator_ganloss : 1198.752637 ∣     [  std_z : 0.99  real_sub_fake : 654.76 ]
[  epoch 0034/0040] 4780/4800, lr:1.3e-05 ∣ avg_100 : 32147.533758 ∣ critic_nllloss : 25860.933984 ∣ critic_ganloss : -138.482578 ∣ generator_nllloss : 5194.348437 ∣ generator_ganloss : 1219.929541 ∣     [  std_z : 0.99  real_sub_fake : 477.33 ]
[  epoch 0034/0040] 4790/4800, lr:1.3e-05 ∣ avg_100 : 32147.213462 ∣ critic_nllloss : 25908.736523 ∣ critic_ganloss : -84.579568 ∣ generator_nllloss : 5295.830664 ∣ generator_ganloss : 1208.079346 ∣  [  std_z : 0.98  real_sub_fake : 489.89 ]
[  epoch 0034/0040] 4800/4800, lr:1.3e-05 ∣ avg_100 : 32146.718774 ∣ critic_nllloss : 25797.889062 ∣ critic_ganloss : -146.879539 ∣ generator_nllloss : 5110.294727 ∣ generator_ganloss : 1183.256738 ∣     [  std_z : 0.98  real_sub_fake : 604.34 ]
[    val 034    ] Done! KLD: 0.034373: 0.008474g: 4:33:43, total: 1 day, 6:24:48                    
[  epoch 0035/0040] 0010/4800, lr:1.3e-05 ∣ avg_100 : 32143.410729 ∣ critic_nllloss : 25782.030859 ∣ critic_ganloss : -189.514067 ∣ generator_nllloss : 5067.932617 ∣ generator_ganloss : 1200.431201 ∣     [  std_z : 0.99  real_sub_fake : 581.73 ]
[  epoch 0035/0040] 0020/4800, lr:1.3e-05 ∣ avg_100 : 32144.690943 ∣ critic_nllloss : 25977.509375 ∣ critic_ganloss : -162.537952 ∣ generator_nllloss : 5139.416602 ∣ generator_ganloss : 1215.707275 ∣     [  std_z : 1.00  real_sub_fake : 552.48 ]
[  epoch 0035/0040] 0030/4800, lr:1.3e-05 ∣ avg_100 : 32143.788294 ∣ critic_nllloss : 25777.229687 ∣ critic_ganloss : -156.690291 ∣ generator_nllloss : 5144.572461 ∣ generator_ganloss : 1212.292969 ∣     [  std_z : 1.00  real_sub_fake : 541.34 ]
[  epoch 0035/0040] 0040/4800, lr:1.3e-05 ∣ avg_100 : 32139.737137 ∣ critic_nllloss : 25712.466016 ∣ critic_ganloss : -135.732622 ∣ generator_nllloss : 5140.936328 ∣ generator_ganloss : 1219.735059 ∣     [  std_z : 1.00  real_sub_fake : 540.40 ]
[  epoch 0035/0040] 0050/4800, lr:1.3e-05 ∣ avg_100 : 32143.363667 ∣ critic_nllloss : 26136.393164 ∣ critic_ganloss : -150.644339 ∣ generator_nllloss : 5202.112500 ∣ generator_ganloss : 1202.768408 ∣     [  std_z : 0.99  real_sub_fake : 605.99 ]
[  epoch 0035/0040] 0060/4800, lr:1.3e-05 ∣ avg_100 : 32140.576195 ∣ critic_nllloss : 25740.226953 ∣ critic_ganloss : -190.792554 ∣ generator_nllloss : 5091.849219 ∣ generator_ganloss : 1207.706934 ∣     [  std_z : 0.99  real_sub_fake : 595.67 ]
[  epoch 0035/0040] 0070/4800, lr:1.3e-05 ∣ avg_100 : 32141.244672 ∣ critic_nllloss : 25766.551367 ∣ critic_ganloss : -165.743700 ∣ generator_nllloss : 5175.903711 ∣ generator_ganloss : 1208.372998 ∣     [  std_z : 0.99  real_sub_fake : 610.56 ]
[  epoch 0035/0040] 0080/4800, lr:1.3e-05 ∣ avg_100 : 32142.800831 ∣ critic_nllloss : 25965.276953 ∣ critic_ganloss : -157.994301 ∣ generator_nllloss : 5208.834766 ∣ generator_ganloss : 1209.503271 ∣     [  std_z : 0.99  real_sub_fake : 602.08 ]
[  epoch 0035/0040] 0090/4800, lr:1.3e-05 ∣ avg_100 : 32142.718951 ∣ critic_nllloss : 26031.403711 ∣ critic_ganloss : -105.509547 ∣ generator_nllloss : 5171.815430 ∣ generator_ganloss : 1244.436133 ∣     [  std_z : 1.00  real_sub_fake : 390.13 ]
[  epoch 0035/0040] 0100/4800, lr:1.3e-05 ∣ avg_100 : 32144.562448 ∣ critic_nllloss : 25863.250195 ∣ critic_ganloss : -102.431193 ∣ generator_nllloss : 5125.111914 ∣ generator_ganloss : 1214.045850 ∣     [  std_z : 1.00  real_sub_fake : 368.72 ]
[  epoch 0035/0040] 0110/4800, lr:1.3e-05 ∣ avg_100 : 32146.780279 ∣ critic_nllloss : 25911.052539 ∣ critic_ganloss : -159.899298 ∣ generator_nllloss : 5252.151563 ∣ generator_ganloss : 1175.835449 ∣     [  std_z : 1.00  real_sub_fake : 584.87 ]
[  epoch 0035/0040] 0120/4800, lr:1.3e-05 ∣ avg_100 : 32146.974948 ∣ critic_nllloss : 25988.779687 ∣ critic_ganloss : -171.561768 ∣ generator_nllloss : 5245.287891 ∣ generator_ganloss : 1201.929004 ∣     [  std_z : 0.99  real_sub_fake : 613.68 ]
[  epoch 0035/0040] 0130/4800, lr:1.3e-05 ∣ avg_100 : 32145.486807 ∣ critic_nllloss : 25820.681055 ∣ critic_ganloss : -150.160101 ∣ generator_nllloss : 5202.579883 ∣ generator_ganloss : 1210.027881 ∣     [  std_z : 0.99  real_sub_fake : 453.50 ]
[  epoch 0035/0040] 0140/4800, lr:1.3e-05 ∣ avg_100 : 32147.020811 ∣ critic_nllloss : 25996.845703 ∣ critic_ganloss : -192.950426 ∣ generator_nllloss : 5248.698047 ∣ generator_ganloss : 1193.338477 ∣     [  std_z : 0.99  real_sub_fake : 570.58 ]
[  epoch 0035/0040] 0150/4800, lr:1.3e-05 ∣ avg_100 : 32146.403521 ∣ critic_nllloss : 25896.301172 ∣ critic_ganloss : -141.664775 ∣ generator_nllloss : 5106.296680 ∣ generator_ganloss : 1197.624707 ∣     [  std_z : 0.99  real_sub_fake : 636.43 ]
[  epoch 0035/0040] 0160/4800, lr:1.3e-05 ∣ avg_100 : 32145.565695 ∣ critic_nllloss : 25749.700195 ∣ critic_ganloss : -179.364771 ∣ generator_nllloss : 5200.952930 ∣ generator_ganloss : 1201.372021 ∣     [  std_z : 0.99  real_sub_fake : 548.17 ]
[  epoch 0035/0040] 0170/4800, lr:1.3e-05 ∣ avg_100 : 32143.810002 ∣ critic_nllloss : 25914.047070 ∣ critic_ganloss : -154.719016 ∣ generator_nllloss : 5222.761328 ∣ generator_ganloss : 1195.697070 ∣     [  std_z : 1.00  real_sub_fake : 665.19 ]
[  epoch 0035/0040] 0180/4800, lr:1.3e-05 ∣ avg_100 : 32146.477668 ∣ critic_nllloss : 25878.411328 ∣ critic_ganloss : -178.295415 ∣ generator_nllloss : 5295.714453 ∣ generator_ganloss : 1213.257666 ∣     [  std_z : 1.00  real_sub_fake : 582.72 ]
[  epoch 0035/0040] 0190/4800, lr:1.3e-05 ∣ avg_100 : 32148.986068 ∣ critic_nllloss : 26007.837891 ∣ critic_ganloss : -137.598096 ∣ generator_nllloss : 5174.819336 ∣ generator_ganloss : 1193.997998 ∣     [  std_z : 0.99  real_sub_fake : 583.97 ]
[  epoch 0035/0040] 0200/4800, lr:1.3e-05 ∣ avg_100 : 32151.840771 ∣ critic_nllloss : 26071.225586 ∣ critic_ganloss : -171.763043 ∣ generator_nllloss : 5227.175781 ∣ generator_ganloss : 1203.654248 ∣     [  std_z : 0.99  real_sub_fake : 663.12 ]
[  epoch 0035/0040] 0210/4800, lr:1.3e-05 ∣ avg_100 : 32151.466453 ∣ critic_nllloss : 25990.406055 ∣ critic_ganloss : -144.851888 ∣ generator_nllloss : 5137.388281 ∣ generator_ganloss : 1207.367383 ∣     [  std_z : 0.99  real_sub_fake : 635.68 ]
[  epoch 0035/0040] 0220/4800, lr:1.3e-05 ∣ avg_100 : 32150.010782 ∣ critic_nllloss : 25691.163281 ∣ critic_ganloss : -150.759939 ∣ generator_nllloss : 5231.933398 ∣ generator_ganloss : 1207.767041 ∣     [  std_z : 0.99  real_sub_fake : 523.80 ]
[  epoch 0035/0040] 0230/4800, lr:1.3e-05 ∣ avg_100 : 32149.951858 ∣ critic_nllloss : 25911.584766 ∣ critic_ganloss : -186.127606 ∣ generator_nllloss : 5222.924805 ∣ generator_ganloss : 1201.245508 ∣     [  std_z : 1.00  real_sub_fake : 658.74 ]
[  epoch 0035/0040] 0240/4800, lr:1.3e-05 ∣ avg_100 : 32156.447754 ∣ critic_nllloss : 26158.230859 ∣ critic_ganloss : -201.939098 ∣ generator_nllloss : 5263.346875 ∣ generator_ganloss : 1202.607031 ∣     [  std_z : 1.00  real_sub_fake : 614.78 ]
[  epoch 0035/0040] 0250/4800, lr:1.3e-05 ∣ avg_100 : 32158.546014 ∣ critic_nllloss : 25846.616797 ∣ critic_ganloss : -199.419835 ∣ generator_nllloss : 5139.966602 ∣ generator_ganloss : 1189.932812 ∣     [  std_z : 1.00  real_sub_fake : 743.41 ]
[  epoch 0035/0040] 0260/4800, lr:1.3e-05 ∣ avg_100 : 32152.443676 ∣ critic_nllloss : 25651.848047 ∣ critic_ganloss : -131.807130 ∣ generator_nllloss : 5137.772266 ∣ generator_ganloss : 1198.981250 ∣     [  std_z : 0.99  real_sub_fake : 737.85 ]
[  epoch 0035/0040] 0270/4800, lr:1.3e-05 ∣ avg_100 : 32151.822729 ∣ critic_nllloss : 26067.046289 ∣ critic_ganloss : -153.594935 ∣ generator_nllloss : 5211.677930 ∣ generator_ganloss : 1218.520654 ∣     [  std_z : 0.99  real_sub_fake : 577.81 ]
[  epoch 0035/0040] 0280/4800, lr:1.3e-05 ∣ avg_100 : 32149.045505 ∣ critic_nllloss : 25846.117773 ∣ critic_ganloss : -137.480260 ∣ generator_nllloss : 5145.486719 ∣ generator_ganloss : 1202.296680 ∣     [  std_z : 0.99  real_sub_fake : 603.21 ]
[  epoch 0035/0040] 0290/4800, lr:1.3e-05 ∣ avg_100 : 32148.503308 ∣ critic_nllloss : 25758.025781 ∣ critic_ganloss : -100.396037 ∣ generator_nllloss : 5210.444727 ∣ generator_ganloss : 1216.297559 ∣     [  std_z : 0.99  real_sub_fake : 434.80 ]
[  epoch 0035/0040] 0300/4800, lr:1.3e-05 ∣ avg_100 : 32150.429646 ∣ critic_nllloss : 25873.260742 ∣ critic_ganloss : -148.065465 ∣ generator_nllloss : 5128.753125 ∣ generator_ganloss : 1197.522266 ∣     [  std_z : 1.00  real_sub_fake : 483.12 ]
[  epoch 0035/0040] 0310/4800, lr:1.3e-05 ∣ avg_100 : 32148.593925 ∣ critic_nllloss : 25988.205664 ∣ critic_ganloss : -175.785888 ∣ generator_nllloss : 5261.072656 ∣ generator_ganloss : 1204.249463 ∣     [  std_z : 1.00  real_sub_fake : 568.92 ]
[  epoch 0035/0040] 0320/4800, lr:1.3e-05 ∣ avg_100 : 32148.249369 ∣ critic_nllloss : 25899.755859 ∣ critic_ganloss : -106.679384 ∣ generator_nllloss : 5160.020312 ∣ generator_ganloss : 1203.190186 ∣     [  std_z : 1.00  real_sub_fake : 569.45 ]
[  epoch 0035/0040] 0330/4800, lr:1.3e-05 ∣ avg_100 : 32154.086201 ∣ critic_nllloss : 25906.751172 ∣ critic_ganloss : -167.110831 ∣ generator_nllloss : 5261.036914 ∣ generator_ganloss : 1197.042236 ∣     [  std_z : 0.99  real_sub_fake : 536.08 ]
[  epoch 0035/0040] 0340/4800, lr:1.3e-05 ∣ avg_100 : 32153.986033 ∣ critic_nllloss : 25959.388281 ∣ critic_ganloss : -191.466691 ∣ generator_nllloss : 5198.453516 ∣ generator_ganloss : 1203.676904 ∣     [  std_z : 0.99  real_sub_fake : 582.47 ]
[  epoch 0035/0040] 0350/4800, lr:1.3e-05 ∣ avg_100 : 32154.171046 ∣ critic_nllloss : 26109.157227 ∣ critic_ganloss : -176.228362 ∣ generator_nllloss : 5252.976172 ∣ generator_ganloss : 1191.906934 ∣     [  std_z : 1.00  real_sub_fake : 633.13 ]
[  epoch 0035/0040] 0360/4800, lr:1.3e-05 ∣ avg_100 : 32154.800200 ∣ critic_nllloss : 25922.354102 ∣ critic_ganloss : -180.885413 ∣ generator_nllloss : 5136.515234 ∣ generator_ganloss : 1191.148926 ∣     [  std_z : 1.00  real_sub_fake : 684.51 ]
[  epoch 0035/0040] 0370/4800, lr:1.3e-05 ∣ avg_100 : 32152.656337 ∣ critic_nllloss : 25866.579883 ∣ critic_ganloss : -155.459177 ∣ generator_nllloss : 5227.808594 ∣ generator_ganloss : 1212.878809 ∣     [  std_z : 1.00  real_sub_fake : 678.57 ]
[  epoch 0035/0040] 0380/4800, lr:1.3e-05 ∣ avg_100 : 32156.586166 ∣ critic_nllloss : 25963.196875 ∣ critic_ganloss : -127.354522 ∣ generator_nllloss : 5264.133594 ∣ generator_ganloss : 1228.915967 ∣     [  std_z : 1.00  real_sub_fake : 491.76 ]
[  epoch 0035/0040] 0390/4800, lr:1.3e-05 ∣ avg_100 : 32154.670514 ∣ critic_nllloss : 25778.290234 ∣ critic_ganloss : -151.861705 ∣ generator_nllloss : 5056.439453 ∣ generator_ganloss : 1199.592627 ∣     [  std_z : 0.99  real_sub_fake : 556.91 ]
[  epoch 0035/0040] 0400/4800, lr:1.3e-05 ∣ avg_100 : 32155.995133 ∣ critic_nllloss : 25906.139453 ∣ critic_ganloss : -160.903790 ∣ generator_nllloss : 5180.850391 ∣ generator_ganloss : 1209.399609 ∣     [  std_z : 0.99  real_sub_fake : 523.78 ]
[  epoch 0035/0040] 0410/4800, lr:1.3e-05 ∣ avg_100 : 32154.288878 ∣ critic_nllloss : 25753.356250 ∣ critic_ganloss : -142.513782 ∣ generator_nllloss : 5115.206250 ∣ generator_ganloss : 1189.055713 ∣     [  std_z : 0.99  real_sub_fake : 588.36 ]
[  epoch 0035/0040] 0420/4800, lr:1.3e-05 ∣ avg_100 : 32154.608852 ∣ critic_nllloss : 25950.584570 ∣ critic_ganloss : -112.646215 ∣ generator_nllloss : 5216.080664 ∣ generator_ganloss : 1205.006006 ∣     [  std_z : 0.99  real_sub_fake : 543.60 ]
[  epoch 0035/0040] 0430/4800, lr:1.3e-05 ∣ avg_100 : 32154.820072 ∣ critic_nllloss : 25866.116406 ∣ critic_ganloss : -73.801834 ∣ generator_nllloss : 5212.303125 ∣ generator_ganloss : 1223.389160 ∣  [  std_z : 0.99  real_sub_fake : 284.78 ]
[  epoch 0035/0040] 0440/4800, lr:1.3e-05 ∣ avg_100 : 32153.494044 ∣ critic_nllloss : 25827.981445 ∣ critic_ganloss : -123.800996 ∣ generator_nllloss : 5154.378516 ∣ generator_ganloss : 1202.381299 ∣     [  std_z : 1.00  real_sub_fake : 366.64 ]
[  epoch 0035/0040] 0450/4800, lr:1.3e-05 ∣ avg_100 : 32153.654591 ∣ critic_nllloss : 25849.975000 ∣ critic_ganloss : -130.176242 ∣ generator_nllloss : 5140.436523 ∣ generator_ganloss : 1188.181055 ∣     [  std_z : 0.99  real_sub_fake : 524.20 ]
[  epoch 0035/0040] 0460/4800, lr:1.3e-05 ∣ avg_100 : 32151.470266 ∣ critic_nllloss : 25848.269727 ∣ critic_ganloss : -140.448786 ∣ generator_nllloss : 5207.318750 ∣ generator_ganloss : 1199.441553 ∣     [  std_z : 0.99  real_sub_fake : 590.19 ]
[  epoch 0035/0040] 0470/4800, lr:1.3e-05 ∣ avg_100 : 32147.720179 ∣ critic_nllloss : 25831.257812 ∣ critic_ganloss : -153.027635 ∣ generator_nllloss : 5195.960742 ∣ generator_ganloss : 1200.633545 ∣     [  std_z : 0.99  real_sub_fake : 551.62 ]
[  epoch 0035/0040] 0480/4800, lr:1.3e-05 ∣ avg_100 : 32146.526368 ∣ critic_nllloss : 25895.000781 ∣ critic_ganloss : -172.520586 ∣ generator_nllloss : 5199.590234 ∣ generator_ganloss : 1188.402197 ∣     [  std_z : 0.99  real_sub_fake : 627.93 ]
[  epoch 0035/0040] 0490/4800, lr:1.3e-05 ∣ avg_100 : 32149.198665 ∣ critic_nllloss : 26016.784766 ∣ critic_ganloss : -75.990932 ∣ generator_nllloss : 5180.474805 ∣ generator_ganloss : 1194.022852 ∣  [  std_z : 1.00  real_sub_fake : 628.06 ]
[  epoch 0035/0040] 0500/4800, lr:1.3e-05 ∣ avg_100 : 32152.215872 ∣ critic_nllloss : 25870.472070 ∣ critic_ganloss : -12.868211 ∣ generator_nllloss : 5278.144141 ∣ generator_ganloss : 1203.767090 ∣  [  std_z : 1.00  real_sub_fake : 288.56 ]
[  epoch 0035/0040] 0510/4800, lr:1.3e-05 ∣ avg_100 : 32149.413828 ∣ critic_nllloss : 25717.204102 ∣ critic_ganloss : -67.213280 ∣ generator_nllloss : 5088.915430 ∣ generator_ganloss : 1207.120312 ∣  [  std_z : 0.99  real_sub_fake : 250.83 ]
[  epoch 0035/0040] 0520/4800, lr:1.3e-05 ∣ avg_100 : 32149.623493 ∣ critic_nllloss : 25897.278320 ∣ critic_ganloss : -120.320211 ∣ generator_nllloss : 5244.762500 ∣ generator_ganloss : 1189.966064 ∣     [  std_z : 0.99  real_sub_fake : 369.83 ]
[  epoch 0035/0040] 0530/4800, lr:1.3e-05 ∣ avg_100 : 32148.381555 ∣ critic_nllloss : 25946.298828 ∣ critic_ganloss : -175.383772 ∣ generator_nllloss : 5230.741406 ∣ generator_ganloss : 1172.608496 ∣     [  std_z : 0.99  real_sub_fake : 500.84 ]
[  epoch 0035/0040] 0540/4800, lr:1.3e-05 ∣ avg_100 : 32147.216535 ∣ critic_nllloss : 25775.324609 ∣ critic_ganloss : -113.323184 ∣ generator_nllloss : 5234.818359 ∣ generator_ganloss : 1180.760840 ∣     [  std_z : 0.99  real_sub_fake : 494.96 ]
[  epoch 0035/0040] 0550/4800, lr:1.3e-05 ∣ avg_100 : 32146.561306 ∣ critic_nllloss : 25779.785156 ∣ critic_ganloss : -104.941370 ∣ generator_nllloss : 5172.033594 ∣ generator_ganloss : 1198.568555 ∣     [  std_z : 0.99  real_sub_fake : 411.99 ]
[  epoch 0035/0040] 0560/4800, lr:1.3e-05 ∣ avg_100 : 32145.005190 ∣ critic_nllloss : 25841.091211 ∣ critic_ganloss : -181.621040 ∣ generator_nllloss : 5132.852734 ∣ generator_ganloss : 1187.970996 ∣     [  std_z : 0.99  real_sub_fake : 523.62 ]
[  epoch 0035/0040] 0570/4800, lr:1.3e-05 ∣ avg_100 : 32145.910661 ∣ critic_nllloss : 26028.413672 ∣ critic_ganloss : -156.767435 ∣ generator_nllloss : 5189.632422 ∣ generator_ganloss : 1183.771387 ∣     [  std_z : 0.99  real_sub_fake : 605.99 ]
[  epoch 0035/0040] 0580/4800, lr:1.3e-05 ∣ avg_100 : 32146.766450 ∣ critic_nllloss : 25951.604883 ∣ critic_ganloss : -109.540199 ∣ generator_nllloss : 5221.535937 ∣ generator_ganloss : 1199.728174 ∣     [  std_z : 0.99  real_sub_fake : 546.02 ]
[  epoch 0035/0040] 0590/4800, lr:1.3e-05 ∣ avg_100 : 32146.093824 ∣ critic_nllloss : 25750.489063 ∣ critic_ganloss : -162.095732 ∣ generator_nllloss : 5186.958594 ∣ generator_ganloss : 1204.708301 ∣     [  std_z : 0.99  real_sub_fake : 539.33 ]
[  epoch 0035/0040] 0600/4800, lr:1.3e-05 ∣ avg_100 : 32147.440729 ∣ critic_nllloss : 25861.974805 ∣ critic_ganloss : -195.826125 ∣ generator_nllloss : 5138.185742 ∣ generator_ganloss : 1201.418848 ∣     [  std_z : 1.00  real_sub_fake : 559.46 ]
[  epoch 0035/0040] 0610/4800, lr:1.3e-05 ∣ avg_100 : 32146.992977 ∣ critic_nllloss : 25882.796289 ∣ critic_ganloss : -163.052203 ∣ generator_nllloss : 5118.535547 ∣ generator_ganloss : 1210.775488 ∣     [  std_z : 0.99  real_sub_fake : 562.24 ]
[  epoch 0035/0040] 0620/4800, lr:1.3e-05 ∣ avg_100 : 32146.136674 ∣ critic_nllloss : 25874.507422 ∣ critic_ganloss : -124.838417 ∣ generator_nllloss : 5202.519336 ∣ generator_ganloss : 1204.485596 ∣     [  std_z : 0.99  real_sub_fake : 622.26 ]
[  epoch 0035/0040] 0630/4800, lr:1.3e-05 ∣ avg_100 : 32150.068848 ∣ critic_nllloss : 26068.536523 ∣ critic_ganloss : -169.393230 ∣ generator_nllloss : 5262.676562 ∣ generator_ganloss : 1221.430469 ∣     [  std_z : 0.99  real_sub_fake : 595.15 ]
[  epoch 0035/0040] 0640/4800, lr:1.3e-05 ∣ avg_100 : 32154.778066 ∣ critic_nllloss : 26107.061133 ∣ critic_ganloss : -184.936661 ∣ generator_nllloss : 5251.006641 ∣ generator_ganloss : 1198.885107 ∣     [  std_z : 1.00  real_sub_fake : 629.15 ]
[  epoch 0035/0040] 0650/4800, lr:1.3e-05 ∣ avg_100 : 32156.237836 ∣ critic_nllloss : 25949.572656 ∣ critic_ganloss : -133.582225 ∣ generator_nllloss : 5246.624805 ∣ generator_ganloss : 1187.109277 ∣     [  std_z : 1.00  real_sub_fake : 646.78 ]
[  epoch 0035/0040] 0660/4800, lr:1.3e-05 ∣ avg_100 : 32152.885935 ∣ critic_nllloss : 25720.125000 ∣ critic_ganloss : -150.014397 ∣ generator_nllloss : 5136.343359 ∣ generator_ganloss : 1216.692090 ∣     [  std_z : 1.00  real_sub_fake : 423.76 ]
[  epoch 0035/0040] 0670/4800, lr:1.3e-05 ∣ avg_100 : 32150.813050 ∣ critic_nllloss : 25892.488281 ∣ critic_ganloss : -162.868181 ∣ generator_nllloss : 5178.533203 ∣ generator_ganloss : 1209.226123 ∣     [  std_z : 1.00  real_sub_fake : 521.40 ]
[  epoch 0035/0040] 0680/4800, lr:1.3e-05 ∣ avg_100 : 32152.154424 ∣ critic_nllloss : 25916.995117 ∣ critic_ganloss : -131.983525 ∣ generator_nllloss : 5260.163281 ∣ generator_ganloss : 1202.203564 ∣     [  std_z : 1.00  real_sub_fake : 516.41 ]
[  epoch 0035/0040] 0690/4800, lr:1.3e-05 ∣ avg_100 : 32149.818410 ∣ critic_nllloss : 25894.851562 ∣ critic_ganloss : -135.809421 ∣ generator_nllloss : 5188.614062 ∣ generator_ganloss : 1208.638721 ∣     [  std_z : 0.99  real_sub_fake : 527.72 ]
[  epoch 0035/0040] 0700/4800, lr:1.3e-05 ∣ avg_100 : 32148.710149 ∣ critic_nllloss : 25839.243750 ∣ critic_ganloss : -194.293297 ∣ generator_nllloss : 5166.483594 ∣ generator_ganloss : 1210.470215 ∣     [  std_z : 0.99  real_sub_fake : 567.84 ]
[  epoch 0035/0040] 0710/4800, lr:1.3e-05 ∣ avg_100 : 32146.446928 ∣ critic_nllloss : 25897.600781 ∣ critic_ganloss : -176.283542 ∣ generator_nllloss : 5170.035547 ∣ generator_ganloss : 1205.530078 ∣     [  std_z : 0.99  real_sub_fake : 643.85 ]
[  epoch 0035/0040] 0720/4800, lr:1.3e-05 ∣ avg_100 : 32143.231311 ∣ critic_nllloss : 25644.587891 ∣ critic_ganloss : -142.003423 ∣ generator_nllloss : 5129.655859 ∣ generator_ganloss : 1206.233008 ∣     [  std_z : 0.99  real_sub_fake : 610.46 ]
[  epoch 0035/0040] 0730/4800, lr:1.3e-05 ∣ avg_100 : 32144.465297 ∣ critic_nllloss : 26133.723633 ∣ critic_ganloss : -200.436916 ∣ generator_nllloss : 5230.510352 ∣ generator_ganloss : 1191.526465 ∣     [  std_z : 0.99  real_sub_fake : 725.33 ]
[  epoch 0035/0040] 0740/4800, lr:1.3e-05 ∣ avg_100 : 32147.195012 ∣ critic_nllloss : 26324.346875 ∣ critic_ganloss : -216.414401 ∣ generator_nllloss : 5205.894922 ∣ generator_ganloss : 1211.599854 ∣     [  std_z : 0.99  real_sub_fake : 667.93 ]
[  epoch 0035/0040] 0750/4800, lr:1.3e-05 ∣ avg_100 : 32145.917999 ∣ critic_nllloss : 25797.349414 ∣ critic_ganloss : -152.083473 ∣ generator_nllloss : 5104.363281 ∣ generator_ganloss : 1213.853223 ∣     [  std_z : 0.99  real_sub_fake : 590.61 ]
[  epoch 0035/0040] 0760/4800, lr:1.3e-05 ∣ avg_100 : 32144.414239 ∣ critic_nllloss : 25923.998633 ∣ critic_ganloss : -159.188771 ∣ generator_nllloss : 5262.033984 ∣ generator_ganloss : 1190.570508 ∣     [  std_z : 1.00  real_sub_fake : 625.19 ]
[  epoch 0035/0040] 0770/4800, lr:1.3e-05 ∣ avg_100 : 32143.593519 ∣ critic_nllloss : 26030.284375 ∣ critic_ganloss : -157.995419 ∣ generator_nllloss : 5071.125391 ∣ generator_ganloss : 1202.560840 ∣     [  std_z : 1.00  real_sub_fake : 641.43 ]
[  epoch 0035/0040] 0780/4800, lr:1.3e-05 ∣ avg_100 : 32143.295024 ∣ critic_nllloss : 25915.712500 ∣ critic_ganloss : -69.309015 ∣ generator_nllloss : 5253.708984 ∣ generator_ganloss : 1210.981201 ∣  [  std_z : 1.00  real_sub_fake : 457.67 ]
[  epoch 0035/0040] 0790/4800, lr:1.3e-05 ∣ avg_100 : 32141.695729 ∣ critic_nllloss : 25877.025781 ∣ critic_ganloss : -151.846178 ∣ generator_nllloss : 5213.880664 ∣ generator_ganloss : 1194.139795 ∣     [  std_z : 0.99  real_sub_fake : 593.55 ]
[  epoch 0035/0040] 0800/4800, lr:1.3e-05 ∣ avg_100 : 32141.839869 ∣ critic_nllloss : 26055.252344 ∣ critic_ganloss : -153.534538 ∣ generator_nllloss : 5162.001367 ∣ generator_ganloss : 1191.302344 ∣     [  std_z : 0.99  real_sub_fake : 679.58 ]
[  epoch 0035/0040] 0810/4800, lr:1.3e-05 ∣ avg_100 : 32145.120282 ∣ critic_nllloss : 26083.698828 ∣ critic_ganloss : -168.625410 ∣ generator_nllloss : 5305.098242 ∣ generator_ganloss : 1197.559277 ∣     [  std_z : 0.99  real_sub_fake : 641.64 ]
[  epoch 0035/0040] 0820/4800, lr:1.3e-05 ∣ avg_100 : 32142.027646 ∣ critic_nllloss : 25860.387695 ∣ critic_ganloss : -214.409930 ∣ generator_nllloss : 5129.518164 ∣ generator_ganloss : 1196.731104 ∣     [  std_z : 1.00  real_sub_fake : 699.58 ]
[  epoch 0035/0040] 0830/4800, lr:1.3e-05 ∣ avg_100 : 32141.627427 ∣ critic_nllloss : 25945.350000 ∣ critic_ganloss : -198.938240 ∣ generator_nllloss : 5165.681641 ∣ generator_ganloss : 1188.587061 ∣     [  std_z : 1.00  real_sub_fake : 692.69 ]
[  epoch 0035/0040] 0840/4800, lr:1.3e-05 ∣ avg_100 : 32142.195344 ∣ critic_nllloss : 25824.398828 ∣ critic_ganloss : -160.058778 ∣ generator_nllloss : 5239.813477 ∣ generator_ganloss : 1221.701172 ∣     [  std_z : 1.00  real_sub_fake : 514.60 ]
[  epoch 0035/0040] 0850/4800, lr:1.3e-05 ∣ avg_100 : 32141.409217 ∣ critic_nllloss : 25953.512305 ∣ critic_ganloss : -174.576393 ∣ generator_nllloss : 5276.630078 ∣ generator_ganloss : 1210.167627 ∣     [  std_z : 1.00  real_sub_fake : 544.02 ]
[  epoch 0035/0040] 0860/4800, lr:1.3e-05 ∣ avg_100 : 32142.284902 ∣ critic_nllloss : 26008.792187 ∣ critic_ganloss : -183.570665 ∣ generator_nllloss : 5144.511914 ∣ generator_ganloss : 1216.359082 ∣     [  std_z : 0.99  real_sub_fake : 655.69 ]
[  epoch 0035/0040] 0870/4800, lr:1.3e-05 ∣ avg_100 : 32142.740317 ∣ critic_nllloss : 25775.376367 ∣ critic_ganloss : -119.627051 ∣ generator_nllloss : 5138.782422 ∣ generator_ganloss : 1212.301025 ∣     [  std_z : 0.99  real_sub_fake : 568.63 ]
[  epoch 0035/0040] 0880/4800, lr:1.3e-05 ∣ avg_100 : 32145.397759 ∣ critic_nllloss : 26107.358984 ∣ critic_ganloss : -154.173994 ∣ generator_nllloss : 5219.193750 ∣ generator_ganloss : 1223.592139 ∣     [  std_z : 0.99  real_sub_fake : 605.45 ]
[  epoch 0035/0040] 0890/4800, lr:1.3e-05 ∣ avg_100 : 32143.125810 ∣ critic_nllloss : 25989.043750 ∣ critic_ganloss : -161.662519 ∣ generator_nllloss : 5111.816211 ∣ generator_ganloss : 1206.518848 ∣     [  std_z : 0.99  real_sub_fake : 591.39 ]
[  epoch 0035/0040] 0900/4800, lr:1.3e-05 ∣ avg_100 : 32142.897602 ∣ critic_nllloss : 25806.845703 ∣ critic_ganloss : -202.017093 ∣ generator_nllloss : 5201.533203 ∣ generator_ganloss : 1200.671436 ∣     [  std_z : 0.99  real_sub_fake : 618.15 ]
[  epoch 0035/0040] 0910/4800, lr:1.3e-05 ∣ avg_100 : 32142.906915 ∣ critic_nllloss : 25885.250391 ∣ critic_ganloss : -203.170790 ∣ generator_nllloss : 5099.298242 ∣ generator_ganloss : 1189.957422 ∣     [  std_z : 0.99  real_sub_fake : 677.20 ]
[  epoch 0035/0040] 0920/4800, lr:1.3e-05 ∣ avg_100 : 32144.706981 ∣ critic_nllloss : 25925.232812 ∣ critic_ganloss : -152.519856 ∣ generator_nllloss : 5226.472656 ∣ generator_ganloss : 1195.097705 ∣     [  std_z : 1.00  real_sub_fake : 746.08 ]
[  epoch 0035/0040] 0930/4800, lr:1.3e-05 ∣ avg_100 : 32145.934799 ∣ critic_nllloss : 25951.047266 ∣ critic_ganloss : -185.669713 ∣ generator_nllloss : 5145.301758 ∣ generator_ganloss : 1225.096143 ∣     [  std_z : 1.00  real_sub_fake : 519.41 ]
[  epoch 0035/0040] 0940/4800, lr:1.3e-05 ∣ avg_100 : 32146.237810 ∣ critic_nllloss : 25945.918359 ∣ critic_ganloss : -138.597867 ∣ generator_nllloss : 5087.746289 ∣ generator_ganloss : 1200.465820 ∣     [  std_z : 1.00  real_sub_fake : 603.17 ]
[  epoch 0035/0040] 0950/4800, lr:1.3e-05 ∣ avg_100 : 32147.540377 ∣ critic_nllloss : 25847.165430 ∣ critic_ganloss : -134.996980 ∣ generator_nllloss : 5164.094922 ∣ generator_ganloss : 1208.848828 ∣     [  std_z : 1.00  real_sub_fake : 558.82 ]
[  epoch 0035/0040] 0960/4800, lr:1.3e-05 ∣ avg_100 : 32145.147484 ∣ critic_nllloss : 25889.283008 ∣ critic_ganloss : -71.955060 ∣ generator_nllloss : 5164.164453 ∣ generator_ganloss : 1205.432520 ∣  [  std_z : 0.99  real_sub_fake : 482.73 ]
[  epoch 0035/0040] 0970/4800, lr:1.3e-05 ∣ avg_100 : 32142.098465 ∣ critic_nllloss : 25874.765039 ∣ critic_ganloss : -175.740927 ∣ generator_nllloss : 5228.781445 ∣ generator_ganloss : 1207.267236 ∣     [  std_z : 0.99  real_sub_fake : 554.36 ]
[  epoch 0035/0040] 0980/4800, lr:1.3e-05 ∣ avg_100 : 32142.149695 ∣ critic_nllloss : 25934.735352 ∣ critic_ganloss : -169.217824 ∣ generator_nllloss : 5175.687305 ∣ generator_ganloss : 1200.647607 ∣     [  std_z : 0.99  real_sub_fake : 602.31 ]
[  epoch 0035/0040] 0990/4800, lr:1.3e-05 ∣ avg_100 : 32139.578068 ∣ critic_nllloss : 25923.956250 ∣ critic_ganloss : -154.303224 ∣ generator_nllloss : 5081.800586 ∣ generator_ganloss : 1219.450586 ∣     [  std_z : 0.99  real_sub_fake : 550.41 ]
[  epoch 0035/0040] 1000/4800, lr:1.3e-05 ∣ avg_100 : 32141.060837 ∣ critic_nllloss : 25812.856641 ∣ critic_ganloss : -123.355075 ∣ generator_nllloss : 5198.667188 ∣ generator_ganloss : 1204.669189 ∣     [  std_z : 0.99  real_sub_fake : 605.97 ]
[  epoch 0035/0040] 1010/4800, lr:1.3e-05 ∣ avg_100 : 32143.793740 ∣ critic_nllloss : 25952.083008 ∣ critic_ganloss : -139.450505 ∣ generator_nllloss : 5112.544531 ∣ generator_ganloss : 1208.993848 ∣     [  std_z : 1.00  real_sub_fake : 518.10 ]
[  epoch 0035/0040] 1020/4800, lr:1.3e-05 ∣ avg_100 : 32141.733702 ∣ critic_nllloss : 25722.721094 ∣ critic_ganloss : -133.345164 ∣ generator_nllloss : 5166.492773 ∣ generator_ganloss : 1208.222852 ∣     [  std_z : 1.00  real_sub_fake : 467.22 ]
[  epoch 0035/0040] 1030/4800, lr:1.3e-05 ∣ avg_100 : 32143.723622 ∣ critic_nllloss : 25954.683008 ∣ critic_ganloss : -149.162444 ∣ generator_nllloss : 5159.720312 ∣ generator_ganloss : 1211.155859 ∣     [  std_z : 1.00  real_sub_fake : 487.36 ]
[  epoch 0035/0040] 1040/4800, lr:1.3e-05 ∣ avg_100 : 32146.722859 ∣ critic_nllloss : 25973.421094 ∣ critic_ganloss : -175.811551 ∣ generator_nllloss : 5241.684570 ∣ generator_ganloss : 1198.034424 ∣     [  std_z : 0.99  real_sub_fake : 567.27 ]
[  epoch 0035/0040] 1050/4800, lr:1.3e-05 ∣ avg_100 : 32142.696530 ∣ critic_nllloss : 25825.565820 ∣ critic_ganloss : -180.330862 ∣ generator_nllloss : 5145.165820 ∣ generator_ganloss : 1197.596094 ∣     [  std_z : 0.99  real_sub_fake : 641.15 ]
[  epoch 0035/0040] 1060/4800, lr:1.3e-05 ∣ avg_100 : 32145.802351 ∣ critic_nllloss : 25918.751563 ∣ critic_ganloss : -182.292687 ∣ generator_nllloss : 5204.039062 ∣ generator_ganloss : 1219.074707 ∣     [  std_z : 0.99  real_sub_fake : 576.90 ]
[  epoch 0035/0040] 1070/4800, lr:1.3e-05 ∣ avg_100 : 32147.073445 ∣ critic_nllloss : 25945.176953 ∣ critic_ganloss : -177.517000 ∣ generator_nllloss : 5139.483008 ∣ generator_ganloss : 1205.050732 ∣     [  std_z : 0.99  real_sub_fake : 611.78 ]
[  epoch 0035/0040] 1080/4800, lr:1.3e-05 ∣ avg_100 : 32148.390841 ∣ critic_nllloss : 26118.867578 ∣ critic_ganloss : -161.869908 ∣ generator_nllloss : 5189.523047 ∣ generator_ganloss : 1210.839648 ∣     [  std_z : 0.99  real_sub_fake : 645.31 ]
[  epoch 0035/0040] 1090/4800, lr:1.3e-05 ∣ avg_100 : 32147.061083 ∣ critic_nllloss : 25904.719141 ∣ critic_ganloss : -120.167821 ∣ generator_nllloss : 5217.335352 ∣ generator_ganloss : 1207.283252 ∣     [  std_z : 0.99  real_sub_fake : 642.84 ]
[  epoch 0035/0040] 1100/4800, lr:1.3e-05 ∣ avg_100 : 32145.636331 ∣ critic_nllloss : 25839.341211 ∣ critic_ganloss : -194.181395 ∣ generator_nllloss : 5097.278125 ∣ generator_ganloss : 1215.063623 ∣     [  std_z : 1.00  real_sub_fake : 580.69 ]
[  epoch 0035/0040] 1110/4800, lr:1.3e-05 ∣ avg_100 : 32144.647898 ∣ critic_nllloss : 25895.469141 ∣ critic_ganloss : -180.779744 ∣ generator_nllloss : 5165.895703 ∣ generator_ganloss : 1199.711816 ∣     [  std_z : 1.00  real_sub_fake : 662.95 ]
[  epoch 0035/0040] 1120/4800, lr:1.3e-05 ∣ avg_100 : 32144.893148 ∣ critic_nllloss : 25938.035156 ∣ critic_ganloss : -95.035062 ∣ generator_nllloss : 5251.287500 ∣ generator_ganloss : 1194.672266 ∣  [  std_z : 1.00  real_sub_fake : 634.90 ]
[  epoch 0035/0040] 1130/4800, lr:1.3e-05 ∣ avg_100 : 32142.923171 ∣ critic_nllloss : 25642.547852 ∣ critic_ganloss : -88.267430 ∣ generator_nllloss : 5107.819531 ∣ generator_ganloss : 1224.031055 ∣  [  std_z : 0.99  real_sub_fake : 403.54 ]
[  epoch 0035/0040] 1140/4800, lr:1.3e-05 ∣ avg_100 : 32142.819985 ∣ critic_nllloss : 25855.829688 ∣ critic_ganloss : -133.789627 ∣ generator_nllloss : 5297.212109 ∣ generator_ganloss : 1216.361035 ∣     [  std_z : 0.99  real_sub_fake : 412.31 ]
[  epoch 0035/0040] 1150/4800, lr:1.3e-05 ∣ avg_100 : 32141.825811 ∣ critic_nllloss : 25775.435547 ∣ critic_ganloss : -202.932762 ∣ generator_nllloss : 5184.733984 ∣ generator_ganloss : 1201.903613 ∣     [  std_z : 0.99  real_sub_fake : 566.81 ]
[  epoch 0035/0040] 1160/4800, lr:1.3e-05 ∣ avg_100 : 32142.015283 ∣ critic_nllloss : 25799.776953 ∣ critic_ganloss : -150.097087 ∣ generator_nllloss : 5143.878125 ∣ generator_ganloss : 1198.049512 ∣     [  std_z : 0.99  real_sub_fake : 621.12 ]
[  epoch 0035/0040] 1170/4800, lr:1.3e-05 ∣ avg_100 : 32139.909954 ∣ critic_nllloss : 25792.318359 ∣ critic_ganloss : -144.830345 ∣ generator_nllloss : 5111.126562 ∣ generator_ganloss : 1208.639014 ∣     [  std_z : 0.99  real_sub_fake : 490.07 ]
[  epoch 0035/0040] 1180/4800, lr:1.3e-05 ∣ avg_100 : 32138.774878 ∣ critic_nllloss : 25848.726172 ∣ critic_ganloss : -147.879259 ∣ generator_nllloss : 5186.510742 ∣ generator_ganloss : 1208.222754 ∣     [  std_z : 1.00  real_sub_fake : 511.09 ]
[  epoch 0035/0040] 1190/4800, lr:1.3e-05 ∣ avg_100 : 32138.174898 ∣ critic_nllloss : 25942.826953 ∣ critic_ganloss : -137.782909 ∣ generator_nllloss : 5165.296484 ∣ generator_ganloss : 1208.718652 ∣     [  std_z : 1.00  real_sub_fake : 556.35 ]
[  epoch 0035/0040] 1200/4800, lr:1.3e-05 ∣ avg_100 : 32135.798942 ∣ critic_nllloss : 25887.392773 ∣ critic_ganloss : -170.734894 ∣ generator_nllloss : 5174.919727 ∣ generator_ganloss : 1201.119336 ∣     [  std_z : 0.99  real_sub_fake : 685.69 ]
[  epoch 0035/0040] 1210/4800, lr:1.3e-05 ∣ avg_100 : 32134.882771 ∣ critic_nllloss : 25970.153711 ∣ critic_ganloss : -252.168568 ∣ generator_nllloss : 5169.452930 ∣ generator_ganloss : 1211.254688 ∣     [  std_z : 0.99  real_sub_fake : 696.03 ]
[  epoch 0035/0040] 1220/4800, lr:1.3e-05 ∣ avg_100 : 32136.292923 ∣ critic_nllloss : 25870.975977 ∣ critic_ganloss : -141.408755 ∣ generator_nllloss : 5187.760352 ∣ generator_ganloss : 1203.791357 ∣     [  std_z : 1.00  real_sub_fake : 699.51 ]
[  epoch 0035/0040] 1230/4800, lr:1.3e-05 ∣ avg_100 : 32136.536783 ∣ critic_nllloss : 25899.456641 ∣ critic_ganloss : -153.924745 ∣ generator_nllloss : 5212.315039 ∣ generator_ganloss : 1216.166553 ∣     [  std_z : 1.01  real_sub_fake : 713.63 ]
[  epoch 0035/0040] 1240/4800, lr:1.3e-05 ∣ avg_100 : 32135.017683 ∣ critic_nllloss : 25893.311914 ∣ critic_ganloss : -64.572459 ∣ generator_nllloss : 5212.798242 ∣ generator_ganloss : 1228.797949 ∣  [  std_z : 1.00  real_sub_fake : 468.28 ]
[  epoch 0035/0040] 1250/4800, lr:1.3e-05 ∣ avg_100 : 32137.407072 ∣ critic_nllloss : 26039.169141 ∣ critic_ganloss : -162.816878 ∣ generator_nllloss : 5123.914258 ∣ generator_ganloss : 1215.768799 ∣     [  std_z : 0.99  real_sub_fake : 487.29 ]
[  epoch 0035/0040] 1260/4800, lr:1.3e-05 ∣ avg_100 : 32139.677002 ∣ critic_nllloss : 25871.845703 ∣ critic_ganloss : -157.604822 ∣ generator_nllloss : 5167.348437 ∣ generator_ganloss : 1202.198145 ∣     [  std_z : 0.99  real_sub_fake : 561.51 ]
[  epoch 0035/0040] 1270/4800, lr:1.3e-05 ∣ avg_100 : 32137.010698 ∣ critic_nllloss : 25897.328320 ∣ critic_ganloss : -152.804929 ∣ generator_nllloss : 5124.789453 ∣ generator_ganloss : 1207.706641 ∣     [  std_z : 0.98  real_sub_fake : 582.53 ]
[  epoch 0035/0040] 1280/4800, lr:1.3e-05 ∣ avg_100 : 32137.819094 ∣ critic_nllloss : 26010.731641 ∣ critic_ganloss : -144.137953 ∣ generator_nllloss : 5053.188477 ∣ generator_ganloss : 1217.478320 ∣     [  std_z : 0.99  real_sub_fake : 469.27 ]
[  epoch 0035/0040] 1290/4800, lr:1.3e-05 ∣ avg_100 : 32138.468867 ∣ critic_nllloss : 25887.206250 ∣ critic_ganloss : -169.429712 ∣ generator_nllloss : 5229.191016 ∣ generator_ganloss : 1202.381836 ∣     [  std_z : 0.99  real_sub_fake : 617.69 ]
[  epoch 0035/0040] 1300/4800, lr:1.3e-05 ∣ avg_100 : 32140.481499 ∣ critic_nllloss : 26005.222266 ∣ critic_ganloss : -141.953406 ∣ generator_nllloss : 5176.389453 ∣ generator_ganloss : 1213.075586 ∣     [  std_z : 0.99  real_sub_fake : 562.88 ]
[  epoch 0035/0040] 1310/4800, lr:1.3e-05 ∣ avg_100 : 32141.192253 ∣ critic_nllloss : 26029.948242 ∣ critic_ganloss : -113.940380 ∣ generator_nllloss : 5216.233984 ∣ generator_ganloss : 1216.575391 ∣     [  std_z : 0.99  real_sub_fake : 518.15 ]
[  epoch 0035/0040] 1320/4800, lr:1.3e-05 ∣ avg_100 : 32141.722672 ∣ critic_nllloss : 25986.086914 ∣ critic_ganloss : -219.304938 ∣ generator_nllloss : 5238.422461 ∣ generator_ganloss : 1204.124414 ∣     [  std_z : 1.00  real_sub_fake : 594.37 ]
[  epoch 0035/0040] 1330/4800, lr:1.3e-05 ∣ avg_100 : 32142.528439 ∣ critic_nllloss : 26007.405469 ∣ critic_ganloss : -173.116194 ∣ generator_nllloss : 5221.873047 ∣ generator_ganloss : 1222.133936 ∣     [  std_z : 1.00  real_sub_fake : 569.36 ]
[  epoch 0035/0040] 1340/4800, lr:1.3e-05 ∣ avg_100 : 32143.122572 ∣ critic_nllloss : 25935.019531 ∣ critic_ganloss : -170.982277 ∣ generator_nllloss : 5244.832031 ∣ generator_ganloss : 1220.595996 ∣     [  std_z : 0.99  real_sub_fake : 566.74 ]
[  epoch 0035/0040] 1350/4800, lr:1.3e-05 ∣ avg_100 : 32140.842268 ∣ critic_nllloss : 25984.783789 ∣ critic_ganloss : -202.744493 ∣ generator_nllloss : 5161.104102 ∣ generator_ganloss : 1206.638184 ∣     [  std_z : 0.99  real_sub_fake : 668.95 ]
[  epoch 0035/0040] 1360/4800, lr:1.3e-05 ∣ avg_100 : 32143.075276 ∣ critic_nllloss : 25950.276562 ∣ critic_ganloss : -132.066443 ∣ generator_nllloss : 5246.800391 ∣ generator_ganloss : 1227.423145 ∣     [  std_z : 0.98  real_sub_fake : 531.32 ]
[  epoch 0035/0040] 1370/4800, lr:1.3e-05 ∣ avg_100 : 32140.619154 ∣ critic_nllloss : 25759.945508 ∣ critic_ganloss : -138.925184 ∣ generator_nllloss : 5079.580469 ∣ generator_ganloss : 1205.595068 ∣     [  std_z : 0.99  real_sub_fake : 526.41 ]
[  epoch 0035/0040] 1380/4800, lr:1.3e-05 ∣ avg_100 : 32136.880483 ∣ critic_nllloss : 25801.738672 ∣ critic_ganloss : -110.884401 ∣ generator_nllloss : 5051.554297 ∣ generator_ganloss : 1212.616309 ∣     [  std_z : 1.00  real_sub_fake : 613.32 ]
[  epoch 0035/0040] 1390/4800, lr:1.3e-05 ∣ avg_100 : 32140.967909 ∣ critic_nllloss : 26035.123633 ∣ critic_ganloss : -152.301801 ∣ generator_nllloss : 5194.630078 ∣ generator_ganloss : 1213.751221 ∣     [  std_z : 1.00  real_sub_fake : 535.69 ]
[  epoch 0035/0040] 1400/4800, lr:1.3e-05 ∣ avg_100 : 32139.958197 ∣ critic_nllloss : 25888.263672 ∣ critic_ganloss : -171.703317 ∣ generator_nllloss : 5115.861133 ∣ generator_ganloss : 1202.093066 ∣     [  std_z : 1.00  real_sub_fake : 538.56 ]
[  epoch 0035/0040] 1410/4800, lr:1.3e-05 ∣ avg_100 : 32138.589995 ∣ critic_nllloss : 25504.755273 ∣ critic_ganloss : -94.198830 ∣ generator_nllloss : 5152.404688 ∣ generator_ganloss : 1215.323047 ∣  [  std_z : 1.00  real_sub_fake : 498.47 ]
[  epoch 0035/0040] 1420/4800, lr:1.3e-05 ∣ avg_100 : 32138.698646 ∣ critic_nllloss : 26005.007617 ∣ critic_ganloss : -113.877409 ∣ generator_nllloss : 5163.404297 ∣ generator_ganloss : 1215.355664 ∣     [  std_z : 0.99  real_sub_fake : 536.91 ]
[  epoch 0035/0040] 1430/4800, lr:1.3e-05 ∣ avg_100 : 32138.043428 ∣ critic_nllloss : 25927.071875 ∣ critic_ganloss : -170.585939 ∣ generator_nllloss : 5197.135156 ∣ generator_ganloss : 1208.863916 ∣     [  std_z : 0.99  real_sub_fake : 513.70 ]
[  epoch 0035/0040] 1440/4800, lr:1.3e-05 ∣ avg_100 : 32141.451246 ∣ critic_nllloss : 26048.532813 ∣ critic_ganloss : -179.842906 ∣ generator_nllloss : 5335.128711 ∣ generator_ganloss : 1197.903418 ∣     [  std_z : 0.99  real_sub_fake : 687.23 ]
[  epoch 0035/0040] 1450/4800, lr:1.3e-05 ∣ avg_100 : 32145.081768 ∣ critic_nllloss : 26084.091016 ∣ critic_ganloss : -90.798538 ∣ generator_nllloss : 5199.971484 ∣ generator_ganloss : 1218.204639 ∣  [  std_z : 0.99  real_sub_fake : 409.78 ]
[  epoch 0035/0040] 1460/4800, lr:1.3e-05 ∣ avg_100 : 32143.315315 ∣ critic_nllloss : 25751.007422 ∣ critic_ganloss : -146.067478 ∣ generator_nllloss : 5118.898633 ∣ generator_ganloss : 1214.097363 ∣     [  std_z : 0.99  real_sub_fake : 423.79 ]
[  epoch 0035/0040] 1470/4800, lr:1.3e-05 ∣ avg_100 : 32146.395413 ∣ critic_nllloss : 26130.324414 ∣ critic_ganloss : -129.808337 ∣ generator_nllloss : 5183.282031 ∣ generator_ganloss : 1199.036084 ∣     [  std_z : 1.00  real_sub_fake : 605.45 ]
[  epoch 0035/0040] 1480/4800, lr:1.3e-05 ∣ avg_100 : 32149.757721 ∣ critic_nllloss : 26121.542383 ∣ critic_ganloss : -106.145713 ∣ generator_nllloss : 5222.981055 ∣ generator_ganloss : 1208.325781 ∣     [  std_z : 1.00  real_sub_fake : 542.75 ]
[  epoch 0035/0040] 1490/4800, lr:1.3e-05 ∣ avg_100 : 32148.140861 ∣ critic_nllloss : 25942.547461 ∣ critic_ganloss : -154.413152 ∣ generator_nllloss : 5177.271094 ∣ generator_ganloss : 1188.200049 ∣     [  std_z : 1.00  real_sub_fake : 533.56 ]
[  epoch 0035/0040] 1500/4800, lr:1.3e-05 ∣ avg_100 : 32146.108373 ∣ critic_nllloss : 26021.292187 ∣ critic_ganloss : -187.652671 ∣ generator_nllloss : 5101.350195 ∣ generator_ganloss : 1201.276562 ∣     [  std_z : 0.99  real_sub_fake : 604.49 ]
[  epoch 0035/0040] 1510/4800, lr:1.3e-05 ∣ avg_100 : 32147.939593 ∣ critic_nllloss : 25822.953711 ∣ critic_ganloss : -105.932404 ∣ generator_nllloss : 5203.937891 ∣ generator_ganloss : 1208.189404 ∣     [  std_z : 0.99  real_sub_fake : 489.50 ]
[  epoch 0035/0040] 1520/4800, lr:1.3e-05 ∣ avg_100 : 32147.695321 ∣ critic_nllloss : 25983.355078 ∣ critic_ganloss : -197.389787 ∣ generator_nllloss : 5207.909570 ∣ generator_ganloss : 1193.384619 ∣     [  std_z : 0.99  real_sub_fake : 648.19 ]
[  epoch 0035/0040] 1530/4800, lr:1.3e-05 ∣ avg_100 : 32147.156548 ∣ critic_nllloss : 25894.911523 ∣ critic_ganloss : -182.929932 ∣ generator_nllloss : 5205.000391 ∣ generator_ganloss : 1203.405615 ∣     [  std_z : 0.99  real_sub_fake : 612.53 ]
[  epoch 0035/0040] 1540/4800, lr:1.3e-05 ∣ avg_100 : 32149.733414 ∣ critic_nllloss : 26025.260352 ∣ critic_ganloss : -153.649330 ∣ generator_nllloss : 5253.484180 ∣ generator_ganloss : 1210.172021 ∣     [  std_z : 0.99  real_sub_fake : 600.50 ]
[  epoch 0035/0040] 1550/4800, lr:1.3e-05 ∣ avg_100 : 32149.891779 ∣ critic_nllloss : 25841.317969 ∣ critic_ganloss : -91.302072 ∣ generator_nllloss : 5092.844336 ∣ generator_ganloss : 1218.422266 ∣  [  std_z : 0.99  real_sub_fake : 556.79 ]
[  epoch 0035/0040] 1560/4800, lr:1.3e-05 ∣ avg_100 : 32151.364992 ∣ critic_nllloss : 25849.907617 ∣ critic_ganloss : -145.198922 ∣ generator_nllloss : 5211.089648 ∣ generator_ganloss : 1211.816846 ∣     [  std_z : 0.99  real_sub_fake : 482.85 ]
[  epoch 0035/0040] 1570/4800, lr:1.3e-05 ∣ avg_100 : 32149.734076 ∣ critic_nllloss : 25824.579883 ∣ critic_ganloss : -189.460112 ∣ generator_nllloss : 5253.109766 ∣ generator_ganloss : 1193.728857 ∣     [  std_z : 0.99  real_sub_fake : 623.63 ]
[  epoch 0035/0040] 1580/4800, lr:1.3e-05 ∣ avg_100 : 32149.766927 ∣ critic_nllloss : 25954.724023 ∣ critic_ganloss : -149.906993 ∣ generator_nllloss : 5256.271680 ∣ generator_ganloss : 1205.525195 ∣     [  std_z : 0.99  real_sub_fake : 578.98 ]
[  epoch 0035/0040] 1590/4800, lr:1.3e-05 ∣ avg_100 : 32152.981641 ∣ critic_nllloss : 26057.751367 ∣ critic_ganloss : -191.165193 ∣ generator_nllloss : 5219.318750 ∣ generator_ganloss : 1215.626709 ∣     [  std_z : 0.99  real_sub_fake : 605.67 ]
[  epoch 0035/0040] 1600/4800, lr:1.3e-05 ∣ avg_100 : 32151.149674 ∣ critic_nllloss : 25660.564063 ∣ critic_ganloss : -184.006584 ∣ generator_nllloss : 5134.296680 ∣ generator_ganloss : 1211.702441 ∣     [  std_z : 0.99  real_sub_fake : 573.35 ]
[  epoch 0035/0040] 1610/4800, lr:1.3e-05 ∣ avg_100 : 32154.462661 ∣ critic_nllloss : 26077.859375 ∣ critic_ganloss : -146.199910 ∣ generator_nllloss : 5237.603906 ∣ generator_ganloss : 1211.090430 ∣     [  std_z : 1.00  real_sub_fake : 701.56 ]
[  epoch 0035/0040] 1620/4800, lr:1.3e-05 ∣ avg_100 : 32156.807431 ∣ critic_nllloss : 26024.219141 ∣ critic_ganloss : -117.927628 ∣ generator_nllloss : 5249.534570 ∣ generator_ganloss : 1235.324902 ∣     [  std_z : 1.00  real_sub_fake : 477.31 ]
[  epoch 0035/0040] 1630/4800, lr:1.3e-05 ∣ avg_100 : 32157.254855 ∣ critic_nllloss : 26116.441797 ∣ critic_ganloss : -139.659314 ∣ generator_nllloss : 5240.166211 ∣ generator_ganloss : 1211.044043 ∣     [  std_z : 1.00  real_sub_fake : 550.20 ]
[  epoch 0035/0040] 1640/4800, lr:1.3e-05 ∣ avg_100 : 32158.902781 ∣ critic_nllloss : 26084.695117 ∣ critic_ganloss : -120.074384 ∣ generator_nllloss : 5366.419531 ∣ generator_ganloss : 1205.768506 ∣     [  std_z : 0.99  real_sub_fake : 514.39 ]
[  epoch 0035/0040] 1650/4800, lr:1.3e-05 ∣ avg_100 : 32157.208942 ∣ critic_nllloss : 25883.091016 ∣ critic_ganloss : -171.423790 ∣ generator_nllloss : 5162.029297 ∣ generator_ganloss : 1206.644141 ∣     [  std_z : 0.99  real_sub_fake : 533.23 ]
[  epoch 0035/0040] 1660/4800, lr:1.3e-05 ∣ avg_100 : 32156.350108 ∣ critic_nllloss : 25605.065234 ∣ critic_ganloss : -131.550904 ∣ generator_nllloss : 5151.625391 ∣ generator_ganloss : 1212.122900 ∣     [  std_z : 0.99  real_sub_fake : 591.83 ]
[  epoch 0035/0040] 1670/4800, lr:1.3e-05 ∣ avg_100 : 32157.958573 ∣ critic_nllloss : 25898.876367 ∣ critic_ganloss : -137.903044 ∣ generator_nllloss : 5287.992969 ∣ generator_ganloss : 1229.259668 ∣     [  std_z : 0.99  real_sub_fake : 472.34 ]
[  epoch 0035/0040] 1680/4800, lr:1.3e-05 ∣ avg_100 : 32154.006563 ∣ critic_nllloss : 25677.362695 ∣ critic_ganloss : -134.942427 ∣ generator_nllloss : 5105.676172 ∣ generator_ganloss : 1204.080908 ∣     [  std_z : 1.00  real_sub_fake : 565.74 ]
[  epoch 0035/0040] 1690/4800, lr:1.3e-05 ∣ avg_100 : 32154.115808 ∣ critic_nllloss : 25896.352344 ∣ critic_ganloss : -150.509483 ∣ generator_nllloss : 5201.904883 ∣ generator_ganloss : 1219.471680 ∣     [  std_z : 1.00  real_sub_fake : 576.97 ]
[  epoch 0035/0040] 1700/4800, lr:1.3e-05 ∣ avg_100 : 32158.125993 ∣ critic_nllloss : 26059.737695 ∣ critic_ganloss : -71.765971 ∣ generator_nllloss : 5209.761523 ∣ generator_ganloss : 1225.189600 ∣  [  std_z : 1.00  real_sub_fake : 481.38 ]
[  epoch 0035/0040] 1710/4800, lr:1.3e-05 ∣ avg_100 : 32158.798090 ∣ critic_nllloss : 25892.107812 ∣ critic_ganloss : -121.067281 ∣ generator_nllloss : 5187.728320 ∣ generator_ganloss : 1205.323633 ∣     [  std_z : 0.99  real_sub_fake : 504.14 ]
[  epoch 0035/0040] 1720/4800, lr:1.3e-05 ∣ avg_100 : 32163.084830 ∣ critic_nllloss : 25934.691211 ∣ critic_ganloss : -130.787827 ∣ generator_nllloss : 5251.930664 ∣ generator_ganloss : 1211.313281 ∣     [  std_z : 0.99  real_sub_fake : 481.30 ]
[  epoch 0035/0040] 1730/4800, lr:1.3e-05 ∣ avg_100 : 32163.089486 ∣ critic_nllloss : 26109.951172 ∣ critic_ganloss : -159.057644 ∣ generator_nllloss : 5189.524414 ∣ generator_ganloss : 1215.371191 ∣     [  std_z : 0.99  real_sub_fake : 506.39 ]
[  epoch 0035/0040] 1740/4800, lr:1.3e-05 ∣ avg_100 : 32159.070268 ∣ critic_nllloss : 25992.801758 ∣ critic_ganloss : -174.582851 ∣ generator_nllloss : 5096.719336 ∣ generator_ganloss : 1208.567236 ∣     [  std_z : 1.00  real_sub_fake : 592.26 ]
[  epoch 0035/0040] 1750/4800, lr:1.3e-05 ∣ avg_100 : 32162.516374 ∣ critic_nllloss : 25917.854883 ∣ critic_ganloss : -110.227238 ∣ generator_nllloss : 5292.405078 ∣ generator_ganloss : 1208.060303 ∣     [  std_z : 0.99  real_sub_fake : 554.18 ]
[  epoch 0035/0040] 1760/4800, lr:1.3e-05 ∣ avg_100 : 32162.230458 ∣ critic_nllloss : 25922.371680 ∣ critic_ganloss : -162.003911 ∣ generator_nllloss : 5213.478711 ∣ generator_ganloss : 1214.976270 ∣     [  std_z : 0.99  real_sub_fake : 533.72 ]
[  epoch 0035/0040] 1770/4800, lr:1.3e-05 ∣ avg_100 : 32163.456423 ∣ critic_nllloss : 25992.845508 ∣ critic_ganloss : -209.554745 ∣ generator_nllloss : 5271.016992 ∣ generator_ganloss : 1214.263965 ∣     [  std_z : 0.99  real_sub_fake : 598.85 ]
[  epoch 0035/0040] 1780/4800, lr:1.3e-05 ∣ avg_100 : 32166.482335 ∣ critic_nllloss : 26283.997656 ∣ critic_ganloss : -187.508598 ∣ generator_nllloss : 5314.865039 ∣ generator_ganloss : 1202.330811 ∣     [  std_z : 0.99  real_sub_fake : 659.85 ]
[  epoch 0035/0040] 1790/4800, lr:1.3e-05 ∣ avg_100 : 32167.144990 ∣ critic_nllloss : 25914.153906 ∣ critic_ganloss : -141.998495 ∣ generator_nllloss : 5215.239453 ∣ generator_ganloss : 1212.070703 ∣     [  std_z : 1.00  real_sub_fake : 566.92 ]
[  epoch 0035/0040] 1800/4800, lr:1.3e-05 ∣ avg_100 : 32167.298607 ∣ critic_nllloss : 26040.696875 ∣ critic_ganloss : -116.758237 ∣ generator_nllloss : 5152.333984 ∣ generator_ganloss : 1194.110547 ∣     [  std_z : 1.00  real_sub_fake : 653.40 ]
[  epoch 0035/0040] 1810/4800, lr:1.3e-05 ∣ avg_100 : 32165.313579 ∣ critic_nllloss : 26009.166016 ∣ critic_ganloss : -132.706975 ∣ generator_nllloss : 5115.077344 ∣ generator_ganloss : 1227.691748 ∣     [  std_z : 1.00  real_sub_fake : 563.11 ]
[  epoch 0035/0040] 1820/4800, lr:1.3e-05 ∣ avg_100 : 32166.343300 ∣ critic_nllloss : 25887.342578 ∣ critic_ganloss : -143.720465 ∣ generator_nllloss : 5102.424805 ∣ generator_ganloss : 1229.152246 ∣     [  std_z : 1.00  real_sub_fake : 496.98 ]
[  epoch 0035/0040] 1830/4800, lr:1.3e-05 ∣ avg_100 : 32166.464658 ∣ critic_nllloss : 25910.395898 ∣ critic_ganloss : -155.212006 ∣ generator_nllloss : 5135.772461 ∣ generator_ganloss : 1221.859863 ∣     [  std_z : 1.00  real_sub_fake : 511.46 ]
[  epoch 0035/0040] 1840/4800, lr:1.3e-05 ∣ avg_100 : 32165.764053 ∣ critic_nllloss : 25865.161523 ∣ critic_ganloss : -132.605367 ∣ generator_nllloss : 5110.789062 ∣ generator_ganloss : 1212.449023 ∣     [  std_z : 0.99  real_sub_fake : 513.80 ]
[  epoch 0035/0040] 1850/4800, lr:1.3e-05 ∣ avg_100 : 32163.015197 ∣ critic_nllloss : 25690.224805 ∣ critic_ganloss : -172.255656 ∣ generator_nllloss : 5258.283008 ∣ generator_ganloss : 1214.595850 ∣     [  std_z : 0.99  real_sub_fake : 525.01 ]
[  epoch 0035/0040] 1860/4800, lr:1.3e-05 ∣ avg_100 : 32163.583743 ∣ critic_nllloss : 25962.052930 ∣ critic_ganloss : -156.645093 ∣ generator_nllloss : 5227.238672 ∣ generator_ganloss : 1210.300586 ∣     [  std_z : 0.99  real_sub_fake : 518.26 ]
[  epoch 0035/0040] 1870/4800, lr:1.3e-05 ∣ avg_100 : 32163.512480 ∣ critic_nllloss : 25782.020313 ∣ critic_ganloss : -175.548026 ∣ generator_nllloss : 5178.954883 ∣ generator_ganloss : 1214.279297 ∣     [  std_z : 0.99  real_sub_fake : 588.67 ]
[  epoch 0035/0040] 1880/4800, lr:1.3e-05 ∣ avg_100 : 32161.362311 ∣ critic_nllloss : 25887.447070 ∣ critic_ganloss : -142.676068 ∣ generator_nllloss : 5225.888477 ∣ generator_ganloss : 1210.294531 ∣     [  std_z : 0.99  real_sub_fake : 594.40 ]
[  epoch 0035/0040] 1890/4800, lr:1.3e-05 ∣ avg_100 : 32159.938521 ∣ critic_nllloss : 25753.780859 ∣ critic_ganloss : -145.485286 ∣ generator_nllloss : 5183.354688 ∣ generator_ganloss : 1211.686963 ∣     [  std_z : 1.00  real_sub_fake : 564.83 ]
[  epoch 0035/0040] 1900/4800, lr:1.3e-05 ∣ avg_100 : 32160.524405 ∣ critic_nllloss : 25843.342578 ∣ critic_ganloss : -181.010825 ∣ generator_nllloss : 5180.423437 ∣ generator_ganloss : 1222.866504 ∣     [  std_z : 1.00  real_sub_fake : 508.00 ]
[  epoch 0035/0040] 1910/4800, lr:1.3e-05 ∣ avg_100 : 32161.118102 ∣ critic_nllloss : 25819.364258 ∣ critic_ganloss : -80.473428 ∣ generator_nllloss : 5080.511328 ∣ generator_ganloss : 1211.302783 ∣  [  std_z : 0.99  real_sub_fake : 525.51 ]
[  epoch 0035/0040] 1920/4800, lr:1.3e-05 ∣ avg_100 : 32161.095622 ∣ critic_nllloss : 25887.957617 ∣ critic_ganloss : -147.658003 ∣ generator_nllloss : 5250.934570 ∣ generator_ganloss : 1200.801123 ∣     [  std_z : 0.99  real_sub_fake : 554.00 ]
[  epoch 0035/0040] 1930/4800, lr:1.3e-05 ∣ avg_100 : 32157.586061 ∣ critic_nllloss : 25561.449219 ∣ critic_ganloss : -97.569740 ∣ generator_nllloss : 5096.082031 ∣ generator_ganloss : 1224.857910 ∣  [  std_z : 0.99  real_sub_fake : 493.65 ]
[  epoch 0035/0040] 1940/4800, lr:1.3e-05 ∣ avg_100 : 32159.398247 ∣ critic_nllloss : 25955.829492 ∣ critic_ganloss : -126.288252 ∣ generator_nllloss : 5223.420898 ∣ generator_ganloss : 1223.789014 ∣     [  std_z : 0.99  real_sub_fake : 548.76 ]
[  epoch 0035/0040] 1950/4800, lr:1.3e-05 ∣ avg_100 : 32159.411627 ∣ critic_nllloss : 25903.108984 ∣ critic_ganloss : -122.900148 ∣ generator_nllloss : 5076.944531 ∣ generator_ganloss : 1229.296826 ∣     [  std_z : 1.00  real_sub_fake : 383.24 ]
[  epoch 0035/0040] 1960/4800, lr:1.3e-05 ∣ avg_100 : 32159.981717 ∣ critic_nllloss : 25996.296289 ∣ critic_ganloss : -147.206094 ∣ generator_nllloss : 5198.622852 ∣ generator_ganloss : 1196.220898 ∣     [  std_z : 1.00  real_sub_fake : 465.91 ]
[  epoch 0035/0040] 1970/4800, lr:1.3e-05 ∣ avg_100 : 32161.563966 ∣ critic_nllloss : 25989.535352 ∣ critic_ganloss : -135.605969 ∣ generator_nllloss : 5251.572852 ∣ generator_ganloss : 1187.795508 ∣     [  std_z : 0.99  real_sub_fake : 576.92 ]
[  epoch 0035/0040] 1980/4800, lr:1.3e-05 ∣ avg_100 : 32160.453401 ∣ critic_nllloss : 25760.579492 ∣ critic_ganloss : -115.206001 ∣ generator_nllloss : 5180.335156 ∣ generator_ganloss : 1205.087207 ∣     [  std_z : 0.99  real_sub_fake : 414.41 ]
[  epoch 0035/0040] 1990/4800, lr:1.3e-05 ∣ avg_100 : 32160.545702 ∣ critic_nllloss : 25778.181055 ∣ critic_ganloss : -92.567509 ∣ generator_nllloss : 5196.056250 ∣ generator_ganloss : 1198.464551 ∣  [  std_z : 0.98  real_sub_fake : 450.39 ]
[  epoch 0035/0040] 2000/4800, lr:1.3e-05 ∣ avg_100 : 32158.677260 ∣ critic_nllloss : 25698.231250 ∣ critic_ganloss : -138.875409 ∣ generator_nllloss : 5148.372656 ∣ generator_ganloss : 1198.265234 ∣     [  std_z : 1.00  real_sub_fake : 510.95 ]
[  epoch 0035/0040] 2010/4800, lr:1.3e-05 ∣ avg_100 : 32161.714842 ∣ critic_nllloss : 26241.449414 ∣ critic_ganloss : -157.891406 ∣ generator_nllloss : 5152.359375 ∣ generator_ganloss : 1202.011719 ∣     [  std_z : 1.00  real_sub_fake : 540.23 ]
[  epoch 0035/0040] 2020/4800, lr:1.3e-05 ∣ avg_100 : 32158.135528 ∣ critic_nllloss : 25461.821680 ∣ critic_ganloss : -119.160759 ∣ generator_nllloss : 5057.716016 ∣ generator_ganloss : 1205.783154 ∣     [  std_z : 1.00  real_sub_fake : 485.26 ]
[  epoch 0035/0040] 2030/4800, lr:1.3e-05 ∣ avg_100 : 32157.731532 ∣ critic_nllloss : 25918.314453 ∣ critic_ganloss : -140.641830 ∣ generator_nllloss : 5159.720703 ∣ generator_ganloss : 1198.603857 ∣     [  std_z : 1.00  real_sub_fake : 562.38 ]
[  epoch 0035/0040] 2040/4800, lr:1.3e-05 ∣ avg_100 : 32159.527244 ∣ critic_nllloss : 26114.339258 ∣ critic_ganloss : -161.523271 ∣ generator_nllloss : 5253.538086 ∣ generator_ganloss : 1210.545703 ∣     [  std_z : 0.99  real_sub_fake : 567.93 ]
[  epoch 0035/0040] 2050/4800, lr:1.3e-05 ∣ avg_100 : 32163.026676 ∣ critic_nllloss : 26121.254688 ∣ critic_ganloss : -196.408952 ∣ generator_nllloss : 5211.191016 ∣ generator_ganloss : 1201.903320 ∣     [  std_z : 0.99  real_sub_fake : 672.36 ]
[  epoch 0035/0040] 2060/4800, lr:1.3e-05 ∣ avg_100 : 32161.803306 ∣ critic_nllloss : 25870.179102 ∣ critic_ganloss : -183.136478 ∣ generator_nllloss : 5149.275391 ∣ generator_ganloss : 1200.917578 ∣     [  std_z : 0.99  real_sub_fake : 677.54 ]
[  epoch 0035/0040] 2070/4800, lr:1.3e-05 ∣ avg_100 : 32163.967305 ∣ critic_nllloss : 25966.662305 ∣ critic_ganloss : -45.651309 ∣ generator_nllloss : 5193.567383 ∣ generator_ganloss : 1214.015186 ∣  [  std_z : 1.00  real_sub_fake : 523.85 ]
[  epoch 0035/0040] 2080/4800, lr:1.3e-05 ∣ avg_100 : 32166.541704 ∣ critic_nllloss : 26215.097266 ∣ critic_ganloss : -86.312161 ∣ generator_nllloss : 5258.727148 ∣ generator_ganloss : 1227.288086 ∣  [  std_z : 1.00  real_sub_fake : 392.25 ]
[  epoch 0035/0040] 2090/4800, lr:1.3e-05 ∣ avg_100 : 32166.804528 ∣ critic_nllloss : 26031.632422 ∣ critic_ganloss : -80.412669 ∣ generator_nllloss : 5061.957617 ∣ generator_ganloss : 1222.274951 ∣  [  std_z : 0.99  real_sub_fake : 322.09 ]
[  epoch 0035/0040] 2100/4800, lr:1.3e-05 ∣ avg_100 : 32170.633176 ∣ critic_nllloss : 26008.408398 ∣ critic_ganloss : -146.506289 ∣ generator_nllloss : 5264.162500 ∣ generator_ganloss : 1214.301709 ∣     [  std_z : 0.99  real_sub_fake : 425.54 ]
[  epoch 0035/0040] 2110/4800, lr:1.3e-05 ∣ avg_100 : 32171.122201 ∣ critic_nllloss : 25885.288672 ∣ critic_ganloss : -176.677449 ∣ generator_nllloss : 5216.546680 ∣ generator_ganloss : 1204.041504 ∣     [  std_z : 1.00  real_sub_fake : 533.93 ]
[  epoch 0035/0040] 2120/4800, lr:1.3e-05 ∣ avg_100 : 32170.254723 ∣ critic_nllloss : 25960.214844 ∣ critic_ganloss : -141.478845 ∣ generator_nllloss : 5169.253125 ∣ generator_ganloss : 1214.222998 ∣     [  std_z : 1.00  real_sub_fake : 544.82 ]
[  epoch 0035/0040] 2130/4800, lr:1.3e-05 ∣ avg_100 : 32170.630010 ∣ critic_nllloss : 25713.796484 ∣ critic_ganloss : -143.721492 ∣ generator_nllloss : 5148.728516 ∣ generator_ganloss : 1204.856201 ∣     [  std_z : 1.00  real_sub_fake : 580.07 ]
[  epoch 0035/0040] 2140/4800, lr:1.3e-05 ∣ avg_100 : 32171.980771 ∣ critic_nllloss : 26069.722852 ∣ critic_ganloss : -156.317876 ∣ generator_nllloss : 5258.292578 ∣ generator_ganloss : 1198.991699 ∣     [  std_z : 0.99  real_sub_fake : 598.64 ]
[  epoch 0035/0040] 2150/4800, lr:1.3e-05 ∣ avg_100 : 32173.159964 ∣ critic_nllloss : 25923.102930 ∣ critic_ganloss : -159.220178 ∣ generator_nllloss : 5105.715625 ∣ generator_ganloss : 1207.461328 ∣     [  std_z : 0.99  real_sub_fake : 539.66 ]
[  epoch 0035/0040] 2160/4800, lr:1.3e-05 ∣ avg_100 : 32176.429810 ∣ critic_nllloss : 26037.227734 ∣ critic_ganloss : -185.867921 ∣ generator_nllloss : 5260.214648 ∣ generator_ganloss : 1207.017676 ∣     [  std_z : 0.99  real_sub_fake : 603.81 ]
[  epoch 0035/0040] 2170/4800, lr:1.3e-05 ∣ avg_100 : 32180.405611 ∣ critic_nllloss : 26014.875977 ∣ critic_ganloss : -151.469391 ∣ generator_nllloss : 5290.700000 ∣ generator_ganloss : 1210.727051 ∣     [  std_z : 0.99  real_sub_fake : 585.18 ]
[  epoch 0035/0040] 2180/4800, lr:1.3e-05 ∣ avg_100 : 32178.254793 ∣ critic_nllloss : 25772.175391 ∣ critic_ganloss : -196.990814 ∣ generator_nllloss : 5093.649219 ∣ generator_ganloss : 1211.664844 ∣     [  std_z : 0.99  real_sub_fake : 619.97 ]
[  epoch 0035/0040] 2190/4800, lr:1.3e-05 ∣ avg_100 : 32178.885171 ∣ critic_nllloss : 25970.349023 ∣ critic_ganloss : -172.841418 ∣ generator_nllloss : 5241.782031 ∣ generator_ganloss : 1202.807373 ∣     [  std_z : 0.99  real_sub_fake : 636.72 ]
[  epoch 0035/0040] 2200/4800, lr:1.3e-05 ∣ avg_100 : 32179.500003 ∣ critic_nllloss : 25845.009961 ∣ critic_ganloss : -118.314328 ∣ generator_nllloss : 5207.355078 ∣ generator_ganloss : 1220.129395 ∣     [  std_z : 0.99  real_sub_fake : 549.89 ]
[  epoch 0035/0040] 2210/4800, lr:1.3e-05 ∣ avg_100 : 32177.462186 ∣ critic_nllloss : 25728.431445 ∣ critic_ganloss : -155.067000 ∣ generator_nllloss : 5110.988281 ∣ generator_ganloss : 1210.558301 ∣     [  std_z : 0.99  real_sub_fake : 563.80 ]
[  epoch 0035/0040] 2220/4800, lr:1.3e-05 ∣ avg_100 : 32178.330565 ∣ critic_nllloss : 26026.006055 ∣ critic_ganloss : -178.165273 ∣ generator_nllloss : 5152.490625 ∣ generator_ganloss : 1207.625439 ∣     [  std_z : 0.99  real_sub_fake : 623.73 ]
[  epoch 0035/0040] 2230/4800, lr:1.3e-05 ∣ avg_100 : 32176.546485 ∣ critic_nllloss : 25818.337891 ∣ critic_ganloss : -161.982040 ∣ generator_nllloss : 5127.608008 ∣ generator_ganloss : 1211.641650 ∣     [  std_z : 1.00  real_sub_fake : 629.35 ]
[  epoch 0035/0040] 2240/4800, lr:1.3e-05 ∣ avg_100 : 32175.380335 ∣ critic_nllloss : 25853.372852 ∣ critic_ganloss : -129.051334 ∣ generator_nllloss : 5211.806836 ∣ generator_ganloss : 1217.592236 ∣     [  std_z : 1.00  real_sub_fake : 567.45 ]
[  epoch 0035/0040] 2250/4800, lr:1.3e-05 ∣ avg_100 : 32174.702806 ∣ critic_nllloss : 25949.406445 ∣ critic_ganloss : -99.095349 ∣ generator_nllloss : 5097.751953 ∣ generator_ganloss : 1200.219385 ∣  [  std_z : 0.99  real_sub_fake : 613.34 ]
[  epoch 0035/0040] 2260/4800, lr:1.3e-05 ∣ avg_100 : 32172.284642 ∣ critic_nllloss : 25638.553516 ∣ critic_ganloss : -118.040538 ∣ generator_nllloss : 5109.628711 ∣ generator_ganloss : 1211.829395 ∣     [  std_z : 0.99  real_sub_fake : 495.52 ]
[  epoch 0035/0040] 2270/4800, lr:1.3e-05 ∣ avg_100 : 32172.407010 ∣ critic_nllloss : 25834.458789 ∣ critic_ganloss : -157.364449 ∣ generator_nllloss : 5186.380078 ∣ generator_ganloss : 1225.781836 ∣     [  std_z : 0.99  real_sub_fake : 503.65 ]
[  epoch 0035/0040] 2280/4800, lr:1.3e-05 ∣ avg_100 : 32170.552717 ∣ critic_nllloss : 25759.772070 ∣ critic_ganloss : -148.192114 ∣ generator_nllloss : 5111.823242 ∣ generator_ganloss : 1228.428027 ∣     [  std_z : 0.99  real_sub_fake : 441.93 ]
[  epoch 0035/0040] 2290/4800, lr:1.3e-05 ∣ avg_100 : 32168.567878 ∣ critic_nllloss : 25779.206250 ∣ critic_ganloss : -178.002740 ∣ generator_nllloss : 5131.250391 ∣ generator_ganloss : 1218.411621 ∣     [  std_z : 0.99  real_sub_fake : 520.20 ]
[  epoch 0035/0040] 2300/4800, lr:1.3e-05 ∣ avg_100 : 32165.228262 ∣ critic_nllloss : 25723.240625 ∣ critic_ganloss : -125.842694 ∣ generator_nllloss : 5109.363477 ∣ generator_ganloss : 1212.010840 ∣     [  std_z : 0.99  real_sub_fake : 485.02 ]
[  epoch 0035/0040] 2310/4800, lr:1.3e-05 ∣ avg_100 : 32163.139042 ∣ critic_nllloss : 25954.777148 ∣ critic_ganloss : -195.508086 ∣ generator_nllloss : 5163.785937 ∣ generator_ganloss : 1216.840283 ∣     [  std_z : 1.00  real_sub_fake : 569.52 ]
[  epoch 0035/0040] 2320/4800, lr:1.3e-05 ∣ avg_100 : 32166.093743 ∣ critic_nllloss : 26080.382422 ∣ critic_ganloss : -83.813724 ∣ generator_nllloss : 5275.030469 ∣ generator_ganloss : 1233.199756 ∣  [  std_z : 1.00  real_sub_fake : 456.26 ]
[  epoch 0035/0040] 2330/4800, lr:1.3e-05 ∣ avg_100 : 32165.660449 ∣ critic_nllloss : 25871.362305 ∣ critic_ganloss : -45.153634 ∣ generator_nllloss : 5184.576758 ∣ generator_ganloss : 1224.181445 ∣  [  std_z : 1.00  real_sub_fake : 201.49 ]
[  epoch 0035/0040] 2340/4800, lr:1.3e-05 ∣ avg_100 : 32165.489826 ∣ critic_nllloss : 25935.467383 ∣ critic_ganloss : -96.253458 ∣ generator_nllloss : 5173.967773 ∣ generator_ganloss : 1199.221240 ∣  [  std_z : 0.99  real_sub_fake : 284.01 ]
[  epoch 0035/0040] 2350/4800, lr:1.3e-05 ∣ avg_100 : 32164.160824 ∣ critic_nllloss : 25782.261523 ∣ critic_ganloss : -151.794076 ∣ generator_nllloss : 5221.867383 ∣ generator_ganloss : 1164.546533 ∣     [  std_z : 0.99  real_sub_fake : 468.34 ]
[  epoch 0035/0040] 2360/4800, lr:1.3e-05 ∣ avg_100 : 32162.094806 ∣ critic_nllloss : 25871.335352 ∣ critic_ganloss : -105.706956 ∣ generator_nllloss : 5158.053906 ∣ generator_ganloss : 1162.149609 ∣     [  std_z : 0.99  real_sub_fake : 560.56 ]
[  epoch 0035/0040] 2370/4800, lr:1.3e-05 ∣ avg_100 : 32163.342977 ∣ critic_nllloss : 25861.969727 ∣ critic_ganloss : -144.491605 ∣ generator_nllloss : 5127.763086 ∣ generator_ganloss : 1185.771777 ∣     [  std_z : 1.00  real_sub_fake : 432.10 ]
[  epoch 0035/0040] 2380/4800, lr:1.3e-05 ∣ avg_100 : 32168.348230 ∣ critic_nllloss : 26119.528906 ∣ critic_ganloss : -76.877751 ∣ generator_nllloss : 5213.280469 ∣ generator_ganloss : 1199.618506 ∣  [  std_z : 1.00  real_sub_fake : 351.06 ]
[  epoch 0035/0040] 2390/4800, lr:1.3e-05 ∣ avg_100 : 32168.992333 ∣ critic_nllloss : 25948.751172 ∣ critic_ganloss : -61.550450 ∣ generator_nllloss : 5259.702539 ∣ generator_ganloss : 1208.710205 ∣  [  std_z : 1.00  real_sub_fake : 330.41 ]
[  epoch 0035/0040] 2400/4800, lr:1.3e-05 ∣ avg_100 : 32168.257716 ∣ critic_nllloss : 25783.615625 ∣ critic_ganloss : -157.987411 ∣ generator_nllloss : 5133.499805 ∣ generator_ganloss : 1201.924805 ∣     [  std_z : 1.00  real_sub_fake : 401.43 ]
[  epoch 0035/0040] 2410/4800, lr:1.3e-05 ∣ avg_100 : 32174.454057 ∣ critic_nllloss : 26098.795117 ∣ critic_ganloss : -151.305220 ∣ generator_nllloss : 5264.587109 ∣ generator_ganloss : 1185.841309 ∣     [  std_z : 1.00  real_sub_fake : 629.69 ]
[  epoch 0035/0040] 2420/4800, lr:1.3e-05 ∣ avg_100 : 32173.867538 ∣ critic_nllloss : 25911.275781 ∣ critic_ganloss : -100.598961 ∣ generator_nllloss : 5195.282031 ∣ generator_ganloss : 1205.279395 ∣     [  std_z : 0.99  real_sub_fake : 437.96 ]
[  epoch 0035/0040] 2430/4800, lr:1.3e-05 ∣ avg_100 : 32174.094005 ∣ critic_nllloss : 25943.592773 ∣ critic_ganloss : -112.003505 ∣ generator_nllloss : 5143.567383 ∣ generator_ganloss : 1209.975000 ∣     [  std_z : 0.99  real_sub_fake : 350.39 ]
[  epoch 0035/0040] 2440/4800, lr:1.3e-05 ∣ avg_100 : 32174.618768 ∣ critic_nllloss : 26117.760937 ∣ critic_ganloss : -128.243564 ∣ generator_nllloss : 5276.244141 ∣ generator_ganloss : 1188.436816 ∣     [  std_z : 0.99  real_sub_fake : 564.92 ]
[  epoch 0035/0040] 2450/4800, lr:1.3e-05 ∣ avg_100 : 32172.893155 ∣ critic_nllloss : 25944.730273 ∣ critic_ganloss : -140.420718 ∣ generator_nllloss : 5236.837500 ∣ generator_ganloss : 1197.760303 ∣     [  std_z : 1.00  real_sub_fake : 487.62 ]
[  epoch 0035/0040] 2460/4800, lr:1.3e-05 ∣ avg_100 : 32175.781441 ∣ critic_nllloss : 26039.794531 ∣ critic_ganloss : -158.363319 ∣ generator_nllloss : 5148.171094 ∣ generator_ganloss : 1197.162207 ∣     [  std_z : 0.99  real_sub_fake : 470.58 ]
[  epoch 0035/0040] 2470/4800, lr:1.3e-05 ∣ avg_100 : 32172.277562 ∣ critic_nllloss : 25887.834180 ∣ critic_ganloss : -165.437598 ∣ generator_nllloss : 5115.682422 ∣ generator_ganloss : 1194.367285 ∣     [  std_z : 0.99  real_sub_fake : 527.87 ]
[  epoch 0035/0040] 2480/4800, lr:1.3e-05 ∣ avg_100 : 32167.692717 ∣ critic_nllloss : 25796.104102 ∣ critic_ganloss : -158.899501 ∣ generator_nllloss : 5164.633594 ∣ generator_ganloss : 1186.380811 ∣     [  std_z : 0.99  real_sub_fake : 577.19 ]
[  epoch 0035/0040] 2490/4800, lr:1.3e-05 ∣ avg_100 : 32169.982752 ∣ critic_nllloss : 26053.032617 ∣ critic_ganloss : -159.608411 ∣ generator_nllloss : 5285.225781 ∣ generator_ganloss : 1203.959033 ∣     [  std_z : 1.00  real_sub_fake : 549.02 ]
[  epoch 0035/0040] 2500/4800, lr:1.3e-05 ∣ avg_100 : 32170.528551 ∣ critic_nllloss : 25940.050977 ∣ critic_ganloss : -79.110620 ∣ generator_nllloss : 5128.858203 ∣ generator_ganloss : 1201.047607 ∣  [  std_z : 1.00  real_sub_fake : 599.28 ]
[  epoch 0035/0040] 2510/4800, lr:1.3e-05 ∣ avg_100 : 32172.672035 ∣ critic_nllloss : 26026.536133 ∣ critic_ganloss : -127.362695 ∣ generator_nllloss : 5237.829102 ∣ generator_ganloss : 1206.494434 ∣     [  std_z : 0.99  real_sub_fake : 587.50 ]
[  epoch 0035/0040] 2520/4800, lr:1.3e-05 ∣ avg_100 : 32173.373228 ∣ critic_nllloss : 25973.654102 ∣ critic_ganloss : -56.310375 ∣ generator_nllloss : 5135.239844 ∣ generator_ganloss : 1204.795166 ∣  [  std_z : 1.00  real_sub_fake : 486.22 ]
[  epoch 0035/0040] 2530/4800, lr:1.3e-05 ∣ avg_100 : 32175.149229 ∣ critic_nllloss : 26053.669727 ∣ critic_ganloss : -106.974103 ∣ generator_nllloss : 5136.983789 ∣ generator_ganloss : 1214.308350 ∣     [  std_z : 0.99  real_sub_fake : 431.83 ]
[  epoch 0035/0040] 2540/4800, lr:1.3e-05 ∣ avg_100 : 32178.592256 ∣ critic_nllloss : 26318.074023 ∣ critic_ganloss : -130.676094 ∣ generator_nllloss : 5268.053711 ∣ generator_ganloss : 1224.118262 ∣     [  std_z : 1.00  real_sub_fake : 461.97 ]
[  epoch 0035/0040] 2550/4800, lr:1.3e-05 ∣ avg_100 : 32180.552915 ∣ critic_nllloss : 25981.469922 ∣ critic_ganloss : -149.488822 ∣ generator_nllloss : 5210.501562 ∣ generator_ganloss : 1214.865723 ∣     [  std_z : 1.00  real_sub_fake : 456.72 ]
[  epoch 0035/0040] 2560/4800, lr:1.3e-05 ∣ avg_100 : 32181.511543 ∣ critic_nllloss : 25886.282422 ∣ critic_ganloss : -122.903041 ∣ generator_nllloss : 5260.834766 ∣ generator_ganloss : 1199.263867 ∣     [  std_z : 0.99  real_sub_fake : 507.03 ]
[  epoch 0035/0040] 2570/4800, lr:1.3e-05 ∣ avg_100 : 32181.821256 ∣ critic_nllloss : 25865.464062 ∣ critic_ganloss : -159.700366 ∣ generator_nllloss : 5203.285742 ∣ generator_ganloss : 1203.880273 ∣     [  std_z : 0.99  real_sub_fake : 490.37 ]
[  epoch 0035/0040] 2580/4800, lr:1.3e-05 ∣ avg_100 : 32183.782514 ∣ critic_nllloss : 26153.405469 ∣ critic_ganloss : -142.069588 ∣ generator_nllloss : 5243.829492 ∣ generator_ganloss : 1207.574316 ∣     [  std_z : 0.99  real_sub_fake : 568.41 ]
[  epoch 0035/0040] 2590/4800, lr:1.3e-05 ∣ avg_100 : 32183.130948 ∣ critic_nllloss : 26068.084570 ∣ critic_ganloss : -213.831508 ∣ generator_nllloss : 5180.013672 ∣ generator_ganloss : 1202.108252 ∣     [  std_z : 0.99  real_sub_fake : 626.20 ]
[  epoch 0035/0040] 2600/4800, lr:1.3e-05 ∣ avg_100 : 32186.068624 ∣ critic_nllloss : 25892.302344 ∣ critic_ganloss : -170.748598 ∣ generator_nllloss : 5185.916211 ∣ generator_ganloss : 1208.854297 ∣     [  std_z : 0.99  real_sub_fake : 592.82 ]
[  epoch 0035/0040] 2610/4800, lr:1.3e-05 ∣ avg_100 : 32184.358769 ∣ critic_nllloss : 25893.970313 ∣ critic_ganloss : -108.494939 ∣ generator_nllloss : 5218.183984 ∣ generator_ganloss : 1205.708887 ∣     [  std_z : 1.00  real_sub_fake : 615.04 ]
[  epoch 0035/0040] 2620/4800, lr:1.3e-05 ∣ avg_100 : 32182.419976 ∣ critic_nllloss : 25960.124609 ∣ critic_ganloss : -174.722475 ∣ generator_nllloss : 5206.791406 ∣ generator_ganloss : 1205.078174 ∣     [  std_z : 1.00  real_sub_fake : 658.05 ]
[  epoch 0035/0040] 2630/4800, lr:1.3e-05 ∣ avg_100 : 32178.911900 ∣ critic_nllloss : 25771.207813 ∣ critic_ganloss : -124.616232 ∣ generator_nllloss : 5212.030273 ∣ generator_ganloss : 1218.563281 ∣     [  std_z : 1.00  real_sub_fake : 540.00 ]
[  epoch 0035/0040] 2640/4800, lr:1.3e-05 ∣ avg_100 : 32174.933728 ∣ critic_nllloss : 25872.435156 ∣ critic_ganloss : -124.845180 ∣ generator_nllloss : 5173.394531 ∣ generator_ganloss : 1218.007080 ∣     [  std_z : 0.99  real_sub_fake : 524.29 ]
[  epoch 0035/0040] 2650/4800, lr:1.3e-05 ∣ avg_100 : 32174.529494 ∣ critic_nllloss : 25829.601562 ∣ critic_ganloss : -174.717212 ∣ generator_nllloss : 5177.147461 ∣ generator_ganloss : 1207.885400 ∣     [  std_z : 0.99  real_sub_fake : 528.86 ]
[  epoch 0035/0040] 2660/4800, lr:1.3e-05 ∣ avg_100 : 32176.893355 ∣ critic_nllloss : 25798.165039 ∣ critic_ganloss : -168.521233 ∣ generator_nllloss : 5238.604688 ∣ generator_ganloss : 1205.400244 ∣     [  std_z : 0.99  real_sub_fake : 551.84 ]
[  epoch 0035/0040] 2670/4800, lr:1.3e-05 ∣ avg_100 : 32174.171411 ∣ critic_nllloss : 25867.677148 ∣ critic_ganloss : -196.313622 ∣ generator_nllloss : 5135.174609 ∣ generator_ganloss : 1199.493457 ∣     [  std_z : 0.99  real_sub_fake : 631.19 ]
[  epoch 0035/0040] 2680/4800, lr:1.3e-05 ∣ avg_100 : 32173.648681 ∣ critic_nllloss : 25739.769727 ∣ critic_ganloss : -161.058614 ∣ generator_nllloss : 5009.216406 ∣ generator_ganloss : 1211.976855 ∣     [  std_z : 1.00  real_sub_fake : 593.08 ]
[  epoch 0035/0040] 2690/4800, lr:1.3e-05 ∣ avg_100 : 32171.783021 ∣ critic_nllloss : 25762.661133 ∣ critic_ganloss : -104.027823 ∣ generator_nllloss : 5100.263281 ∣ generator_ganloss : 1221.756836 ∣     [  std_z : 1.00  real_sub_fake : 601.24 ]
[  epoch 0035/0040] 2700/4800, lr:1.3e-05 ∣ avg_100 : 32167.075408 ∣ critic_nllloss : 25709.601758 ∣ critic_ganloss : -147.428470 ∣ generator_nllloss : 5167.573828 ∣ generator_ganloss : 1222.414404 ∣     [  std_z : 1.00  real_sub_fake : 505.88 ]
[  epoch 0035/0040] 2710/4800, lr:1.3e-05 ∣ avg_100 : 32164.752591 ∣ critic_nllloss : 25701.339648 ∣ critic_ganloss : -124.207568 ∣ generator_nllloss : 5134.504687 ∣ generator_ganloss : 1220.174023 ∣     [  std_z : 1.00  real_sub_fake : 530.94 ]
[  epoch 0035/0040] 2720/4800, lr:1.3e-05 ∣ avg_100 : 32162.466956 ∣ critic_nllloss : 25841.363867 ∣ critic_ganloss : -141.058262 ∣ generator_nllloss : 5114.782812 ∣ generator_ganloss : 1223.495410 ∣     [  std_z : 0.99  real_sub_fake : 481.25 ]
[  epoch 0035/0040] 2730/4800, lr:1.3e-05 ∣ avg_100 : 32160.612693 ∣ critic_nllloss : 25964.162695 ∣ critic_ganloss : -188.190596 ∣ generator_nllloss : 5181.537891 ∣ generator_ganloss : 1212.852783 ∣     [  std_z : 0.98  real_sub_fake : 635.87 ]
[  epoch 0035/0040] 2740/4800, lr:1.3e-05 ∣ avg_100 : 32161.621880 ∣ critic_nllloss : 25932.746094 ∣ critic_ganloss : -154.336795 ∣ generator_nllloss : 5244.417773 ∣ generator_ganloss : 1201.597168 ∣     [  std_z : 0.98  real_sub_fake : 635.74 ]
[  epoch 0035/0040] 2750/4800, lr:1.3e-05 ∣ avg_100 : 32158.021233 ∣ critic_nllloss : 25716.278320 ∣ critic_ganloss : -133.280222 ∣ generator_nllloss : 5155.188086 ∣ generator_ganloss : 1209.842139 ∣     [  std_z : 0.99  real_sub_fake : 534.33 ]
[  epoch 0035/0040] 2760/4800, lr:1.3e-05 ∣ avg_100 : 32157.585349 ∣ critic_nllloss : 25921.787695 ∣ critic_ganloss : -130.734180 ∣ generator_nllloss : 5143.142187 ∣ generator_ganloss : 1211.038574 ∣     [  std_z : 1.00  real_sub_fake : 503.94 ]
[  epoch 0035/0040] 2770/4800, lr:1.3e-05 ∣ avg_100 : 32156.742638 ∣ critic_nllloss : 25913.189258 ∣ critic_ganloss : -162.967874 ∣ generator_nllloss : 5225.684570 ∣ generator_ganloss : 1208.394727 ∣     [  std_z : 1.00  real_sub_fake : 532.33 ]
[  epoch 0035/0040] 2780/4800, lr:1.3e-05 ∣ avg_100 : 32151.107530 ∣ critic_nllloss : 25892.465234 ∣ critic_ganloss : -181.166560 ∣ generator_nllloss : 5132.144727 ∣ generator_ganloss : 1206.730664 ∣     [  std_z : 1.00  real_sub_fake : 598.58 ]
[  epoch 0035/0040] 2790/4800, lr:1.3e-05 ∣ avg_100 : 32152.453251 ∣ critic_nllloss : 26098.177734 ∣ critic_ganloss : -127.925531 ∣ generator_nllloss : 5138.600000 ∣ generator_ganloss : 1225.185449 ∣     [  std_z : 0.99  real_sub_fake : 459.06 ]
[  epoch 0035/0040] 2800/4800, lr:1.3e-05 ∣ avg_100 : 32150.318303 ∣ critic_nllloss : 25871.909180 ∣ critic_ganloss : -198.624043 ∣ generator_nllloss : 5175.836133 ∣ generator_ganloss : 1207.767188 ∣     [  std_z : 0.99  real_sub_fake : 528.38 ]
[  epoch 0035/0040] 2810/4800, lr:1.3e-05 ∣ avg_100 : 32149.428173 ∣ critic_nllloss : 25912.926172 ∣ critic_ganloss : -174.240550 ∣ generator_nllloss : 5201.170117 ∣ generator_ganloss : 1190.359375 ∣     [  std_z : 0.99  real_sub_fake : 690.05 ]
[  epoch 0035/0040] 2820/4800, lr:1.3e-05 ∣ avg_100 : 32152.473554 ∣ critic_nllloss : 26048.717578 ∣ critic_ganloss : -99.418472 ∣ generator_nllloss : 5204.667969 ∣ generator_ganloss : 1225.770117 ∣  [  std_z : 0.99  real_sub_fake : 455.28 ]
[  epoch 0035/0040] 2830/4800, lr:1.3e-05 ∣ avg_100 : 32152.955110 ∣ critic_nllloss : 25843.398828 ∣ critic_ganloss : -31.576028 ∣ generator_nllloss : 5121.522266 ∣ generator_ganloss : 1227.626807 ∣  [  std_z : 0.99  real_sub_fake : 190.26 ]
[  epoch 0035/0040] 2840/4800, lr:1.3e-05 ∣ avg_100 : 32152.768222 ∣ critic_nllloss : 25767.765039 ∣ critic_ganloss : -53.010112 ∣ generator_nllloss : 5111.845312 ∣ generator_ganloss : 1210.505225 ∣  [  std_z : 1.00  real_sub_fake : 162.07 ]
[  epoch 0035/0040] 2850/4800, lr:1.3e-05 ∣ avg_100 : 32154.861678 ∣ critic_nllloss : 25926.092578 ∣ critic_ganloss : -82.940875 ∣ generator_nllloss : 5169.634961 ∣ generator_ganloss : 1187.406885 ∣  [  std_z : 1.00  real_sub_fake : 230.70 ]
[  epoch 0035/0040] 2860/4800, lr:1.3e-05 ∣ avg_100 : 32156.537936 ∣ critic_nllloss : 26035.233398 ∣ critic_ganloss : -42.375407 ∣ generator_nllloss : 5245.676953 ∣ generator_ganloss : 1172.037988 ∣  [  std_z : 0.99  real_sub_fake : 295.06 ]
[  epoch 0035/0040] 2870/4800, lr:1.3e-05 ∣ avg_100 : 32154.959115 ∣ critic_nllloss : 25610.131445 ∣ critic_ganloss : -52.021275 ∣ generator_nllloss : 5101.066406 ∣ generator_ganloss : 1182.647803 ∣  [  std_z : 0.99  real_sub_fake : 217.12 ]
[  epoch 0035/0040] 2880/4800, lr:1.3e-05 ∣ avg_100 : 32153.107641 ∣ critic_nllloss : 25698.542383 ∣ critic_ganloss : -67.073362 ∣ generator_nllloss : 5185.104102 ∣ generator_ganloss : 1179.233496 ∣  [  std_z : 0.99  real_sub_fake : 207.13 ]
[  epoch 0035/0040] 2890/4800, lr:1.3e-05 ∣ avg_100 : 32154.627452 ∣ critic_nllloss : 25878.622266 ∣ critic_ganloss : -70.936151 ∣ generator_nllloss : 5177.113477 ∣ generator_ganloss : 1170.518750 ∣  [  std_z : 1.00  real_sub_fake : 254.16 ]
[  epoch 0035/0040] 2900/4800, lr:1.3e-05 ∣ avg_100 : 32154.074895 ∣ critic_nllloss : 25834.803711 ∣ critic_ganloss : -111.105241 ∣ generator_nllloss : 5120.665430 ∣ generator_ganloss : 1166.002051 ∣     [  std_z : 1.00  real_sub_fake : 308.16 ]
[  epoch 0035/0040] 2910/4800, lr:1.3e-05 ∣ avg_100 : 32153.433763 ∣ critic_nllloss : 25774.735352 ∣ critic_ganloss : -99.076550 ∣ generator_nllloss : 5136.482422 ∣ generator_ganloss : 1154.450537 ∣  [  std_z : 1.00  real_sub_fake : 416.08 ]
[  epoch 0035/0040] 2920/4800, lr:1.3e-05 ∣ avg_100 : 32153.330116 ∣ critic_nllloss : 25936.636523 ∣ critic_ganloss : -99.149390 ∣ generator_nllloss : 5173.473047 ∣ generator_ganloss : 1170.710449 ∣  [  std_z : 1.00  real_sub_fake : 419.49 ]
[  epoch 0035/0040] 2930/4800, lr:1.3e-05 ∣ avg_100 : 32158.362252 ∣ critic_nllloss : 26021.223438 ∣ critic_ganloss : -136.639568 ∣ generator_nllloss : 5219.576563 ∣ generator_ganloss : 1183.872510 ∣     [  std_z : 0.99  real_sub_fake : 401.03 ]
[  epoch 0035/0040] 2940/4800, lr:1.3e-05 ∣ avg_100 : 32156.318155 ∣ critic_nllloss : 25814.039844 ∣ critic_ganloss : -119.511234 ∣ generator_nllloss : 5199.903516 ∣ generator_ganloss : 1177.909375 ∣     [  std_z : 0.99  real_sub_fake : 454.08 ]
[  epoch 0035/0040] 2950/4800, lr:1.3e-05 ∣ avg_100 : 32156.021038 ∣ critic_nllloss : 25830.821875 ∣ critic_ganloss : -123.479787 ∣ generator_nllloss : 5165.012891 ∣ generator_ganloss : 1184.383496 ∣     [  std_z : 0.99  real_sub_fake : 468.28 ]
[  epoch 0035/0040] 2960/4800, lr:1.3e-05 ∣ avg_100 : 32156.601176 ∣ critic_nllloss : 25974.801172 ∣ critic_ganloss : -125.208864 ∣ generator_nllloss : 5258.399805 ∣ generator_ganloss : 1193.955664 ∣     [  std_z : 0.99  real_sub_fake : 443.46 ]
[  epoch 0035/0040] 2970/4800, lr:1.3e-05 ∣ avg_100 : 32154.318211 ∣ critic_nllloss : 25820.894727 ∣ critic_ganloss : -153.838600 ∣ generator_nllloss : 5214.973828 ∣ generator_ganloss : 1182.971240 ∣     [  std_z : 0.99  real_sub_fake : 537.82 ]
[  epoch 0035/0040] 2980/4800, lr:1.3e-05 ∣ avg_100 : 32152.794839 ∣ critic_nllloss : 25672.628516 ∣ critic_ganloss : -160.202002 ∣ generator_nllloss : 5189.700586 ∣ generator_ganloss : 1176.331543 ∣     [  std_z : 0.99  real_sub_fake : 576.15 ]
[  epoch 0035/0040] 2990/4800, lr:1.3e-05 ∣ avg_100 : 32153.935805 ∣ critic_nllloss : 25880.152539 ∣ critic_ganloss : -89.690083 ∣ generator_nllloss : 5195.581055 ∣ generator_ganloss : 1208.187451 ∣  [  std_z : 1.00  real_sub_fake : 414.58 ]
[  epoch 0035/0040] 3000/4800, lr:1.3e-05 ∣ avg_100 : 32156.663016 ∣ critic_nllloss : 25860.636133 ∣ critic_ganloss : -87.429110 ∣ generator_nllloss : 5203.655273 ∣ generator_ganloss : 1201.852588 ∣  [  std_z : 1.00  real_sub_fake : 371.83 ]
[  epoch 0035/0040] 3010/4800, lr:1.3e-05 ∣ avg_100 : 32152.445328 ∣ critic_nllloss : 25798.768945 ∣ critic_ganloss : -101.253470 ∣ generator_nllloss : 5137.390430 ∣ generator_ganloss : 1181.254346 ∣     [  std_z : 1.00  real_sub_fake : 549.75 ]
[  epoch 0035/0040] 3020/4800, lr:1.3e-05 ∣ avg_100 : 32157.432606 ∣ critic_nllloss : 25839.765039 ∣ critic_ganloss : -169.665236 ∣ generator_nllloss : 5241.059570 ∣ generator_ganloss : 1193.728516 ∣     [  std_z : 0.99  real_sub_fake : 479.44 ]
[  epoch 0035/0040] 3030/4800, lr:1.3e-05 ∣ avg_100 : 32159.696876 ∣ critic_nllloss : 26041.776758 ∣ critic_ganloss : -124.548042 ∣ generator_nllloss : 5250.617188 ∣ generator_ganloss : 1194.578320 ∣     [  std_z : 0.99  real_sub_fake : 448.35 ]
[  epoch 0035/0040] 3040/4800, lr:1.3e-05 ∣ avg_100 : 32153.571274 ∣ critic_nllloss : 25643.139844 ∣ critic_ganloss : -118.041288 ∣ generator_nllloss : 5101.303516 ∣ generator_ganloss : 1177.937500 ∣     [  std_z : 0.99  real_sub_fake : 425.62 ]
[  epoch 0035/0040] 3050/4800, lr:1.3e-05 ∣ avg_100 : 32150.768447 ∣ critic_nllloss : 25933.014648 ∣ critic_ganloss : -140.715666 ∣ generator_nllloss : 5092.323047 ∣ generator_ganloss : 1173.035352 ∣     [  std_z : 1.00  real_sub_fake : 541.71 ]
[  epoch 0035/0040] 3060/4800, lr:1.3e-05 ∣ avg_100 : 32151.074532 ∣ critic_nllloss : 25833.962109 ∣ critic_ganloss : -147.458846 ∣ generator_nllloss : 5197.349219 ∣ generator_ganloss : 1183.991553 ∣     [  std_z : 1.00  real_sub_fake : 487.50 ]
[  epoch 0035/0040] 3070/4800, lr:1.3e-05 ∣ avg_100 : 32148.420388 ∣ critic_nllloss : 25925.763086 ∣ critic_ganloss : -139.508650 ∣ generator_nllloss : 5085.531055 ∣ generator_ganloss : 1191.393652 ∣     [  std_z : 0.99  real_sub_fake : 493.62 ]
[  epoch 0035/0040] 3080/4800, lr:1.3e-05 ∣ avg_100 : 32143.431164 ∣ critic_nllloss : 25960.055859 ∣ critic_ganloss : -132.879309 ∣ generator_nllloss : 5091.055273 ∣ generator_ganloss : 1197.646191 ∣     [  std_z : 0.99  real_sub_fake : 516.64 ]
[  epoch 0035/0040] 3090/4800, lr:1.3e-05 ∣ avg_100 : 32142.922569 ∣ critic_nllloss : 25925.627734 ∣ critic_ganloss : -135.328345 ∣ generator_nllloss : 5190.332227 ∣ generator_ganloss : 1203.961133 ∣     [  std_z : 1.00  real_sub_fake : 502.53 ]
[  epoch 0035/0040] 3100/4800, lr:1.3e-05 ∣ avg_100 : 32143.694065 ∣ critic_nllloss : 26098.325195 ∣ critic_ganloss : -110.072624 ∣ generator_nllloss : 5230.668359 ∣ generator_ganloss : 1198.595020 ∣     [  std_z : 1.00  real_sub_fake : 486.08 ]
[  epoch 0035/0040] 3110/4800, lr:1.3e-05 ∣ avg_100 : 32144.462815 ∣ critic_nllloss : 26039.528320 ∣ critic_ganloss : -150.644504 ∣ generator_nllloss : 5124.301758 ∣ generator_ganloss : 1192.888867 ∣     [  std_z : 1.00  real_sub_fake : 592.06 ]
[  epoch 0035/0040] 3120/4800, lr:1.3e-05 ∣ avg_100 : 32145.249703 ∣ critic_nllloss : 25996.501367 ∣ critic_ganloss : -174.610970 ∣ generator_nllloss : 5277.005859 ∣ generator_ganloss : 1182.004639 ∣     [  std_z : 1.00  real_sub_fake : 621.61 ]
[  epoch 0035/0040] 3130/4800, lr:1.3e-05 ∣ avg_100 : 32151.430819 ∣ critic_nllloss : 26232.810156 ∣ critic_ganloss : -161.596146 ∣ generator_nllloss : 5278.408984 ∣ generator_ganloss : 1192.148291 ∣     [  std_z : 0.99  real_sub_fake : 652.07 ]
[  epoch 0035/0040] 3140/4800, lr:1.3e-05 ∣ avg_100 : 32150.838642 ∣ critic_nllloss : 26041.460156 ∣ critic_ganloss : -174.090782 ∣ generator_nllloss : 5245.401953 ∣ generator_ganloss : 1198.700293 ∣     [  std_z : 0.99  real_sub_fake : 559.29 ]
[  epoch 0035/0040] 3150/4800, lr:1.3e-05 ∣ avg_100 : 32150.506938 ∣ critic_nllloss : 25763.804688 ∣ critic_ganloss : -97.069923 ∣ generator_nllloss : 5176.023633 ∣ generator_ganloss : 1201.130908 ∣  [  std_z : 0.99  real_sub_fake : 550.15 ]
[  epoch 0035/0040] 3160/4800, lr:1.3e-05 ∣ avg_100 : 32149.010534 ∣ critic_nllloss : 25883.370508 ∣ critic_ganloss : -106.829733 ∣ generator_nllloss : 5192.601953 ∣ generator_ganloss : 1199.808984 ∣     [  std_z : 1.00  real_sub_fake : 469.41 ]
[  epoch 0035/0040] 3170/4800, lr:1.3e-05 ∣ avg_100 : 32147.732738 ∣ critic_nllloss : 26005.157422 ∣ critic_ganloss : -165.218769 ∣ generator_nllloss : 5200.238281 ∣ generator_ganloss : 1196.877100 ∣     [  std_z : 1.00  real_sub_fake : 524.03 ]
[  epoch 0035/0040] 3180/4800, lr:1.3e-05 ∣ avg_100 : 32149.306048 ∣ critic_nllloss : 25756.858594 ∣ critic_ganloss : -165.666449 ∣ generator_nllloss : 5251.512695 ∣ generator_ganloss : 1195.124805 ∣     [  std_z : 1.00  real_sub_fake : 479.28 ]
[  epoch 0035/0040] 3190/4800, lr:1.3e-05 ∣ avg_100 : 32149.424424 ∣ critic_nllloss : 25998.578711 ∣ critic_ganloss : -141.830542 ∣ generator_nllloss : 5212.319922 ∣ generator_ganloss : 1184.866504 ∣     [  std_z : 0.99  real_sub_fake : 645.82 ]
[  epoch 0035/0040] 3200/4800, lr:1.3e-05 ∣ avg_100 : 32149.494169 ∣ critic_nllloss : 25932.226172 ∣ critic_ganloss : -138.484607 ∣ generator_nllloss : 5175.809961 ∣ generator_ganloss : 1191.603027 ∣     [  std_z : 0.99  real_sub_fake : 581.29 ]
[  epoch 0035/0040] 3210/4800, lr:1.3e-05 ∣ avg_100 : 32152.595104 ∣ critic_nllloss : 25961.959375 ∣ critic_ganloss : -151.324774 ∣ generator_nllloss : 5183.146289 ∣ generator_ganloss : 1211.223730 ∣     [  std_z : 0.99  real_sub_fake : 488.99 ]
[  epoch 0035/0040] 3220/4800, lr:1.3e-05 ∣ avg_100 : 32152.959366 ∣ critic_nllloss : 26026.905273 ∣ critic_ganloss : -148.328021 ∣ generator_nllloss : 5171.553125 ∣ generator_ganloss : 1194.252637 ∣     [  std_z : 1.00  real_sub_fake : 604.68 ]
[  epoch 0035/0040] 3230/4800, lr:1.3e-05 ∣ avg_100 : 32151.642134 ∣ critic_nllloss : 25702.636133 ∣ critic_ganloss : -153.258537 ∣ generator_nllloss : 5116.636914 ∣ generator_ganloss : 1197.867773 ∣     [  std_z : 0.99  real_sub_fake : 631.21 ]
[  epoch 0035/0040] 3240/4800, lr:1.3e-05 ∣ avg_100 : 32155.048872 ∣ critic_nllloss : 26141.238867 ∣ critic_ganloss : -144.952512 ∣ generator_nllloss : 5301.269141 ∣ generator_ganloss : 1196.838867 ∣     [  std_z : 0.99  real_sub_fake : 604.19 ]
[  epoch 0035/0040] 3250/4800, lr:1.3e-05 ∣ avg_100 : 32152.308997 ∣ critic_nllloss : 25735.661914 ∣ critic_ganloss : -145.882744 ∣ generator_nllloss : 5084.036328 ∣ generator_ganloss : 1200.479443 ∣     [  std_z : 0.99  real_sub_fake : 577.40 ]
[  epoch 0035/0040] 3260/4800, lr:1.3e-05 ∣ avg_100 : 32154.656935 ∣ critic_nllloss : 25924.713281 ∣ critic_ganloss : -178.900716 ∣ generator_nllloss : 5141.016211 ∣ generator_ganloss : 1189.936182 ∣     [  std_z : 1.00  real_sub_fake : 599.53 ]
[  epoch 0035/0040] 3270/4800, lr:1.3e-05 ∣ avg_100 : 32154.266142 ∣ critic_nllloss : 25841.062109 ∣ critic_ganloss : -149.003410 ∣ generator_nllloss : 5160.009570 ∣ generator_ganloss : 1198.108594 ∣     [  std_z : 1.00  real_sub_fake : 553.30 ]
[  epoch 0035/0040] 3280/4800, lr:1.3e-05 ∣ avg_100 : 32152.912448 ∣ critic_nllloss : 25705.680664 ∣ critic_ganloss : -157.007732 ∣ generator_nllloss : 5059.420313 ∣ generator_ganloss : 1208.368604 ∣     [  std_z : 1.00  real_sub_fake : 554.30 ]
[  epoch 0035/0040] 3290/4800, lr:1.3e-05 ∣ avg_100 : 32155.818648 ∣ critic_nllloss : 25978.124219 ∣ critic_ganloss : -186.331285 ∣ generator_nllloss : 5243.149414 ∣ generator_ganloss : 1206.543213 ∣     [  std_z : 0.99  real_sub_fake : 538.95 ]
[  epoch 0035/0040] 3300/4800, lr:1.3e-05 ∣ avg_100 : 32157.931476 ∣ critic_nllloss : 25983.528320 ∣ critic_ganloss : -176.271516 ∣ generator_nllloss : 5118.522656 ∣ generator_ganloss : 1204.275537 ∣     [  std_z : 0.99  real_sub_fake : 646.00 ]
[  epoch 0035/0040] 3310/4800, lr:1.3e-05 ∣ avg_100 : 32159.064985 ∣ critic_nllloss : 25932.770117 ∣ critic_ganloss : -157.660831 ∣ generator_nllloss : 5264.289844 ∣ generator_ganloss : 1213.847070 ∣     [  std_z : 0.98  real_sub_fake : 550.22 ]
[  epoch 0035/0040] 3320/4800, lr:1.3e-05 ∣ avg_100 : 32155.402867 ∣ critic_nllloss : 25852.785156 ∣ critic_ganloss : -90.363486 ∣ generator_nllloss : 5176.547461 ∣ generator_ganloss : 1199.617969 ∣  [  std_z : 0.99  real_sub_fake : 578.60 ]
[  epoch 0035/0040] 3330/4800, lr:1.3e-05 ∣ avg_100 : 32156.367138 ∣ critic_nllloss : 25977.034961 ∣ critic_ganloss : -143.190230 ∣ generator_nllloss : 5281.453320 ∣ generator_ganloss : 1216.095947 ∣     [  std_z : 0.99  real_sub_fake : 543.13 ]
[  epoch 0035/0040] 3340/4800, lr:1.3e-05 ∣ avg_100 : 32156.690800 ∣ critic_nllloss : 26038.822852 ∣ critic_ganloss : -187.246815 ∣ generator_nllloss : 5177.190820 ∣ generator_ganloss : 1216.002295 ∣     [  std_z : 1.00  real_sub_fake : 547.82 ]
[  epoch 0035/0040] 3350/4800, lr:1.3e-05 ∣ avg_100 : 32157.851225 ∣ critic_nllloss : 25900.591211 ∣ critic_ganloss : -108.879025 ∣ generator_nllloss : 5134.959180 ∣ generator_ganloss : 1206.252539 ∣     [  std_z : 1.00  real_sub_fake : 511.04 ]
[  epoch 0035/0040] 3360/4800, lr:1.3e-05 ∣ avg_100 : 32156.698132 ∣ critic_nllloss : 25856.465820 ∣ critic_ganloss : -205.154295 ∣ generator_nllloss : 5119.955078 ∣ generator_ganloss : 1199.256006 ∣     [  std_z : 0.99  real_sub_fake : 565.75 ]
[  epoch 0035/0040] 3370/4800, lr:1.3e-05 ∣ avg_100 : 32157.515927 ∣ critic_nllloss : 25855.014453 ∣ critic_ganloss : -120.947791 ∣ generator_nllloss : 5179.575781 ∣ generator_ganloss : 1199.149951 ∣     [  std_z : 0.99  real_sub_fake : 670.98 ]
[  epoch 0035/0040] 3380/4800, lr:1.3e-05 ∣ avg_100 : 32154.765696 ∣ critic_nllloss : 25984.752344 ∣ critic_ganloss : -135.437935 ∣ generator_nllloss : 5125.388867 ∣ generator_ganloss : 1205.823828 ∣     [  std_z : 0.98  real_sub_fake : 645.83 ]
[  epoch 0035/0040] 3390/4800, lr:1.3e-05 ∣ avg_100 : 32158.404336 ∣ critic_nllloss : 26207.604102 ∣ critic_ganloss : -78.291992 ∣ generator_nllloss : 5354.818164 ∣ generator_ganloss : 1235.347168 ∣  [  std_z : 0.99  real_sub_fake : 407.23 ]
[  epoch 0035/0040] 3400/4800, lr:1.3e-05 ∣ avg_100 : 32159.854244 ∣ critic_nllloss : 25797.789258 ∣ critic_ganloss : -83.715197 ∣ generator_nllloss : 5178.524023 ∣ generator_ganloss : 1213.445557 ∣  [  std_z : 0.99  real_sub_fake : 325.52 ]
[  epoch 0035/0040] 3410/4800, lr:1.3e-05 ∣ avg_100 : 32156.527797 ∣ critic_nllloss : 25795.933398 ∣ critic_ganloss : -103.962545 ∣ generator_nllloss : 5171.148633 ∣ generator_ganloss : 1202.154102 ∣     [  std_z : 0.99  real_sub_fake : 429.02 ]
[  epoch 0035/0040] 3420/4800, lr:1.3e-05 ∣ avg_100 : 32155.012399 ∣ critic_nllloss : 25808.534570 ∣ critic_ganloss : -151.108984 ∣ generator_nllloss : 5204.100977 ∣ generator_ganloss : 1198.171875 ∣     [  std_z : 0.99  real_sub_fake : 520.95 ]
[  epoch 0035/0040] 3430/4800, lr:1.3e-05 ∣ avg_100 : 32154.178632 ∣ critic_nllloss : 25881.634570 ∣ critic_ganloss : -167.592424 ∣ generator_nllloss : 5193.362305 ∣ generator_ganloss : 1194.350537 ∣     [  std_z : 0.99  real_sub_fake : 541.20 ]
[  epoch 0035/0040] 3440/4800, lr:1.3e-05 ∣ avg_100 : 32147.301737 ∣ critic_nllloss : 25676.116992 ∣ critic_ganloss : -153.401039 ∣ generator_nllloss : 5041.976758 ∣ generator_ganloss : 1201.816064 ∣     [  std_z : 0.99  real_sub_fake : 561.88 ]
[  epoch 0035/0040] 3450/4800, lr:1.3e-05 ∣ avg_100 : 32146.776053 ∣ critic_nllloss : 25939.406445 ∣ critic_ganloss : -154.665052 ∣ generator_nllloss : 5197.514844 ∣ generator_ganloss : 1204.082715 ∣     [  std_z : 0.99  real_sub_fake : 547.09 ]
[  epoch 0035/0040] 3460/4800, lr:1.3e-05 ∣ avg_100 : 32146.087764 ∣ critic_nllloss : 25942.666602 ∣ critic_ganloss : -169.821840 ∣ generator_nllloss : 5175.970508 ∣ generator_ganloss : 1209.120410 ∣     [  std_z : 0.99  real_sub_fake : 574.80 ]
[  epoch 0035/0040] 3470/4800, lr:1.3e-05 ∣ avg_100 : 32143.016870 ∣ critic_nllloss : 25580.834570 ∣ critic_ganloss : -125.367596 ∣ generator_nllloss : 5059.397656 ∣ generator_ganloss : 1210.492188 ∣     [  std_z : 0.99  real_sub_fake : 460.27 ]
[  epoch 0035/0040] 3480/4800, lr:1.3e-05 ∣ avg_100 : 32144.035987 ∣ critic_nllloss : 25823.616016 ∣ critic_ganloss : -151.257821 ∣ generator_nllloss : 5216.623828 ∣ generator_ganloss : 1201.148730 ∣     [  std_z : 1.00  real_sub_fake : 542.17 ]
[  epoch 0035/0040] 3490/4800, lr:1.3e-05 ∣ avg_100 : 32143.057983 ∣ critic_nllloss : 26003.833398 ∣ critic_ganloss : -166.119977 ∣ generator_nllloss : 5247.817187 ∣ generator_ganloss : 1199.277979 ∣     [  std_z : 1.00  real_sub_fake : 590.12 ]
[  epoch 0035/0040] 3500/4800, lr:1.3e-05 ∣ avg_100 : 32141.038011 ∣ critic_nllloss : 25761.563672 ∣ critic_ganloss : -146.075273 ∣ generator_nllloss : 5166.741406 ∣ generator_ganloss : 1206.619189 ∣     [  std_z : 0.99  real_sub_fake : 458.85 ]
[  epoch 0035/0040] 3510/4800, lr:1.3e-05 ∣ avg_100 : 32139.184352 ∣ critic_nllloss : 25835.862500 ∣ critic_ganloss : -160.464178 ∣ generator_nllloss : 5298.315625 ∣ generator_ganloss : 1184.417090 ∣     [  std_z : 0.99  real_sub_fake : 583.45 ]
[  epoch 0035/0040] 3520/4800, lr:1.3e-05 ∣ avg_100 : 32136.497160 ∣ critic_nllloss : 25777.008203 ∣ critic_ganloss : -184.568709 ∣ generator_nllloss : 5204.871289 ∣ generator_ganloss : 1191.348828 ∣     [  std_z : 0.99  real_sub_fake : 596.22 ]
[  epoch 0035/0040] 3530/4800, lr:1.3e-05 ∣ avg_100 : 32134.661597 ∣ critic_nllloss : 25902.584180 ∣ critic_ganloss : -155.485653 ∣ generator_nllloss : 5166.670117 ∣ generator_ganloss : 1200.662744 ∣     [  std_z : 0.99  real_sub_fake : 575.59 ]
[  epoch 0035/0040] 3540/4800, lr:1.3e-05 ∣ avg_100 : 32127.988708 ∣ critic_nllloss : 25797.942188 ∣ critic_ganloss : -176.011536 ∣ generator_nllloss : 5193.195312 ∣ generator_ganloss : 1197.155029 ∣     [  std_z : 1.00  real_sub_fake : 618.19 ]
[  epoch 0035/0040] 3550/4800, lr:1.3e-05 ∣ avg_100 : 32126.686952 ∣ critic_nllloss : 25952.427734 ∣ critic_ganloss : -181.917912 ∣ generator_nllloss : 5138.822656 ∣ generator_ganloss : 1217.840332 ∣     [  std_z : 1.00  real_sub_fake : 594.76 ]
[  epoch 0035/0040] 3560/4800, lr:1.3e-05 ∣ avg_100 : 32125.098835 ∣ critic_nllloss : 25809.925000 ∣ critic_ganloss : -153.523991 ∣ generator_nllloss : 5199.997852 ∣ generator_ganloss : 1208.267480 ∣     [  std_z : 0.99  real_sub_fake : 621.01 ]
[  epoch 0035/0040] 3570/4800, lr:1.3e-05 ∣ avg_100 : 32124.174998 ∣ critic_nllloss : 25913.484375 ∣ critic_ganloss : -209.018927 ∣ generator_nllloss : 5116.751562 ∣ generator_ganloss : 1199.329004 ∣     [  std_z : 0.99  real_sub_fake : 653.59 ]
[  epoch 0035/0040] 3580/4800, lr:1.3e-05 ∣ avg_100 : 32119.130504 ∣ critic_nllloss : 25700.412305 ∣ critic_ganloss : -52.307388 ∣ generator_nllloss : 5101.293750 ∣ generator_ganloss : 1208.891650 ∣  [  std_z : 0.99  real_sub_fake : 585.46 ]
[  epoch 0035/0040] 3590/4800, lr:1.3e-05 ∣ avg_100 : 32117.721237 ∣ critic_nllloss : 25794.846680 ∣ critic_ganloss : -148.449361 ∣ generator_nllloss : 5230.735156 ∣ generator_ganloss : 1218.315820 ∣     [  std_z : 0.99  real_sub_fake : 431.59 ]
[  epoch 0035/0040] 3600/4800, lr:1.3e-05 ∣ avg_100 : 32117.549622 ∣ critic_nllloss : 25963.894727 ∣ critic_ganloss : -178.806442 ∣ generator_nllloss : 5114.367969 ∣ generator_ganloss : 1199.706494 ∣     [  std_z : 0.99  real_sub_fake : 512.94 ]
[  epoch 0035/0040] 3610/4800, lr:1.3e-05 ∣ avg_100 : 32117.332490 ∣ critic_nllloss : 25964.270898 ∣ critic_ganloss : -75.560023 ∣ generator_nllloss : 5092.015430 ∣ generator_ganloss : 1206.928711 ∣  [  std_z : 0.99  real_sub_fake : 467.88 ]
[  epoch 0035/0040] 3620/4800, lr:1.3e-05 ∣ avg_100 : 32119.667884 ∣ critic_nllloss : 26147.287500 ∣ critic_ganloss : -166.574080 ∣ generator_nllloss : 5237.389648 ∣ generator_ganloss : 1212.708008 ∣     [  std_z : 1.00  real_sub_fake : 499.91 ]
[  epoch 0035/0040] 3630/4800, lr:1.3e-05 ∣ avg_100 : 32120.247316 ∣ critic_nllloss : 25871.566211 ∣ critic_ganloss : -130.253908 ∣ generator_nllloss : 5209.861719 ∣ generator_ganloss : 1183.954297 ∣     [  std_z : 1.00  real_sub_fake : 586.44 ]
[  epoch 0035/0040] 3640/4800, lr:1.3e-05 ∣ avg_100 : 32120.190210 ∣ critic_nllloss : 25941.016016 ∣ critic_ganloss : -175.505800 ∣ generator_nllloss : 5182.024414 ∣ generator_ganloss : 1185.746436 ∣     [  std_z : 0.99  real_sub_fake : 588.99 ]
[  epoch 0035/0040] 3650/4800, lr:1.3e-05 ∣ avg_100 : 32119.619885 ∣ critic_nllloss : 25857.318555 ∣ critic_ganloss : -143.561652 ∣ generator_nllloss : 5063.349609 ∣ generator_ganloss : 1205.778125 ∣     [  std_z : 0.99  real_sub_fake : 557.46 ]
[  epoch 0035/0040] 3660/4800, lr:1.3e-05 ∣ avg_100 : 32118.272612 ∣ critic_nllloss : 25769.034961 ∣ critic_ganloss : -178.805380 ∣ generator_nllloss : 5136.003516 ∣ generator_ganloss : 1212.688428 ∣     [  std_z : 0.99  real_sub_fake : 568.05 ]
[  epoch 0035/0040] 3670/4800, lr:1.3e-05 ∣ avg_100 : 32118.357819 ∣ critic_nllloss : 25760.239453 ∣ critic_ganloss : -144.366534 ∣ generator_nllloss : 5190.764063 ∣ generator_ganloss : 1207.915234 ∣     [  std_z : 0.99  real_sub_fake : 631.70 ]
[  epoch 0035/0040] 3680/4800, lr:1.3e-05 ∣ avg_100 : 32121.858055 ∣ critic_nllloss : 25934.190625 ∣ critic_ganloss : -172.420285 ∣ generator_nllloss : 5189.864648 ∣ generator_ganloss : 1198.293018 ∣     [  std_z : 1.00  real_sub_fake : 629.06 ]
[  epoch 0035/0040] 3690/4800, lr:1.3e-05 ∣ avg_100 : 32120.930323 ∣ critic_nllloss : 25625.238477 ∣ critic_ganloss : -143.737482 ∣ generator_nllloss : 5199.308008 ∣ generator_ganloss : 1207.071191 ∣     [  std_z : 0.99  real_sub_fake : 549.79 ]
[  epoch 0035/0040] 3700/4800, lr:1.3e-05 ∣ avg_100 : 32122.406591 ∣ critic_nllloss : 25783.021484 ∣ critic_ganloss : -121.163063 ∣ generator_nllloss : 5223.968555 ∣ generator_ganloss : 1213.961377 ∣     [  std_z : 1.00  real_sub_fake : 555.91 ]
[  epoch 0035/0040] 3710/4800, lr:1.3e-05 ∣ avg_100 : 32124.673018 ∣ critic_nllloss : 25978.099023 ∣ critic_ganloss : -209.851294 ∣ generator_nllloss : 5181.649219 ∣ generator_ganloss : 1208.556543 ∣     [  std_z : 0.99  real_sub_fake : 588.76 ]
[  epoch 0035/0040] 3720/4800, lr:1.3e-05 ∣ avg_100 : 32122.372786 ∣ critic_nllloss : 25718.781445 ∣ critic_ganloss : -195.378207 ∣ generator_nllloss : 5070.992188 ∣ generator_ganloss : 1214.165234 ∣     [  std_z : 0.99  real_sub_fake : 593.97 ]
[  epoch 0035/0040] 3730/4800, lr:1.3e-05 ∣ avg_100 : 32120.894907 ∣ critic_nllloss : 25804.157617 ∣ critic_ganloss : -164.729071 ∣ generator_nllloss : 5169.362500 ∣ generator_ganloss : 1213.783838 ∣     [  std_z : 0.99  real_sub_fake : 673.50 ]
[  epoch 0035/0040] 3740/4800, lr:1.3e-05 ∣ avg_100 : 32119.897682 ∣ critic_nllloss : 25928.164844 ∣ critic_ganloss : -187.849947 ∣ generator_nllloss : 5166.772852 ∣ generator_ganloss : 1217.613916 ∣     [  std_z : 1.00  real_sub_fake : 660.64 ]
[  epoch 0035/0040] 3750/4800, lr:1.3e-05 ∣ avg_100 : 32121.684617 ∣ critic_nllloss : 25901.444141 ∣ critic_ganloss : -127.957780 ∣ generator_nllloss : 5137.996875 ∣ generator_ganloss : 1215.238672 ∣     [  std_z : 1.00  real_sub_fake : 567.01 ]
[  epoch 0035/0040] 3760/4800, lr:1.3e-05 ∣ avg_100 : 32122.025937 ∣ critic_nllloss : 25931.835547 ∣ critic_ganloss : -174.699721 ∣ generator_nllloss : 5217.161719 ∣ generator_ganloss : 1205.068652 ∣     [  std_z : 0.99  real_sub_fake : 593.62 ]
[  epoch 0035/0040] 3770/4800, lr:1.3e-05 ∣ avg_100 : 32122.189800 ∣ critic_nllloss : 25992.988672 ∣ critic_ganloss : -112.286722 ∣ generator_nllloss : 5118.830664 ∣ generator_ganloss : 1201.154395 ∣     [  std_z : 0.99  real_sub_fake : 623.08 ]
[  epoch 0035/0040] 3780/4800, lr:1.3e-05 ∣ avg_100 : 32125.512007 ∣ critic_nllloss : 25980.011523 ∣ critic_ganloss : -78.967415 ∣ generator_nllloss : 5242.968359 ∣ generator_ganloss : 1238.382275 ∣  [  std_z : 1.00  real_sub_fake : 360.77 ]
[  epoch 0035/0040] 3790/4800, lr:1.3e-05 ∣ avg_100 : 32126.610530 ∣ critic_nllloss : 26044.400977 ∣ critic_ganloss : -106.676115 ∣ generator_nllloss : 5276.598633 ∣ generator_ganloss : 1229.566504 ∣     [  std_z : 1.01  real_sub_fake : 348.66 ]
[  epoch 0035/0040] 3800/4800, lr:1.3e-05 ∣ avg_100 : 32128.457060 ∣ critic_nllloss : 25971.056250 ∣ critic_ganloss : -105.496653 ∣ generator_nllloss : 5178.003320 ∣ generator_ganloss : 1197.978564 ∣     [  std_z : 1.00  real_sub_fake : 438.63 ]
[  epoch 0035/0040] 3810/4800, lr:1.3e-05 ∣ avg_100 : 32128.902125 ∣ critic_nllloss : 25944.252344 ∣ critic_ganloss : -91.176669 ∣ generator_nllloss : 5122.838281 ∣ generator_ganloss : 1198.807617 ∣  [  std_z : 0.99  real_sub_fake : 440.93 ]
[  epoch 0035/0040] 3820/4800, lr:1.3e-05 ∣ avg_100 : 32128.732122 ∣ critic_nllloss : 26020.145313 ∣ critic_ganloss : -115.469216 ∣ generator_nllloss : 5238.530859 ∣ generator_ganloss : 1219.529932 ∣     [  std_z : 0.99  real_sub_fake : 280.86 ]
[  epoch 0035/0040] 3830/4800, lr:1.3e-05 ∣ avg_100 : 32130.858113 ∣ critic_nllloss : 26083.591016 ∣ critic_ganloss : -107.916502 ∣ generator_nllloss : 5203.285937 ∣ generator_ganloss : 1194.610498 ∣     [  std_z : 0.99  real_sub_fake : 381.61 ]
[  epoch 0035/0040] 3840/4800, lr:1.3e-05 ∣ avg_100 : 32131.455584 ∣ critic_nllloss : 25886.969141 ∣ critic_ganloss : -115.208032 ∣ generator_nllloss : 5142.009180 ∣ generator_ganloss : 1183.082324 ∣     [  std_z : 0.99  real_sub_fake : 460.05 ]
[  epoch 0035/0040] 3850/4800, lr:1.3e-05 ∣ avg_100 : 32132.239012 ∣ critic_nllloss : 26015.673047 ∣ critic_ganloss : -141.170805 ∣ generator_nllloss : 5216.618750 ∣ generator_ganloss : 1187.415381 ∣     [  std_z : 1.00  real_sub_fake : 514.41 ]
[  epoch 0035/0040] 3860/4800, lr:1.3e-05 ∣ avg_100 : 32128.479095 ∣ critic_nllloss : 25906.573437 ∣ critic_ganloss : -172.520050 ∣ generator_nllloss : 5115.226172 ∣ generator_ganloss : 1185.301611 ∣     [  std_z : 1.00  real_sub_fake : 522.75 ]
[  epoch 0035/0040] 3870/4800, lr:1.3e-05 ∣ avg_100 : 32132.324847 ∣ critic_nllloss : 26029.707227 ∣ critic_ganloss : -133.505536 ∣ generator_nllloss : 5144.964844 ∣ generator_ganloss : 1185.233105 ∣     [  std_z : 1.00  real_sub_fake : 575.59 ]
[  epoch 0035/0040] 3880/4800, lr:1.3e-05 ∣ avg_100 : 32133.455706 ∣ critic_nllloss : 25944.605664 ∣ critic_ganloss : -142.326230 ∣ generator_nllloss : 5111.175977 ∣ generator_ganloss : 1195.437109 ∣     [  std_z : 1.00  real_sub_fake : 497.79 ]
[  epoch 0035/0040] 3890/4800, lr:1.3e-05 ∣ avg_100 : 32131.785447 ∣ critic_nllloss : 25757.231445 ∣ critic_ganloss : -173.331726 ∣ generator_nllloss : 5203.846875 ∣ generator_ganloss : 1200.545801 ∣     [  std_z : 0.99  real_sub_fake : 555.65 ]
[  epoch 0035/0040] 3900/4800, lr:1.3e-05 ∣ avg_100 : 32132.825365 ∣ critic_nllloss : 25955.614258 ∣ critic_ganloss : -184.758226 ∣ generator_nllloss : 5152.190820 ∣ generator_ganloss : 1191.310937 ∣     [  std_z : 0.99  real_sub_fake : 662.53 ]
[  epoch 0035/0040] 3910/4800, lr:1.3e-05 ∣ avg_100 : 32134.253352 ∣ critic_nllloss : 25848.061719 ∣ critic_ganloss : -179.337639 ∣ generator_nllloss : 5243.822656 ∣ generator_ganloss : 1196.843701 ∣     [  std_z : 0.99  real_sub_fake : 655.19 ]
[  epoch 0035/0040] 3920/4800, lr:1.3e-05 ∣ avg_100 : 32135.413664 ∣ critic_nllloss : 25970.555273 ∣ critic_ganloss : -84.429358 ∣ generator_nllloss : 5209.206836 ∣ generator_ganloss : 1202.369043 ∣  [  std_z : 0.99  real_sub_fake : 671.59 ]
[  epoch 0035/0040] 3930/4800, lr:1.3e-05 ∣ avg_100 : 32136.650288 ∣ critic_nllloss : 26072.466602 ∣ critic_ganloss : -85.708002 ∣ generator_nllloss : 5226.007227 ∣ generator_ganloss : 1198.929541 ∣  [  std_z : 1.00  real_sub_fake : 603.97 ]
[  epoch 0035/0040] 3940/4800, lr:1.3e-05 ∣ avg_100 : 32138.504030 ∣ critic_nllloss : 26025.814453 ∣ critic_ganloss : -163.024295 ∣ generator_nllloss : 5201.060352 ∣ generator_ganloss : 1193.865234 ∣     [  std_z : 1.00  real_sub_fake : 527.77 ]
[  epoch 0035/0040] 3950/4800, lr:1.3e-05 ∣ avg_100 : 32139.988605 ∣ critic_nllloss : 25885.564844 ∣ critic_ganloss : -95.157851 ∣ generator_nllloss : 5205.004297 ∣ generator_ganloss : 1209.784668 ∣  [  std_z : 1.00  real_sub_fake : 452.04 ]
[  epoch 0035/0040] 3960/4800, lr:1.3e-05 ∣ avg_100 : 32141.197124 ∣ critic_nllloss : 26095.392188 ∣ critic_ganloss : -132.237311 ∣ generator_nllloss : 5250.243164 ∣ generator_ganloss : 1209.401562 ∣     [  std_z : 1.00  real_sub_fake : 427.53 ]
[  epoch 0035/0040] 3970/4800, lr:1.3e-05 ∣ avg_100 : 32145.876192 ∣ critic_nllloss : 26283.778516 ∣ critic_ganloss : -164.885904 ∣ generator_nllloss : 5215.896094 ∣ generator_ganloss : 1198.119287 ∣     [  std_z : 0.99  real_sub_fake : 571.02 ]
[  epoch 0035/0040] 3980/4800, lr:1.3e-05 ∣ avg_100 : 32148.515286 ∣ critic_nllloss : 25931.600977 ∣ critic_ganloss : -192.145039 ∣ generator_nllloss : 5206.872070 ∣ generator_ganloss : 1196.040039 ∣     [  std_z : 0.99  real_sub_fake : 577.38 ]
[  epoch 0035/0040] 3990/4800, lr:1.3e-05 ∣ avg_100 : 32146.987388 ∣ critic_nllloss : 25917.553320 ∣ critic_ganloss : -197.485817 ∣ generator_nllloss : 5114.736133 ∣ generator_ganloss : 1206.637598 ∣     [  std_z : 1.00  real_sub_fake : 621.11 ]
[  epoch 0035/0040] 4000/4800, lr:1.3e-05 ∣ avg_100 : 32147.958432 ∣ critic_nllloss : 25995.413867 ∣ critic_ganloss : -136.467110 ∣ generator_nllloss : 5212.409180 ∣ generator_ganloss : 1204.463330 ∣     [  std_z : 1.00  real_sub_fake : 644.71 ]
[  epoch 0035/0040] 4010/4800, lr:1.3e-05 ∣ avg_100 : 32147.697010 ∣ critic_nllloss : 25747.277148 ∣ critic_ganloss : -111.183551 ∣ generator_nllloss : 5139.489258 ∣ generator_ganloss : 1214.435156 ∣     [  std_z : 1.00  real_sub_fake : 494.50 ]
[  epoch 0035/0040] 4020/4800, lr:1.3e-05 ∣ avg_100 : 32147.170596 ∣ critic_nllloss : 25858.349023 ∣ critic_ganloss : -168.911092 ∣ generator_nllloss : 5161.858789 ∣ generator_ganloss : 1200.949805 ∣     [  std_z : 0.99  real_sub_fake : 577.18 ]
[  epoch 0035/0040] 4030/4800, lr:1.3e-05 ∣ avg_100 : 32143.787768 ∣ critic_nllloss : 25859.275391 ∣ critic_ganloss : -164.373070 ∣ generator_nllloss : 5126.206641 ∣ generator_ganloss : 1203.032471 ∣     [  std_z : 0.99  real_sub_fake : 591.43 ]
[  epoch 0035/0040] 4040/4800, lr:1.3e-05 ∣ avg_100 : 32145.164981 ∣ critic_nllloss : 25821.542383 ∣ critic_ganloss : -185.170064 ∣ generator_nllloss : 5098.383984 ∣ generator_ganloss : 1207.304590 ∣     [  std_z : 0.99  real_sub_fake : 605.03 ]
[  epoch 0035/0040] 4050/4800, lr:1.3e-05 ∣ avg_100 : 32146.357161 ∣ critic_nllloss : 25884.595117 ∣ critic_ganloss : -115.695435 ∣ generator_nllloss : 5198.991797 ∣ generator_ganloss : 1208.983887 ∣     [  std_z : 0.99  real_sub_fake : 603.82 ]
[  epoch 0035/0040] 4060/4800, lr:1.3e-05 ∣ avg_100 : 32149.692027 ∣ critic_nllloss : 26110.713672 ∣ critic_ganloss : -115.477388 ∣ generator_nllloss : 5197.091406 ∣ generator_ganloss : 1209.002881 ∣     [  std_z : 0.99  real_sub_fake : 623.67 ]
[  epoch 0035/0040] 4070/4800, lr:1.3e-05 ∣ avg_100 : 32151.292015 ∣ critic_nllloss : 25874.819922 ∣ critic_ganloss : -74.226758 ∣ generator_nllloss : 5201.722852 ∣ generator_ganloss : 1220.862012 ∣  [  std_z : 1.00  real_sub_fake : 349.99 ]
[  epoch 0035/0040] 4080/4800, lr:1.3e-05 ∣ avg_100 : 32149.753312 ∣ critic_nllloss : 25697.014453 ∣ critic_ganloss : -79.879234 ∣ generator_nllloss : 5122.367969 ∣ generator_ganloss : 1222.504443 ∣  [  std_z : 1.00  real_sub_fake : 308.08 ]
[  epoch 0035/0040] 4090/4800, lr:1.3e-05 ∣ avg_100 : 32149.507608 ∣ critic_nllloss : 25957.651367 ∣ critic_ganloss : -134.108534 ∣ generator_nllloss : 5130.621484 ∣ generator_ganloss : 1205.858105 ∣     [  std_z : 0.99  real_sub_fake : 422.23 ]
[  epoch 0035/0040] 4100/4800, lr:1.3e-05 ∣ avg_100 : 32146.716895 ∣ critic_nllloss : 25882.421680 ∣ critic_ganloss : -134.076643 ∣ generator_nllloss : 5188.079883 ∣ generator_ganloss : 1202.019727 ∣     [  std_z : 0.99  real_sub_fake : 514.81 ]
[  epoch 0035/0040] 4110/4800, lr:1.3e-05 ∣ avg_100 : 32146.087232 ∣ critic_nllloss : 25852.979102 ∣ critic_ganloss : -143.622633 ∣ generator_nllloss : 5224.869141 ∣ generator_ganloss : 1208.882520 ∣     [  std_z : 0.99  real_sub_fake : 487.84 ]
[  epoch 0035/0040] 4120/4800, lr:1.3e-05 ∣ avg_100 : 32143.661707 ∣ critic_nllloss : 25890.788867 ∣ critic_ganloss : -195.002859 ∣ generator_nllloss : 5136.943555 ∣ generator_ganloss : 1205.618848 ∣     [  std_z : 1.00  real_sub_fake : 599.36 ]
[  epoch 0035/0040] 4130/4800, lr:1.3e-05 ∣ avg_100 : 32141.505480 ∣ critic_nllloss : 26013.470703 ∣ critic_ganloss : -150.843651 ∣ generator_nllloss : 5248.798437 ∣ generator_ganloss : 1214.723096 ∣     [  std_z : 1.00  real_sub_fake : 595.15 ]
[  epoch 0035/0040] 4140/4800, lr:1.3e-05 ∣ avg_100 : 32140.442639 ∣ critic_nllloss : 25968.860938 ∣ critic_ganloss : -157.755803 ∣ generator_nllloss : 5180.778906 ∣ generator_ganloss : 1213.303418 ∣     [  std_z : 1.00  real_sub_fake : 576.20 ]
[  epoch 0035/0040] 4150/4800, lr:1.3e-05 ∣ avg_100 : 32140.598486 ∣ critic_nllloss : 25874.438281 ∣ critic_ganloss : -125.899553 ∣ generator_nllloss : 5101.931836 ∣ generator_ganloss : 1209.003418 ∣     [  std_z : 1.00  real_sub_fake : 598.43 ]
[  epoch 0035/0040] 4160/4800, lr:1.3e-05 ∣ avg_100 : 32141.808622 ∣ critic_nllloss : 26070.022266 ∣ critic_ganloss : -184.962740 ∣ generator_nllloss : 5190.748242 ∣ generator_ganloss : 1214.157617 ∣     [  std_z : 0.99  real_sub_fake : 514.01 ]
[  epoch 0035/0040] 4170/4800, lr:1.3e-05 ∣ avg_100 : 32141.219769 ∣ critic_nllloss : 26020.702344 ∣ critic_ganloss : -208.345987 ∣ generator_nllloss : 5165.389063 ∣ generator_ganloss : 1200.423242 ∣     [  std_z : 0.98  real_sub_fake : 663.34 ]
[  epoch 0035/0040] 4180/4800, lr:1.3e-05 ∣ avg_100 : 32143.125988 ∣ critic_nllloss : 26013.775781 ∣ critic_ganloss : -207.917520 ∣ generator_nllloss : 5213.982422 ∣ generator_ganloss : 1208.610889 ∣     [  std_z : 0.98  real_sub_fake : 700.52 ]
[  epoch 0035/0040] 4190/4800, lr:1.3e-05 ∣ avg_100 : 32142.371073 ∣ critic_nllloss : 25950.966016 ∣ critic_ganloss : -170.893979 ∣ generator_nllloss : 5191.522852 ∣ generator_ganloss : 1206.848193 ∣     [  std_z : 0.99  real_sub_fake : 580.28 ]
[  epoch 0035/0040] 4200/4800, lr:1.3e-05 ∣ avg_100 : 32141.926268 ∣ critic_nllloss : 25940.894922 ∣ critic_ganloss : -146.960187 ∣ generator_nllloss : 5108.074609 ∣ generator_ganloss : 1214.664697 ∣     [  std_z : 1.00  real_sub_fake : 662.60 ]
[  epoch 0035/0040] 4210/4800, lr:1.3e-05 ∣ avg_100 : 32142.696150 ∣ critic_nllloss : 25832.336523 ∣ critic_ganloss : -35.765309 ∣ generator_nllloss : 5265.618750 ∣ generator_ganloss : 1219.802930 ∣  [  std_z : 1.00  real_sub_fake : 480.93 ]
[  epoch 0035/0040] 4220/4800, lr:1.3e-05 ∣ avg_100 : 32144.913461 ∣ critic_nllloss : 26091.782422 ∣ critic_ganloss : -115.764058 ∣ generator_nllloss : 5268.172656 ∣ generator_ganloss : 1221.923047 ∣     [  std_z : 1.00  real_sub_fake : 445.35 ]
[  epoch 0035/0040] 4230/4800, lr:1.3e-05 ∣ avg_100 : 32149.329827 ∣ critic_nllloss : 25991.171875 ∣ critic_ganloss : -136.692200 ∣ generator_nllloss : 5246.829687 ∣ generator_ganloss : 1204.209570 ∣     [  std_z : 1.00  real_sub_fake : 422.61 ]
[  epoch 0035/0040] 4240/4800, lr:1.3e-05 ∣ avg_100 : 32146.669429 ∣ critic_nllloss : 26015.176563 ∣ critic_ganloss : -150.838504 ∣ generator_nllloss : 5171.880078 ∣ generator_ganloss : 1192.136377 ∣     [  std_z : 0.99  real_sub_fake : 497.89 ]
[  epoch 0035/0040] 4250/4800, lr:1.3e-05 ∣ avg_100 : 32148.647171 ∣ critic_nllloss : 25834.345117 ∣ critic_ganloss : -138.256377 ∣ generator_nllloss : 5178.995703 ∣ generator_ganloss : 1196.984668 ∣     [  std_z : 0.99  real_sub_fake : 517.09 ]
[  epoch 0035/0040] 4260/4800, lr:1.3e-05 ∣ avg_100 : 32150.187518 ∣ critic_nllloss : 25926.849609 ∣ critic_ganloss : -154.050864 ∣ generator_nllloss : 5257.791211 ∣ generator_ganloss : 1200.209766 ∣     [  std_z : 0.99  real_sub_fake : 517.65 ]
[  epoch 0035/0040] 4270/4800, lr:1.3e-05 ∣ avg_100 : 32154.004234 ∣ critic_nllloss : 26065.159961 ∣ critic_ganloss : -137.913728 ∣ generator_nllloss : 5299.035547 ∣ generator_ganloss : 1205.566650 ∣     [  std_z : 1.00  real_sub_fake : 542.63 ]
[  epoch 0035/0040] 4280/4800, lr:1.3e-05 ∣ avg_100 : 32157.343326 ∣ critic_nllloss : 25820.711523 ∣ critic_ganloss : -88.879712 ∣ generator_nllloss : 5211.279297 ∣ generator_ganloss : 1207.259961 ∣  [  std_z : 1.00  real_sub_fake : 612.37 ]
[  epoch 0035/0040] 4290/4800, lr:1.3e-05 ∣ avg_100 : 32157.105654 ∣ critic_nllloss : 25993.475586 ∣ critic_ganloss : -166.852788 ∣ generator_nllloss : 5160.467969 ∣ generator_ganloss : 1230.627588 ∣     [  std_z : 0.99  real_sub_fake : 480.86 ]
[  epoch 0035/0040] 4300/4800, lr:1.3e-05 ∣ avg_100 : 32155.412573 ∣ critic_nllloss : 25801.327930 ∣ critic_ganloss : -159.306761 ∣ generator_nllloss : 5103.494531 ∣ generator_ganloss : 1215.231201 ∣     [  std_z : 0.99  real_sub_fake : 549.55 ]
[  epoch 0035/0040] 4310/4800, lr:1.3e-05 ∣ avg_100 : 32152.819750 ∣ critic_nllloss : 25844.428711 ∣ critic_ganloss : -150.691003 ∣ generator_nllloss : 5088.977734 ∣ generator_ganloss : 1211.248486 ∣     [  std_z : 1.00  real_sub_fake : 533.09 ]
[  epoch 0035/0040] 4320/4800, lr:1.3e-05 ∣ avg_100 : 32152.540360 ∣ critic_nllloss : 25854.780273 ∣ critic_ganloss : -193.926872 ∣ generator_nllloss : 5232.679492 ∣ generator_ganloss : 1217.115186 ∣     [  std_z : 1.00  real_sub_fake : 592.05 ]
[  epoch 0035/0040] 4330/4800, lr:1.3e-05 ∣ avg_100 : 32150.992960 ∣ critic_nllloss : 25874.600000 ∣ critic_ganloss : -140.396887 ∣ generator_nllloss : 5210.611328 ∣ generator_ganloss : 1231.839600 ∣     [  std_z : 1.00  real_sub_fake : 458.50 ]
[  epoch 0035/0040] 4340/4800, lr:1.3e-05 ∣ avg_100 : 32151.209273 ∣ critic_nllloss : 25885.531445 ∣ critic_ganloss : -32.153651 ∣ generator_nllloss : 5172.287109 ∣ generator_ganloss : 1240.735449 ∣  [  std_z : 1.00  real_sub_fake : 204.67 ]
[  epoch 0035/0040] 4350/4800, lr:1.3e-05 ∣ avg_100 : 32150.379581 ∣ critic_nllloss : 25751.396484 ∣ critic_ganloss : -65.173547 ∣ generator_nllloss : 5142.363867 ∣ generator_ganloss : 1221.367969 ∣  [  std_z : 0.98  real_sub_fake : 173.70 ]
[  epoch 0035/0040] 4360/4800, lr:1.3e-05 ∣ avg_100 : 32153.840707 ∣ critic_nllloss : 25956.184375 ∣ critic_ganloss : -85.196880 ∣ generator_nllloss : 5254.127344 ∣ generator_ganloss : 1191.520313 ∣  [  std_z : 0.98  real_sub_fake : 316.25 ]
[  epoch 0035/0040] 4370/4800, lr:1.3e-05 ∣ avg_100 : 32154.206433 ∣ critic_nllloss : 25890.810156 ∣ critic_ganloss : -101.453566 ∣ generator_nllloss : 5174.658594 ∣ generator_ganloss : 1185.349854 ∣     [  std_z : 0.99  real_sub_fake : 377.30 ]
[  epoch 0035/0040] 4380/4800, lr:1.3e-05 ∣ avg_100 : 32155.636580 ∣ critic_nllloss : 25982.887305 ∣ critic_ganloss : -106.335483 ∣ generator_nllloss : 5272.534180 ∣ generator_ganloss : 1174.455762 ∣     [  std_z : 1.00  real_sub_fake : 385.61 ]
[  epoch 0035/0040] 4390/4800, lr:1.3e-05 ∣ avg_100 : 32146.698499 ∣ critic_nllloss : 25673.902734 ∣ critic_ganloss : -75.877821 ∣ generator_nllloss : 5043.150391 ∣ generator_ganloss : 1184.494043 ∣  [  std_z : 1.00  real_sub_fake : 338.51 ]
[  epoch 0035/0040] 4400/4800, lr:1.3e-05 ∣ avg_100 : 32150.464633 ∣ critic_nllloss : 26127.892578 ∣ critic_ganloss : -96.066899 ∣ generator_nllloss : 5263.113477 ∣ generator_ganloss : 1187.717871 ∣  [  std_z : 1.00  real_sub_fake : 355.41 ]
[  epoch 0035/0040] 4410/4800, lr:1.3e-05 ∣ avg_100 : 32150.875616 ∣ critic_nllloss : 25855.844922 ∣ critic_ganloss : -73.979629 ∣ generator_nllloss : 5132.423047 ∣ generator_ganloss : 1192.083594 ∣  [  std_z : 0.99  real_sub_fake : 361.19 ]
[  epoch 0035/0040] 4420/4800, lr:1.3e-05 ∣ avg_100 : 32149.673060 ∣ critic_nllloss : 25766.830859 ∣ critic_ganloss : -103.079723 ∣ generator_nllloss : 5084.840039 ∣ generator_ganloss : 1190.851660 ∣     [  std_z : 0.99  real_sub_fake : 329.41 ]
[  epoch 0035/0040] 4430/4800, lr:1.3e-05 ∣ avg_100 : 32154.232522 ∣ critic_nllloss : 26206.585352 ∣ critic_ganloss : -110.492791 ∣ generator_nllloss : 5275.697266 ∣ generator_ganloss : 1185.911377 ∣     [  std_z : 0.99  real_sub_fake : 449.77 ]
[  epoch 0035/0040] 4440/4800, lr:1.3e-05 ∣ avg_100 : 32158.549972 ∣ critic_nllloss : 25961.583789 ∣ critic_ganloss : -119.291489 ∣ generator_nllloss : 5164.745313 ∣ generator_ganloss : 1191.216162 ∣     [  std_z : 0.99  real_sub_fake : 437.56 ]
[  epoch 0035/0040] 4450/4800, lr:1.3e-05 ∣ avg_100 : 32156.483190 ∣ critic_nllloss : 25790.630664 ∣ critic_ganloss : -112.947403 ∣ generator_nllloss : 5112.431250 ∣ generator_ganloss : 1189.546191 ∣     [  std_z : 1.00  real_sub_fake : 468.11 ]
[  epoch 0035/0040] 4460/4800, lr:1.3e-05 ∣ avg_100 : 32157.539364 ∣ critic_nllloss : 26011.641016 ∣ critic_ganloss : -132.543778 ∣ generator_nllloss : 5200.144531 ∣ generator_ganloss : 1184.311328 ∣     [  std_z : 1.00  real_sub_fake : 513.34 ]
[  epoch 0035/0040] 4470/4800, lr:1.3e-05 ∣ avg_100 : 32164.621403 ∣ critic_nllloss : 26115.262109 ∣ critic_ganloss : -130.373856 ∣ generator_nllloss : 5250.543359 ∣ generator_ganloss : 1198.129102 ∣     [  std_z : 1.00  real_sub_fake : 495.27 ]
[  epoch 0035/0040] 4480/4800, lr:1.3e-05 ∣ avg_100 : 32164.680222 ∣ critic_nllloss : 25834.788281 ∣ critic_ganloss : -124.974319 ∣ generator_nllloss : 5208.353906 ∣ generator_ganloss : 1177.844824 ∣     [  std_z : 1.00  real_sub_fake : 424.50 ]
[  epoch 0035/0040] 4490/4800, lr:1.3e-05 ∣ avg_100 : 32160.038753 ∣ critic_nllloss : 25653.549414 ∣ critic_ganloss : -139.203545 ∣ generator_nllloss : 5123.978125 ∣ generator_ganloss : 1182.337695 ∣     [  std_z : 0.99  real_sub_fake : 516.26 ]
[  epoch 0035/0040] 4500/4800, lr:1.3e-05 ∣ avg_100 : 32161.433468 ∣ critic_nllloss : 25928.302930 ∣ critic_ganloss : -83.899648 ∣ generator_nllloss : 5094.996484 ∣ generator_ganloss : 1188.920703 ∣  [  std_z : 0.99  real_sub_fake : 467.96 ]
[  epoch 0035/0040] 4510/4800, lr:1.3e-05 ∣ avg_100 : 32164.884015 ∣ critic_nllloss : 26130.881445 ∣ critic_ganloss : -101.270056 ∣ generator_nllloss : 5267.774219 ∣ generator_ganloss : 1205.800098 ∣     [  std_z : 0.99  real_sub_fake : 487.51 ]
[  epoch 0035/0040] 4520/4800, lr:1.3e-05 ∣ avg_100 : 32169.621796 ∣ critic_nllloss : 26127.814453 ∣ critic_ganloss : -160.171553 ∣ generator_nllloss : 5289.800977 ∣ generator_ganloss : 1204.993896 ∣     [  std_z : 0.99  real_sub_fake : 516.32 ]
[  epoch 0035/0040] 4530/4800, lr:1.3e-05 ∣ avg_100 : 32170.575314 ∣ critic_nllloss : 25973.684375 ∣ critic_ganloss : -136.952770 ∣ generator_nllloss : 5179.177344 ∣ generator_ganloss : 1193.874219 ∣     [  std_z : 1.00  real_sub_fake : 520.76 ]
[  epoch 0035/0040] 4540/4800, lr:1.3e-05 ∣ avg_100 : 32172.116619 ∣ critic_nllloss : 25935.200977 ∣ critic_ganloss : -178.056532 ∣ generator_nllloss : 5201.129492 ∣ generator_ganloss : 1208.137598 ∣     [  std_z : 1.00  real_sub_fake : 583.26 ]
[  epoch 0035/0040] 4550/4800, lr:1.3e-05 ∣ avg_100 : 32172.935643 ∣ critic_nllloss : 25898.487109 ∣ critic_ganloss : -123.437514 ∣ generator_nllloss : 5237.559766 ∣ generator_ganloss : 1196.465771 ∣     [  std_z : 1.00  real_sub_fake : 631.17 ]
[  epoch 0035/0040] 4560/4800, lr:1.3e-05 ∣ avg_100 : 32173.792795 ∣ critic_nllloss : 25883.616406 ∣ critic_ganloss : -136.988985 ∣ generator_nllloss : 5187.048047 ∣ generator_ganloss : 1216.706152 ∣     [  std_z : 0.99  real_sub_fake : 504.60 ]
[  epoch 0035/0040] 4570/4800, lr:1.3e-05 ∣ avg_100 : 32173.468341 ∣ critic_nllloss : 25707.417187 ∣ critic_ganloss : -160.294141 ∣ generator_nllloss : 5246.643164 ∣ generator_ganloss : 1194.334326 ∣     [  std_z : 0.99  real_sub_fake : 474.25 ]
[  epoch 0035/0040] 4580/4800, lr:1.3e-05 ∣ avg_100 : 32178.051698 ∣ critic_nllloss : 26155.547266 ∣ critic_ganloss : -156.303607 ∣ generator_nllloss : 5224.189844 ∣ generator_ganloss : 1193.192578 ∣     [  std_z : 0.99  real_sub_fake : 541.98 ]
[  epoch 0035/0040] 4590/4800, lr:1.3e-05 ∣ avg_100 : 32177.967630 ∣ critic_nllloss : 25865.557031 ∣ critic_ganloss : -150.942070 ∣ generator_nllloss : 5153.666992 ∣ generator_ganloss : 1218.759473 ∣     [  std_z : 0.99  real_sub_fake : 466.16 ]
[  epoch 0035/0040] 4600/4800, lr:1.3e-05 ∣ avg_100 : 32176.740684 ∣ critic_nllloss : 25844.228516 ∣ critic_ganloss : -171.966431 ∣ generator_nllloss : 5098.205469 ∣ generator_ganloss : 1206.000684 ∣     [  std_z : 0.99  real_sub_fake : 545.00 ]
[  epoch 0035/0040] 4610/4800, lr:1.3e-05 ∣ avg_100 : 32176.479101 ∣ critic_nllloss : 25920.689453 ∣ critic_ganloss : -164.645137 ∣ generator_nllloss : 5193.728906 ∣ generator_ganloss : 1211.723438 ∣     [  std_z : 1.00  real_sub_fake : 618.55 ]
[  epoch 0035/0040] 4620/4800, lr:1.3e-05 ∣ avg_100 : 32171.837970 ∣ critic_nllloss : 25675.176953 ∣ critic_ganloss : -71.074020 ∣ generator_nllloss : 5138.607617 ∣ generator_ganloss : 1223.987402 ∣  [  std_z : 1.00  real_sub_fake : 392.01 ]
[  epoch 0035/0040] 4630/4800, lr:1.3e-05 ∣ avg_100 : 32174.074468 ∣ critic_nllloss : 26082.405664 ∣ critic_ganloss : -108.654570 ∣ generator_nllloss : 5187.225781 ∣ generator_ganloss : 1197.801318 ∣     [  std_z : 1.00  real_sub_fake : 501.88 ]
[  epoch 0035/0040] 4640/4800, lr:1.3e-05 ∣ avg_100 : 32174.848568 ∣ critic_nllloss : 25983.637109 ∣ critic_ganloss : -186.426050 ∣ generator_nllloss : 5223.360937 ∣ generator_ganloss : 1190.118994 ∣     [  std_z : 0.99  real_sub_fake : 539.36 ]
[  epoch 0035/0040] 4650/4800, lr:1.3e-05 ∣ avg_100 : 32175.421321 ∣ critic_nllloss : 25846.063672 ∣ critic_ganloss : -101.692670 ∣ generator_nllloss : 5109.479492 ∣ generator_ganloss : 1186.309473 ∣     [  std_z : 1.00  real_sub_fake : 518.91 ]
[  epoch 0035/0040] 4660/4800, lr:1.3e-05 ∣ avg_100 : 32176.844181 ∣ critic_nllloss : 25908.722656 ∣ critic_ganloss : -153.222137 ∣ generator_nllloss : 5141.254297 ∣ generator_ganloss : 1184.452734 ∣     [  std_z : 0.99  real_sub_fake : 538.55 ]
[  epoch 0035/0040] 4670/4800, lr:1.3e-05 ∣ avg_100 : 32180.161084 ∣ critic_nllloss : 26127.059961 ∣ critic_ganloss : -120.815378 ∣ generator_nllloss : 5151.265820 ∣ generator_ganloss : 1188.732129 ∣     [  std_z : 1.00  real_sub_fake : 560.28 ]
[  epoch 0035/0040] 4680/4800, lr:1.3e-05 ∣ avg_100 : 32179.743974 ∣ critic_nllloss : 25971.869727 ∣ critic_ganloss : -182.859464 ∣ generator_nllloss : 5133.653320 ∣ generator_ganloss : 1185.553369 ∣     [  std_z : 1.00  real_sub_fake : 600.32 ]
[  epoch 0035/0040] 4690/4800, lr:1.3e-05 ∣ avg_100 : 32182.058557 ∣ critic_nllloss : 25888.853320 ∣ critic_ganloss : -106.194946 ∣ generator_nllloss : 5129.843359 ∣ generator_ganloss : 1206.836768 ∣     [  std_z : 1.00  real_sub_fake : 497.72 ]
[  epoch 0035/0040] 4700/4800, lr:1.3e-05 ∣ avg_100 : 32185.455877 ∣ critic_nllloss : 26106.048242 ∣ critic_ganloss : -99.721326 ∣ generator_nllloss : 5232.877734 ∣ generator_ganloss : 1200.315723 ∣  [  std_z : 1.00  real_sub_fake : 442.11 ]
[  epoch 0035/0040] 4710/4800, lr:1.3e-05 ∣ avg_100 : 32186.860443 ∣ critic_nllloss : 25979.440820 ∣ critic_ganloss : -130.083598 ∣ generator_nllloss : 5266.576563 ∣ generator_ganloss : 1182.976318 ∣     [  std_z : 0.99  real_sub_fake : 486.32 ]
[  epoch 0035/0040] 4720/4800, lr:1.3e-05 ∣ avg_100 : 32187.882494 ∣ critic_nllloss : 25808.097070 ∣ critic_ganloss : -140.503108 ∣ generator_nllloss : 5052.566211 ∣ generator_ganloss : 1190.605566 ∣     [  std_z : 0.99  real_sub_fake : 544.75 ]
[  epoch 0035/0040] 4730/4800, lr:1.3e-05 ∣ avg_100 : 32187.296090 ∣ critic_nllloss : 25744.610352 ∣ critic_ganloss : -194.956674 ∣ generator_nllloss : 5202.115039 ∣ generator_ganloss : 1212.165771 ∣     [  std_z : 0.99  real_sub_fake : 500.12 ]
[  epoch 0035/0040] 4740/4800, lr:1.3e-05 ∣ avg_100 : 32185.719291 ∣ critic_nllloss : 25802.509766 ∣ critic_ganloss : -137.081490 ∣ generator_nllloss : 5108.233594 ∣ generator_ganloss : 1193.359912 ∣     [  std_z : 1.00  real_sub_fake : 514.18 ]
[  epoch 0035/0040] 4750/4800, lr:1.3e-05 ∣ avg_100 : 32184.625675 ∣ critic_nllloss : 25761.201758 ∣ critic_ganloss : -99.463385 ∣ generator_nllloss : 5156.230859 ∣ generator_ganloss : 1199.391016 ∣  [  std_z : 1.00  real_sub_fake : 535.47 ]
[  epoch 0035/0040] 4760/4800, lr:1.3e-05 ∣ avg_100 : 32182.090517 ∣ critic_nllloss : 25722.592383 ∣ critic_ganloss : -105.625009 ∣ generator_nllloss : 5088.948633 ∣ generator_ganloss : 1219.934375 ∣     [  std_z : 1.00  real_sub_fake : 387.11 ]
[  epoch 0035/0040] 4770/4800, lr:1.3e-05 ∣ avg_100 : 32181.231666 ∣ critic_nllloss : 25846.722461 ∣ critic_ganloss : -189.454402 ∣ generator_nllloss : 5256.612500 ∣ generator_ganloss : 1200.921387 ∣     [  std_z : 0.99  real_sub_fake : 524.75 ]
[  epoch 0035/0040] 4780/4800, lr:1.3e-05 ∣ avg_100 : 32179.489831 ∣ critic_nllloss : 25912.284375 ∣ critic_ganloss : -120.669752 ∣ generator_nllloss : 5212.161719 ∣ generator_ganloss : 1204.434912 ∣     [  std_z : 0.99  real_sub_fake : 514.78 ]
[  epoch 0035/0040] 4790/4800, lr:1.3e-05 ∣ avg_100 : 32176.228267 ∣ critic_nllloss : 25853.700586 ∣ critic_ganloss : -98.754934 ∣ generator_nllloss : 5149.573438 ∣ generator_ganloss : 1213.214551 ∣  [  std_z : 0.99  real_sub_fake : 475.58 ]
[  epoch 0035/0040] 4800/4800, lr:1.3e-05 ∣ avg_100 : 32174.288431 ∣ critic_nllloss : 25800.153320 ∣ critic_ganloss : -147.469205 ∣ generator_nllloss : 5192.668359 ∣ generator_ganloss : 1202.205371 ∣     [  std_z : 0.99  real_sub_fake : 495.22 ]
[    val 035    ] Done! KLD: 0.031052: 0.003565g: 3:48:07, total: 1 day, 6:24:55                    
[  epoch 0036/0040] 0010/4800, lr:1.3e-05 ∣ avg_100 : 32174.834528 ∣ critic_nllloss : 25957.552734 ∣ critic_ganloss : -139.619031 ∣ generator_nllloss : 5217.489062 ∣ generator_ganloss : 1193.908447 ∣     [  std_z : 0.99  real_sub_fake : 536.82 ]
[  epoch 0036/0040] 0020/4800, lr:1.3e-05 ∣ avg_100 : 32172.164931 ∣ critic_nllloss : 25955.051758 ∣ critic_ganloss : -203.383946 ∣ generator_nllloss : 5147.274219 ∣ generator_ganloss : 1196.835254 ∣     [  std_z : 1.00  real_sub_fake : 606.04 ]
[  epoch 0036/0040] 0030/4800, lr:1.3e-05 ∣ avg_100 : 32170.258663 ∣ critic_nllloss : 25972.459375 ∣ critic_ganloss : -148.317717 ∣ generator_nllloss : 5157.065039 ∣ generator_ganloss : 1201.737451 ∣     [  std_z : 1.01  real_sub_fake : 556.94 ]
[  epoch 0036/0040] 0040/4800, lr:1.3e-05 ∣ avg_100 : 32169.979777 ∣ critic_nllloss : 25844.503711 ∣ critic_ganloss : -116.656721 ∣ generator_nllloss : 5134.199023 ∣ generator_ganloss : 1206.917920 ∣     [  std_z : 1.00  real_sub_fake : 543.35 ]
[  epoch 0036/0040] 0050/4800, lr:1.3e-05 ∣ avg_100 : 32171.023087 ∣ critic_nllloss : 26141.745508 ∣ critic_ganloss : -141.401457 ∣ generator_nllloss : 5181.256250 ∣ generator_ganloss : 1201.267090 ∣     [  std_z : 0.99  real_sub_fake : 560.80 ]
[  epoch 0036/0040] 0060/4800, lr:1.3e-05 ∣ avg_100 : 32171.772792 ∣ critic_nllloss : 25870.572070 ∣ critic_ganloss : -130.972575 ∣ generator_nllloss : 5168.891992 ∣ generator_ganloss : 1201.060156 ∣     [  std_z : 0.99  real_sub_fake : 514.50 ]
[  epoch 0036/0040] 0070/4800, lr:1.3e-05 ∣ avg_100 : 32171.172417 ∣ critic_nllloss : 25909.082617 ∣ critic_ganloss : -191.080629 ∣ generator_nllloss : 5250.639648 ∣ generator_ganloss : 1197.720557 ∣     [  std_z : 0.99  real_sub_fake : 592.84 ]
[  epoch 0036/0040] 0080/4800, lr:1.3e-05 ∣ avg_100 : 32170.244842 ∣ critic_nllloss : 25922.666602 ∣ critic_ganloss : -200.633217 ∣ generator_nllloss : 5093.831055 ∣ generator_ganloss : 1200.270605 ∣     [  std_z : 0.99  real_sub_fake : 633.06 ]
[  epoch 0036/0040] 0090/4800, lr:1.3e-05 ∣ avg_100 : 32170.220344 ∣ critic_nllloss : 25741.117969 ∣ critic_ganloss : -121.317847 ∣ generator_nllloss : 5165.605469 ∣ generator_ganloss : 1200.437012 ∣     [  std_z : 0.99  real_sub_fake : 623.47 ]
[  epoch 0036/0040] 0100/4800, lr:1.3e-05 ∣ avg_100 : 32172.372630 ∣ critic_nllloss : 26002.048438 ∣ critic_ganloss : -117.977601 ∣ generator_nllloss : 5217.065625 ∣ generator_ganloss : 1228.449902 ∣     [  std_z : 1.00  real_sub_fake : 396.09 ]
[  epoch 0036/0040] 0110/4800, lr:1.3e-05 ∣ avg_100 : 32173.677590 ∣ critic_nllloss : 25978.588281 ∣ critic_ganloss : -144.682069 ∣ generator_nllloss : 5201.602930 ∣ generator_ganloss : 1204.377246 ∣     [  std_z : 1.00  real_sub_fake : 432.60 ]
[  epoch 0036/0040] 0120/4800, lr:1.3e-05 ∣ avg_100 : 32170.007635 ∣ critic_nllloss : 25756.415039 ∣ critic_ganloss : -159.572919 ∣ generator_nllloss : 5154.442383 ∣ generator_ganloss : 1179.421777 ∣     [  std_z : 1.00  real_sub_fake : 598.42 ]
[  epoch 0036/0040] 0130/4800, lr:1.3e-05 ∣ avg_100 : 32167.580498 ∣ critic_nllloss : 25988.205273 ∣ critic_ganloss : -167.126587 ∣ generator_nllloss : 5158.242969 ∣ generator_ganloss : 1189.660059 ∣     [  std_z : 0.99  real_sub_fake : 636.96 ]
[  epoch 0036/0040] 0140/4800, lr:1.3e-05 ∣ avg_100 : 32169.113686 ∣ critic_nllloss : 26111.774023 ∣ critic_ganloss : -145.823337 ∣ generator_nllloss : 5245.723828 ∣ generator_ganloss : 1199.360010 ∣     [  std_z : 1.00  real_sub_fake : 548.19 ]
[  epoch 0036/0040] 0150/4800, lr:1.3e-05 ∣ avg_100 : 32169.759030 ∣ critic_nllloss : 25986.100000 ∣ critic_ganloss : -136.168335 ∣ generator_nllloss : 5229.077734 ∣ generator_ganloss : 1190.720996 ∣     [  std_z : 0.99  real_sub_fake : 566.90 ]
[  epoch 0036/0040] 0160/4800, lr:1.3e-05 ∣ avg_100 : 32167.430483 ∣ critic_nllloss : 25959.926367 ∣ critic_ganloss : -136.578783 ∣ generator_nllloss : 5168.285156 ∣ generator_ganloss : 1198.312109 ∣     [  std_z : 0.99  real_sub_fake : 496.14 ]
[  epoch 0036/0040] 0170/4800, lr:1.3e-05 ∣ avg_100 : 32161.780285 ∣ critic_nllloss : 25843.811133 ∣ critic_ganloss : -164.144656 ∣ generator_nllloss : 5090.725586 ∣ generator_ganloss : 1197.496191 ∣     [  std_z : 0.99  real_sub_fake : 566.22 ]
[  epoch 0036/0040] 0180/4800, lr:1.3e-05 ∣ avg_100 : 32160.859365 ∣ critic_nllloss : 25829.647266 ∣ critic_ganloss : -148.902223 ∣ generator_nllloss : 5174.557031 ∣ generator_ganloss : 1194.973975 ∣     [  std_z : 1.00  real_sub_fake : 611.14 ]
[  epoch 0036/0040] 0190/4800, lr:1.3e-05 ∣ avg_100 : 32159.544133 ∣ critic_nllloss : 25801.389844 ∣ critic_ganloss : -198.354114 ∣ generator_nllloss : 5115.495898 ∣ generator_ganloss : 1191.386426 ∣     [  std_z : 1.00  real_sub_fake : 642.73 ]
[  epoch 0036/0040] 0200/4800, lr:1.3e-05 ∣ avg_100 : 32159.845873 ∣ critic_nllloss : 25909.262500 ∣ critic_ganloss : -66.833672 ∣ generator_nllloss : 5247.908008 ∣ generator_ganloss : 1215.656348 ∣  [  std_z : 1.00  real_sub_fake : 520.06 ]
[  epoch 0036/0040] 0210/4800, lr:1.3e-05 ∣ avg_100 : 32161.312944 ∣ critic_nllloss : 25855.224609 ∣ critic_ganloss : -119.748033 ∣ generator_nllloss : 5198.196680 ∣ generator_ganloss : 1203.051904 ∣     [  std_z : 1.00  real_sub_fake : 545.06 ]
[  epoch 0036/0040] 0220/4800, lr:1.3e-05 ∣ avg_100 : 32160.790509 ∣ critic_nllloss : 25780.906250 ∣ critic_ganloss : -144.557648 ∣ generator_nllloss : 5166.263477 ∣ generator_ganloss : 1197.390918 ∣     [  std_z : 0.99  real_sub_fake : 519.90 ]
[  epoch 0036/0040] 0230/4800, lr:1.3e-05 ∣ avg_100 : 32162.812794 ∣ critic_nllloss : 25943.207617 ∣ critic_ganloss : -138.326408 ∣ generator_nllloss : 5203.981445 ∣ generator_ganloss : 1217.507275 ∣     [  std_z : 0.98  real_sub_fake : 452.81 ]
[  epoch 0036/0040] 0240/4800, lr:1.3e-05 ∣ avg_100 : 32162.971308 ∣ critic_nllloss : 25733.762500 ∣ critic_ganloss : -105.686183 ∣ generator_nllloss : 5120.002734 ∣ generator_ganloss : 1209.833301 ∣     [  std_z : 1.00  real_sub_fake : 439.74 ]
[  epoch 0036/0040] 0250/4800, lr:1.3e-05 ∣ avg_100 : 32163.048464 ∣ critic_nllloss : 25889.761523 ∣ critic_ganloss : -136.033266 ∣ generator_nllloss : 5229.301758 ∣ generator_ganloss : 1201.560889 ∣     [  std_z : 1.00  real_sub_fake : 467.91 ]
[  epoch 0036/0040] 0260/4800, lr:1.3e-05 ∣ avg_100 : 32164.834035 ∣ critic_nllloss : 26248.599023 ∣ critic_ganloss : -144.268111 ∣ generator_nllloss : 5271.259375 ∣ generator_ganloss : 1204.297412 ∣     [  std_z : 1.00  real_sub_fake : 552.58 ]
[  epoch 0036/0040] 0270/4800, lr:1.3e-05 ∣ avg_100 : 32163.374439 ∣ critic_nllloss : 25883.511719 ∣ critic_ganloss : -172.084338 ∣ generator_nllloss : 5157.792188 ∣ generator_ganloss : 1207.998877 ∣     [  std_z : 0.99  real_sub_fake : 517.94 ]
[  epoch 0036/0040] 0280/4800, lr:1.3e-05 ∣ avg_100 : 32166.431317 ∣ critic_nllloss : 26021.506836 ∣ critic_ganloss : -151.885893 ∣ generator_nllloss : 5196.766406 ∣ generator_ganloss : 1201.308008 ∣     [  std_z : 0.99  real_sub_fake : 585.06 ]
[  epoch 0036/0040] 0290/4800, lr:1.3e-05 ∣ avg_100 : 32162.836048 ∣ critic_nllloss : 25634.816602 ∣ critic_ganloss : -149.677843 ∣ generator_nllloss : 5119.616016 ∣ generator_ganloss : 1195.740820 ∣     [  std_z : 0.99  real_sub_fake : 521.73 ]
[  epoch 0036/0040] 0300/4800, lr:1.3e-05 ∣ avg_100 : 32163.889451 ∣ critic_nllloss : 26016.231250 ∣ critic_ganloss : -154.297826 ∣ generator_nllloss : 5187.754492 ∣ generator_ganloss : 1194.097021 ∣     [  std_z : 0.99  real_sub_fake : 634.41 ]
[  epoch 0036/0040] 0310/4800, lr:1.3e-05 ∣ avg_100 : 32161.225442 ∣ critic_nllloss : 25788.820117 ∣ critic_ganloss : -198.043584 ∣ generator_nllloss : 5092.164062 ∣ generator_ganloss : 1193.766602 ∣     [  std_z : 0.99  real_sub_fake : 646.77 ]
[  epoch 0036/0040] 0320/4800, lr:1.3e-05 ∣ avg_100 : 32157.683695 ∣ critic_nllloss : 25600.029687 ∣ critic_ganloss : -159.572908 ∣ generator_nllloss : 5035.243555 ∣ generator_ganloss : 1208.473389 ∣     [  std_z : 1.00  real_sub_fake : 634.42 ]
[  epoch 0036/0040] 0330/4800, lr:1.3e-05 ∣ avg_100 : 32157.546679 ∣ critic_nllloss : 25983.888867 ∣ critic_ganloss : -114.232204 ∣ generator_nllloss : 5220.058203 ∣ generator_ganloss : 1222.732129 ∣     [  std_z : 1.00  real_sub_fake : 555.81 ]
[  epoch 0036/0040] 0340/4800, lr:1.3e-05 ∣ avg_100 : 32157.704777 ∣ critic_nllloss : 25939.952344 ∣ critic_ganloss : -110.059335 ∣ generator_nllloss : 5184.756250 ∣ generator_ganloss : 1206.347998 ∣     [  std_z : 1.00  real_sub_fake : 500.86 ]
[  epoch 0036/0040] 0350/4800, lr:1.3e-05 ∣ avg_100 : 32160.100691 ∣ critic_nllloss : 26018.658398 ∣ critic_ganloss : -126.313789 ∣ generator_nllloss : 5193.092578 ∣ generator_ganloss : 1213.628174 ∣     [  std_z : 0.99  real_sub_fake : 518.77 ]
[  epoch 0036/0040] 0360/4800, lr:1.3e-05 ∣ avg_100 : 32161.634303 ∣ critic_nllloss : 26041.576367 ∣ critic_ganloss : -83.647536 ∣ generator_nllloss : 5278.442383 ∣ generator_ganloss : 1206.955371 ∣  [  std_z : 0.98  real_sub_fake : 378.83 ]
[  epoch 0036/0040] 0370/4800, lr:1.3e-05 ∣ avg_100 : 32162.529696 ∣ critic_nllloss : 26064.397461 ∣ critic_ganloss : -132.915125 ∣ generator_nllloss : 5139.364453 ∣ generator_ganloss : 1196.861230 ∣     [  std_z : 0.98  real_sub_fake : 513.61 ]
[  epoch 0036/0040] 0380/4800, lr:1.3e-05 ∣ avg_100 : 32160.456067 ∣ critic_nllloss : 25859.392383 ∣ critic_ganloss : -163.484791 ∣ generator_nllloss : 5126.756641 ∣ generator_ganloss : 1198.424414 ∣     [  std_z : 1.00  real_sub_fake : 520.48 ]
[  epoch 0036/0040] 0390/4800, lr:1.3e-05 ∣ avg_100 : 32157.688129 ∣ critic_nllloss : 25746.304297 ∣ critic_ganloss : -149.896856 ∣ generator_nllloss : 5104.308398 ∣ generator_ganloss : 1200.933398 ∣     [  std_z : 1.01  real_sub_fake : 477.57 ]
[  epoch 0036/0040] 0400/4800, lr:1.3e-05 ∣ avg_100 : 32158.091528 ∣ critic_nllloss : 25990.695508 ∣ critic_ganloss : -148.550117 ∣ generator_nllloss : 5131.532617 ∣ generator_ganloss : 1183.335986 ∣     [  std_z : 1.01  real_sub_fake : 560.42 ]
[  epoch 0036/0040] 0410/4800, lr:1.3e-05 ∣ avg_100 : 32158.482130 ∣ critic_nllloss : 26095.170703 ∣ critic_ganloss : -182.731908 ∣ generator_nllloss : 5208.370703 ∣ generator_ganloss : 1200.243555 ∣     [  std_z : 1.00  real_sub_fake : 615.98 ]
[  epoch 0036/0040] 0420/4800, lr:1.3e-05 ∣ avg_100 : 32155.951356 ∣ critic_nllloss : 26040.702734 ∣ critic_ganloss : -198.793665 ∣ generator_nllloss : 5166.778516 ∣ generator_ganloss : 1204.349121 ∣     [  std_z : 0.99  real_sub_fake : 580.33 ]
[  epoch 0036/0040] 0430/4800, lr:1.3e-05 ∣ avg_100 : 32153.739222 ∣ critic_nllloss : 25852.051563 ∣ critic_ganloss : -181.823007 ∣ generator_nllloss : 5212.013867 ∣ generator_ganloss : 1202.063135 ∣     [  std_z : 0.99  real_sub_fake : 600.00 ]
[  epoch 0036/0040] 0440/4800, lr:1.3e-05 ∣ avg_100 : 32153.999039 ∣ critic_nllloss : 25918.279687 ∣ critic_ganloss : -98.802287 ∣ generator_nllloss : 5224.515625 ∣ generator_ganloss : 1210.343115 ∣  [  std_z : 0.99  real_sub_fake : 618.43 ]
[  epoch 0036/0040] 0450/4800, lr:1.3e-05 ∣ avg_100 : 32153.659710 ∣ critic_nllloss : 25736.890430 ∣ critic_ganloss : -118.078751 ∣ generator_nllloss : 5194.078125 ∣ generator_ganloss : 1225.246436 ∣     [  std_z : 1.00  real_sub_fake : 509.19 ]
[  epoch 0036/0040] 0460/4800, lr:1.3e-05 ∣ avg_100 : 32150.180930 ∣ critic_nllloss : 25703.283789 ∣ critic_ganloss : -166.399530 ∣ generator_nllloss : 5135.579102 ∣ generator_ganloss : 1210.458350 ∣     [  std_z : 1.01  real_sub_fake : 535.74 ]
[  epoch 0036/0040] 0470/4800, lr:1.3e-05 ∣ avg_100 : 32147.691977 ∣ critic_nllloss : 25946.561719 ∣ critic_ganloss : -118.209734 ∣ generator_nllloss : 5151.033008 ∣ generator_ganloss : 1203.568164 ∣     [  std_z : 1.00  real_sub_fake : 687.14 ]
[  epoch 0036/0040] 0480/4800, lr:1.3e-05 ∣ avg_100 : 32148.603471 ∣ critic_nllloss : 25966.979687 ∣ critic_ganloss : -144.176990 ∣ generator_nllloss : 5185.906445 ∣ generator_ganloss : 1232.811279 ∣     [  std_z : 0.99  real_sub_fake : 445.62 ]
[  epoch 0036/0040] 0490/4800, lr:1.3e-05 ∣ avg_100 : 32147.209797 ∣ critic_nllloss : 25877.376172 ∣ critic_ganloss : -128.381473 ∣ generator_nllloss : 5112.133203 ∣ generator_ganloss : 1217.223096 ∣     [  std_z : 0.99  real_sub_fake : 483.47 ]
[  epoch 0036/0040] 0500/4800, lr:1.3e-05 ∣ avg_100 : 32150.811826 ∣ critic_nllloss : 26047.512500 ∣ critic_ganloss : -121.046370 ∣ generator_nllloss : 5189.265625 ∣ generator_ganloss : 1205.218066 ∣     [  std_z : 0.99  real_sub_fake : 611.78 ]
[  epoch 0036/0040] 0510/4800, lr:1.3e-05 ∣ avg_100 : 32149.171364 ∣ critic_nllloss : 25626.937891 ∣ critic_ganloss : -147.629185 ∣ generator_nllloss : 5141.749219 ∣ generator_ganloss : 1208.859766 ∣     [  std_z : 0.99  real_sub_fake : 489.26 ]
[  epoch 0036/0040] 0520/4800, lr:1.3e-05 ∣ avg_100 : 32149.243245 ∣ critic_nllloss : 25945.258984 ∣ critic_ganloss : -165.902077 ∣ generator_nllloss : 5131.470117 ∣ generator_ganloss : 1207.009180 ∣     [  std_z : 0.99  real_sub_fake : 585.00 ]
[  epoch 0036/0040] 0530/4800, lr:1.3e-05 ∣ avg_100 : 32151.294767 ∣ critic_nllloss : 26098.425195 ∣ critic_ganloss : -141.217752 ∣ generator_nllloss : 5217.041211 ∣ generator_ganloss : 1207.557520 ∣     [  std_z : 1.00  real_sub_fake : 571.89 ]
[  epoch 0036/0040] 0540/4800, lr:1.3e-05 ∣ avg_100 : 32149.863607 ∣ critic_nllloss : 25852.659570 ∣ critic_ganloss : -192.119560 ∣ generator_nllloss : 5250.417188 ∣ generator_ganloss : 1212.327246 ∣     [  std_z : 1.01  real_sub_fake : 603.56 ]
[  epoch 0036/0040] 0550/4800, lr:1.3e-05 ∣ avg_100 : 32150.921934 ∣ critic_nllloss : 25917.172656 ∣ critic_ganloss : -173.228425 ∣ generator_nllloss : 5196.930859 ∣ generator_ganloss : 1214.912305 ∣     [  std_z : 1.00  real_sub_fake : 555.71 ]
[  epoch 0036/0040] 0560/4800, lr:1.3e-05 ∣ avg_100 : 32148.710223 ∣ critic_nllloss : 25846.964648 ∣ critic_ganloss : -177.943231 ∣ generator_nllloss : 5215.518164 ∣ generator_ganloss : 1210.924512 ∣     [  std_z : 0.99  real_sub_fake : 598.26 ]
[  epoch 0036/0040] 0570/4800, lr:1.3e-05 ∣ avg_100 : 32148.100743 ∣ critic_nllloss : 25811.643945 ∣ critic_ganloss : -144.824811 ∣ generator_nllloss : 5202.888477 ∣ generator_ganloss : 1218.709375 ∣     [  std_z : 0.99  real_sub_fake : 644.18 ]
[  epoch 0036/0040] 0580/4800, lr:1.3e-05 ∣ avg_100 : 32147.689098 ∣ critic_nllloss : 25956.865820 ∣ critic_ganloss : -123.470502 ∣ generator_nllloss : 5226.173828 ∣ generator_ganloss : 1222.808203 ∣     [  std_z : 0.99  real_sub_fake : 478.44 ]
[  epoch 0036/0040] 0590/4800, lr:1.3e-05 ∣ avg_100 : 32151.173354 ∣ critic_nllloss : 25793.994922 ∣ critic_ganloss : 40.302028 ∣ generator_nllloss : 5161.734961 ∣ generator_ganloss : 1178.062988 ∣   [  std_z : 0.99  real_sub_fake : 595.07 ]
[  epoch 0036/0040] 0600/4800, lr:1.3e-05 ∣ avg_100 : 32145.634361 ∣ critic_nllloss : 25732.331250 ∣ critic_ganloss : -102.221925 ∣ generator_nllloss : 5113.308203 ∣ generator_ganloss : 1185.340234 ∣     [  std_z : 0.99  real_sub_fake : 427.85 ]
[  epoch 0036/0040] 0610/4800, lr:1.3e-05 ∣ avg_100 : 32147.388564 ∣ critic_nllloss : 25932.864258 ∣ critic_ganloss : -92.064350 ∣ generator_nllloss : 5252.517187 ∣ generator_ganloss : 1188.475098 ∣  [  std_z : 1.00  real_sub_fake : 355.72 ]
[  epoch 0036/0040] 0620/4800, lr:1.3e-05 ∣ avg_100 : 32150.598395 ∣ critic_nllloss : 25986.806055 ∣ critic_ganloss : -124.924856 ∣ generator_nllloss : 5217.143359 ∣ generator_ganloss : 1181.401367 ∣     [  std_z : 1.00  real_sub_fake : 372.29 ]
[  epoch 0036/0040] 0630/4800, lr:1.3e-05 ∣ avg_100 : 32147.375800 ∣ critic_nllloss : 25990.675586 ∣ critic_ganloss : -110.665363 ∣ generator_nllloss : 5170.527930 ∣ generator_ganloss : 1184.903613 ∣     [  std_z : 1.00  real_sub_fake : 369.40 ]
[  epoch 0036/0040] 0640/4800, lr:1.3e-05 ∣ avg_100 : 32148.590772 ∣ critic_nllloss : 25930.595898 ∣ critic_ganloss : -113.924969 ∣ generator_nllloss : 5307.718750 ∣ generator_ganloss : 1195.361230 ∣     [  std_z : 1.00  real_sub_fake : 384.47 ]
[  epoch 0036/0040] 0650/4800, lr:1.3e-05 ∣ avg_100 : 32150.318192 ∣ critic_nllloss : 25943.291797 ∣ critic_ganloss : -120.439350 ∣ generator_nllloss : 5129.788867 ∣ generator_ganloss : 1199.761377 ∣     [  std_z : 0.99  real_sub_fake : 399.69 ]
[  epoch 0036/0040] 0660/4800, lr:1.3e-05 ∣ avg_100 : 32148.011705 ∣ critic_nllloss : 25728.510352 ∣ critic_ganloss : -112.483363 ∣ generator_nllloss : 5214.352734 ∣ generator_ganloss : 1202.524707 ∣     [  std_z : 0.99  real_sub_fake : 434.09 ]
[  epoch 0036/0040] 0670/4800, lr:1.3e-05 ∣ avg_100 : 32142.594494 ∣ critic_nllloss : 25762.909961 ∣ critic_ganloss : -171.914330 ∣ generator_nllloss : 5097.169141 ∣ generator_ganloss : 1203.674854 ∣     [  std_z : 0.99  real_sub_fake : 486.60 ]
[  epoch 0036/0040] 0680/4800, lr:1.3e-05 ∣ avg_100 : 32141.794778 ∣ critic_nllloss : 25788.049023 ∣ critic_ganloss : -174.852040 ∣ generator_nllloss : 5206.957227 ∣ generator_ganloss : 1195.886865 ∣     [  std_z : 1.00  real_sub_fake : 596.28 ]
[  epoch 0036/0040] 0690/4800, lr:1.3e-05 ∣ avg_100 : 32143.439945 ∣ critic_nllloss : 25905.862109 ∣ critic_ganloss : -153.941816 ∣ generator_nllloss : 5020.004297 ∣ generator_ganloss : 1213.253760 ∣     [  std_z : 0.99  real_sub_fake : 515.34 ]
[  epoch 0036/0040] 0700/4800, lr:1.3e-05 ∣ avg_100 : 32143.991639 ∣ critic_nllloss : 25926.574414 ∣ critic_ganloss : -158.658775 ∣ generator_nllloss : 5199.332031 ∣ generator_ganloss : 1216.242236 ∣     [  std_z : 1.00  real_sub_fake : 538.81 ]
[  epoch 0036/0040] 0710/4800, lr:1.3e-05 ∣ avg_100 : 32141.043486 ∣ critic_nllloss : 25973.560937 ∣ critic_ganloss : -166.289142 ∣ generator_nllloss : 5188.624609 ∣ generator_ganloss : 1212.473975 ∣     [  std_z : 0.99  real_sub_fake : 553.23 ]
[  epoch 0036/0040] 0720/4800, lr:1.3e-05 ∣ avg_100 : 32136.625711 ∣ critic_nllloss : 25840.022656 ∣ critic_ganloss : -202.306577 ∣ generator_nllloss : 5176.975391 ∣ generator_ganloss : 1205.968799 ∣     [  std_z : 0.99  real_sub_fake : 612.52 ]
[  epoch 0036/0040] 0730/4800, lr:1.3e-05 ∣ avg_100 : 32136.770133 ∣ critic_nllloss : 25978.844141 ∣ critic_ganloss : -173.278999 ∣ generator_nllloss : 5218.547656 ∣ generator_ganloss : 1200.112598 ∣     [  std_z : 0.99  real_sub_fake : 649.81 ]
[  epoch 0036/0040] 0740/4800, lr:1.3e-05 ∣ avg_100 : 32134.873169 ∣ critic_nllloss : 25747.308008 ∣ critic_ganloss : -97.358891 ∣ generator_nllloss : 5113.070117 ∣ generator_ganloss : 1213.695947 ∣  [  std_z : 1.00  real_sub_fake : 597.54 ]
[  epoch 0036/0040] 0750/4800, lr:1.3e-05 ∣ avg_100 : 32134.188741 ∣ critic_nllloss : 25987.154297 ∣ critic_ganloss : -199.680534 ∣ generator_nllloss : 5136.516016 ∣ generator_ganloss : 1216.642529 ∣     [  std_z : 1.00  real_sub_fake : 651.83 ]
[  epoch 0036/0040] 0760/4800, lr:1.3e-05 ∣ avg_100 : 32132.679056 ∣ critic_nllloss : 25803.652930 ∣ critic_ganloss : -184.591228 ∣ generator_nllloss : 5151.934180 ∣ generator_ganloss : 1228.417236 ∣     [  std_z : 1.00  real_sub_fake : 618.08 ]
[  epoch 0036/0040] 0770/4800, lr:1.3e-05 ∣ avg_100 : 32132.146002 ∣ critic_nllloss : 25741.945312 ∣ critic_ganloss : -172.639270 ∣ generator_nllloss : 5147.709766 ∣ generator_ganloss : 1217.779297 ∣     [  std_z : 1.00  real_sub_fake : 662.99 ]
[  epoch 0036/0040] 0780/4800, lr:1.3e-05 ∣ avg_100 : 32128.001595 ∣ critic_nllloss : 25615.430273 ∣ critic_ganloss : -95.111003 ∣ generator_nllloss : 5246.453906 ∣ generator_ganloss : 1235.412207 ∣  [  std_z : 0.99  real_sub_fake : 523.36 ]
[  epoch 0036/0040] 0790/4800, lr:1.3e-05 ∣ avg_100 : 32132.547645 ∣ critic_nllloss : 26044.361523 ∣ critic_ganloss : 11.928199 ∣ generator_nllloss : 5245.886133 ∣ generator_ganloss : 1239.470557 ∣   [  std_z : 0.98  real_sub_fake : 262.54 ]
[  epoch 0036/0040] 0800/4800, lr:1.3e-05 ∣ avg_100 : 32134.927699 ∣ critic_nllloss : 25933.381641 ∣ critic_ganloss : -65.459277 ∣ generator_nllloss : 5132.435938 ∣ generator_ganloss : 1214.115332 ∣  [  std_z : 0.98  real_sub_fake : 308.72 ]
[  epoch 0036/0040] 0810/4800, lr:1.3e-05 ∣ avg_100 : 32135.602280 ∣ critic_nllloss : 25950.152344 ∣ critic_ganloss : -82.508508 ∣ generator_nllloss : 5155.783789 ∣ generator_ganloss : 1205.527148 ∣  [  std_z : 1.00  real_sub_fake : 290.84 ]
[  epoch 0036/0040] 0820/4800, lr:1.3e-05 ∣ avg_100 : 32140.486151 ∣ critic_nllloss : 26101.900195 ∣ critic_ganloss : -111.675269 ∣ generator_nllloss : 5257.963672 ∣ generator_ganloss : 1206.896484 ∣     [  std_z : 1.00  real_sub_fake : 348.34 ]
[  epoch 0036/0040] 0830/4800, lr:1.3e-05 ∣ avg_100 : 32141.110752 ∣ critic_nllloss : 26143.280469 ∣ critic_ganloss : -93.368243 ∣ generator_nllloss : 5165.628516 ∣ generator_ganloss : 1205.697559 ∣  [  std_z : 1.00  real_sub_fake : 395.95 ]
[  epoch 0036/0040] 0840/4800, lr:1.3e-05 ∣ avg_100 : 32140.714353 ∣ critic_nllloss : 25888.809570 ∣ critic_ganloss : -120.531379 ∣ generator_nllloss : 5193.133594 ∣ generator_ganloss : 1209.639258 ∣     [  std_z : 0.99  real_sub_fake : 389.16 ]
[  epoch 0036/0040] 0850/4800, lr:1.3e-05 ∣ avg_100 : 32141.461978 ∣ critic_nllloss : 25898.882031 ∣ critic_ganloss : -132.856202 ∣ generator_nllloss : 5143.801172 ∣ generator_ganloss : 1205.095459 ∣     [  std_z : 0.99  real_sub_fake : 451.60 ]
[  epoch 0036/0040] 0860/4800, lr:1.3e-05 ∣ avg_100 : 32140.319149 ∣ critic_nllloss : 25744.208789 ∣ critic_ganloss : -171.525002 ∣ generator_nllloss : 5202.492969 ∣ generator_ganloss : 1191.747949 ∣     [  std_z : 0.99  real_sub_fake : 532.43 ]
[  epoch 0036/0040] 0870/4800, lr:1.3e-05 ∣ avg_100 : 32137.561294 ∣ critic_nllloss : 25889.052344 ∣ critic_ganloss : -153.496385 ∣ generator_nllloss : 5145.289453 ∣ generator_ganloss : 1189.611572 ∣     [  std_z : 0.99  real_sub_fake : 585.42 ]
[  epoch 0036/0040] 0880/4800, lr:1.3e-05 ∣ avg_100 : 32137.881113 ∣ critic_nllloss : 26030.920508 ∣ critic_ganloss : -220.622084 ∣ generator_nllloss : 5131.855664 ∣ generator_ganloss : 1198.044824 ∣     [  std_z : 1.00  real_sub_fake : 658.82 ]
[  epoch 0036/0040] 0890/4800, lr:1.3e-05 ∣ avg_100 : 32136.056100 ∣ critic_nllloss : 25748.656250 ∣ critic_ganloss : -210.783029 ∣ generator_nllloss : 5183.972656 ∣ generator_ganloss : 1214.991309 ∣     [  std_z : 1.00  real_sub_fake : 667.82 ]
[  epoch 0036/0040] 0900/4800, lr:1.3e-05 ∣ avg_100 : 32132.420067 ∣ critic_nllloss : 25817.089453 ∣ critic_ganloss : -106.257199 ∣ generator_nllloss : 5149.421094 ∣ generator_ganloss : 1215.663672 ∣     [  std_z : 1.00  real_sub_fake : 552.99 ]
[  epoch 0036/0040] 0910/4800, lr:1.3e-05 ∣ avg_100 : 32131.381344 ∣ critic_nllloss : 25904.421680 ∣ critic_ganloss : -151.490779 ∣ generator_nllloss : 5240.959766 ∣ generator_ganloss : 1201.147168 ∣     [  std_z : 1.00  real_sub_fake : 578.60 ]
[  epoch 0036/0040] 0920/4800, lr:1.3e-05 ∣ avg_100 : 32131.089378 ∣ critic_nllloss : 25549.448437 ∣ critic_ganloss : -79.870113 ∣ generator_nllloss : 5198.817578 ∣ generator_ganloss : 1213.173242 ∣  [  std_z : 0.99  real_sub_fake : 448.34 ]
[  epoch 0036/0040] 0930/4800, lr:1.3e-05 ∣ avg_100 : 32132.865192 ∣ critic_nllloss : 25871.243945 ∣ critic_ganloss : -126.913220 ∣ generator_nllloss : 5190.504297 ∣ generator_ganloss : 1206.680908 ∣     [  std_z : 0.99  real_sub_fake : 441.42 ]
[  epoch 0036/0040] 0940/4800, lr:1.3e-05 ∣ avg_100 : 32134.125667 ∣ critic_nllloss : 25788.066211 ∣ critic_ganloss : -131.560130 ∣ generator_nllloss : 5226.874414 ∣ generator_ganloss : 1209.688770 ∣     [  std_z : 0.99  real_sub_fake : 470.81 ]
[  epoch 0036/0040] 0950/4800, lr:1.3e-05 ∣ avg_100 : 32135.389240 ∣ critic_nllloss : 25907.470898 ∣ critic_ganloss : -153.971803 ∣ generator_nllloss : 5183.650977 ∣ generator_ganloss : 1206.567480 ∣     [  std_z : 0.99  real_sub_fake : 562.20 ]
[  epoch 0036/0040] 0960/4800, lr:1.3e-05 ∣ avg_100 : 32141.148172 ∣ critic_nllloss : 26093.707031 ∣ critic_ganloss : -134.807574 ∣ generator_nllloss : 5327.510352 ∣ generator_ganloss : 1215.333789 ∣     [  std_z : 1.00  real_sub_fake : 546.56 ]
[  epoch 0036/0040] 0970/4800, lr:1.3e-05 ∣ avg_100 : 32141.560989 ∣ critic_nllloss : 25799.339648 ∣ critic_ganloss : -119.224094 ∣ generator_nllloss : 5256.095117 ∣ generator_ganloss : 1219.872900 ∣     [  std_z : 0.99  real_sub_fake : 466.22 ]
[  epoch 0036/0040] 0980/4800, lr:1.3e-05 ∣ avg_100 : 32137.492568 ∣ critic_nllloss : 25568.725781 ∣ critic_ganloss : -138.438781 ∣ generator_nllloss : 5161.885352 ∣ generator_ganloss : 1209.196826 ∣     [  std_z : 0.99  real_sub_fake : 531.35 ]
[  epoch 0036/0040] 0990/4800, lr:1.3e-05 ∣ avg_100 : 32139.489876 ∣ critic_nllloss : 26038.369141 ∣ critic_ganloss : -147.781572 ∣ generator_nllloss : 5220.898047 ∣ generator_ganloss : 1205.978809 ∣     [  std_z : 0.99  real_sub_fake : 620.62 ]
[  epoch 0036/0040] 1000/4800, lr:1.3e-05 ∣ avg_100 : 32143.254606 ∣ critic_nllloss : 26117.170703 ∣ critic_ganloss : -163.947653 ∣ generator_nllloss : 5261.361328 ∣ generator_ganloss : 1209.446533 ∣     [  std_z : 0.99  real_sub_fake : 572.54 ]
[  epoch 0036/0040] 1010/4800, lr:1.3e-05 ∣ avg_100 : 32142.388441 ∣ critic_nllloss : 25886.905469 ∣ critic_ganloss : -147.031686 ∣ generator_nllloss : 5192.691602 ∣ generator_ganloss : 1210.149316 ∣     [  std_z : 1.00  real_sub_fake : 551.59 ]
[  epoch 0036/0040] 1020/4800, lr:1.3e-05 ∣ avg_100 : 32139.924749 ∣ critic_nllloss : 25555.538672 ∣ critic_ganloss : -107.827629 ∣ generator_nllloss : 5189.987891 ∣ generator_ganloss : 1211.709131 ∣     [  std_z : 1.00  real_sub_fake : 528.26 ]
[  epoch 0036/0040] 1030/4800, lr:1.3e-05 ∣ avg_100 : 32136.999988 ∣ critic_nllloss : 25691.427734 ∣ critic_ganloss : -133.692436 ∣ generator_nllloss : 5117.346875 ∣ generator_ganloss : 1215.385840 ∣     [  std_z : 1.00  real_sub_fake : 498.57 ]
[  epoch 0036/0040] 1040/4800, lr:1.3e-05 ∣ avg_100 : 32138.097286 ∣ critic_nllloss : 25885.003516 ∣ critic_ganloss : -121.967757 ∣ generator_nllloss : 5195.765625 ∣ generator_ganloss : 1219.892334 ∣     [  std_z : 0.99  real_sub_fake : 476.30 ]
[  epoch 0036/0040] 1050/4800, lr:1.3e-05 ∣ avg_100 : 32133.454613 ∣ critic_nllloss : 25659.609570 ∣ critic_ganloss : -127.482646 ∣ generator_nllloss : 5174.114453 ∣ generator_ganloss : 1212.358740 ∣     [  std_z : 0.99  real_sub_fake : 471.61 ]
[  epoch 0036/0040] 1060/4800, lr:1.3e-05 ∣ avg_100 : 32132.690222 ∣ critic_nllloss : 25805.211914 ∣ critic_ganloss : -138.919287 ∣ generator_nllloss : 5155.082812 ∣ generator_ganloss : 1211.737109 ∣     [  std_z : 0.99  real_sub_fake : 536.57 ]
[  epoch 0036/0040] 1070/4800, lr:1.3e-05 ∣ avg_100 : 32132.284006 ∣ critic_nllloss : 25866.193750 ∣ critic_ganloss : -121.743098 ∣ generator_nllloss : 5146.823242 ∣ generator_ganloss : 1234.466748 ∣     [  std_z : 0.99  real_sub_fake : 364.46 ]
[  epoch 0036/0040] 1080/4800, lr:1.3e-05 ∣ avg_100 : 32135.579084 ∣ critic_nllloss : 26048.177930 ∣ critic_ganloss : -104.765536 ∣ generator_nllloss : 5185.534570 ∣ generator_ganloss : 1216.695801 ∣     [  std_z : 1.00  real_sub_fake : 355.02 ]
[  epoch 0036/0040] 1090/4800, lr:1.3e-05 ∣ avg_100 : 32135.962989 ∣ critic_nllloss : 25768.423242 ∣ critic_ganloss : -74.270058 ∣ generator_nllloss : 5126.575586 ∣ generator_ganloss : 1203.504395 ∣  [  std_z : 1.01  real_sub_fake : 425.14 ]
[  epoch 0036/0040] 1100/4800, lr:1.3e-05 ∣ avg_100 : 32134.206513 ∣ critic_nllloss : 25868.005078 ∣ critic_ganloss : -99.516956 ∣ generator_nllloss : 5184.433789 ∣ generator_ganloss : 1201.016797 ∣  [  std_z : 1.00  real_sub_fake : 383.85 ]
[  epoch 0036/0040] 1110/4800, lr:1.3e-05 ∣ avg_100 : 32134.063727 ∣ critic_nllloss : 25926.635547 ∣ critic_ganloss : -120.934488 ∣ generator_nllloss : 5222.527344 ∣ generator_ganloss : 1197.379395 ∣     [  std_z : 1.00  real_sub_fake : 421.97 ]
[  epoch 0036/0040] 1120/4800, lr:1.3e-05 ∣ avg_100 : 32137.208436 ∣ critic_nllloss : 25942.314844 ∣ critic_ganloss : -95.282281 ∣ generator_nllloss : 5204.375195 ∣ generator_ganloss : 1193.769434 ∣  [  std_z : 1.00  real_sub_fake : 432.67 ]
[  epoch 0036/0040] 1130/4800, lr:1.3e-05 ∣ avg_100 : 32138.610001 ∣ critic_nllloss : 26027.906836 ∣ critic_ganloss : -119.189014 ∣ generator_nllloss : 5195.730078 ∣ generator_ganloss : 1204.690381 ∣     [  std_z : 0.99  real_sub_fake : 372.93 ]
[  epoch 0036/0040] 1140/4800, lr:1.3e-05 ∣ avg_100 : 32133.016422 ∣ critic_nllloss : 25681.806445 ∣ critic_ganloss : -148.490277 ∣ generator_nllloss : 5118.062891 ∣ generator_ganloss : 1200.297510 ∣     [  std_z : 0.98  real_sub_fake : 430.48 ]
[  epoch 0036/0040] 1150/4800, lr:1.3e-05 ∣ avg_100 : 32131.109621 ∣ critic_nllloss : 25931.093164 ∣ critic_ganloss : -139.855707 ∣ generator_nllloss : 5100.776953 ∣ generator_ganloss : 1187.035938 ∣     [  std_z : 0.99  real_sub_fake : 480.65 ]
[  epoch 0036/0040] 1160/4800, lr:1.3e-05 ∣ avg_100 : 32129.488910 ∣ critic_nllloss : 25816.904687 ∣ critic_ganloss : -92.474686 ∣ generator_nllloss : 5103.466406 ∣ generator_ganloss : 1199.977344 ∣  [  std_z : 0.99  real_sub_fake : 490.26 ]
[  epoch 0036/0040] 1170/4800, lr:1.3e-05 ∣ avg_100 : 32131.349622 ∣ critic_nllloss : 25882.891992 ∣ critic_ganloss : -82.496790 ∣ generator_nllloss : 5132.552539 ∣ generator_ganloss : 1221.011670 ∣  [  std_z : 1.00  real_sub_fake : 326.47 ]
[  epoch 0036/0040] 1180/4800, lr:1.3e-05 ∣ avg_100 : 32132.421250 ∣ critic_nllloss : 25886.558789 ∣ critic_ganloss : -101.558281 ∣ generator_nllloss : 5155.873047 ∣ generator_ganloss : 1216.565332 ∣     [  std_z : 1.00  real_sub_fake : 395.31 ]
[  epoch 0036/0040] 1190/4800, lr:1.3e-05 ∣ avg_100 : 32134.686215 ∣ critic_nllloss : 25888.220508 ∣ critic_ganloss : -123.063248 ∣ generator_nllloss : 5166.772852 ∣ generator_ganloss : 1204.484375 ∣     [  std_z : 0.99  real_sub_fake : 433.63 ]
[  epoch 0036/0040] 1200/4800, lr:1.3e-05 ∣ avg_100 : 32135.122596 ∣ critic_nllloss : 25946.368945 ∣ critic_ganloss : -69.801083 ∣ generator_nllloss : 5272.699219 ∣ generator_ganloss : 1200.364209 ∣  [  std_z : 0.99  real_sub_fake : 367.40 ]
[  epoch 0036/0040] 1210/4800, lr:1.3e-05 ∣ avg_100 : 32137.769263 ∣ critic_nllloss : 26208.759570 ∣ critic_ganloss : -145.598087 ∣ generator_nllloss : 5140.210547 ∣ generator_ganloss : 1198.019824 ∣     [  std_z : 0.99  real_sub_fake : 461.70 ]
[  epoch 0036/0040] 1220/4800, lr:1.3e-05 ∣ avg_100 : 32136.671603 ∣ critic_nllloss : 25697.979492 ∣ critic_ganloss : -152.678623 ∣ generator_nllloss : 5148.114062 ∣ generator_ganloss : 1196.822119 ∣     [  std_z : 0.99  real_sub_fake : 516.76 ]
[  epoch 0036/0040] 1230/4800, lr:1.3e-05 ∣ avg_100 : 32139.907092 ∣ critic_nllloss : 26238.894336 ∣ critic_ganloss : -101.567773 ∣ generator_nllloss : 5208.510742 ∣ generator_ganloss : 1204.081445 ∣     [  std_z : 0.99  real_sub_fake : 486.65 ]
[  epoch 0036/0040] 1240/4800, lr:1.3e-05 ∣ avg_100 : 32142.590737 ∣ critic_nllloss : 25904.679492 ∣ critic_ganloss : -113.015748 ∣ generator_nllloss : 5225.537500 ∣ generator_ganloss : 1209.075684 ∣     [  std_z : 0.99  real_sub_fake : 453.13 ]
[  epoch 0036/0040] 1250/4800, lr:1.3e-05 ∣ avg_100 : 32146.304691 ∣ critic_nllloss : 26250.414453 ∣ critic_ganloss : -115.144302 ∣ generator_nllloss : 5213.946875 ∣ generator_ganloss : 1206.769238 ∣     [  std_z : 0.99  real_sub_fake : 496.29 ]
[  epoch 0036/0040] 1260/4800, lr:1.3e-05 ∣ avg_100 : 32141.497323 ∣ critic_nllloss : 25821.556641 ∣ critic_ganloss : -108.615649 ∣ generator_nllloss : 5175.192578 ∣ generator_ganloss : 1211.017334 ∣     [  std_z : 1.00  real_sub_fake : 431.00 ]
[  epoch 0036/0040] 1270/4800, lr:1.3e-05 ∣ avg_100 : 32142.534817 ∣ critic_nllloss : 25866.455859 ∣ critic_ganloss : -106.273826 ∣ generator_nllloss : 5209.886523 ∣ generator_ganloss : 1210.899316 ∣     [  std_z : 0.99  real_sub_fake : 471.78 ]
[  epoch 0036/0040] 1280/4800, lr:1.3e-05 ∣ avg_100 : 32140.715102 ∣ critic_nllloss : 25815.584570 ∣ critic_ganloss : -152.819929 ∣ generator_nllloss : 5212.967188 ∣ generator_ganloss : 1209.991992 ∣     [  std_z : 0.99  real_sub_fake : 480.35 ]
[  epoch 0036/0040] 1290/4800, lr:1.3e-05 ∣ avg_100 : 32145.103339 ∣ critic_nllloss : 26005.719141 ∣ critic_ganloss : -179.467450 ∣ generator_nllloss : 5210.991211 ∣ generator_ganloss : 1202.076416 ∣     [  std_z : 0.99  real_sub_fake : 543.22 ]
[  epoch 0036/0040] 1300/4800, lr:1.3e-05 ∣ avg_100 : 32144.334392 ∣ critic_nllloss : 25867.123828 ∣ critic_ganloss : -91.973323 ∣ generator_nllloss : 5184.932031 ∣ generator_ganloss : 1206.807715 ∣  [  std_z : 0.99  real_sub_fake : 523.10 ]
[  epoch 0036/0040] 1310/4800, lr:1.3e-05 ∣ avg_100 : 32147.515422 ∣ critic_nllloss : 25927.628711 ∣ critic_ganloss : -148.362361 ∣ generator_nllloss : 5210.682031 ∣ generator_ganloss : 1204.861768 ∣     [  std_z : 0.99  real_sub_fake : 536.55 ]
[  epoch 0036/0040] 1320/4800, lr:1.3e-05 ∣ avg_100 : 32151.617781 ∣ critic_nllloss : 25864.814453 ∣ critic_ganloss : -164.491568 ∣ generator_nllloss : 5184.012695 ∣ generator_ganloss : 1210.074121 ∣     [  std_z : 0.99  real_sub_fake : 543.37 ]
[  epoch 0036/0040] 1330/4800, lr:1.3e-05 ∣ avg_100 : 32147.309317 ∣ critic_nllloss : 25648.364258 ∣ critic_ganloss : -134.061572 ∣ generator_nllloss : 5155.720312 ∣ generator_ganloss : 1211.577539 ∣     [  std_z : 0.99  real_sub_fake : 535.17 ]
[  epoch 0036/0040] 1340/4800, lr:1.3e-05 ∣ avg_100 : 32148.512590 ∣ critic_nllloss : 26050.173242 ∣ critic_ganloss : -161.684569 ∣ generator_nllloss : 5236.646094 ∣ generator_ganloss : 1216.189844 ∣     [  std_z : 1.00  real_sub_fake : 542.92 ]
[  epoch 0036/0040] 1350/4800, lr:1.3e-05 ∣ avg_100 : 32147.886073 ∣ critic_nllloss : 26040.865820 ∣ critic_ganloss : -160.586392 ∣ generator_nllloss : 5145.874414 ∣ generator_ganloss : 1210.259766 ∣     [  std_z : 1.00  real_sub_fake : 555.66 ]
[  epoch 0036/0040] 1360/4800, lr:1.3e-05 ∣ avg_100 : 32146.278143 ∣ critic_nllloss : 26044.532813 ∣ critic_ganloss : -175.151506 ∣ generator_nllloss : 5208.940039 ∣ generator_ganloss : 1204.212207 ∣     [  std_z : 1.00  real_sub_fake : 559.57 ]
[  epoch 0036/0040] 1370/4800, lr:1.3e-05 ∣ avg_100 : 32144.801648 ∣ critic_nllloss : 25898.872852 ∣ critic_ganloss : -163.518547 ∣ generator_nllloss : 5173.700977 ∣ generator_ganloss : 1211.003271 ∣     [  std_z : 0.98  real_sub_fake : 531.65 ]
[  epoch 0036/0040] 1380/4800, lr:1.3e-05 ∣ avg_100 : 32145.847659 ∣ critic_nllloss : 25888.765820 ∣ critic_ganloss : -189.311987 ∣ generator_nllloss : 5222.932813 ∣ generator_ganloss : 1203.303076 ∣     [  std_z : 0.99  real_sub_fake : 613.61 ]
[  epoch 0036/0040] 1390/4800, lr:1.3e-05 ∣ avg_100 : 32146.129286 ∣ critic_nllloss : 25711.211914 ∣ critic_ganloss : -133.658084 ∣ generator_nllloss : 5138.619141 ∣ generator_ganloss : 1213.638965 ∣     [  std_z : 0.99  real_sub_fake : 713.55 ]
[  epoch 0036/0040] 1400/4800, lr:1.3e-05 ∣ avg_100 : 32144.751678 ∣ critic_nllloss : 25770.716016 ∣ critic_ganloss : -196.530281 ∣ generator_nllloss : 5224.297070 ∣ generator_ganloss : 1220.770410 ∣     [  std_z : 0.99  real_sub_fake : 618.28 ]
[  epoch 0036/0040] 1410/4800, lr:1.3e-05 ∣ avg_100 : 32142.469607 ∣ critic_nllloss : 25887.041602 ∣ critic_ganloss : -201.409109 ∣ generator_nllloss : 5186.083398 ∣ generator_ganloss : 1221.130029 ∣     [  std_z : 0.99  real_sub_fake : 702.10 ]
[  epoch 0036/0040] 1420/4800, lr:1.3e-05 ∣ avg_100 : 32144.233344 ∣ critic_nllloss : 26017.466211 ∣ critic_ganloss : -140.191832 ∣ generator_nllloss : 5285.342969 ∣ generator_ganloss : 1226.793115 ∣     [  std_z : 0.99  real_sub_fake : 584.26 ]
[  epoch 0036/0040] 1430/4800, lr:1.3e-05 ∣ avg_100 : 32143.179949 ∣ critic_nllloss : 25784.903906 ∣ critic_ganloss : -154.902437 ∣ generator_nllloss : 5113.239258 ∣ generator_ganloss : 1235.725293 ∣     [  std_z : 0.99  real_sub_fake : 550.73 ]
[  epoch 0036/0040] 1440/4800, lr:1.3e-05 ∣ avg_100 : 32141.979653 ∣ critic_nllloss : 25857.689258 ∣ critic_ganloss : -103.014389 ∣ generator_nllloss : 5154.348047 ∣ generator_ganloss : 1225.283643 ∣     [  std_z : 0.99  real_sub_fake : 527.98 ]
[  epoch 0036/0040] 1450/4800, lr:1.3e-05 ∣ avg_100 : 32143.488805 ∣ critic_nllloss : 25954.143555 ∣ critic_ganloss : -162.306201 ∣ generator_nllloss : 5185.381836 ∣ generator_ganloss : 1211.832227 ∣     [  std_z : 0.99  real_sub_fake : 567.98 ]
[  epoch 0036/0040] 1460/4800, lr:1.3e-05 ∣ avg_100 : 32147.088670 ∣ critic_nllloss : 25950.663867 ∣ critic_ganloss : -134.469089 ∣ generator_nllloss : 5198.998242 ∣ generator_ganloss : 1227.715186 ∣     [  std_z : 1.00  real_sub_fake : 502.04 ]
[  epoch 0036/0040] 1470/4800, lr:1.3e-05 ∣ avg_100 : 32147.553891 ∣ critic_nllloss : 26003.949805 ∣ critic_ganloss : -162.437097 ∣ generator_nllloss : 5184.593945 ∣ generator_ganloss : 1203.368604 ∣     [  std_z : 0.99  real_sub_fake : 549.64 ]
[  epoch 0036/0040] 1480/4800, lr:1.3e-05 ∣ avg_100 : 32150.338323 ∣ critic_nllloss : 26163.486914 ∣ critic_ganloss : -111.174516 ∣ generator_nllloss : 5263.732031 ∣ generator_ganloss : 1203.919238 ∣     [  std_z : 0.99  real_sub_fake : 594.40 ]
[  epoch 0036/0040] 1490/4800, lr:1.3e-05 ∣ avg_100 : 32147.759585 ∣ critic_nllloss : 25697.608008 ∣ critic_ganloss : -165.481987 ∣ generator_nllloss : 5075.943750 ∣ generator_ganloss : 1212.407422 ∣     [  std_z : 0.99  real_sub_fake : 529.23 ]
[  epoch 0036/0040] 1500/4800, lr:1.3e-05 ∣ avg_100 : 32148.503593 ∣ critic_nllloss : 26078.830469 ∣ critic_ganloss : -183.115572 ∣ generator_nllloss : 5287.236133 ∣ generator_ganloss : 1212.399561 ∣     [  std_z : 1.00  real_sub_fake : 563.69 ]
[  epoch 0036/0040] 1510/4800, lr:1.3e-05 ∣ avg_100 : 32155.329973 ∣ critic_nllloss : 26188.604883 ∣ critic_ganloss : -116.392871 ∣ generator_nllloss : 5226.995117 ∣ generator_ganloss : 1213.348633 ∣     [  std_z : 0.99  real_sub_fake : 646.67 ]
[  epoch 0036/0040] 1520/4800, lr:1.3e-05 ∣ avg_100 : 32157.335611 ∣ critic_nllloss : 25989.604492 ∣ critic_ganloss : -192.276004 ∣ generator_nllloss : 5307.756250 ∣ generator_ganloss : 1213.315186 ∣     [  std_z : 0.99  real_sub_fake : 599.76 ]
[  epoch 0036/0040] 1530/4800, lr:1.3e-05 ∣ avg_100 : 32156.131919 ∣ critic_nllloss : 25991.622266 ∣ critic_ganloss : -198.846190 ∣ generator_nllloss : 5249.049609 ∣ generator_ganloss : 1219.611279 ∣     [  std_z : 0.99  real_sub_fake : 624.62 ]
[  epoch 0036/0040] 1540/4800, lr:1.3e-05 ∣ avg_100 : 32158.676041 ∣ critic_nllloss : 26168.022656 ∣ critic_ganloss : -159.588200 ∣ generator_nllloss : 5146.990234 ∣ generator_ganloss : 1222.272021 ∣     [  std_z : 0.99  real_sub_fake : 623.46 ]
[  epoch 0036/0040] 1550/4800, lr:1.3e-05 ∣ avg_100 : 32159.839473 ∣ critic_nllloss : 25990.844727 ∣ critic_ganloss : -135.432793 ∣ generator_nllloss : 5204.237891 ∣ generator_ganloss : 1212.480713 ∣     [  std_z : 0.99  real_sub_fake : 542.58 ]
[  epoch 0036/0040] 1560/4800, lr:1.3e-05 ∣ avg_100 : 32159.754403 ∣ critic_nllloss : 25795.987305 ∣ critic_ganloss : -107.623454 ∣ generator_nllloss : 5202.229297 ∣ generator_ganloss : 1196.364014 ∣     [  std_z : 0.99  real_sub_fake : 628.35 ]
[  epoch 0036/0040] 1570/4800, lr:1.3e-05 ∣ avg_100 : 32161.899525 ∣ critic_nllloss : 25939.599023 ∣ critic_ganloss : -134.736730 ∣ generator_nllloss : 5274.355664 ∣ generator_ganloss : 1223.711230 ∣     [  std_z : 1.00  real_sub_fake : 504.13 ]
[  epoch 0036/0040] 1580/4800, lr:1.3e-05 ∣ avg_100 : 32160.248154 ∣ critic_nllloss : 25925.469141 ∣ critic_ganloss : -182.250668 ∣ generator_nllloss : 5150.505664 ∣ generator_ganloss : 1223.516064 ∣     [  std_z : 1.00  real_sub_fake : 504.98 ]
[  epoch 0036/0040] 1590/4800, lr:1.3e-05 ∣ avg_100 : 32162.920391 ∣ critic_nllloss : 26142.902930 ∣ critic_ganloss : -117.574829 ∣ generator_nllloss : 5204.371680 ∣ generator_ganloss : 1211.618848 ∣     [  std_z : 0.99  real_sub_fake : 559.15 ]
[  epoch 0036/0040] 1600/4800, lr:1.3e-05 ∣ avg_100 : 32165.773241 ∣ critic_nllloss : 25848.740234 ∣ critic_ganloss : -97.922529 ∣ generator_nllloss : 5231.618750 ∣ generator_ganloss : 1231.606250 ∣  [  std_z : 0.99  real_sub_fake : 480.11 ]
[  epoch 0036/0040] 1610/4800, lr:1.3e-05 ∣ avg_100 : 32162.408557 ∣ critic_nllloss : 25649.148047 ∣ critic_ganloss : -72.160015 ∣ generator_nllloss : 5141.024023 ∣ generator_ganloss : 1227.311816 ∣  [  std_z : 0.99  real_sub_fake : 302.99 ]
[  epoch 0036/0040] 1620/4800, lr:1.3e-05 ∣ avg_100 : 32161.974756 ∣ critic_nllloss : 25984.436328 ∣ critic_ganloss : -174.104692 ∣ generator_nllloss : 5199.446484 ∣ generator_ganloss : 1207.267627 ∣     [  std_z : 0.99  real_sub_fake : 498.68 ]
[  epoch 0036/0040] 1630/4800, lr:1.3e-05 ∣ avg_100 : 32162.014630 ∣ critic_nllloss : 25888.701367 ∣ critic_ganloss : -113.199548 ∣ generator_nllloss : 5257.051758 ∣ generator_ganloss : 1206.875684 ∣     [  std_z : 0.99  real_sub_fake : 555.90 ]
[  epoch 0036/0040] 1640/4800, lr:1.3e-05 ∣ avg_100 : 32160.008539 ∣ critic_nllloss : 25824.272070 ∣ critic_ganloss : -125.268567 ∣ generator_nllloss : 5205.908594 ∣ generator_ganloss : 1214.229687 ∣     [  std_z : 1.00  real_sub_fake : 487.44 ]
[  epoch 0036/0040] 1650/4800, lr:1.3e-05 ∣ avg_100 : 32160.500725 ∣ critic_nllloss : 25958.493164 ∣ critic_ganloss : -149.082834 ∣ generator_nllloss : 5194.078906 ∣ generator_ganloss : 1198.132031 ∣     [  std_z : 1.00  real_sub_fake : 589.35 ]
[  epoch 0036/0040] 1660/4800, lr:1.3e-05 ∣ avg_100 : 32162.390768 ∣ critic_nllloss : 26039.246680 ∣ critic_ganloss : -191.063057 ∣ generator_nllloss : 5171.039062 ∣ generator_ganloss : 1202.686035 ∣     [  std_z : 1.00  real_sub_fake : 580.72 ]
[  epoch 0036/0040] 1670/4800, lr:1.3e-05 ∣ avg_100 : 32163.751185 ∣ critic_nllloss : 25810.932812 ∣ critic_ganloss : -110.766995 ∣ generator_nllloss : 5111.910352 ∣ generator_ganloss : 1215.805176 ∣     [  std_z : 1.00  real_sub_fake : 486.64 ]
[  epoch 0036/0040] 1680/4800, lr:1.3e-05 ∣ avg_100 : 32163.690910 ∣ critic_nllloss : 25809.362891 ∣ critic_ganloss : -135.487091 ∣ generator_nllloss : 5131.983594 ∣ generator_ganloss : 1204.154199 ∣     [  std_z : 0.99  real_sub_fake : 511.75 ]
[  epoch 0036/0040] 1690/4800, lr:1.3e-05 ∣ avg_100 : 32165.230371 ∣ critic_nllloss : 25861.647656 ∣ critic_ganloss : -126.567648 ∣ generator_nllloss : 5192.400195 ∣ generator_ganloss : 1211.644238 ∣     [  std_z : 0.99  real_sub_fake : 522.89 ]
[  epoch 0036/0040] 1700/4800, lr:1.3e-05 ∣ avg_100 : 32162.488644 ∣ critic_nllloss : 25763.518945 ∣ critic_ganloss : -179.808064 ∣ generator_nllloss : 5103.336914 ∣ generator_ganloss : 1222.269385 ∣     [  std_z : 1.00  real_sub_fake : 540.43 ]
[  epoch 0036/0040] 1710/4800, lr:1.3e-05 ∣ avg_100 : 32161.824062 ∣ critic_nllloss : 25948.247461 ∣ critic_ganloss : -176.168114 ∣ generator_nllloss : 5167.085352 ∣ generator_ganloss : 1202.747461 ∣     [  std_z : 1.00  real_sub_fake : 687.21 ]
[  epoch 0036/0040] 1720/4800, lr:1.3e-05 ∣ avg_100 : 32164.719072 ∣ critic_nllloss : 26063.887500 ∣ critic_ganloss : -172.119403 ∣ generator_nllloss : 5206.348437 ∣ generator_ganloss : 1212.044775 ∣     [  std_z : 0.99  real_sub_fake : 749.70 ]
[  epoch 0036/0040] 1730/4800, lr:1.3e-05 ∣ avg_100 : 32163.287606 ∣ critic_nllloss : 25923.036523 ∣ critic_ganloss : -152.721707 ∣ generator_nllloss : 5084.301953 ∣ generator_ganloss : 1226.462061 ∣     [  std_z : 0.99  real_sub_fake : 597.96 ]
[  epoch 0036/0040] 1740/4800, lr:1.3e-05 ∣ avg_100 : 32165.689029 ∣ critic_nllloss : 25954.578125 ∣ critic_ganloss : -184.625441 ∣ generator_nllloss : 5227.919531 ∣ generator_ganloss : 1218.985254 ∣     [  std_z : 0.99  real_sub_fake : 593.62 ]
[  epoch 0036/0040] 1750/4800, lr:1.3e-05 ∣ avg_100 : 32163.658994 ∣ critic_nllloss : 25706.285742 ∣ critic_ganloss : -180.791205 ∣ generator_nllloss : 5190.716211 ∣ generator_ganloss : 1221.418066 ∣     [  std_z : 0.99  real_sub_fake : 556.62 ]
[  epoch 0036/0040] 1760/4800, lr:1.3e-05 ∣ avg_100 : 32164.970491 ∣ critic_nllloss : 25996.007422 ∣ critic_ganloss : -174.703101 ∣ generator_nllloss : 5093.962891 ∣ generator_ganloss : 1215.295557 ∣     [  std_z : 0.98  real_sub_fake : 627.34 ]
[  epoch 0036/0040] 1770/4800, lr:1.3e-05 ∣ avg_100 : 32166.722165 ∣ critic_nllloss : 25851.402930 ∣ critic_ganloss : -145.060349 ∣ generator_nllloss : 5174.832812 ∣ generator_ganloss : 1228.787158 ∣     [  std_z : 0.99  real_sub_fake : 475.99 ]
[  epoch 0036/0040] 1780/4800, lr:1.3e-05 ∣ avg_100 : 32167.692421 ∣ critic_nllloss : 25824.914648 ∣ critic_ganloss : -168.385161 ∣ generator_nllloss : 5236.584766 ∣ generator_ganloss : 1206.096729 ∣     [  std_z : 1.00  real_sub_fake : 642.17 ]
[  epoch 0036/0040] 1790/4800, lr:1.3e-05 ∣ avg_100 : 32166.474420 ∣ critic_nllloss : 26003.532227 ∣ critic_ganloss : -120.949002 ∣ generator_nllloss : 5322.641992 ∣ generator_ganloss : 1214.621045 ∣     [  std_z : 1.00  real_sub_fake : 632.57 ]
[  epoch 0036/0040] 1800/4800, lr:1.3e-05 ∣ avg_100 : 32167.444419 ∣ critic_nllloss : 25929.719531 ∣ critic_ganloss : -104.139494 ∣ generator_nllloss : 5259.039062 ∣ generator_ganloss : 1226.854443 ∣     [  std_z : 0.99  real_sub_fake : 550.11 ]
[  epoch 0036/0040] 1810/4800, lr:1.3e-05 ∣ avg_100 : 32168.018342 ∣ critic_nllloss : 25945.710352 ∣ critic_ganloss : -71.862169 ∣ generator_nllloss : 5182.418359 ∣ generator_ganloss : 1230.080518 ∣  [  std_z : 0.98  real_sub_fake : 276.12 ]
[  epoch 0036/0040] 1820/4800, lr:1.3e-05 ∣ avg_100 : 32164.441931 ∣ critic_nllloss : 25860.396094 ∣ critic_ganloss : -51.298250 ∣ generator_nllloss : 5058.481641 ∣ generator_ganloss : 1229.864551 ∣  [  std_z : 0.98  real_sub_fake : 274.61 ]
[  epoch 0036/0040] 1830/4800, lr:1.3e-05 ∣ avg_100 : 32162.273054 ∣ critic_nllloss : 25947.665625 ∣ critic_ganloss : -105.977281 ∣ generator_nllloss : 5146.769922 ∣ generator_ganloss : 1215.892285 ∣     [  std_z : 0.99  real_sub_fake : 335.27 ]
[  epoch 0036/0040] 1840/4800, lr:1.3e-05 ∣ avg_100 : 32161.612075 ∣ critic_nllloss : 25843.237305 ∣ critic_ganloss : -104.508239 ∣ generator_nllloss : 5155.562109 ∣ generator_ganloss : 1210.662012 ∣     [  std_z : 1.00  real_sub_fake : 375.91 ]
[  epoch 0036/0040] 1850/4800, lr:1.3e-05 ∣ avg_100 : 32162.561187 ∣ critic_nllloss : 25936.053906 ∣ critic_ganloss : -65.261982 ∣ generator_nllloss : 5124.245898 ∣ generator_ganloss : 1214.795850 ∣  [  std_z : 1.00  real_sub_fake : 346.28 ]
[  epoch 0036/0040] 1860/4800, lr:1.3e-05 ∣ avg_100 : 32166.974494 ∣ critic_nllloss : 25945.178320 ∣ critic_ganloss : -48.969631 ∣ generator_nllloss : 5291.742773 ∣ generator_ganloss : 1220.303906 ∣  [  std_z : 1.01  real_sub_fake : 295.02 ]
[  epoch 0036/0040] 1870/4800, lr:1.3e-05 ∣ avg_100 : 32168.521798 ∣ critic_nllloss : 25987.725000 ∣ critic_ganloss : -174.421521 ∣ generator_nllloss : 5193.004297 ∣ generator_ganloss : 1218.879590 ∣     [  std_z : 1.01  real_sub_fake : 460.09 ]
[  epoch 0036/0040] 1880/4800, lr:1.3e-05 ∣ avg_100 : 32171.498234 ∣ critic_nllloss : 26072.896094 ∣ critic_ganloss : -115.342258 ∣ generator_nllloss : 5276.697461 ∣ generator_ganloss : 1203.591260 ∣     [  std_z : 1.00  real_sub_fake : 576.60 ]
[  epoch 0036/0040] 1890/4800, lr:1.3e-05 ∣ avg_100 : 32176.158649 ∣ critic_nllloss : 26142.425977 ∣ critic_ganloss : -169.223526 ∣ generator_nllloss : 5217.021875 ∣ generator_ganloss : 1212.654297 ∣     [  std_z : 0.99  real_sub_fake : 524.34 ]
[  epoch 0036/0040] 1900/4800, lr:1.3e-05 ∣ avg_100 : 32177.278181 ∣ critic_nllloss : 25989.373047 ∣ critic_ganloss : -192.116568 ∣ generator_nllloss : 5176.507617 ∣ generator_ganloss : 1214.106104 ∣     [  std_z : 0.99  real_sub_fake : 573.21 ]
[  epoch 0036/0040] 1910/4800, lr:1.3e-05 ∣ avg_100 : 32175.129418 ∣ critic_nllloss : 25803.465234 ∣ critic_ganloss : -156.982265 ∣ generator_nllloss : 5121.192969 ∣ generator_ganloss : 1212.485645 ∣     [  std_z : 0.99  real_sub_fake : 552.81 ]
[  epoch 0036/0040] 1920/4800, lr:1.3e-05 ∣ avg_100 : 32178.809588 ∣ critic_nllloss : 25897.566211 ∣ critic_ganloss : -146.521917 ∣ generator_nllloss : 5291.177930 ∣ generator_ganloss : 1207.363965 ∣     [  std_z : 0.99  real_sub_fake : 585.30 ]
[  epoch 0036/0040] 1930/4800, lr:1.3e-05 ∣ avg_100 : 32175.511041 ∣ critic_nllloss : 25606.819727 ∣ critic_ganloss : -155.479419 ∣ generator_nllloss : 5149.654297 ∣ generator_ganloss : 1210.666553 ∣     [  std_z : 1.00  real_sub_fake : 565.27 ]
[  epoch 0036/0040] 1940/4800, lr:1.3e-05 ∣ avg_100 : 32176.698427 ∣ critic_nllloss : 25995.633594 ∣ critic_ganloss : -173.016672 ∣ generator_nllloss : 5164.005859 ∣ generator_ganloss : 1225.185107 ∣     [  std_z : 1.00  real_sub_fake : 480.54 ]
[  epoch 0036/0040] 1950/4800, lr:1.3e-05 ∣ avg_100 : 32175.679739 ∣ critic_nllloss : 25829.053711 ∣ critic_ganloss : -147.907249 ∣ generator_nllloss : 5148.088281 ∣ generator_ganloss : 1212.613965 ∣     [  std_z : 1.00  real_sub_fake : 497.13 ]
[  epoch 0036/0040] 1960/4800, lr:1.3e-05 ∣ avg_100 : 32172.652344 ∣ critic_nllloss : 25901.886719 ∣ critic_ganloss : -70.945992 ∣ generator_nllloss : 5151.312500 ∣ generator_ganloss : 1216.750928 ∣  [  std_z : 0.99  real_sub_fake : 461.08 ]
[  epoch 0036/0040] 1970/4800, lr:1.3e-05 ∣ avg_100 : 32175.443697 ∣ critic_nllloss : 26084.105664 ∣ critic_ganloss : -87.883981 ∣ generator_nllloss : 5219.108984 ∣ generator_ganloss : 1219.888232 ∣  [  std_z : 0.99  real_sub_fake : 403.22 ]
[  epoch 0036/0040] 1980/4800, lr:1.3e-05 ∣ avg_100 : 32179.343568 ∣ critic_nllloss : 25882.650000 ∣ critic_ganloss : -144.072221 ∣ generator_nllloss : 5251.401172 ∣ generator_ganloss : 1201.377295 ∣     [  std_z : 0.99  real_sub_fake : 468.10 ]
[  epoch 0036/0040] 1990/4800, lr:1.3e-05 ∣ avg_100 : 32178.901672 ∣ critic_nllloss : 26004.142773 ∣ critic_ganloss : -174.581003 ∣ generator_nllloss : 5242.334180 ∣ generator_ganloss : 1201.378857 ∣     [  std_z : 0.99  real_sub_fake : 565.97 ]
[  epoch 0036/0040] 2000/4800, lr:1.3e-05 ∣ avg_100 : 32178.868154 ∣ critic_nllloss : 26080.383984 ∣ critic_ganloss : -106.869508 ∣ generator_nllloss : 5243.755273 ∣ generator_ganloss : 1203.409424 ∣     [  std_z : 1.00  real_sub_fake : 536.24 ]
[  epoch 0036/0040] 2010/4800, lr:1.3e-05 ∣ avg_100 : 32182.385584 ∣ critic_nllloss : 26154.787500 ∣ critic_ganloss : -120.625364 ∣ generator_nllloss : 5240.714258 ∣ generator_ganloss : 1219.581250 ∣     [  std_z : 1.00  real_sub_fake : 541.00 ]
[  epoch 0036/0040] 2020/4800, lr:1.3e-05 ∣ avg_100 : 32186.307190 ∣ critic_nllloss : 25988.102539 ∣ critic_ganloss : -124.013495 ∣ generator_nllloss : 5163.908398 ∣ generator_ganloss : 1213.571240 ∣     [  std_z : 0.99  real_sub_fake : 472.30 ]
[  epoch 0036/0040] 2030/4800, lr:1.3e-05 ∣ avg_100 : 32188.726971 ∣ critic_nllloss : 25935.049805 ∣ critic_ganloss : -201.306615 ∣ generator_nllloss : 5198.390625 ∣ generator_ganloss : 1200.312305 ∣     [  std_z : 1.00  real_sub_fake : 567.52 ]
[  epoch 0036/0040] 2040/4800, lr:1.3e-05 ∣ avg_100 : 32187.697607 ∣ critic_nllloss : 25911.979297 ∣ critic_ganloss : -184.445242 ∣ generator_nllloss : 5144.819531 ∣ generator_ganloss : 1203.403760 ∣     [  std_z : 0.99  real_sub_fake : 596.18 ]
[  epoch 0036/0040] 2050/4800, lr:1.3e-05 ∣ avg_100 : 32190.195859 ∣ critic_nllloss : 25856.875586 ∣ critic_ganloss : -118.641829 ∣ generator_nllloss : 5225.800781 ∣ generator_ganloss : 1204.390723 ∣     [  std_z : 0.99  real_sub_fake : 575.22 ]
[  epoch 0036/0040] 2060/4800, lr:1.3e-05 ∣ avg_100 : 32190.970399 ∣ critic_nllloss : 25903.936523 ∣ critic_ganloss : -202.232082 ∣ generator_nllloss : 5203.550977 ∣ generator_ganloss : 1205.311133 ∣     [  std_z : 1.00  real_sub_fake : 597.17 ]
[  epoch 0036/0040] 2070/4800, lr:1.3e-05 ∣ avg_100 : 32188.406304 ∣ critic_nllloss : 25693.831836 ∣ critic_ganloss : -157.426395 ∣ generator_nllloss : 5124.932813 ∣ generator_ganloss : 1207.992871 ∣     [  std_z : 1.00  real_sub_fake : 640.01 ]
[  epoch 0036/0040] 2080/4800, lr:1.3e-05 ∣ avg_100 : 32183.037563 ∣ critic_nllloss : 25620.766602 ∣ critic_ganloss : -146.182726 ∣ generator_nllloss : 5123.628906 ∣ generator_ganloss : 1210.555957 ∣     [  std_z : 1.00  real_sub_fake : 517.80 ]
[  epoch 0036/0040] 2090/4800, lr:1.3e-05 ∣ avg_100 : 32185.766474 ∣ critic_nllloss : 26052.043555 ∣ critic_ganloss : -162.632910 ∣ generator_nllloss : 5189.140234 ∣ generator_ganloss : 1218.573291 ∣     [  std_z : 1.00  real_sub_fake : 594.71 ]
[  epoch 0036/0040] 2100/4800, lr:1.3e-05 ∣ avg_100 : 32187.175721 ∣ critic_nllloss : 25953.211914 ∣ critic_ganloss : -145.772057 ∣ generator_nllloss : 5266.643555 ∣ generator_ganloss : 1220.780078 ∣     [  std_z : 0.99  real_sub_fake : 567.13 ]
[  epoch 0036/0040] 2110/4800, lr:1.3e-05 ∣ avg_100 : 32184.535480 ∣ critic_nllloss : 25762.244922 ∣ critic_ganloss : -140.171855 ∣ generator_nllloss : 5122.775781 ∣ generator_ganloss : 1216.734814 ∣     [  std_z : 0.99  real_sub_fake : 559.61 ]
[  epoch 0036/0040] 2120/4800, lr:1.3e-05 ∣ avg_100 : 32185.057122 ∣ critic_nllloss : 26080.998437 ∣ critic_ganloss : -184.975505 ∣ generator_nllloss : 5191.208398 ∣ generator_ganloss : 1210.110059 ∣     [  std_z : 0.99  real_sub_fake : 626.06 ]
[  epoch 0036/0040] 2130/4800, lr:1.3e-05 ∣ avg_100 : 32181.074888 ∣ critic_nllloss : 25706.874414 ∣ critic_ganloss : -155.081843 ∣ generator_nllloss : 5137.876953 ∣ generator_ganloss : 1221.245312 ∣     [  std_z : 0.99  real_sub_fake : 544.02 ]
[  epoch 0036/0040] 2140/4800, lr:1.3e-05 ∣ avg_100 : 32183.356534 ∣ critic_nllloss : 25821.987891 ∣ critic_ganloss : -149.992708 ∣ generator_nllloss : 5176.264063 ∣ generator_ganloss : 1231.581934 ∣     [  std_z : 1.00  real_sub_fake : 482.04 ]
[  epoch 0036/0040] 2150/4800, lr:1.3e-05 ∣ avg_100 : 32185.615698 ∣ critic_nllloss : 26057.187305 ∣ critic_ganloss : -130.516809 ∣ generator_nllloss : 5154.400586 ∣ generator_ganloss : 1223.895703 ∣     [  std_z : 1.00  real_sub_fake : 531.67 ]
[  epoch 0036/0040] 2160/4800, lr:1.3e-05 ∣ avg_100 : 32189.764128 ∣ critic_nllloss : 26028.388477 ∣ critic_ganloss : -36.153825 ∣ generator_nllloss : 5224.513477 ∣ generator_ganloss : 1225.968604 ∣  [  std_z : 1.00  real_sub_fake : 573.98 ]
[  epoch 0036/0040] 2170/4800, lr:1.3e-05 ∣ avg_100 : 32190.703770 ∣ critic_nllloss : 25934.735156 ∣ critic_ganloss : -134.570428 ∣ generator_nllloss : 5228.321094 ∣ generator_ganloss : 1219.437793 ∣     [  std_z : 0.99  real_sub_fake : 527.00 ]
[  epoch 0036/0040] 2180/4800, lr:1.3e-05 ∣ avg_100 : 32191.598214 ∣ critic_nllloss : 25954.621484 ∣ critic_ganloss : -106.141643 ∣ generator_nllloss : 5172.268750 ∣ generator_ganloss : 1226.134668 ∣     [  std_z : 0.99  real_sub_fake : 455.02 ]
[  epoch 0036/0040] 2190/4800, lr:1.3e-05 ∣ avg_100 : 32193.601868 ∣ critic_nllloss : 26041.783008 ∣ critic_ganloss : -125.074559 ∣ generator_nllloss : 5199.420117 ∣ generator_ganloss : 1220.651367 ∣     [  std_z : 0.99  real_sub_fake : 537.60 ]
[  epoch 0036/0040] 2200/4800, lr:1.3e-05 ∣ avg_100 : 32190.556129 ∣ critic_nllloss : 25846.182227 ∣ critic_ganloss : -145.064322 ∣ generator_nllloss : 5116.906641 ∣ generator_ganloss : 1227.032813 ∣     [  std_z : 0.99  real_sub_fake : 419.17 ]
[  epoch 0036/0040] 2210/4800, lr:1.3e-05 ∣ avg_100 : 32187.248345 ∣ critic_nllloss : 25874.375391 ∣ critic_ganloss : -139.960822 ∣ generator_nllloss : 5127.884766 ∣ generator_ganloss : 1208.314111 ∣     [  std_z : 1.00  real_sub_fake : 523.68 ]
[  epoch 0036/0040] 2220/4800, lr:1.3e-05 ∣ avg_100 : 32189.319944 ∣ critic_nllloss : 25769.161328 ∣ critic_ganloss : -118.324622 ∣ generator_nllloss : 5219.935156 ∣ generator_ganloss : 1226.625098 ∣     [  std_z : 1.00  real_sub_fake : 476.24 ]
[  epoch 0036/0040] 2230/4800, lr:1.3e-05 ∣ avg_100 : 32187.083048 ∣ critic_nllloss : 25987.029492 ∣ critic_ganloss : -126.549843 ∣ generator_nllloss : 5252.383398 ∣ generator_ganloss : 1213.366162 ∣     [  std_z : 1.00  real_sub_fake : 479.10 ]
[  epoch 0036/0040] 2240/4800, lr:1.3e-05 ∣ avg_100 : 32185.393607 ∣ critic_nllloss : 25854.073047 ∣ critic_ganloss : -153.119263 ∣ generator_nllloss : 5142.420508 ∣ generator_ganloss : 1213.958496 ∣     [  std_z : 0.99  real_sub_fake : 541.57 ]
[  epoch 0036/0040] 2250/4800, lr:1.3e-05 ∣ avg_100 : 32182.708434 ∣ critic_nllloss : 25968.065039 ∣ critic_ganloss : -76.751920 ∣ generator_nllloss : 5164.751758 ∣ generator_ganloss : 1231.404102 ∣  [  std_z : 0.99  real_sub_fake : 417.54 ]
[  epoch 0036/0040] 2260/4800, lr:1.3e-05 ∣ avg_100 : 32182.637056 ∣ critic_nllloss : 25835.007227 ∣ critic_ganloss : -140.777724 ∣ generator_nllloss : 5185.400586 ∣ generator_ganloss : 1212.382959 ∣     [  std_z : 0.99  real_sub_fake : 405.69 ]
[  epoch 0036/0040] 2270/4800, lr:1.3e-05 ∣ avg_100 : 32183.525259 ∣ critic_nllloss : 26053.581641 ∣ critic_ganloss : -157.695488 ∣ generator_nllloss : 5171.087891 ∣ generator_ganloss : 1202.814160 ∣     [  std_z : 0.99  real_sub_fake : 558.55 ]
[  epoch 0036/0040] 2280/4800, lr:1.3e-05 ∣ avg_100 : 32187.991937 ∣ critic_nllloss : 26117.135547 ∣ critic_ganloss : -86.952630 ∣ generator_nllloss : 5294.177930 ∣ generator_ganloss : 1208.030762 ∣  [  std_z : 0.99  real_sub_fake : 423.12 ]
[  epoch 0036/0040] 2290/4800, lr:1.3e-05 ∣ avg_100 : 32188.330078 ∣ critic_nllloss : 25993.412695 ∣ critic_ganloss : -173.037820 ∣ generator_nllloss : 5259.458984 ∣ generator_ganloss : 1193.299609 ∣     [  std_z : 0.99  real_sub_fake : 547.41 ]
[  epoch 0036/0040] 2300/4800, lr:1.3e-05 ∣ avg_100 : 32187.102309 ∣ critic_nllloss : 25808.983203 ∣ critic_ganloss : -167.751457 ∣ generator_nllloss : 5186.917578 ∣ generator_ganloss : 1215.963965 ∣     [  std_z : 0.99  real_sub_fake : 533.79 ]
[  epoch 0036/0040] 2310/4800, lr:1.3e-05 ∣ avg_100 : 32186.480972 ∣ critic_nllloss : 25826.672461 ∣ critic_ganloss : -135.996076 ∣ generator_nllloss : 5222.807031 ∣ generator_ganloss : 1219.193066 ∣     [  std_z : 0.99  real_sub_fake : 552.55 ]
[  epoch 0036/0040] 2320/4800, lr:1.3e-05 ∣ avg_100 : 32188.898022 ∣ critic_nllloss : 26088.137500 ∣ critic_ganloss : -166.162569 ∣ generator_nllloss : 5189.136914 ∣ generator_ganloss : 1225.002881 ∣     [  std_z : 1.00  real_sub_fake : 645.62 ]
[  epoch 0036/0040] 2330/4800, lr:1.3e-05 ∣ avg_100 : 32192.757065 ∣ critic_nllloss : 25952.732031 ∣ critic_ganloss : -116.605582 ∣ generator_nllloss : 5197.792188 ∣ generator_ganloss : 1233.586230 ∣     [  std_z : 1.00  real_sub_fake : 527.18 ]
[  epoch 0036/0040] 2340/4800, lr:1.3e-05 ∣ avg_100 : 32189.243946 ∣ critic_nllloss : 25775.868945 ∣ critic_ganloss : -146.207477 ∣ generator_nllloss : 5133.246289 ∣ generator_ganloss : 1227.104932 ∣     [  std_z : 1.00  real_sub_fake : 496.63 ]
[  epoch 0036/0040] 2350/4800, lr:1.3e-05 ∣ avg_100 : 32185.948130 ∣ critic_nllloss : 25744.667773 ∣ critic_ganloss : -135.578969 ∣ generator_nllloss : 5086.260156 ∣ generator_ganloss : 1211.483057 ∣     [  std_z : 0.99  real_sub_fake : 506.52 ]
[  epoch 0036/0040] 2360/4800, lr:1.3e-05 ∣ avg_100 : 32186.901110 ∣ critic_nllloss : 26065.844141 ∣ critic_ganloss : -101.539308 ∣ generator_nllloss : 5198.520117 ∣ generator_ganloss : 1215.006592 ∣     [  std_z : 0.99  real_sub_fake : 510.54 ]
[  epoch 0036/0040] 2370/4800, lr:1.3e-05 ∣ avg_100 : 32188.435333 ∣ critic_nllloss : 26032.763867 ∣ critic_ganloss : -182.021270 ∣ generator_nllloss : 5208.470117 ∣ generator_ganloss : 1214.268066 ∣     [  std_z : 0.99  real_sub_fake : 532.08 ]
[  epoch 0036/0040] 2380/4800, lr:1.3e-05 ∣ avg_100 : 32188.488015 ∣ critic_nllloss : 25891.966016 ∣ critic_ganloss : -123.926050 ∣ generator_nllloss : 5146.260156 ∣ generator_ganloss : 1216.657813 ∣     [  std_z : 0.99  real_sub_fake : 561.19 ]
[  epoch 0036/0040] 2390/4800, lr:1.3e-05 ∣ avg_100 : 32192.212124 ∣ critic_nllloss : 26031.252930 ∣ critic_ganloss : -158.418010 ∣ generator_nllloss : 5213.137305 ∣ generator_ganloss : 1216.250684 ∣     [  std_z : 1.00  real_sub_fake : 521.80 ]
[  epoch 0036/0040] 2400/4800, lr:1.3e-05 ∣ avg_100 : 32191.064521 ∣ critic_nllloss : 25754.084180 ∣ critic_ganloss : -169.373184 ∣ generator_nllloss : 5116.628516 ∣ generator_ganloss : 1203.153320 ∣     [  std_z : 1.00  real_sub_fake : 589.82 ]
[  epoch 0036/0040] 2410/4800, lr:1.3e-05 ∣ avg_100 : 32191.910413 ∣ critic_nllloss : 25862.108008 ∣ critic_ganloss : -127.916899 ∣ generator_nllloss : 5221.329883 ∣ generator_ganloss : 1221.914160 ∣     [  std_z : 0.99  real_sub_fake : 497.25 ]
[  epoch 0036/0040] 2420/4800, lr:1.3e-05 ∣ avg_100 : 32189.436746 ∣ critic_nllloss : 25826.806055 ∣ critic_ganloss : -105.240557 ∣ generator_nllloss : 5213.595117 ∣ generator_ganloss : 1206.883154 ∣     [  std_z : 0.99  real_sub_fake : 513.15 ]
[  epoch 0036/0040] 2430/4800, lr:1.3e-05 ∣ avg_100 : 32190.703537 ∣ critic_nllloss : 25756.107617 ∣ critic_ganloss : -139.589523 ∣ generator_nllloss : 5261.924219 ∣ generator_ganloss : 1227.202832 ∣     [  std_z : 0.99  real_sub_fake : 479.07 ]
[  epoch 0036/0040] 2440/4800, lr:1.3e-05 ∣ avg_100 : 32188.028919 ∣ critic_nllloss : 25701.905664 ∣ critic_ganloss : -183.296407 ∣ generator_nllloss : 5138.215234 ∣ generator_ganloss : 1210.020264 ∣     [  std_z : 0.99  real_sub_fake : 562.40 ]
[  epoch 0036/0040] 2450/4800, lr:1.3e-05 ∣ avg_100 : 32190.099071 ∣ critic_nllloss : 26092.338867 ∣ critic_ganloss : -139.226898 ∣ generator_nllloss : 5232.531445 ∣ generator_ganloss : 1210.423145 ∣     [  std_z : 1.00  real_sub_fake : 612.95 ]
[  epoch 0036/0040] 2460/4800, lr:1.3e-05 ∣ avg_100 : 32189.228489 ∣ critic_nllloss : 25946.850781 ∣ critic_ganloss : -144.955550 ∣ generator_nllloss : 5125.417383 ∣ generator_ganloss : 1228.537451 ∣     [  std_z : 0.99  real_sub_fake : 490.47 ]
[  epoch 0036/0040] 2470/4800, lr:1.3e-05 ∣ avg_100 : 32188.612786 ∣ critic_nllloss : 25921.147656 ∣ critic_ganloss : -162.456610 ∣ generator_nllloss : 5205.772656 ∣ generator_ganloss : 1203.441260 ∣     [  std_z : 0.99  real_sub_fake : 564.31 ]
[  epoch 0036/0040] 2480/4800, lr:1.3e-05 ∣ avg_100 : 32183.315736 ∣ critic_nllloss : 25815.074609 ∣ critic_ganloss : -195.654239 ∣ generator_nllloss : 5160.145703 ∣ generator_ganloss : 1210.692578 ∣     [  std_z : 0.99  real_sub_fake : 609.14 ]
[  epoch 0036/0040] 2490/4800, lr:1.3e-05 ∣ avg_100 : 32184.836958 ∣ critic_nllloss : 25770.111523 ∣ critic_ganloss : -158.114751 ∣ generator_nllloss : 5144.971094 ∣ generator_ganloss : 1215.631543 ∣     [  std_z : 0.99  real_sub_fake : 605.92 ]
[  epoch 0036/0040] 2500/4800, lr:1.3e-05 ∣ avg_100 : 32181.203418 ∣ critic_nllloss : 25727.086719 ∣ critic_ganloss : -166.627013 ∣ generator_nllloss : 5248.455859 ∣ generator_ganloss : 1223.081006 ∣     [  std_z : 0.99  real_sub_fake : 609.29 ]
[  epoch 0036/0040] 2510/4800, lr:1.3e-05 ∣ avg_100 : 32176.885174 ∣ critic_nllloss : 25862.753906 ∣ critic_ganloss : -201.550554 ∣ generator_nllloss : 5195.448438 ∣ generator_ganloss : 1224.079590 ∣     [  std_z : 0.99  real_sub_fake : 619.85 ]
[  epoch 0036/0040] 2520/4800, lr:1.3e-05 ∣ avg_100 : 32174.946811 ∣ critic_nllloss : 25960.755078 ∣ critic_ganloss : -186.718501 ∣ generator_nllloss : 5134.640625 ∣ generator_ganloss : 1215.886377 ∣     [  std_z : 0.99  real_sub_fake : 721.61 ]
[  epoch 0036/0040] 2530/4800, lr:1.3e-05 ∣ avg_100 : 32171.871914 ∣ critic_nllloss : 25802.793359 ∣ critic_ganloss : -155.406920 ∣ generator_nllloss : 5077.626562 ∣ generator_ganloss : 1228.934277 ∣     [  std_z : 1.00  real_sub_fake : 559.74 ]
[  epoch 0036/0040] 2540/4800, lr:1.3e-05 ∣ avg_100 : 32169.413836 ∣ critic_nllloss : 26063.581445 ∣ critic_ganloss : -208.864937 ∣ generator_nllloss : 5067.719141 ∣ generator_ganloss : 1209.453223 ∣     [  std_z : 1.00  real_sub_fake : 744.61 ]
[  epoch 0036/0040] 2550/4800, lr:1.3e-05 ∣ avg_100 : 32167.622557 ∣ critic_nllloss : 25765.940820 ∣ critic_ganloss : -101.898506 ∣ generator_nllloss : 5188.669336 ∣ generator_ganloss : 1240.291064 ∣     [  std_z : 1.00  real_sub_fake : 531.48 ]
[  epoch 0036/0040] 2560/4800, lr:1.3e-05 ∣ avg_100 : 32169.302946 ∣ critic_nllloss : 25900.601172 ∣ critic_ganloss : -60.320445 ∣ generator_nllloss : 5187.099805 ∣ generator_ganloss : 1227.615527 ∣  [  std_z : 1.00  real_sub_fake : 420.52 ]
[  epoch 0036/0040] 2570/4800, lr:1.3e-05 ∣ avg_100 : 32167.519279 ∣ critic_nllloss : 25883.280664 ∣ critic_ganloss : -94.410669 ∣ generator_nllloss : 5119.433594 ∣ generator_ganloss : 1216.258838 ∣  [  std_z : 0.99  real_sub_fake : 364.71 ]
[  epoch 0036/0040] 2580/4800, lr:1.3e-05 ∣ avg_100 : 32164.421619 ∣ critic_nllloss : 25589.637305 ∣ critic_ganloss : -162.336144 ∣ generator_nllloss : 5172.301758 ∣ generator_ganloss : 1207.871289 ∣     [  std_z : 0.99  real_sub_fake : 423.86 ]
[  epoch 0036/0040] 2590/4800, lr:1.3e-05 ∣ avg_100 : 32163.283975 ∣ critic_nllloss : 26008.938672 ∣ critic_ganloss : -104.438728 ∣ generator_nllloss : 5231.651172 ∣ generator_ganloss : 1191.403125 ∣     [  std_z : 0.98  real_sub_fake : 503.93 ]
[  epoch 0036/0040] 2600/4800, lr:1.3e-05 ∣ avg_100 : 32160.412973 ∣ critic_nllloss : 25843.649609 ∣ critic_ganloss : -177.273006 ∣ generator_nllloss : 5061.062500 ∣ generator_ganloss : 1199.503418 ∣     [  std_z : 0.99  real_sub_fake : 531.41 ]
[  epoch 0036/0040] 2610/4800, lr:1.3e-05 ∣ avg_100 : 32161.304008 ∣ critic_nllloss : 25815.761719 ∣ critic_ganloss : -140.930885 ∣ generator_nllloss : 5159.247266 ∣ generator_ganloss : 1200.349268 ∣     [  std_z : 0.99  real_sub_fake : 551.97 ]
[  epoch 0036/0040] 2620/4800, lr:1.3e-05 ∣ avg_100 : 32159.817426 ∣ critic_nllloss : 25789.676172 ∣ critic_ganloss : -153.081834 ∣ generator_nllloss : 5209.154688 ∣ generator_ganloss : 1222.638574 ∣     [  std_z : 1.00  real_sub_fake : 528.31 ]
[  epoch 0036/0040] 2630/4800, lr:1.3e-05 ∣ avg_100 : 32161.847889 ∣ critic_nllloss : 26193.864844 ∣ critic_ganloss : -161.374547 ∣ generator_nllloss : 5210.749414 ∣ generator_ganloss : 1199.235791 ∣     [  std_z : 0.99  real_sub_fake : 686.34 ]
[  epoch 0036/0040] 2640/4800, lr:1.3e-05 ∣ avg_100 : 32164.677374 ∣ critic_nllloss : 26105.927930 ∣ critic_ganloss : -137.769624 ∣ generator_nllloss : 5222.187305 ∣ generator_ganloss : 1211.744678 ∣     [  std_z : 0.99  real_sub_fake : 574.93 ]
[  epoch 0036/0040] 2650/4800, lr:1.3e-05 ∣ avg_100 : 32165.702324 ∣ critic_nllloss : 26042.049414 ∣ critic_ganloss : -129.033922 ∣ generator_nllloss : 5164.885938 ∣ generator_ganloss : 1226.214893 ∣     [  std_z : 0.99  real_sub_fake : 440.44 ]
[  epoch 0036/0040] 2660/4800, lr:1.3e-05 ∣ avg_100 : 32161.303040 ∣ critic_nllloss : 25621.366992 ∣ critic_ganloss : -154.882748 ∣ generator_nllloss : 5097.256250 ∣ generator_ganloss : 1218.239795 ∣     [  std_z : 0.99  real_sub_fake : 432.20 ]
[  epoch 0036/0040] 2670/4800, lr:1.3e-05 ∣ avg_100 : 32161.665647 ∣ critic_nllloss : 25919.693164 ∣ critic_ganloss : -173.334500 ∣ generator_nllloss : 5099.292773 ∣ generator_ganloss : 1218.490625 ∣     [  std_z : 1.00  real_sub_fake : 615.21 ]
[  epoch 0036/0040] 2680/4800, lr:1.3e-05 ∣ avg_100 : 32165.752247 ∣ critic_nllloss : 26085.822070 ∣ critic_ganloss : -128.408435 ∣ generator_nllloss : 5236.466016 ∣ generator_ganloss : 1224.793945 ∣     [  std_z : 1.00  real_sub_fake : 589.74 ]
[  epoch 0036/0040] 2690/4800, lr:1.3e-05 ∣ avg_100 : 32165.266251 ∣ critic_nllloss : 25883.961328 ∣ critic_ganloss : -178.100225 ∣ generator_nllloss : 5173.471289 ∣ generator_ganloss : 1211.192383 ∣     [  std_z : 1.00  real_sub_fake : 549.47 ]
[  epoch 0036/0040] 2700/4800, lr:1.3e-05 ∣ avg_100 : 32170.350868 ∣ critic_nllloss : 26100.757227 ∣ critic_ganloss : -96.715390 ∣ generator_nllloss : 5202.119922 ∣ generator_ganloss : 1211.617139 ∣  [  std_z : 0.99  real_sub_fake : 532.18 ]
[  epoch 0036/0040] 2710/4800, lr:1.3e-05 ∣ avg_100 : 32172.085755 ∣ critic_nllloss : 25953.231836 ∣ critic_ganloss : -95.732085 ∣ generator_nllloss : 5237.841016 ∣ generator_ganloss : 1220.060059 ∣  [  std_z : 0.99  real_sub_fake : 355.66 ]
[  epoch 0036/0040] 2720/4800, lr:1.3e-05 ∣ avg_100 : 32170.885330 ∣ critic_nllloss : 25888.907031 ∣ critic_ganloss : -137.069425 ∣ generator_nllloss : 5237.127148 ∣ generator_ganloss : 1201.154150 ∣     [  std_z : 0.99  real_sub_fake : 456.91 ]
[  epoch 0036/0040] 2730/4800, lr:1.3e-05 ∣ avg_100 : 32169.584874 ∣ critic_nllloss : 25799.842187 ∣ critic_ganloss : -173.427118 ∣ generator_nllloss : 5123.138086 ∣ generator_ganloss : 1201.479980 ∣     [  std_z : 1.00  real_sub_fake : 528.67 ]
[  epoch 0036/0040] 2740/4800, lr:1.3e-05 ∣ avg_100 : 32166.779572 ∣ critic_nllloss : 25784.085547 ∣ critic_ganloss : -163.830124 ∣ generator_nllloss : 5106.234570 ∣ generator_ganloss : 1209.837305 ∣     [  std_z : 1.00  real_sub_fake : 540.25 ]
[  epoch 0036/0040] 2750/4800, lr:1.3e-05 ∣ avg_100 : 32170.878576 ∣ critic_nllloss : 25982.984961 ∣ critic_ganloss : -163.011145 ∣ generator_nllloss : 5322.126562 ∣ generator_ganloss : 1205.428809 ∣     [  std_z : 1.00  real_sub_fake : 615.26 ]
[  epoch 0036/0040] 2760/4800, lr:1.3e-05 ∣ avg_100 : 32168.807634 ∣ critic_nllloss : 25757.342969 ∣ critic_ganloss : -165.122556 ∣ generator_nllloss : 5120.163086 ∣ generator_ganloss : 1211.085156 ∣     [  std_z : 0.99  real_sub_fake : 550.17 ]
[  epoch 0036/0040] 2770/4800, lr:1.3e-05 ∣ avg_100 : 32167.481366 ∣ critic_nllloss : 25835.493945 ∣ critic_ganloss : -195.288103 ∣ generator_nllloss : 5139.014258 ∣ generator_ganloss : 1198.115625 ∣     [  std_z : 0.99  real_sub_fake : 610.73 ]
[  epoch 0036/0040] 2780/4800, lr:1.3e-05 ∣ avg_100 : 32166.422459 ∣ critic_nllloss : 25794.976758 ∣ critic_ganloss : -222.325468 ∣ generator_nllloss : 5215.952930 ∣ generator_ganloss : 1204.716064 ∣     [  std_z : 0.99  real_sub_fake : 643.25 ]
[  epoch 0036/0040] 2790/4800, lr:1.3e-05 ∣ avg_100 : 32162.498349 ∣ critic_nllloss : 25789.583594 ∣ critic_ganloss : -174.416162 ∣ generator_nllloss : 5204.926172 ∣ generator_ganloss : 1207.341602 ∣     [  std_z : 0.99  real_sub_fake : 616.07 ]
[  epoch 0036/0040] 2800/4800, lr:1.3e-05 ∣ avg_100 : 32162.433181 ∣ critic_nllloss : 26020.815039 ∣ critic_ganloss : -145.827252 ∣ generator_nllloss : 5197.079883 ∣ generator_ganloss : 1232.889160 ∣     [  std_z : 1.00  real_sub_fake : 625.48 ]
[  epoch 0036/0040] 2810/4800, lr:1.3e-05 ∣ avg_100 : 32162.992446 ∣ critic_nllloss : 26034.498437 ∣ critic_ganloss : -139.040636 ∣ generator_nllloss : 5218.044141 ∣ generator_ganloss : 1228.771533 ∣     [  std_z : 1.00  real_sub_fake : 522.53 ]
[  epoch 0036/0040] 2820/4800, lr:1.3e-05 ∣ avg_100 : 32163.401935 ∣ critic_nllloss : 25894.227539 ∣ critic_ganloss : -161.985112 ∣ generator_nllloss : 5188.483398 ∣ generator_ganloss : 1217.667139 ∣     [  std_z : 0.99  real_sub_fake : 635.67 ]
[  epoch 0036/0040] 2830/4800, lr:1.3e-05 ∣ avg_100 : 32163.648894 ∣ critic_nllloss : 25937.317383 ∣ critic_ganloss : -80.933113 ∣ generator_nllloss : 5152.713477 ∣ generator_ganloss : 1219.948682 ∣  [  std_z : 0.99  real_sub_fake : 607.96 ]
[  epoch 0036/0040] 2840/4800, lr:1.3e-05 ∣ avg_100 : 32164.925927 ∣ critic_nllloss : 25924.052148 ∣ critic_ganloss : -110.589180 ∣ generator_nllloss : 5213.838867 ∣ generator_ganloss : 1205.354639 ∣     [  std_z : 1.00  real_sub_fake : 612.11 ]
[  epoch 0036/0040] 2850/4800, lr:1.3e-05 ∣ avg_100 : 32167.703838 ∣ critic_nllloss : 26105.399219 ∣ critic_ganloss : -141.335184 ∣ generator_nllloss : 5309.702344 ∣ generator_ganloss : 1213.858398 ∣     [  std_z : 1.00  real_sub_fake : 506.76 ]
[  epoch 0036/0040] 2860/4800, lr:1.3e-05 ∣ avg_100 : 32164.333091 ∣ critic_nllloss : 25849.860742 ∣ critic_ganloss : -129.658702 ∣ generator_nllloss : 5131.250586 ∣ generator_ganloss : 1219.728076 ∣     [  std_z : 1.00  real_sub_fake : 477.91 ]
[  epoch 0036/0040] 2870/4800, lr:1.3e-05 ∣ avg_100 : 32164.363021 ∣ critic_nllloss : 25987.115625 ∣ critic_ganloss : -154.262870 ∣ generator_nllloss : 5180.193164 ∣ generator_ganloss : 1215.134424 ∣     [  std_z : 1.00  real_sub_fake : 556.56 ]
[  epoch 0036/0040] 2880/4800, lr:1.3e-05 ∣ avg_100 : 32162.843916 ∣ critic_nllloss : 25997.476953 ∣ critic_ganloss : -102.726514 ∣ generator_nllloss : 5177.309766 ∣ generator_ganloss : 1213.871924 ∣     [  std_z : 1.00  real_sub_fake : 529.48 ]
[  epoch 0036/0040] 2890/4800, lr:1.3e-05 ∣ avg_100 : 32162.234580 ∣ critic_nllloss : 26117.454102 ∣ critic_ganloss : -167.505214 ∣ generator_nllloss : 5180.336719 ∣ generator_ganloss : 1211.659375 ∣     [  std_z : 1.00  real_sub_fake : 515.73 ]
[  epoch 0036/0040] 2900/4800, lr:1.3e-05 ∣ avg_100 : 32160.363372 ∣ critic_nllloss : 25791.909961 ∣ critic_ganloss : -136.030281 ∣ generator_nllloss : 5138.726172 ∣ generator_ganloss : 1206.143555 ∣     [  std_z : 0.99  real_sub_fake : 540.67 ]
[  epoch 0036/0040] 2910/4800, lr:1.3e-05 ∣ avg_100 : 32162.204380 ∣ critic_nllloss : 26028.474609 ∣ critic_ganloss : -185.527132 ∣ generator_nllloss : 5122.823633 ∣ generator_ganloss : 1198.491260 ∣     [  std_z : 0.98  real_sub_fake : 641.81 ]
[  epoch 0036/0040] 2920/4800, lr:1.3e-05 ∣ avg_100 : 32162.432179 ∣ critic_nllloss : 25991.566016 ∣ critic_ganloss : -138.682185 ∣ generator_nllloss : 5220.481836 ∣ generator_ganloss : 1199.000391 ∣     [  std_z : 0.98  real_sub_fake : 617.73 ]
[  epoch 0036/0040] 2930/4800, lr:1.3e-05 ∣ avg_100 : 32168.912244 ∣ critic_nllloss : 26085.972656 ∣ critic_ganloss : -132.367784 ∣ generator_nllloss : 5304.049219 ∣ generator_ganloss : 1202.013574 ∣     [  std_z : 0.99  real_sub_fake : 541.76 ]
[  epoch 0036/0040] 2940/4800, lr:1.3e-05 ∣ avg_100 : 32166.262025 ∣ critic_nllloss : 25750.734961 ∣ critic_ganloss : -139.548465 ∣ generator_nllloss : 5133.639258 ∣ generator_ganloss : 1201.960254 ∣     [  std_z : 1.00  real_sub_fake : 522.42 ]
[  epoch 0036/0040] 2950/4800, lr:1.3e-05 ∣ avg_100 : 32167.051118 ∣ critic_nllloss : 25895.246680 ∣ critic_ganloss : -144.353714 ∣ generator_nllloss : 5167.062891 ∣ generator_ganloss : 1202.802148 ∣     [  std_z : 1.01  real_sub_fake : 517.92 ]
[  epoch 0036/0040] 2960/4800, lr:1.3e-05 ∣ avg_100 : 32164.404129 ∣ critic_nllloss : 25723.216797 ∣ critic_ganloss : -206.194487 ∣ generator_nllloss : 5219.481836 ∣ generator_ganloss : 1197.801074 ∣     [  std_z : 1.01  real_sub_fake : 570.23 ]
[  epoch 0036/0040] 2970/4800, lr:1.3e-05 ∣ avg_100 : 32160.294972 ∣ critic_nllloss : 25796.647656 ∣ critic_ganloss : -132.298102 ∣ generator_nllloss : 5151.544141 ∣ generator_ganloss : 1208.409521 ∣     [  std_z : 1.00  real_sub_fake : 601.22 ]
[  epoch 0036/0040] 2980/4800, lr:1.3e-05 ∣ avg_100 : 32158.751568 ∣ critic_nllloss : 25875.066992 ∣ critic_ganloss : -181.210898 ∣ generator_nllloss : 5119.462305 ∣ generator_ganloss : 1223.697510 ∣     [  std_z : 0.99  real_sub_fake : 500.09 ]
[  epoch 0036/0040] 2990/4800, lr:1.3e-05 ∣ avg_100 : 32156.415794 ∣ critic_nllloss : 25826.794922 ∣ critic_ganloss : -198.928180 ∣ generator_nllloss : 5193.539453 ∣ generator_ganloss : 1218.291211 ∣     [  std_z : 0.99  real_sub_fake : 608.01 ]
[  epoch 0036/0040] 3000/4800, lr:1.3e-05 ∣ avg_100 : 32151.919085 ∣ critic_nllloss : 25812.981250 ∣ critic_ganloss : -135.392282 ∣ generator_nllloss : 5077.588281 ∣ generator_ganloss : 1215.830957 ∣     [  std_z : 0.99  real_sub_fake : 688.33 ]
[  epoch 0036/0040] 3010/4800, lr:1.3e-05 ∣ avg_100 : 32149.362558 ∣ critic_nllloss : 25990.886914 ∣ critic_ganloss : -124.610309 ∣ generator_nllloss : 5139.462109 ∣ generator_ganloss : 1233.066260 ∣     [  std_z : 0.99  real_sub_fake : 575.76 ]
[  epoch 0036/0040] 3020/4800, lr:1.3e-05 ∣ avg_100 : 32149.167956 ∣ critic_nllloss : 25902.179883 ∣ critic_ganloss : -103.357513 ∣ generator_nllloss : 5190.766211 ∣ generator_ganloss : 1232.519922 ∣     [  std_z : 0.99  real_sub_fake : 492.72 ]
[  epoch 0036/0040] 3030/4800, lr:1.3e-05 ∣ avg_100 : 32152.342277 ∣ critic_nllloss : 26120.312891 ∣ critic_ganloss : -79.585351 ∣ generator_nllloss : 5177.980469 ∣ generator_ganloss : 1231.170215 ∣  [  std_z : 1.00  real_sub_fake : 401.02 ]
[  epoch 0036/0040] 3040/4800, lr:1.3e-05 ∣ avg_100 : 32153.894577 ∣ critic_nllloss : 25953.100977 ∣ critic_ganloss : -132.522536 ∣ generator_nllloss : 5155.972852 ∣ generator_ganloss : 1254.436084 ∣     [  std_z : 1.01  real_sub_fake : 381.12 ]
[  epoch 0036/0040] 3050/4800, lr:1.3e-05 ∣ avg_100 : 32151.088130 ∣ critic_nllloss : 25707.052539 ∣ critic_ganloss : -151.175291 ∣ generator_nllloss : 5110.650977 ∣ generator_ganloss : 1221.252246 ∣     [  std_z : 1.00  real_sub_fake : 547.81 ]
[  epoch 0036/0040] 3060/4800, lr:1.3e-05 ∣ avg_100 : 32153.444067 ∣ critic_nllloss : 26103.010156 ∣ critic_ganloss : -36.619583 ∣ generator_nllloss : 5093.454297 ∣ generator_ganloss : 1186.315430 ∣  [  std_z : 1.00  real_sub_fake : 549.71 ]
[  epoch 0036/0040] 3070/4800, lr:1.3e-05 ∣ avg_100 : 32157.933991 ∣ critic_nllloss : 26162.680469 ∣ critic_ganloss : -96.132085 ∣ generator_nllloss : 5018.679883 ∣ generator_ganloss : 1233.095215 ∣  [  std_z : 0.99  real_sub_fake : 403.20 ]
[  epoch 0036/0040] 3080/4800, lr:1.3e-05 ∣ avg_100 : 32163.764943 ∣ critic_nllloss : 26046.063086 ∣ critic_ganloss : -96.688160 ∣ generator_nllloss : 5198.814258 ∣ generator_ganloss : 1243.674805 ∣  [  std_z : 0.99  real_sub_fake : 305.91 ]
[  epoch 0036/0040] 3090/4800, lr:1.3e-05 ∣ avg_100 : 32161.204383 ∣ critic_nllloss : 25732.852930 ∣ critic_ganloss : -89.471093 ∣ generator_nllloss : 5175.035937 ∣ generator_ganloss : 1222.650391 ∣  [  std_z : 0.99  real_sub_fake : 371.99 ]
[  epoch 0036/0040] 3100/4800, lr:1.3e-05 ∣ avg_100 : 32160.052557 ∣ critic_nllloss : 25993.742188 ∣ critic_ganloss : -165.729094 ∣ generator_nllloss : 5145.998438 ∣ generator_ganloss : 1205.669385 ∣     [  std_z : 1.00  real_sub_fake : 552.74 ]
[  epoch 0036/0040] 3110/4800, lr:1.3e-05 ∣ avg_100 : 32162.613276 ∣ critic_nllloss : 25974.448437 ∣ critic_ganloss : -147.708147 ∣ generator_nllloss : 5181.512109 ∣ generator_ganloss : 1209.403174 ∣     [  std_z : 1.00  real_sub_fake : 536.69 ]
[  epoch 0036/0040] 3120/4800, lr:1.3e-05 ∣ avg_100 : 32161.577029 ∣ critic_nllloss : 25941.545703 ∣ critic_ganloss : -131.612904 ∣ generator_nllloss : 5175.059570 ∣ generator_ganloss : 1208.724268 ∣     [  std_z : 1.00  real_sub_fake : 543.20 ]
[  epoch 0036/0040] 3130/4800, lr:1.3e-05 ∣ avg_100 : 32161.946574 ∣ critic_nllloss : 25832.201562 ∣ critic_ganloss : -177.059624 ∣ generator_nllloss : 5092.430078 ∣ generator_ganloss : 1200.297363 ∣     [  std_z : 1.00  real_sub_fake : 559.92 ]
[  epoch 0036/0040] 3140/4800, lr:1.3e-05 ∣ avg_100 : 32161.929406 ∣ critic_nllloss : 25851.285938 ∣ critic_ganloss : -148.228706 ∣ generator_nllloss : 5159.408594 ∣ generator_ganloss : 1215.658496 ∣     [  std_z : 0.99  real_sub_fake : 576.44 ]
[  epoch 0036/0040] 3150/4800, lr:1.3e-05 ∣ avg_100 : 32162.126152 ∣ critic_nllloss : 26026.291797 ∣ critic_ganloss : -142.355938 ∣ generator_nllloss : 5210.663672 ∣ generator_ganloss : 1230.041846 ∣     [  std_z : 0.99  real_sub_fake : 447.42 ]
[  epoch 0036/0040] 3160/4800, lr:1.3e-05 ∣ avg_100 : 32161.634254 ∣ critic_nllloss : 25991.839453 ∣ critic_ganloss : -73.644281 ∣ generator_nllloss : 5247.334570 ∣ generator_ganloss : 1227.997266 ∣  [  std_z : 0.99  real_sub_fake : 374.29 ]
[  epoch 0036/0040] 3170/4800, lr:1.3e-05 ∣ avg_100 : 32162.236187 ∣ critic_nllloss : 25981.885352 ∣ critic_ganloss : -140.626884 ∣ generator_nllloss : 5246.029883 ∣ generator_ganloss : 1220.828564 ∣     [  std_z : 1.00  real_sub_fake : 494.09 ]
[  epoch 0036/0040] 3180/4800, lr:1.3e-05 ∣ avg_100 : 32160.767003 ∣ critic_nllloss : 26004.529297 ∣ critic_ganloss : -197.959900 ∣ generator_nllloss : 5084.681445 ∣ generator_ganloss : 1208.714014 ∣     [  std_z : 1.00  real_sub_fake : 603.55 ]
[  epoch 0036/0040] 3190/4800, lr:1.3e-05 ∣ avg_100 : 32160.601947 ∣ critic_nllloss : 26093.906445 ∣ critic_ganloss : -209.183213 ∣ generator_nllloss : 5222.554688 ∣ generator_ganloss : 1212.996338 ∣     [  std_z : 1.00  real_sub_fake : 694.83 ]
[  epoch 0036/0040] 3200/4800, lr:1.3e-05 ∣ avg_100 : 32162.326039 ∣ critic_nllloss : 25950.966211 ∣ critic_ganloss : -150.421234 ∣ generator_nllloss : 5196.562695 ∣ generator_ganloss : 1220.358936 ∣     [  std_z : 0.99  real_sub_fake : 624.01 ]
[  epoch 0036/0040] 3210/4800, lr:1.3e-05 ∣ avg_100 : 32166.409067 ∣ critic_nllloss : 26120.667578 ∣ critic_ganloss : -197.771327 ∣ generator_nllloss : 5345.639063 ∣ generator_ganloss : 1210.380957 ∣     [  std_z : 0.99  real_sub_fake : 667.62 ]
[  epoch 0036/0040] 3220/4800, lr:1.3e-05 ∣ avg_100 : 32168.503673 ∣ critic_nllloss : 25980.995508 ∣ critic_ganloss : -169.740015 ∣ generator_nllloss : 5278.409766 ∣ generator_ganloss : 1217.192285 ∣     [  std_z : 0.99  real_sub_fake : 584.20 ]
[  epoch 0036/0040] 3230/4800, lr:1.3e-05 ∣ avg_100 : 32166.470007 ∣ critic_nllloss : 25855.175000 ∣ critic_ganloss : -190.844987 ∣ generator_nllloss : 5232.123047 ∣ generator_ganloss : 1226.409521 ∣     [  std_z : 1.00  real_sub_fake : 544.27 ]
[  epoch 0036/0040] 3240/4800, lr:1.3e-05 ∣ avg_100 : 32169.368007 ∣ critic_nllloss : 26093.167187 ∣ critic_ganloss : -88.374712 ∣ generator_nllloss : 5116.343359 ∣ generator_ganloss : 1225.996973 ∣  [  std_z : 1.00  real_sub_fake : 549.68 ]
[  epoch 0036/0040] 3250/4800, lr:1.3e-05 ∣ avg_100 : 32168.364670 ∣ critic_nllloss : 25873.331836 ∣ critic_ganloss : -124.306210 ∣ generator_nllloss : 5210.529297 ∣ generator_ganloss : 1227.580371 ∣     [  std_z : 1.00  real_sub_fake : 489.70 ]
[  epoch 0036/0040] 3260/4800, lr:1.3e-05 ∣ avg_100 : 32168.223375 ∣ critic_nllloss : 25835.325781 ∣ critic_ganloss : -124.897769 ∣ generator_nllloss : 5161.960156 ∣ generator_ganloss : 1205.495312 ∣     [  std_z : 1.00  real_sub_fake : 546.04 ]
[  epoch 0036/0040] 3270/4800, lr:1.3e-05 ∣ avg_100 : 32167.045926 ∣ critic_nllloss : 25890.304688 ∣ critic_ganloss : -154.438892 ∣ generator_nllloss : 5225.912891 ∣ generator_ganloss : 1190.264648 ∣     [  std_z : 0.99  real_sub_fake : 676.63 ]
[  epoch 0036/0040] 3280/4800, lr:1.3e-05 ∣ avg_100 : 32163.700414 ∣ critic_nllloss : 25921.052930 ∣ critic_ganloss : -117.209161 ∣ generator_nllloss : 5180.791406 ∣ generator_ganloss : 1213.205225 ∣     [  std_z : 0.99  real_sub_fake : 604.62 ]
[  epoch 0036/0040] 3290/4800, lr:1.3e-05 ∣ avg_100 : 32160.470328 ∣ critic_nllloss : 25788.485156 ∣ critic_ganloss : -100.117387 ∣ generator_nllloss : 5042.758008 ∣ generator_ganloss : 1218.999121 ∣     [  std_z : 0.99  real_sub_fake : 408.78 ]
[  epoch 0036/0040] 3300/4800, lr:1.3e-05 ∣ avg_100 : 32164.070333 ∣ critic_nllloss : 26119.036133 ∣ critic_ganloss : -119.085971 ∣ generator_nllloss : 5183.076953 ∣ generator_ganloss : 1221.086621 ∣     [  std_z : 1.00  real_sub_fake : 462.10 ]
[  epoch 0036/0040] 3310/4800, lr:1.3e-05 ∣ avg_100 : 32164.384523 ∣ critic_nllloss : 25920.129297 ∣ critic_ganloss : -121.203800 ∣ generator_nllloss : 5143.385156 ∣ generator_ganloss : 1221.784863 ∣     [  std_z : 1.00  real_sub_fake : 456.30 ]
[  epoch 0036/0040] 3320/4800, lr:1.3e-05 ∣ avg_100 : 32162.372287 ∣ critic_nllloss : 25921.995117 ∣ critic_ganloss : -165.027103 ∣ generator_nllloss : 5162.362695 ∣ generator_ganloss : 1215.560449 ∣     [  std_z : 1.00  real_sub_fake : 495.96 ]
[  epoch 0036/0040] 3330/4800, lr:1.3e-05 ∣ avg_100 : 32160.063912 ∣ critic_nllloss : 25817.306445 ∣ critic_ganloss : -106.596051 ∣ generator_nllloss : 5107.067578 ∣ generator_ganloss : 1218.889355 ∣     [  std_z : 0.99  real_sub_fake : 474.24 ]
[  epoch 0036/0040] 3340/4800, lr:1.3e-05 ∣ avg_100 : 32160.497981 ∣ critic_nllloss : 25826.507812 ∣ critic_ganloss : -143.821971 ∣ generator_nllloss : 5136.993945 ∣ generator_ganloss : 1213.739844 ∣     [  std_z : 1.00  real_sub_fake : 543.44 ]
[  epoch 0036/0040] 3350/4800, lr:1.3e-05 ∣ avg_100 : 32165.169474 ∣ critic_nllloss : 26077.348047 ∣ critic_ganloss : -166.193401 ∣ generator_nllloss : 5250.602148 ∣ generator_ganloss : 1212.224512 ∣     [  std_z : 1.00  real_sub_fake : 587.90 ]
[  epoch 0036/0040] 3360/4800, lr:1.3e-05 ∣ avg_100 : 32162.398303 ∣ critic_nllloss : 25902.467969 ∣ critic_ganloss : -146.423895 ∣ generator_nllloss : 5116.501758 ∣ generator_ganloss : 1228.168604 ∣     [  std_z : 0.99  real_sub_fake : 518.75 ]
[  epoch 0036/0040] 3370/4800, lr:1.3e-05 ∣ avg_100 : 32161.918752 ∣ critic_nllloss : 25927.488086 ∣ critic_ganloss : -142.938146 ∣ generator_nllloss : 5228.221875 ∣ generator_ganloss : 1212.753857 ∣     [  std_z : 1.00  real_sub_fake : 516.74 ]
[  epoch 0036/0040] 3380/4800, lr:1.3e-05 ∣ avg_100 : 32161.165687 ∣ critic_nllloss : 25823.684961 ∣ critic_ganloss : -135.882069 ∣ generator_nllloss : 5140.998828 ∣ generator_ganloss : 1226.849756 ∣     [  std_z : 0.99  real_sub_fake : 556.92 ]
[  epoch 0036/0040] 3390/4800, lr:1.3e-05 ∣ avg_100 : 32159.339437 ∣ critic_nllloss : 25843.186133 ∣ critic_ganloss : -153.978577 ∣ generator_nllloss : 5201.932422 ∣ generator_ganloss : 1228.457910 ∣     [  std_z : 0.99  real_sub_fake : 477.68 ]
[  epoch 0036/0040] 3400/4800, lr:1.3e-05 ∣ avg_100 : 32161.621582 ∣ critic_nllloss : 25823.125977 ∣ critic_ganloss : -166.465242 ∣ generator_nllloss : 5259.782617 ∣ generator_ganloss : 1216.263965 ∣     [  std_z : 1.00  real_sub_fake : 603.21 ]
[  epoch 0036/0040] 3410/4800, lr:1.3e-05 ∣ avg_100 : 32160.895443 ∣ critic_nllloss : 25878.073437 ∣ critic_ganloss : -148.558392 ∣ generator_nllloss : 5152.326367 ∣ generator_ganloss : 1222.979834 ∣     [  std_z : 0.99  real_sub_fake : 526.21 ]
[  epoch 0036/0040] 3420/4800, lr:1.3e-05 ∣ avg_100 : 32157.996758 ∣ critic_nllloss : 25631.118555 ∣ critic_ganloss : -143.250621 ∣ generator_nllloss : 5147.220703 ∣ generator_ganloss : 1217.086621 ∣     [  std_z : 0.99  real_sub_fake : 553.06 ]
[  epoch 0036/0040] 3430/4800, lr:1.3e-05 ∣ avg_100 : 32160.539183 ∣ critic_nllloss : 26029.640430 ∣ critic_ganloss : -122.696915 ∣ generator_nllloss : 5215.471484 ∣ generator_ganloss : 1237.472607 ∣     [  std_z : 0.99  real_sub_fake : 520.37 ]
[  epoch 0036/0040] 3440/4800, lr:1.3e-05 ∣ avg_100 : 32162.487583 ∣ critic_nllloss : 25819.500000 ∣ critic_ganloss : -164.195837 ∣ generator_nllloss : 5189.561328 ∣ generator_ganloss : 1216.819336 ∣     [  std_z : 0.99  real_sub_fake : 532.89 ]
[  epoch 0036/0040] 3450/4800, lr:1.3e-05 ∣ avg_100 : 32162.263098 ∣ critic_nllloss : 26053.222852 ∣ critic_ganloss : -152.357286 ∣ generator_nllloss : 5246.710742 ∣ generator_ganloss : 1226.041748 ∣     [  std_z : 0.99  real_sub_fake : 535.78 ]
[  epoch 0036/0040] 3460/4800, lr:1.3e-05 ∣ avg_100 : 32161.048692 ∣ critic_nllloss : 25828.228516 ∣ critic_ganloss : -168.931261 ∣ generator_nllloss : 5150.034961 ∣ generator_ganloss : 1225.077246 ∣     [  std_z : 0.99  real_sub_fake : 537.51 ]
[  epoch 0036/0040] 3470/4800, lr:1.3e-05 ∣ avg_100 : 32159.728308 ∣ critic_nllloss : 25826.566602 ∣ critic_ganloss : -176.336484 ∣ generator_nllloss : 5148.159375 ∣ generator_ganloss : 1237.477002 ∣     [  std_z : 0.99  real_sub_fake : 571.99 ]
[  epoch 0036/0040] 3480/4800, lr:1.3e-05 ∣ avg_100 : 32160.010462 ∣ critic_nllloss : 25757.742578 ∣ critic_ganloss : -143.732936 ∣ generator_nllloss : 5179.619727 ∣ generator_ganloss : 1224.844727 ∣     [  std_z : 0.99  real_sub_fake : 531.78 ]
[  epoch 0036/0040] 3490/4800, lr:1.3e-05 ∣ avg_100 : 32162.105620 ∣ critic_nllloss : 25991.257031 ∣ critic_ganloss : -197.759747 ∣ generator_nllloss : 5176.517773 ∣ generator_ganloss : 1212.100146 ∣     [  std_z : 1.00  real_sub_fake : 654.36 ]
[  epoch 0036/0040] 3500/4800, lr:1.3e-05 ∣ avg_100 : 32163.282490 ∣ critic_nllloss : 25926.152344 ∣ critic_ganloss : -128.276454 ∣ generator_nllloss : 5123.139063 ∣ generator_ganloss : 1228.668652 ∣     [  std_z : 1.00  real_sub_fake : 441.88 ]
[  epoch 0036/0040] 3510/4800, lr:1.3e-05 ∣ avg_100 : 32163.337987 ∣ critic_nllloss : 25788.177344 ∣ critic_ganloss : -51.583421 ∣ generator_nllloss : 5144.888867 ∣ generator_ganloss : 1204.798242 ∣  [  std_z : 1.00  real_sub_fake : 398.19 ]
[  epoch 0036/0040] 3520/4800, lr:1.3e-05 ∣ avg_100 : 32164.830071 ∣ critic_nllloss : 26049.532227 ∣ critic_ganloss : -167.370804 ∣ generator_nllloss : 5217.295313 ∣ generator_ganloss : 1174.315234 ∣     [  std_z : 1.00  real_sub_fake : 569.97 ]
[  epoch 0036/0040] 3530/4800, lr:1.3e-05 ∣ avg_100 : 32167.670017 ∣ critic_nllloss : 25931.357812 ∣ critic_ganloss : -102.132103 ∣ generator_nllloss : 5206.115625 ∣ generator_ganloss : 1202.600586 ∣     [  std_z : 1.00  real_sub_fake : 445.91 ]
[  epoch 0036/0040] 3540/4800, lr:1.3e-05 ∣ avg_100 : 32168.102437 ∣ critic_nllloss : 25935.335742 ∣ critic_ganloss : -130.619846 ∣ generator_nllloss : 5165.400586 ∣ generator_ganloss : 1205.014355 ∣     [  std_z : 0.99  real_sub_fake : 427.80 ]
[  epoch 0036/0040] 3550/4800, lr:1.3e-05 ∣ avg_100 : 32166.452321 ∣ critic_nllloss : 25730.882812 ∣ critic_ganloss : -116.526497 ∣ generator_nllloss : 5117.369922 ∣ generator_ganloss : 1196.264941 ∣     [  std_z : 0.99  real_sub_fake : 505.60 ]
[  epoch 0036/0040] 3560/4800, lr:1.3e-05 ∣ avg_100 : 32165.698658 ∣ critic_nllloss : 25958.718555 ∣ critic_ganloss : -134.505975 ∣ generator_nllloss : 5135.204102 ∣ generator_ganloss : 1220.213086 ∣     [  std_z : 1.00  real_sub_fake : 450.74 ]
[  epoch 0036/0040] 3570/4800, lr:1.3e-05 ∣ avg_100 : 32166.900418 ∣ critic_nllloss : 25957.971289 ∣ critic_ganloss : -129.607333 ∣ generator_nllloss : 5201.439453 ∣ generator_ganloss : 1214.934961 ∣     [  std_z : 1.00  real_sub_fake : 424.64 ]
[  epoch 0036/0040] 3580/4800, lr:1.3e-05 ∣ avg_100 : 32168.619800 ∣ critic_nllloss : 25820.978906 ∣ critic_ganloss : -154.998849 ∣ generator_nllloss : 5113.786523 ∣ generator_ganloss : 1199.645801 ∣     [  std_z : 1.00  real_sub_fake : 516.96 ]
[  epoch 0036/0040] 3590/4800, lr:1.3e-05 ∣ avg_100 : 32167.543626 ∣ critic_nllloss : 25962.244922 ∣ critic_ganloss : -129.258627 ∣ generator_nllloss : 5181.000586 ∣ generator_ganloss : 1205.950000 ∣     [  std_z : 0.99  real_sub_fake : 611.96 ]
[  epoch 0036/0040] 3600/4800, lr:1.3e-05 ∣ avg_100 : 32170.866052 ∣ critic_nllloss : 25963.927148 ∣ critic_ganloss : -121.961690 ∣ generator_nllloss : 5187.576953 ∣ generator_ganloss : 1229.642725 ∣     [  std_z : 0.99  real_sub_fake : 433.32 ]
[  epoch 0036/0040] 3610/4800, lr:1.3e-05 ∣ avg_100 : 32175.007135 ∣ critic_nllloss : 26145.905664 ∣ critic_ganloss : -176.594400 ∣ generator_nllloss : 5260.810742 ∣ generator_ganloss : 1218.413672 ∣     [  std_z : 0.99  real_sub_fake : 496.92 ]
[  epoch 0036/0040] 3620/4800, lr:1.3e-05 ∣ avg_100 : 32172.173883 ∣ critic_nllloss : 25567.217969 ∣ critic_ganloss : -98.301913 ∣ generator_nllloss : 5102.464258 ∣ generator_ganloss : 1213.682031 ∣  [  std_z : 1.00  real_sub_fake : 472.81 ]
[  epoch 0036/0040] 3630/4800, lr:1.3e-05 ∣ avg_100 : 32170.182248 ∣ critic_nllloss : 25858.544922 ∣ critic_ganloss : -60.318813 ∣ generator_nllloss : 5216.184375 ∣ generator_ganloss : 1228.901562 ∣  [  std_z : 1.00  real_sub_fake : 346.26 ]
[  epoch 0036/0040] 3640/4800, lr:1.3e-05 ∣ avg_100 : 32169.715151 ∣ critic_nllloss : 26015.120508 ∣ critic_ganloss : -127.057557 ∣ generator_nllloss : 5252.587891 ∣ generator_ganloss : 1214.729687 ∣     [  std_z : 0.99  real_sub_fake : 442.90 ]
[  epoch 0036/0040] 3650/4800, lr:1.3e-05 ∣ avg_100 : 32168.319066 ∣ critic_nllloss : 25896.393555 ∣ critic_ganloss : -154.037125 ∣ generator_nllloss : 5221.385938 ∣ generator_ganloss : 1200.765479 ∣     [  std_z : 0.99  real_sub_fake : 456.52 ]
[  epoch 0036/0040] 3660/4800, lr:1.3e-05 ∣ avg_100 : 32170.522351 ∣ critic_nllloss : 25773.112305 ∣ critic_ganloss : -154.167821 ∣ generator_nllloss : 5186.864648 ∣ generator_ganloss : 1196.499707 ∣     [  std_z : 0.99  real_sub_fake : 572.09 ]
[  epoch 0036/0040] 3670/4800, lr:1.3e-05 ∣ avg_100 : 32170.087907 ∣ critic_nllloss : 25683.070703 ∣ critic_ganloss : -63.401080 ∣ generator_nllloss : 5174.483789 ∣ generator_ganloss : 1226.544238 ∣  [  std_z : 0.99  real_sub_fake : 390.76 ]
[  epoch 0036/0040] 3680/4800, lr:1.3e-05 ∣ avg_100 : 32167.497529 ∣ critic_nllloss : 25822.335156 ∣ critic_ganloss : -67.569705 ∣ generator_nllloss : 5180.544922 ∣ generator_ganloss : 1224.325391 ∣  [  std_z : 0.99  real_sub_fake : 357.68 ]
[  epoch 0036/0040] 3690/4800, lr:1.3e-05 ∣ avg_100 : 32168.190710 ∣ critic_nllloss : 25872.505664 ∣ critic_ganloss : -103.583440 ∣ generator_nllloss : 5184.732227 ∣ generator_ganloss : 1206.188428 ∣     [  std_z : 0.99  real_sub_fake : 369.99 ]
[  epoch 0036/0040] 3700/4800, lr:1.3e-05 ∣ avg_100 : 32165.839106 ∣ critic_nllloss : 26000.014062 ∣ critic_ganloss : -101.419123 ∣ generator_nllloss : 5086.162305 ∣ generator_ganloss : 1197.861279 ∣     [  std_z : 0.99  real_sub_fake : 443.66 ]
[  epoch 0036/0040] 3710/4800, lr:1.3e-05 ∣ avg_100 : 32166.430068 ∣ critic_nllloss : 26058.138086 ∣ critic_ganloss : -154.998928 ∣ generator_nllloss : 5262.822852 ∣ generator_ganloss : 1208.534961 ∣     [  std_z : 1.00  real_sub_fake : 494.44 ]
[  epoch 0036/0040] 3720/4800, lr:1.3e-05 ∣ avg_100 : 32165.307095 ∣ critic_nllloss : 25853.749609 ∣ critic_ganloss : -157.152121 ∣ generator_nllloss : 5175.519727 ∣ generator_ganloss : 1205.704395 ∣     [  std_z : 1.00  real_sub_fake : 515.75 ]
[  epoch 0036/0040] 3730/4800, lr:1.3e-05 ∣ avg_100 : 32165.342648 ∣ critic_nllloss : 25765.735547 ∣ critic_ganloss : -162.344162 ∣ generator_nllloss : 5143.806445 ∣ generator_ganloss : 1207.390625 ∣     [  std_z : 1.00  real_sub_fake : 583.56 ]
[  epoch 0036/0040] 3740/4800, lr:1.3e-05 ∣ avg_100 : 32163.673044 ∣ critic_nllloss : 25566.626563 ∣ critic_ganloss : -126.877078 ∣ generator_nllloss : 5122.355273 ∣ generator_ganloss : 1207.262158 ∣     [  std_z : 0.99  real_sub_fake : 550.56 ]
[  epoch 0036/0040] 3750/4800, lr:1.3e-05 ∣ avg_100 : 32161.530642 ∣ critic_nllloss : 25903.985938 ∣ critic_ganloss : -151.764680 ∣ generator_nllloss : 5170.365430 ∣ generator_ganloss : 1210.702295 ∣     [  std_z : 0.99  real_sub_fake : 521.83 ]
[  epoch 0036/0040] 3760/4800, lr:1.3e-05 ∣ avg_100 : 32162.830511 ∣ critic_nllloss : 25830.866992 ∣ critic_ganloss : -140.374969 ∣ generator_nllloss : 5153.584570 ∣ generator_ganloss : 1209.379004 ∣     [  std_z : 1.00  real_sub_fake : 606.35 ]
[  epoch 0036/0040] 3770/4800, lr:1.3e-05 ∣ avg_100 : 32163.306591 ∣ critic_nllloss : 25878.894141 ∣ critic_ganloss : -171.110060 ∣ generator_nllloss : 5113.509375 ∣ generator_ganloss : 1203.650195 ∣     [  std_z : 1.00  real_sub_fake : 664.33 ]
[  epoch 0036/0040] 3780/4800, lr:1.3e-05 ∣ avg_100 : 32165.331846 ∣ critic_nllloss : 25918.803516 ∣ critic_ganloss : -137.073244 ∣ generator_nllloss : 5204.850000 ∣ generator_ganloss : 1209.265527 ∣     [  std_z : 0.99  real_sub_fake : 619.20 ]
[  epoch 0036/0040] 3790/4800, lr:1.3e-05 ∣ avg_100 : 32165.407393 ∣ critic_nllloss : 25861.886914 ∣ critic_ganloss : -173.681551 ∣ generator_nllloss : 5132.503125 ∣ generator_ganloss : 1214.281396 ∣     [  std_z : 0.99  real_sub_fake : 593.83 ]
[  epoch 0036/0040] 3800/4800, lr:1.3e-05 ∣ avg_100 : 32163.652704 ∣ critic_nllloss : 25917.393555 ∣ critic_ganloss : -146.614136 ∣ generator_nllloss : 5153.364648 ∣ generator_ganloss : 1205.343896 ∣     [  std_z : 0.99  real_sub_fake : 547.45 ]
[  epoch 0036/0040] 3810/4800, lr:1.3e-05 ∣ avg_100 : 32158.941047 ∣ critic_nllloss : 25790.676953 ∣ critic_ganloss : -151.508644 ∣ generator_nllloss : 5022.839844 ∣ generator_ganloss : 1209.099609 ∣     [  std_z : 0.99  real_sub_fake : 562.38 ]
[  epoch 0036/0040] 3820/4800, lr:1.3e-05 ∣ avg_100 : 32155.325837 ∣ critic_nllloss : 25590.195312 ∣ critic_ganloss : -135.386719 ∣ generator_nllloss : 5103.560156 ∣ generator_ganloss : 1218.503271 ∣     [  std_z : 1.00  real_sub_fake : 505.73 ]
[  epoch 0036/0040] 3830/4800, lr:1.3e-05 ∣ avg_100 : 32156.489069 ∣ critic_nllloss : 26091.822852 ∣ critic_ganloss : -198.860327 ∣ generator_nllloss : 5239.509961 ∣ generator_ganloss : 1212.897070 ∣     [  std_z : 1.00  real_sub_fake : 566.75 ]
[  epoch 0036/0040] 3840/4800, lr:1.3e-05 ∣ avg_100 : 32157.179335 ∣ critic_nllloss : 25965.538672 ∣ critic_ganloss : -116.757655 ∣ generator_nllloss : 5237.414844 ∣ generator_ganloss : 1215.487256 ∣     [  std_z : 1.00  real_sub_fake : 646.99 ]
[  epoch 0036/0040] 3850/4800, lr:1.3e-05 ∣ avg_100 : 32154.064544 ∣ critic_nllloss : 25847.519336 ∣ critic_ganloss : -133.236837 ∣ generator_nllloss : 5236.087109 ∣ generator_ganloss : 1225.776074 ∣     [  std_z : 0.99  real_sub_fake : 524.88 ]
[  epoch 0036/0040] 3860/4800, lr:1.3e-05 ∣ avg_100 : 32157.542825 ∣ critic_nllloss : 26053.975586 ∣ critic_ganloss : -107.184236 ∣ generator_nllloss : 5233.710938 ∣ generator_ganloss : 1238.506494 ∣     [  std_z : 0.99  real_sub_fake : 424.49 ]
[  epoch 0036/0040] 3870/4800, lr:1.3e-05 ∣ avg_100 : 32155.906461 ∣ critic_nllloss : 25751.537891 ∣ critic_ganloss : -137.251278 ∣ generator_nllloss : 5225.893359 ∣ generator_ganloss : 1224.363965 ∣     [  std_z : 0.99  real_sub_fake : 476.21 ]
[  epoch 0036/0040] 3880/4800, lr:1.3e-05 ∣ avg_100 : 32151.197498 ∣ critic_nllloss : 25726.124414 ∣ critic_ganloss : -152.796295 ∣ generator_nllloss : 5033.310156 ∣ generator_ganloss : 1208.397607 ∣     [  std_z : 0.99  real_sub_fake : 517.34 ]
[  epoch 0036/0040] 3890/4800, lr:1.3e-05 ∣ avg_100 : 32148.602561 ∣ critic_nllloss : 25822.183203 ∣ critic_ganloss : -136.397684 ∣ generator_nllloss : 5191.819336 ∣ generator_ganloss : 1204.846387 ∣     [  std_z : 1.00  real_sub_fake : 569.40 ]
[  epoch 0036/0040] 3900/4800, lr:1.3e-05 ∣ avg_100 : 32150.590202 ∣ critic_nllloss : 25901.580859 ∣ critic_ganloss : -154.820387 ∣ generator_nllloss : 5244.700000 ∣ generator_ganloss : 1208.053027 ∣     [  std_z : 1.00  real_sub_fake : 513.13 ]
[  epoch 0036/0040] 3910/4800, lr:1.3e-05 ∣ avg_100 : 32151.714317 ∣ critic_nllloss : 25980.791211 ∣ critic_ganloss : -112.869969 ∣ generator_nllloss : 5203.644336 ∣ generator_ganloss : 1205.108301 ∣     [  std_z : 1.00  real_sub_fake : 592.17 ]
[  epoch 0036/0040] 3920/4800, lr:1.3e-05 ∣ avg_100 : 32150.395103 ∣ critic_nllloss : 25886.699414 ∣ critic_ganloss : -139.850211 ∣ generator_nllloss : 5176.887109 ∣ generator_ganloss : 1216.708301 ∣     [  std_z : 0.99  real_sub_fake : 576.06 ]
[  epoch 0036/0040] 3930/4800, lr:1.3e-05 ∣ avg_100 : 32147.958421 ∣ critic_nllloss : 25966.937109 ∣ critic_ganloss : -139.479511 ∣ generator_nllloss : 5160.430273 ∣ generator_ganloss : 1228.111670 ∣     [  std_z : 0.99  real_sub_fake : 478.31 ]
[  epoch 0036/0040] 3940/4800, lr:1.3e-05 ∣ avg_100 : 32150.753354 ∣ critic_nllloss : 25967.106641 ∣ critic_ganloss : -125.154080 ∣ generator_nllloss : 5172.459570 ∣ generator_ganloss : 1211.867090 ∣     [  std_z : 0.98  real_sub_fake : 504.50 ]
[  epoch 0036/0040] 3950/4800, lr:1.3e-05 ∣ avg_100 : 32151.093025 ∣ critic_nllloss : 25839.157031 ∣ critic_ganloss : -146.792611 ∣ generator_nllloss : 5242.634766 ∣ generator_ganloss : 1219.725928 ∣     [  std_z : 0.99  real_sub_fake : 481.29 ]
[  epoch 0036/0040] 3960/4800, lr:1.3e-05 ∣ avg_100 : 32153.298505 ∣ critic_nllloss : 25901.353711 ∣ critic_ganloss : -144.815785 ∣ generator_nllloss : 5178.402930 ∣ generator_ganloss : 1219.912402 ∣     [  std_z : 1.00  real_sub_fake : 501.01 ]
[  epoch 0036/0040] 3970/4800, lr:1.3e-05 ∣ avg_100 : 32155.772176 ∣ critic_nllloss : 26038.415430 ∣ critic_ganloss : -189.582140 ∣ generator_nllloss : 5213.758789 ∣ generator_ganloss : 1209.078223 ∣     [  std_z : 1.00  real_sub_fake : 552.12 ]
[  epoch 0036/0040] 3980/4800, lr:1.3e-05 ∣ avg_100 : 32156.464455 ∣ critic_nllloss : 25864.611523 ∣ critic_ganloss : -119.819356 ∣ generator_nllloss : 5143.629492 ∣ generator_ganloss : 1217.822168 ∣     [  std_z : 1.00  real_sub_fake : 619.58 ]
[  epoch 0036/0040] 3990/4800, lr:1.3e-05 ∣ avg_100 : 32158.379501 ∣ critic_nllloss : 26010.167773 ∣ critic_ganloss : -116.728624 ∣ generator_nllloss : 5101.946484 ∣ generator_ganloss : 1235.816406 ∣     [  std_z : 1.00  real_sub_fake : 463.70 ]
[  epoch 0036/0040] 4000/4800, lr:1.3e-05 ∣ avg_100 : 32161.803677 ∣ critic_nllloss : 26020.567578 ∣ critic_ganloss : -132.628910 ∣ generator_nllloss : 5201.168555 ∣ generator_ganloss : 1224.318506 ∣     [  std_z : 0.99  real_sub_fake : 497.19 ]
[  epoch 0036/0040] 4010/4800, lr:1.3e-05 ∣ avg_100 : 32160.754191 ∣ critic_nllloss : 25854.451562 ∣ critic_ganloss : -113.288348 ∣ generator_nllloss : 5172.059180 ∣ generator_ganloss : 1220.633984 ∣     [  std_z : 0.99  real_sub_fake : 342.42 ]
[  epoch 0036/0040] 4020/4800, lr:1.3e-05 ∣ avg_100 : 32159.753923 ∣ critic_nllloss : 25854.843750 ∣ critic_ganloss : -118.354839 ∣ generator_nllloss : 5194.073633 ∣ generator_ganloss : 1191.519238 ∣     [  std_z : 0.99  real_sub_fake : 491.05 ]
[  epoch 0036/0040] 4030/4800, lr:1.3e-05 ∣ avg_100 : 32156.434365 ∣ critic_nllloss : 25881.402539 ∣ critic_ganloss : -148.637968 ∣ generator_nllloss : 5189.384961 ∣ generator_ganloss : 1195.772852 ∣     [  std_z : 0.99  real_sub_fake : 535.66 ]
[  epoch 0036/0040] 4040/4800, lr:1.3e-05 ∣ avg_100 : 32156.745930 ∣ critic_nllloss : 25948.103320 ∣ critic_ganloss : -122.786923 ∣ generator_nllloss : 5223.395898 ∣ generator_ganloss : 1213.431592 ∣     [  std_z : 0.99  real_sub_fake : 530.42 ]
[  epoch 0036/0040] 4050/4800, lr:1.3e-05 ∣ avg_100 : 32159.219571 ∣ critic_nllloss : 25865.235352 ∣ critic_ganloss : -147.013533 ∣ generator_nllloss : 5201.675586 ∣ generator_ganloss : 1215.247119 ∣     [  std_z : 0.99  real_sub_fake : 497.66 ]
[  epoch 0036/0040] 4060/4800, lr:1.3e-05 ∣ avg_100 : 32157.733481 ∣ critic_nllloss : 26003.785156 ∣ critic_ganloss : -142.415033 ∣ generator_nllloss : 5132.021094 ∣ generator_ganloss : 1204.160107 ∣     [  std_z : 0.99  real_sub_fake : 549.94 ]
[  epoch 0036/0040] 4070/4800, lr:1.3e-05 ∣ avg_100 : 32157.633668 ∣ critic_nllloss : 25998.753125 ∣ critic_ganloss : -170.541510 ∣ generator_nllloss : 5270.630469 ∣ generator_ganloss : 1209.500146 ∣     [  std_z : 0.99  real_sub_fake : 536.56 ]
[  epoch 0036/0040] 4080/4800, lr:1.3e-05 ∣ avg_100 : 32154.753916 ∣ critic_nllloss : 25840.381445 ∣ critic_ganloss : -99.730581 ∣ generator_nllloss : 5148.526563 ∣ generator_ganloss : 1214.711328 ∣  [  std_z : 0.99  real_sub_fake : 391.69 ]
[  epoch 0036/0040] 4090/4800, lr:1.3e-05 ∣ avg_100 : 32157.225319 ∣ critic_nllloss : 25989.185742 ∣ critic_ganloss : -122.990307 ∣ generator_nllloss : 5217.857813 ∣ generator_ganloss : 1204.155225 ∣     [  std_z : 1.00  real_sub_fake : 489.90 ]
[  epoch 0036/0040] 4100/4800, lr:1.3e-05 ∣ avg_100 : 32153.615557 ∣ critic_nllloss : 25655.396484 ∣ critic_ganloss : -132.714838 ∣ generator_nllloss : 5083.014453 ∣ generator_ganloss : 1213.008594 ∣     [  std_z : 1.00  real_sub_fake : 520.32 ]
[  epoch 0036/0040] 4110/4800, lr:1.3e-05 ∣ avg_100 : 32156.972982 ∣ critic_nllloss : 26148.862695 ∣ critic_ganloss : -151.543861 ∣ generator_nllloss : 5327.983594 ∣ generator_ganloss : 1228.095654 ∣     [  std_z : 1.00  real_sub_fake : 483.71 ]
[  epoch 0036/0040] 4120/4800, lr:1.3e-05 ∣ avg_100 : 32157.800117 ∣ critic_nllloss : 26041.219922 ∣ critic_ganloss : -152.906561 ∣ generator_nllloss : 5174.715430 ∣ generator_ganloss : 1213.401318 ∣     [  std_z : 0.99  real_sub_fake : 460.39 ]
[  epoch 0036/0040] 4130/4800, lr:1.3e-05 ∣ avg_100 : 32158.190778 ∣ critic_nllloss : 25842.701562 ∣ critic_ganloss : -161.229622 ∣ generator_nllloss : 5117.250391 ∣ generator_ganloss : 1188.213184 ∣     [  std_z : 0.98  real_sub_fake : 601.72 ]
[  epoch 0036/0040] 4140/4800, lr:1.3e-05 ∣ avg_100 : 32158.586652 ∣ critic_nllloss : 25942.873437 ∣ critic_ganloss : -172.819127 ∣ generator_nllloss : 5131.660742 ∣ generator_ganloss : 1215.996680 ∣     [  std_z : 0.99  real_sub_fake : 490.66 ]
[  epoch 0036/0040] 4150/4800, lr:1.3e-05 ∣ avg_100 : 32157.904519 ∣ critic_nllloss : 25966.302344 ∣ critic_ganloss : -158.642953 ∣ generator_nllloss : 5239.171289 ∣ generator_ganloss : 1209.597412 ∣     [  std_z : 0.99  real_sub_fake : 525.02 ]
[  epoch 0036/0040] 4160/4800, lr:1.3e-05 ∣ avg_100 : 32153.242975 ∣ critic_nllloss : 25734.830664 ∣ critic_ganloss : -146.311502 ∣ generator_nllloss : 5125.777344 ∣ generator_ganloss : 1213.076074 ∣     [  std_z : 0.99  real_sub_fake : 626.78 ]
[  epoch 0036/0040] 4170/4800, lr:1.3e-05 ∣ avg_100 : 32150.405089 ∣ critic_nllloss : 25823.234180 ∣ critic_ganloss : -92.834264 ∣ generator_nllloss : 5076.194336 ∣ generator_ganloss : 1217.734033 ∣  [  std_z : 1.00  real_sub_fake : 568.55 ]
[  epoch 0036/0040] 4180/4800, lr:1.3e-05 ∣ avg_100 : 32151.131009 ∣ critic_nllloss : 25901.453906 ∣ critic_ganloss : -155.688400 ∣ generator_nllloss : 5204.480664 ∣ generator_ganloss : 1222.310742 ∣     [  std_z : 1.00  real_sub_fake : 459.69 ]
[  epoch 0036/0040] 4190/4800, lr:1.3e-05 ∣ avg_100 : 32149.809483 ∣ critic_nllloss : 25999.122852 ∣ critic_ganloss : -130.385378 ∣ generator_nllloss : 5110.833398 ∣ generator_ganloss : 1208.550732 ∣     [  std_z : 1.00  real_sub_fake : 633.97 ]
[  epoch 0036/0040] 4200/4800, lr:1.3e-05 ∣ avg_100 : 32147.633584 ∣ critic_nllloss : 25734.959766 ∣ critic_ganloss : -154.482829 ∣ generator_nllloss : 5204.293359 ∣ generator_ganloss : 1215.106445 ∣     [  std_z : 0.99  real_sub_fake : 548.77 ]
[  epoch 0036/0040] 4210/4800, lr:1.3e-05 ∣ avg_100 : 32143.619112 ∣ critic_nllloss : 25910.047656 ∣ critic_ganloss : -148.354703 ∣ generator_nllloss : 5092.525195 ∣ generator_ganloss : 1223.250928 ∣     [  std_z : 0.99  real_sub_fake : 549.55 ]
[  epoch 0036/0040] 4220/4800, lr:1.3e-05 ∣ avg_100 : 32144.279908 ∣ critic_nllloss : 26223.179883 ∣ critic_ganloss : -153.772438 ∣ generator_nllloss : 5086.591211 ∣ generator_ganloss : 1216.938428 ∣     [  std_z : 0.99  real_sub_fake : 562.31 ]
[  epoch 0036/0040] 4230/4800, lr:1.3e-05 ∣ avg_100 : 32141.868891 ∣ critic_nllloss : 25677.606445 ∣ critic_ganloss : -119.608633 ∣ generator_nllloss : 5109.481250 ∣ generator_ganloss : 1214.281885 ∣     [  std_z : 0.99  real_sub_fake : 502.14 ]
[  epoch 0036/0040] 4240/4800, lr:1.3e-05 ∣ avg_100 : 32140.204879 ∣ critic_nllloss : 26008.884961 ∣ critic_ganloss : -170.570677 ∣ generator_nllloss : 5132.847461 ∣ generator_ganloss : 1209.569873 ∣     [  std_z : 0.99  real_sub_fake : 590.31 ]
[  epoch 0036/0040] 4250/4800, lr:1.3e-05 ∣ avg_100 : 32141.257459 ∣ critic_nllloss : 26023.963477 ∣ critic_ganloss : -133.509364 ∣ generator_nllloss : 5196.164258 ∣ generator_ganloss : 1205.774902 ∣     [  std_z : 1.00  real_sub_fake : 619.91 ]
[  epoch 0036/0040] 4260/4800, lr:1.3e-05 ∣ avg_100 : 32143.451110 ∣ critic_nllloss : 25963.135742 ∣ critic_ganloss : -139.066630 ∣ generator_nllloss : 5248.425781 ∣ generator_ganloss : 1224.753711 ∣     [  std_z : 1.00  real_sub_fake : 614.64 ]
[  epoch 0036/0040] 4270/4800, lr:1.3e-05 ∣ avg_100 : 32143.389502 ∣ critic_nllloss : 25984.428320 ∣ critic_ganloss : -198.859883 ∣ generator_nllloss : 5134.264453 ∣ generator_ganloss : 1226.049561 ∣     [  std_z : 0.99  real_sub_fake : 569.18 ]
[  epoch 0036/0040] 4280/4800, lr:1.3e-05 ∣ avg_100 : 32144.820193 ∣ critic_nllloss : 26074.076172 ∣ critic_ganloss : -92.696254 ∣ generator_nllloss : 5148.036719 ∣ generator_ganloss : 1211.492871 ∣  [  std_z : 0.99  real_sub_fake : 553.42 ]
[  epoch 0036/0040] 4290/4800, lr:1.3e-05 ∣ avg_100 : 32145.267819 ∣ critic_nllloss : 25809.806836 ∣ critic_ganloss : -151.215836 ∣ generator_nllloss : 5122.094531 ∣ generator_ganloss : 1214.202002 ∣     [  std_z : 0.99  real_sub_fake : 510.89 ]
[  epoch 0036/0040] 4300/4800, lr:1.3e-05 ∣ avg_100 : 32140.268608 ∣ critic_nllloss : 25725.314648 ∣ critic_ganloss : -159.675363 ∣ generator_nllloss : 5125.174219 ∣ generator_ganloss : 1213.379102 ∣     [  std_z : 0.99  real_sub_fake : 553.94 ]
[  epoch 0036/0040] 4310/4800, lr:1.3e-05 ∣ avg_100 : 32139.188704 ∣ critic_nllloss : 25772.053516 ∣ critic_ganloss : -122.240807 ∣ generator_nllloss : 5196.805859 ∣ generator_ganloss : 1209.486621 ∣     [  std_z : 1.00  real_sub_fake : 559.95 ]
[  epoch 0036/0040] 4320/4800, lr:1.3e-05 ∣ avg_100 : 32137.380977 ∣ critic_nllloss : 25785.037500 ∣ critic_ganloss : -158.901198 ∣ generator_nllloss : 5108.769531 ∣ generator_ganloss : 1219.212549 ∣     [  std_z : 1.00  real_sub_fake : 558.84 ]
[  epoch 0036/0040] 4330/4800, lr:1.3e-05 ∣ avg_100 : 32137.073591 ∣ critic_nllloss : 25739.017188 ∣ critic_ganloss : -90.127457 ∣ generator_nllloss : 5135.605664 ∣ generator_ganloss : 1221.433398 ∣  [  std_z : 1.00  real_sub_fake : 497.12 ]
[  epoch 0036/0040] 4340/4800, lr:1.3e-05 ∣ avg_100 : 32137.890054 ∣ critic_nllloss : 25895.378516 ∣ critic_ganloss : -169.863026 ∣ generator_nllloss : 5183.410352 ∣ generator_ganloss : 1206.140088 ∣     [  std_z : 0.99  real_sub_fake : 495.15 ]
[  epoch 0036/0040] 4350/4800, lr:1.3e-05 ∣ avg_100 : 32136.618040 ∣ critic_nllloss : 26033.513867 ∣ critic_ganloss : -165.212878 ∣ generator_nllloss : 5183.563672 ∣ generator_ganloss : 1194.915186 ∣     [  std_z : 0.99  real_sub_fake : 511.78 ]
[  epoch 0036/0040] 4360/4800, lr:1.3e-05 ∣ avg_100 : 32138.200620 ∣ critic_nllloss : 26011.952539 ∣ critic_ganloss : -134.555249 ∣ generator_nllloss : 5177.516797 ∣ generator_ganloss : 1204.058398 ∣     [  std_z : 1.00  real_sub_fake : 575.34 ]
[  epoch 0036/0040] 4370/4800, lr:1.3e-05 ∣ avg_100 : 32137.554819 ∣ critic_nllloss : 25933.643164 ∣ critic_ganloss : -149.169046 ∣ generator_nllloss : 5180.700000 ∣ generator_ganloss : 1195.771387 ∣     [  std_z : 1.00  real_sub_fake : 539.68 ]
[  epoch 0036/0040] 4380/4800, lr:1.3e-05 ∣ avg_100 : 32140.660226 ∣ critic_nllloss : 26041.525977 ∣ critic_ganloss : -124.233945 ∣ generator_nllloss : 5244.852344 ∣ generator_ganloss : 1204.047803 ∣     [  std_z : 1.00  real_sub_fake : 512.87 ]
[  epoch 0036/0040] 4390/4800, lr:1.3e-05 ∣ avg_100 : 32140.478342 ∣ critic_nllloss : 25898.734766 ∣ critic_ganloss : -142.085663 ∣ generator_nllloss : 5122.479297 ∣ generator_ganloss : 1222.281104 ∣     [  std_z : 0.99  real_sub_fake : 515.48 ]
[  epoch 0036/0040] 4400/4800, lr:1.3e-05 ∣ avg_100 : 32140.895422 ∣ critic_nllloss : 25971.460742 ∣ critic_ganloss : -116.887466 ∣ generator_nllloss : 5103.937305 ∣ generator_ganloss : 1215.904785 ∣     [  std_z : 0.99  real_sub_fake : 460.40 ]
[  epoch 0036/0040] 4410/4800, lr:1.3e-05 ∣ avg_100 : 32141.323454 ∣ critic_nllloss : 25869.853516 ∣ critic_ganloss : -174.081868 ∣ generator_nllloss : 5238.227930 ∣ generator_ganloss : 1213.624805 ∣     [  std_z : 0.99  real_sub_fake : 573.57 ]
[  epoch 0036/0040] 4420/4800, lr:1.3e-05 ∣ avg_100 : 32145.462393 ∣ critic_nllloss : 26019.433398 ∣ critic_ganloss : -168.265999 ∣ generator_nllloss : 5206.904688 ∣ generator_ganloss : 1207.997119 ∣     [  std_z : 0.99  real_sub_fake : 609.61 ]
[  epoch 0036/0040] 4430/4800, lr:1.3e-05 ∣ avg_100 : 32142.153475 ∣ critic_nllloss : 25839.903320 ∣ critic_ganloss : -201.957722 ∣ generator_nllloss : 5181.545703 ∣ generator_ganloss : 1209.504541 ∣     [  std_z : 0.99  real_sub_fake : 598.49 ]
[  epoch 0036/0040] 4440/4800, lr:1.3e-05 ∣ avg_100 : 32140.727226 ∣ critic_nllloss : 25743.650000 ∣ critic_ganloss : -202.773338 ∣ generator_nllloss : 5176.069141 ∣ generator_ganloss : 1202.114111 ∣     [  std_z : 0.99  real_sub_fake : 659.25 ]
[  epoch 0036/0040] 4450/4800, lr:1.3e-05 ∣ avg_100 : 32137.969977 ∣ critic_nllloss : 25893.246289 ∣ critic_ganloss : -147.366975 ∣ generator_nllloss : 5138.253125 ∣ generator_ganloss : 1213.760693 ∣     [  std_z : 0.99  real_sub_fake : 678.24 ]
[  epoch 0036/0040] 4460/4800, lr:1.3e-05 ∣ avg_100 : 32134.100638 ∣ critic_nllloss : 25561.672656 ∣ critic_ganloss : -149.767622 ∣ generator_nllloss : 5015.514453 ∣ generator_ganloss : 1220.056104 ∣     [  std_z : 0.99  real_sub_fake : 546.21 ]
[  epoch 0036/0040] 4470/4800, lr:1.3e-05 ∣ avg_100 : 32138.184881 ∣ critic_nllloss : 26104.907227 ∣ critic_ganloss : -115.333360 ∣ generator_nllloss : 5239.825781 ∣ generator_ganloss : 1214.891064 ∣     [  std_z : 0.99  real_sub_fake : 514.12 ]
[  epoch 0036/0040] 4480/4800, lr:1.3e-05 ∣ avg_100 : 32139.356220 ∣ critic_nllloss : 25878.201367 ∣ critic_ganloss : -120.932818 ∣ generator_nllloss : 5162.728711 ∣ generator_ganloss : 1215.610742 ∣     [  std_z : 0.99  real_sub_fake : 535.36 ]
[  epoch 0036/0040] 4490/4800, lr:1.3e-05 ∣ avg_100 : 32138.809292 ∣ critic_nllloss : 25931.663281 ∣ critic_ganloss : -128.327887 ∣ generator_nllloss : 5098.055859 ∣ generator_ganloss : 1226.031201 ∣     [  std_z : 0.99  real_sub_fake : 514.32 ]
[  epoch 0036/0040] 4500/4800, lr:1.3e-05 ∣ avg_100 : 32142.605515 ∣ critic_nllloss : 26061.912305 ∣ critic_ganloss : -95.848006 ∣ generator_nllloss : 5324.967188 ∣ generator_ganloss : 1238.274365 ∣  [  std_z : 0.99  real_sub_fake : 270.91 ]
[  epoch 0036/0040] 4510/4800, lr:1.3e-05 ∣ avg_100 : 32142.345318 ∣ critic_nllloss : 25847.289258 ∣ critic_ganloss : -152.055691 ∣ generator_nllloss : 5162.992383 ∣ generator_ganloss : 1202.035449 ∣     [  std_z : 0.99  real_sub_fake : 395.95 ]
[  epoch 0036/0040] 4520/4800, lr:1.3e-05 ∣ avg_100 : 32142.481935 ∣ critic_nllloss : 25948.835938 ∣ critic_ganloss : -164.288965 ∣ generator_nllloss : 5323.536133 ∣ generator_ganloss : 1179.350537 ∣     [  std_z : 0.99  real_sub_fake : 601.34 ]
[  epoch 0036/0040] 4530/4800, lr:1.3e-05 ∣ avg_100 : 32142.703848 ∣ critic_nllloss : 25956.502539 ∣ critic_ganloss : -135.055039 ∣ generator_nllloss : 5246.157422 ∣ generator_ganloss : 1192.528320 ∣     [  std_z : 0.99  real_sub_fake : 559.26 ]
[  epoch 0036/0040] 4540/4800, lr:1.3e-05 ∣ avg_100 : 32140.684006 ∣ critic_nllloss : 25730.310156 ∣ critic_ganloss : -94.238116 ∣ generator_nllloss : 5125.767969 ∣ generator_ganloss : 1211.306641 ∣  [  std_z : 0.99  real_sub_fake : 436.41 ]
[  epoch 0036/0040] 4550/4800, lr:1.3e-05 ∣ avg_100 : 32144.498419 ∣ critic_nllloss : 26034.547656 ∣ critic_ganloss : -96.491001 ∣ generator_nllloss : 5168.441211 ∣ generator_ganloss : 1202.934570 ∣  [  std_z : 1.00  real_sub_fake : 419.10 ]
[  epoch 0036/0040] 4560/4800, lr:1.3e-05 ∣ avg_100 : 32144.254728 ∣ critic_nllloss : 25891.056055 ∣ critic_ganloss : -176.731081 ∣ generator_nllloss : 5250.532812 ∣ generator_ganloss : 1190.402930 ∣     [  std_z : 1.00  real_sub_fake : 482.70 ]
[  epoch 0036/0040] 4570/4800, lr:1.3e-05 ∣ avg_100 : 32143.341454 ∣ critic_nllloss : 25876.719336 ∣ critic_ganloss : -127.519859 ∣ generator_nllloss : 5218.836719 ∣ generator_ganloss : 1185.374707 ∣     [  std_z : 1.00  real_sub_fake : 575.98 ]
[  epoch 0036/0040] 4580/4800, lr:1.3e-05 ∣ avg_100 : 32147.939516 ∣ critic_nllloss : 26058.623828 ∣ critic_ganloss : -120.176601 ∣ generator_nllloss : 5301.697656 ∣ generator_ganloss : 1199.073779 ∣     [  std_z : 0.99  real_sub_fake : 542.40 ]
[  epoch 0036/0040] 4590/4800, lr:1.3e-05 ∣ avg_100 : 32146.332093 ∣ critic_nllloss : 25791.005664 ∣ critic_ganloss : -147.902161 ∣ generator_nllloss : 5222.648828 ∣ generator_ganloss : 1193.442236 ∣     [  std_z : 0.98  real_sub_fake : 554.38 ]
[  epoch 0036/0040] 4600/4800, lr:1.3e-05 ∣ avg_100 : 32145.318637 ∣ critic_nllloss : 25913.088086 ∣ critic_ganloss : -146.585660 ∣ generator_nllloss : 5194.052734 ∣ generator_ganloss : 1197.284326 ∣     [  std_z : 0.98  real_sub_fake : 570.61 ]
[  epoch 0036/0040] 4610/4800, lr:1.3e-05 ∣ avg_100 : 32143.721191 ∣ critic_nllloss : 26055.710938 ∣ critic_ganloss : -168.214697 ∣ generator_nllloss : 5197.957422 ∣ generator_ganloss : 1203.337402 ∣     [  std_z : 0.99  real_sub_fake : 582.69 ]
[  epoch 0036/0040] 4620/4800, lr:1.3e-05 ∣ avg_100 : 32147.149842 ∣ critic_nllloss : 25850.450000 ∣ critic_ganloss : -148.779824 ∣ generator_nllloss : 5224.227539 ∣ generator_ganloss : 1202.029785 ∣     [  std_z : 1.00  real_sub_fake : 532.69 ]
[  epoch 0036/0040] 4630/4800, lr:1.3e-05 ∣ avg_100 : 32143.045505 ∣ critic_nllloss : 25700.914648 ∣ critic_ganloss : -156.306589 ∣ generator_nllloss : 5075.187695 ∣ generator_ganloss : 1213.082520 ∣     [  std_z : 1.00  real_sub_fake : 553.64 ]
[  epoch 0036/0040] 4640/4800, lr:1.3e-05 ∣ avg_100 : 32140.602523 ∣ critic_nllloss : 25957.988867 ∣ critic_ganloss : -155.719920 ∣ generator_nllloss : 5093.108594 ∣ generator_ganloss : 1215.704834 ∣     [  std_z : 0.99  real_sub_fake : 522.17 ]
[  epoch 0036/0040] 4650/4800, lr:1.3e-05 ∣ avg_100 : 32139.857445 ∣ critic_nllloss : 25890.799023 ∣ critic_ganloss : -128.949057 ∣ generator_nllloss : 5118.320117 ∣ generator_ganloss : 1209.829932 ∣     [  std_z : 0.99  real_sub_fake : 564.86 ]
[  epoch 0036/0040] 4660/4800, lr:1.3e-05 ∣ avg_100 : 32143.129894 ∣ critic_nllloss : 26072.629492 ∣ critic_ganloss : -153.094031 ∣ generator_nllloss : 5198.977930 ∣ generator_ganloss : 1211.040332 ∣     [  std_z : 0.98  real_sub_fake : 532.08 ]
[  epoch 0036/0040] 4670/4800, lr:1.3e-05 ∣ avg_100 : 32141.341984 ∣ critic_nllloss : 25629.209961 ∣ critic_ganloss : -135.059926 ∣ generator_nllloss : 5143.181250 ∣ generator_ganloss : 1204.575439 ∣     [  std_z : 0.99  real_sub_fake : 490.80 ]
[  epoch 0036/0040] 4680/4800, lr:1.3e-05 ∣ avg_100 : 32141.182664 ∣ critic_nllloss : 25916.516992 ∣ critic_ganloss : -158.949828 ∣ generator_nllloss : 5180.840625 ∣ generator_ganloss : 1205.295947 ∣     [  std_z : 1.00  real_sub_fake : 552.63 ]
[  epoch 0036/0040] 4690/4800, lr:1.3e-05 ∣ avg_100 : 32140.973586 ∣ critic_nllloss : 25925.881641 ∣ critic_ganloss : -173.385341 ∣ generator_nllloss : 5186.691211 ∣ generator_ganloss : 1199.747559 ∣     [  std_z : 1.00  real_sub_fake : 615.02 ]
[  epoch 0036/0040] 4700/4800, lr:1.3e-05 ∣ avg_100 : 32140.393684 ∣ critic_nllloss : 25886.052539 ∣ critic_ganloss : -134.230783 ∣ generator_nllloss : 5157.767187 ∣ generator_ganloss : 1215.039355 ∣     [  std_z : 1.00  real_sub_fake : 559.51 ]
[  epoch 0036/0040] 4710/4800, lr:1.3e-05 ∣ avg_100 : 32139.755979 ∣ critic_nllloss : 25977.731836 ∣ critic_ganloss : -160.436194 ∣ generator_nllloss : 5277.446484 ∣ generator_ganloss : 1215.984375 ∣     [  std_z : 1.00  real_sub_fake : 516.46 ]
[  epoch 0036/0040] 4720/4800, lr:1.3e-05 ∣ avg_100 : 32140.273985 ∣ critic_nllloss : 25845.144531 ∣ critic_ganloss : -120.025682 ∣ generator_nllloss : 5196.907617 ∣ generator_ganloss : 1207.595752 ∣     [  std_z : 0.99  real_sub_fake : 616.74 ]
[  epoch 0036/0040] 4730/4800, lr:1.3e-05 ∣ avg_100 : 32141.710777 ∣ critic_nllloss : 25892.530859 ∣ critic_ganloss : -163.791803 ∣ generator_nllloss : 5161.774414 ∣ generator_ganloss : 1207.754150 ∣     [  std_z : 0.99  real_sub_fake : 627.92 ]
[  epoch 0036/0040] 4740/4800, lr:1.3e-05 ∣ avg_100 : 32145.970886 ∣ critic_nllloss : 25902.107617 ∣ critic_ganloss : -75.412906 ∣ generator_nllloss : 5161.476172 ∣ generator_ganloss : 1207.206934 ∣  [  std_z : 1.00  real_sub_fake : 476.09 ]
[  epoch 0036/0040] 4750/4800, lr:1.3e-05 ∣ avg_100 : 32147.684228 ∣ critic_nllloss : 26004.984375 ∣ critic_ganloss : -68.939429 ∣ generator_nllloss : 5169.612891 ∣ generator_ganloss : 1198.965332 ∣  [  std_z : 1.01  real_sub_fake : 569.02 ]
[  epoch 0036/0040] 4760/4800, lr:1.3e-05 ∣ avg_100 : 32150.438755 ∣ critic_nllloss : 26068.599023 ∣ critic_ganloss : -163.597736 ∣ generator_nllloss : 5199.099219 ∣ generator_ganloss : 1224.807861 ∣     [  std_z : 1.00  real_sub_fake : 463.38 ]
[  epoch 0036/0040] 4770/4800, lr:1.3e-05 ∣ avg_100 : 32150.716090 ∣ critic_nllloss : 25838.139648 ∣ critic_ganloss : -169.871968 ∣ generator_nllloss : 5161.743359 ∣ generator_ganloss : 1222.666113 ∣     [  std_z : 0.99  real_sub_fake : 438.64 ]
[  epoch 0036/0040] 4780/4800, lr:1.3e-05 ∣ avg_100 : 32149.637514 ∣ critic_nllloss : 25849.235156 ∣ critic_ganloss : -164.396165 ∣ generator_nllloss : 5201.095703 ∣ generator_ganloss : 1202.053516 ∣     [  std_z : 0.98  real_sub_fake : 516.15 ]
[  epoch 0036/0040] 4790/4800, lr:1.3e-05 ∣ avg_100 : 32150.211238 ∣ critic_nllloss : 25842.101172 ∣ critic_ganloss : -126.889748 ∣ generator_nllloss : 5174.486328 ∣ generator_ganloss : 1202.664453 ∣     [  std_z : 0.98  real_sub_fake : 492.05 ]
[  epoch 0036/0040] 4800/4800, lr:1.3e-05 ∣ avg_100 : 32154.032516 ∣ critic_nllloss : 26129.321094 ∣ critic_ganloss : -84.473380 ∣ generator_nllloss : 5241.221289 ∣ generator_ganloss : 1225.546826 ∣  [  std_z : 1.00  real_sub_fake : 437.34 ]
[    val 036    ] Done! KLD: 0.026001: 0.005227g: 3:02:30, total: 1 day, 6:24:57                    
[  epoch 0037/0040] 0010/4800, lr:1.3e-05 ∣ avg_100 : 32157.014520 ∣ critic_nllloss : 25954.034961 ∣ critic_ganloss : -168.599692 ∣ generator_nllloss : 5160.947852 ∣ generator_ganloss : 1222.925000 ∣     [  std_z : 1.00  real_sub_fake : 482.23 ]
[  epoch 0037/0040] 0020/4800, lr:1.3e-05 ∣ avg_100 : 32160.018538 ∣ critic_nllloss : 25827.893945 ∣ critic_ganloss : -139.601274 ∣ generator_nllloss : 5187.320703 ∣ generator_ganloss : 1201.660449 ∣     [  std_z : 1.00  real_sub_fake : 594.15 ]
[  epoch 0037/0040] 0030/4800, lr:1.3e-05 ∣ avg_100 : 32157.511764 ∣ critic_nllloss : 25872.820703 ∣ critic_ganloss : -166.903458 ∣ generator_nllloss : 5182.666797 ∣ generator_ganloss : 1206.108105 ∣     [  std_z : 1.00  real_sub_fake : 572.70 ]
[  epoch 0037/0040] 0040/4800, lr:1.3e-05 ∣ avg_100 : 32157.970963 ∣ critic_nllloss : 26017.087109 ∣ critic_ganloss : -126.274557 ∣ generator_nllloss : 5239.114648 ∣ generator_ganloss : 1217.675879 ∣     [  std_z : 0.99  real_sub_fake : 577.65 ]
[  epoch 0037/0040] 0050/4800, lr:1.3e-05 ∣ avg_100 : 32158.043579 ∣ critic_nllloss : 25896.361914 ∣ critic_ganloss : -151.339102 ∣ generator_nllloss : 5231.805859 ∣ generator_ganloss : 1206.578564 ∣     [  std_z : 0.99  real_sub_fake : 598.21 ]
[  epoch 0037/0040] 0060/4800, lr:1.3e-05 ∣ avg_100 : 32153.557828 ∣ critic_nllloss : 25788.703320 ∣ critic_ganloss : -181.934650 ∣ generator_nllloss : 5146.209375 ∣ generator_ganloss : 1217.455615 ∣     [  std_z : 0.99  real_sub_fake : 561.51 ]
[  epoch 0037/0040] 0070/4800, lr:1.3e-05 ∣ avg_100 : 32156.084182 ∣ critic_nllloss : 26016.794531 ∣ critic_ganloss : -204.328881 ∣ generator_nllloss : 5286.346094 ∣ generator_ganloss : 1218.367578 ∣     [  std_z : 0.99  real_sub_fake : 569.89 ]
[  epoch 0037/0040] 0080/4800, lr:1.3e-05 ∣ avg_100 : 32157.073655 ∣ critic_nllloss : 25784.490234 ∣ critic_ganloss : -194.324870 ∣ generator_nllloss : 5113.575781 ∣ generator_ganloss : 1210.242090 ∣     [  std_z : 1.00  real_sub_fake : 669.38 ]
[  epoch 0037/0040] 0090/4800, lr:1.3e-05 ∣ avg_100 : 32155.668365 ∣ critic_nllloss : 25720.648242 ∣ critic_ganloss : -142.477065 ∣ generator_nllloss : 5138.143750 ∣ generator_ganloss : 1225.607324 ∣     [  std_z : 1.00  real_sub_fake : 567.60 ]
[  epoch 0037/0040] 0100/4800, lr:1.3e-05 ∣ avg_100 : 32154.703264 ∣ critic_nllloss : 25891.034766 ∣ critic_ganloss : -151.636850 ∣ generator_nllloss : 5148.834375 ∣ generator_ganloss : 1214.771094 ∣     [  std_z : 1.00  real_sub_fake : 566.05 ]
[  epoch 0037/0040] 0110/4800, lr:1.3e-05 ∣ avg_100 : 32153.374577 ∣ critic_nllloss : 25877.372070 ∣ critic_ganloss : -117.942133 ∣ generator_nllloss : 5172.206641 ∣ generator_ganloss : 1212.168555 ∣     [  std_z : 0.99  real_sub_fake : 582.88 ]
[  epoch 0037/0040] 0120/4800, lr:1.3e-05 ∣ avg_100 : 32151.748702 ∣ critic_nllloss : 25629.616406 ∣ critic_ganloss : -102.623161 ∣ generator_nllloss : 5239.331836 ∣ generator_ganloss : 1211.532031 ∣     [  std_z : 0.99  real_sub_fake : 512.80 ]
[  epoch 0037/0040] 0130/4800, lr:1.3e-05 ∣ avg_100 : 32150.282865 ∣ critic_nllloss : 25778.575586 ∣ critic_ganloss : -115.677458 ∣ generator_nllloss : 5187.167969 ∣ generator_ganloss : 1219.349756 ∣     [  std_z : 0.99  real_sub_fake : 516.79 ]
[  epoch 0037/0040] 0140/4800, lr:1.3e-05 ∣ avg_100 : 32148.656029 ∣ critic_nllloss : 25839.429883 ∣ critic_ganloss : -119.808066 ∣ generator_nllloss : 5116.252344 ∣ generator_ganloss : 1227.721484 ∣     [  std_z : 0.99  real_sub_fake : 452.15 ]
[  epoch 0037/0040] 0150/4800, lr:1.3e-05 ∣ avg_100 : 32150.461828 ∣ critic_nllloss : 26015.717187 ∣ critic_ganloss : -132.779449 ∣ generator_nllloss : 5226.786719 ∣ generator_ganloss : 1225.580566 ∣     [  std_z : 1.00  real_sub_fake : 457.46 ]
[  epoch 0037/0040] 0160/4800, lr:1.3e-05 ∣ avg_100 : 32150.574832 ∣ critic_nllloss : 25844.198242 ∣ critic_ganloss : -137.335756 ∣ generator_nllloss : 5247.473828 ∣ generator_ganloss : 1211.817383 ∣     [  std_z : 0.99  real_sub_fake : 489.59 ]
[  epoch 0037/0040] 0170/4800, lr:1.3e-05 ∣ avg_100 : 32147.307314 ∣ critic_nllloss : 25757.828125 ∣ critic_ganloss : -148.574368 ∣ generator_nllloss : 5122.341211 ∣ generator_ganloss : 1213.323437 ∣     [  std_z : 0.99  real_sub_fake : 502.43 ]
[  epoch 0037/0040] 0180/4800, lr:1.3e-05 ∣ avg_100 : 32147.211137 ∣ critic_nllloss : 25799.953125 ∣ critic_ganloss : -159.844357 ∣ generator_nllloss : 5240.949609 ∣ generator_ganloss : 1215.567822 ∣     [  std_z : 0.99  real_sub_fake : 522.77 ]
[  epoch 0037/0040] 0190/4800, lr:1.3e-05 ∣ avg_100 : 32146.320109 ∣ critic_nllloss : 25899.096875 ∣ critic_ganloss : -174.013522 ∣ generator_nllloss : 5205.097461 ∣ generator_ganloss : 1211.918359 ∣     [  std_z : 1.00  real_sub_fake : 531.81 ]
[  epoch 0037/0040] 0200/4800, lr:1.3e-05 ∣ avg_100 : 32144.857378 ∣ critic_nllloss : 25937.836133 ∣ critic_ganloss : -162.624178 ∣ generator_nllloss : 5182.646289 ∣ generator_ganloss : 1209.294434 ∣     [  std_z : 1.00  real_sub_fake : 673.54 ]
[  epoch 0037/0040] 0210/4800, lr:1.3e-05 ∣ avg_100 : 32143.395978 ∣ critic_nllloss : 25810.741992 ∣ critic_ganloss : -149.385530 ∣ generator_nllloss : 5104.035547 ∣ generator_ganloss : 1222.324316 ∣     [  std_z : 1.00  real_sub_fake : 602.80 ]
[  epoch 0037/0040] 0220/4800, lr:1.3e-05 ∣ avg_100 : 32140.984409 ∣ critic_nllloss : 25782.638867 ∣ critic_ganloss : -198.871973 ∣ generator_nllloss : 5072.205664 ∣ generator_ganloss : 1224.952344 ∣     [  std_z : 0.99  real_sub_fake : 571.42 ]
[  epoch 0037/0040] 0230/4800, lr:1.3e-05 ∣ avg_100 : 32140.669749 ∣ critic_nllloss : 25854.039648 ∣ critic_ganloss : -133.514819 ∣ generator_nllloss : 5141.359766 ∣ generator_ganloss : 1224.571777 ∣     [  std_z : 1.00  real_sub_fake : 538.09 ]
[  epoch 0037/0040] 0240/4800, lr:1.3e-05 ∣ avg_100 : 32141.609361 ∣ critic_nllloss : 26046.417773 ∣ critic_ganloss : -166.463927 ∣ generator_nllloss : 5267.165820 ∣ generator_ganloss : 1208.985498 ∣     [  std_z : 0.99  real_sub_fake : 638.58 ]
[  epoch 0037/0040] 0250/4800, lr:1.3e-05 ∣ avg_100 : 32140.815036 ∣ critic_nllloss : 25775.435937 ∣ critic_ganloss : -120.913882 ∣ generator_nllloss : 5177.339063 ∣ generator_ganloss : 1223.850879 ∣     [  std_z : 0.99  real_sub_fake : 526.45 ]
[  epoch 0037/0040] 0260/4800, lr:1.3e-05 ∣ avg_100 : 32141.693320 ∣ critic_nllloss : 25953.687305 ∣ critic_ganloss : -177.606479 ∣ generator_nllloss : 5295.489453 ∣ generator_ganloss : 1213.809473 ∣     [  std_z : 0.99  real_sub_fake : 525.04 ]
[  epoch 0037/0040] 0270/4800, lr:1.3e-05 ∣ avg_100 : 32140.383253 ∣ critic_nllloss : 25885.192383 ∣ critic_ganloss : -186.522888 ∣ generator_nllloss : 5274.043359 ∣ generator_ganloss : 1204.622656 ∣     [  std_z : 0.99  real_sub_fake : 667.77 ]
[  epoch 0037/0040] 0280/4800, lr:1.3e-05 ∣ avg_100 : 32139.986363 ∣ critic_nllloss : 25798.002930 ∣ critic_ganloss : -196.996352 ∣ generator_nllloss : 5253.319727 ∣ generator_ganloss : 1209.873389 ∣     [  std_z : 0.99  real_sub_fake : 667.03 ]
[  epoch 0037/0040] 0290/4800, lr:1.3e-05 ∣ avg_100 : 32137.103966 ∣ critic_nllloss : 25801.520703 ∣ critic_ganloss : -160.542209 ∣ generator_nllloss : 5138.398242 ∣ generator_ganloss : 1220.592090 ∣     [  std_z : 0.99  real_sub_fake : 632.11 ]
[  epoch 0037/0040] 0300/4800, lr:1.3e-05 ∣ avg_100 : 32142.804466 ∣ critic_nllloss : 26167.716406 ∣ critic_ganloss : -148.171326 ∣ generator_nllloss : 5151.129297 ∣ generator_ganloss : 1218.080322 ∣     [  std_z : 1.00  real_sub_fake : 625.73 ]
[  epoch 0037/0040] 0310/4800, lr:1.3e-05 ∣ avg_100 : 32136.625684 ∣ critic_nllloss : 25747.736133 ∣ critic_ganloss : -166.738153 ∣ generator_nllloss : 5148.651172 ∣ generator_ganloss : 1205.870703 ∣     [  std_z : 0.99  real_sub_fake : 632.00 ]
[  epoch 0037/0040] 0320/4800, lr:1.3e-05 ∣ avg_100 : 32133.563246 ∣ critic_nllloss : 25841.877539 ∣ critic_ganloss : -177.864534 ∣ generator_nllloss : 5091.632422 ∣ generator_ganloss : 1214.540918 ∣     [  std_z : 0.99  real_sub_fake : 561.71 ]
[  epoch 0037/0040] 0330/4800, lr:1.3e-05 ∣ avg_100 : 32131.544978 ∣ critic_nllloss : 25650.041797 ∣ critic_ganloss : -194.332352 ∣ generator_nllloss : 5108.014063 ∣ generator_ganloss : 1221.385205 ∣     [  std_z : 0.99  real_sub_fake : 640.64 ]
[  epoch 0037/0040] 0340/4800, lr:1.3e-05 ∣ avg_100 : 32132.404479 ∣ critic_nllloss : 25960.728320 ∣ critic_ganloss : -152.468318 ∣ generator_nllloss : 5169.634766 ∣ generator_ganloss : 1225.767041 ∣     [  std_z : 0.99  real_sub_fake : 584.38 ]
[  epoch 0037/0040] 0350/4800, lr:1.3e-05 ∣ avg_100 : 32128.975766 ∣ critic_nllloss : 25744.815039 ∣ critic_ganloss : -94.359708 ∣ generator_nllloss : 5035.414648 ∣ generator_ganloss : 1227.686768 ∣  [  std_z : 1.00  real_sub_fake : 511.74 ]
[  epoch 0037/0040] 0360/4800, lr:1.3e-05 ∣ avg_100 : 32131.414974 ∣ critic_nllloss : 25796.848242 ∣ critic_ganloss : 10.223790 ∣ generator_nllloss : 5134.888477 ∣ generator_ganloss : 1229.332910 ∣   [  std_z : 1.00  real_sub_fake : 202.12 ]
[  epoch 0037/0040] 0370/4800, lr:1.3e-05 ∣ avg_100 : 32135.215211 ∣ critic_nllloss : 26001.507422 ∣ critic_ganloss : -41.788533 ∣ generator_nllloss : 5228.668359 ∣ generator_ganloss : 1215.964746 ∣  [  std_z : 0.99  real_sub_fake : 155.58 ]
[  epoch 0037/0040] 0380/4800, lr:1.3e-05 ∣ avg_100 : 32134.373443 ∣ critic_nllloss : 25758.422461 ∣ critic_ganloss : -58.006773 ∣ generator_nllloss : 5178.164062 ∣ generator_ganloss : 1209.800391 ∣  [  std_z : 0.99  real_sub_fake : 180.76 ]
[  epoch 0037/0040] 0390/4800, lr:1.3e-05 ∣ avg_100 : 32134.954346 ∣ critic_nllloss : 25900.833008 ∣ critic_ganloss : -80.709274 ∣ generator_nllloss : 5233.657227 ∣ generator_ganloss : 1192.430908 ∣  [  std_z : 1.00  real_sub_fake : 250.65 ]
[  epoch 0037/0040] 0400/4800, lr:1.3e-05 ∣ avg_100 : 32138.852609 ∣ critic_nllloss : 26128.063477 ∣ critic_ganloss : -75.964207 ∣ generator_nllloss : 5152.639063 ∣ generator_ganloss : 1184.964746 ∣  [  std_z : 1.00  real_sub_fake : 344.14 ]
[  epoch 0037/0040] 0410/4800, lr:1.3e-05 ∣ avg_100 : 32139.742368 ∣ critic_nllloss : 25899.582813 ∣ critic_ganloss : -107.756818 ∣ generator_nllloss : 5188.096289 ∣ generator_ganloss : 1186.522705 ∣     [  std_z : 0.99  real_sub_fake : 358.82 ]
[  epoch 0037/0040] 0420/4800, lr:1.3e-05 ∣ avg_100 : 32135.564862 ∣ critic_nllloss : 25834.145508 ∣ critic_ganloss : -186.073820 ∣ generator_nllloss : 5120.948438 ∣ generator_ganloss : 1186.166309 ∣     [  std_z : 0.99  real_sub_fake : 521.26 ]
[  epoch 0037/0040] 0430/4800, lr:1.3e-05 ∣ avg_100 : 32137.272035 ∣ critic_nllloss : 25823.712695 ∣ critic_ganloss : -134.100126 ∣ generator_nllloss : 5178.419141 ∣ generator_ganloss : 1184.446533 ∣     [  std_z : 0.99  real_sub_fake : 536.53 ]
[  epoch 0037/0040] 0440/4800, lr:1.3e-05 ∣ avg_100 : 32135.304928 ∣ critic_nllloss : 25819.183398 ∣ critic_ganloss : -146.828207 ∣ generator_nllloss : 5105.159961 ∣ generator_ganloss : 1206.505811 ∣     [  std_z : 0.99  real_sub_fake : 518.75 ]
[  epoch 0037/0040] 0450/4800, lr:1.3e-05 ∣ avg_100 : 32131.449455 ∣ critic_nllloss : 25690.981641 ∣ critic_ganloss : -151.575023 ∣ generator_nllloss : 5160.963672 ∣ generator_ganloss : 1206.475684 ∣     [  std_z : 1.00  real_sub_fake : 460.82 ]
[  epoch 0037/0040] 0460/4800, lr:1.3e-05 ∣ avg_100 : 32131.267290 ∣ critic_nllloss : 25987.644336 ∣ critic_ganloss : -162.763922 ∣ generator_nllloss : 5267.343164 ∣ generator_ganloss : 1186.808496 ∣     [  std_z : 1.00  real_sub_fake : 594.20 ]
[  epoch 0037/0040] 0470/4800, lr:1.3e-05 ∣ avg_100 : 32132.208844 ∣ critic_nllloss : 25991.719727 ∣ critic_ganloss : -140.912109 ∣ generator_nllloss : 5190.184180 ∣ generator_ganloss : 1199.045996 ∣     [  std_z : 1.00  real_sub_fake : 596.94 ]
[  epoch 0037/0040] 0480/4800, lr:1.3e-05 ∣ avg_100 : 32130.142895 ∣ critic_nllloss : 25909.414258 ∣ critic_ganloss : -100.317494 ∣ generator_nllloss : 5123.749414 ∣ generator_ganloss : 1201.468457 ∣     [  std_z : 1.00  real_sub_fake : 532.76 ]
[  epoch 0037/0040] 0490/4800, lr:1.3e-05 ∣ avg_100 : 32131.341672 ∣ critic_nllloss : 25881.967969 ∣ critic_ganloss : -123.179793 ∣ generator_nllloss : 5153.822461 ∣ generator_ganloss : 1202.154590 ∣     [  std_z : 0.99  real_sub_fake : 564.74 ]
[  epoch 0037/0040] 0500/4800, lr:1.3e-05 ∣ avg_100 : 32137.210190 ∣ critic_nllloss : 26249.283008 ∣ critic_ganloss : -160.980518 ∣ generator_nllloss : 5196.715430 ∣ generator_ganloss : 1206.026514 ∣     [  std_z : 1.00  real_sub_fake : 601.19 ]
[  epoch 0037/0040] 0510/4800, lr:1.3e-05 ∣ avg_100 : 32137.345793 ∣ critic_nllloss : 25776.687695 ∣ critic_ganloss : -123.013409 ∣ generator_nllloss : 5219.530859 ∣ generator_ganloss : 1196.460352 ∣     [  std_z : 1.00  real_sub_fake : 646.61 ]
[  epoch 0037/0040] 0520/4800, lr:1.3e-05 ∣ avg_100 : 32139.332887 ∣ critic_nllloss : 25921.833203 ∣ critic_ganloss : -143.302124 ∣ generator_nllloss : 5167.457422 ∣ generator_ganloss : 1206.839307 ∣     [  std_z : 0.99  real_sub_fake : 510.47 ]
[  epoch 0037/0040] 0530/4800, lr:1.3e-05 ∣ avg_100 : 32141.526008 ∣ critic_nllloss : 25990.962500 ∣ critic_ganloss : -201.860408 ∣ generator_nllloss : 5234.533984 ∣ generator_ganloss : 1201.604785 ∣     [  std_z : 0.99  real_sub_fake : 579.57 ]
[  epoch 0037/0040] 0540/4800, lr:1.3e-05 ∣ avg_100 : 32140.513920 ∣ critic_nllloss : 25813.709766 ∣ critic_ganloss : -188.523755 ∣ generator_nllloss : 5187.963672 ∣ generator_ganloss : 1200.707471 ∣     [  std_z : 0.99  real_sub_fake : 665.53 ]
[  epoch 0037/0040] 0550/4800, lr:1.3e-05 ∣ avg_100 : 32136.307063 ∣ critic_nllloss : 25671.008984 ∣ critic_ganloss : -145.141925 ∣ generator_nllloss : 5078.713477 ∣ generator_ganloss : 1221.513623 ∣     [  std_z : 1.00  real_sub_fake : 505.69 ]
[  epoch 0037/0040] 0560/4800, lr:1.3e-05 ∣ avg_100 : 32138.591012 ∣ critic_nllloss : 26209.144531 ∣ critic_ganloss : -168.683882 ∣ generator_nllloss : 5235.037695 ∣ generator_ganloss : 1211.869043 ∣     [  std_z : 1.00  real_sub_fake : 655.80 ]
[  epoch 0037/0040] 0570/4800, lr:1.3e-05 ∣ avg_100 : 32139.091475 ∣ critic_nllloss : 25957.644531 ∣ critic_ganloss : -168.438373 ∣ generator_nllloss : 5205.837500 ∣ generator_ganloss : 1215.948096 ∣     [  std_z : 1.00  real_sub_fake : 593.16 ]
[  epoch 0037/0040] 0580/4800, lr:1.3e-05 ∣ avg_100 : 32137.792607 ∣ critic_nllloss : 26055.605469 ∣ critic_ganloss : -191.256787 ∣ generator_nllloss : 5161.344922 ∣ generator_ganloss : 1210.611816 ∣     [  std_z : 1.00  real_sub_fake : 644.83 ]
[  epoch 0037/0040] 0590/4800, lr:1.3e-05 ∣ avg_100 : 32136.433055 ∣ critic_nllloss : 25853.770703 ∣ critic_ganloss : -192.930504 ∣ generator_nllloss : 5093.802539 ∣ generator_ganloss : 1210.811523 ∣     [  std_z : 0.99  real_sub_fake : 680.02 ]
[  epoch 0037/0040] 0600/4800, lr:1.3e-05 ∣ avg_100 : 32134.167472 ∣ critic_nllloss : 25671.125586 ∣ critic_ganloss : -123.420557 ∣ generator_nllloss : 5172.151758 ∣ generator_ganloss : 1228.000293 ∣     [  std_z : 0.99  real_sub_fake : 553.25 ]
[  epoch 0037/0040] 0610/4800, lr:1.3e-05 ∣ avg_100 : 32135.010540 ∣ critic_nllloss : 25933.525391 ∣ critic_ganloss : -115.613049 ∣ generator_nllloss : 5189.549219 ∣ generator_ganloss : 1224.469629 ∣     [  std_z : 0.99  real_sub_fake : 493.70 ]
[  epoch 0037/0040] 0620/4800, lr:1.3e-05 ∣ avg_100 : 32133.672103 ∣ critic_nllloss : 25888.045703 ∣ critic_ganloss : -131.223322 ∣ generator_nllloss : 5158.476758 ∣ generator_ganloss : 1216.926367 ∣     [  std_z : 0.99  real_sub_fake : 462.64 ]
[  epoch 0037/0040] 0630/4800, lr:1.3e-05 ∣ avg_100 : 32135.773583 ∣ critic_nllloss : 26009.717578 ∣ critic_ganloss : -208.977473 ∣ generator_nllloss : 5244.112891 ∣ generator_ganloss : 1194.290820 ∣     [  std_z : 1.00  real_sub_fake : 628.31 ]
[  epoch 0037/0040] 0640/4800, lr:1.3e-05 ∣ avg_100 : 32135.362506 ∣ critic_nllloss : 25699.565820 ∣ critic_ganloss : -156.029869 ∣ generator_nllloss : 5134.334961 ∣ generator_ganloss : 1200.081348 ∣     [  std_z : 1.00  real_sub_fake : 607.08 ]
[  epoch 0037/0040] 0650/4800, lr:1.3e-05 ∣ avg_100 : 32138.337559 ∣ critic_nllloss : 26098.477930 ∣ critic_ganloss : -163.873674 ∣ generator_nllloss : 5246.304297 ∣ generator_ganloss : 1214.489844 ∣     [  std_z : 1.00  real_sub_fake : 585.05 ]
[  epoch 0037/0040] 0660/4800, lr:1.3e-05 ∣ avg_100 : 32144.916939 ∣ critic_nllloss : 25981.217187 ∣ critic_ganloss : -108.842737 ∣ generator_nllloss : 5206.028125 ∣ generator_ganloss : 1227.011035 ∣     [  std_z : 0.99  real_sub_fake : 507.13 ]
[  epoch 0037/0040] 0670/4800, lr:1.3e-05 ∣ avg_100 : 32140.282681 ∣ critic_nllloss : 25752.566992 ∣ critic_ganloss : -116.999107 ∣ generator_nllloss : 5121.089844 ∣ generator_ganloss : 1224.207129 ∣     [  std_z : 0.99  real_sub_fake : 422.74 ]
[  epoch 0037/0040] 0680/4800, lr:1.3e-05 ∣ avg_100 : 32140.287267 ∣ critic_nllloss : 25772.267578 ∣ critic_ganloss : -26.954377 ∣ generator_nllloss : 5174.046680 ∣ generator_ganloss : 1216.706738 ∣  [  std_z : 1.00  real_sub_fake : 407.49 ]
[  epoch 0037/0040] 0690/4800, lr:1.3e-05 ∣ avg_100 : 32139.186765 ∣ critic_nllloss : 25856.410352 ∣ critic_ganloss : -109.798907 ∣ generator_nllloss : 5072.881641 ∣ generator_ganloss : 1197.879199 ∣     [  std_z : 1.00  real_sub_fake : 457.59 ]
[  epoch 0037/0040] 0700/4800, lr:1.3e-05 ∣ avg_100 : 32135.265403 ∣ critic_nllloss : 25902.479492 ∣ critic_ganloss : -169.441736 ∣ generator_nllloss : 5206.875000 ∣ generator_ganloss : 1197.256934 ∣     [  std_z : 1.00  real_sub_fake : 484.07 ]
[  epoch 0037/0040] 0710/4800, lr:1.3e-05 ∣ avg_100 : 32132.625858 ∣ critic_nllloss : 25613.613477 ∣ critic_ganloss : -113.902511 ∣ generator_nllloss : 5109.394727 ∣ generator_ganloss : 1187.201123 ∣     [  std_z : 0.99  real_sub_fake : 543.09 ]
[  epoch 0037/0040] 0720/4800, lr:1.3e-05 ∣ avg_100 : 32128.949831 ∣ critic_nllloss : 25749.430273 ∣ critic_ganloss : -152.328845 ∣ generator_nllloss : 5117.851367 ∣ generator_ganloss : 1204.878223 ∣     [  std_z : 0.99  real_sub_fake : 580.69 ]
[  epoch 0037/0040] 0730/4800, lr:1.3e-05 ∣ avg_100 : 32127.284067 ∣ critic_nllloss : 25858.567188 ∣ critic_ganloss : -143.471949 ∣ generator_nllloss : 5175.027148 ∣ generator_ganloss : 1203.434424 ∣     [  std_z : 0.99  real_sub_fake : 430.67 ]
[  epoch 0037/0040] 0740/4800, lr:1.3e-05 ∣ avg_100 : 32131.321488 ∣ critic_nllloss : 26170.282227 ∣ critic_ganloss : -175.114703 ∣ generator_nllloss : 5192.936523 ∣ generator_ganloss : 1188.784717 ∣     [  std_z : 0.99  real_sub_fake : 564.14 ]
[  epoch 0037/0040] 0750/4800, lr:1.3e-05 ∣ avg_100 : 32133.873493 ∣ critic_nllloss : 26316.617188 ∣ critic_ganloss : -176.735164 ∣ generator_nllloss : 5229.771875 ∣ generator_ganloss : 1194.979004 ∣     [  std_z : 1.00  real_sub_fake : 623.75 ]
[  epoch 0037/0040] 0760/4800, lr:1.3e-05 ∣ avg_100 : 32133.028741 ∣ critic_nllloss : 25785.053516 ∣ critic_ganloss : -150.428839 ∣ generator_nllloss : 5226.375586 ∣ generator_ganloss : 1209.785254 ∣     [  std_z : 0.99  real_sub_fake : 626.66 ]
[  epoch 0037/0040] 0770/4800, lr:1.3e-05 ∣ avg_100 : 32130.034712 ∣ critic_nllloss : 25610.727344 ∣ critic_ganloss : -101.487494 ∣ generator_nllloss : 5119.750586 ∣ generator_ganloss : 1225.017627 ∣     [  std_z : 1.00  real_sub_fake : 543.16 ]
[  epoch 0037/0040] 0780/4800, lr:1.3e-05 ∣ avg_100 : 32126.329842 ∣ critic_nllloss : 25898.679688 ∣ critic_ganloss : -203.797438 ∣ generator_nllloss : 5173.942773 ∣ generator_ganloss : 1199.906641 ∣     [  std_z : 1.00  real_sub_fake : 602.44 ]
[  epoch 0037/0040] 0790/4800, lr:1.3e-05 ∣ avg_100 : 32125.968908 ∣ critic_nllloss : 25878.659180 ∣ critic_ganloss : -166.069997 ∣ generator_nllloss : 5112.873242 ∣ generator_ganloss : 1197.638721 ∣     [  std_z : 1.00  real_sub_fake : 670.78 ]
[  epoch 0037/0040] 0800/4800, lr:1.3e-05 ∣ avg_100 : 32125.483310 ∣ critic_nllloss : 25974.314453 ∣ critic_ganloss : -184.818867 ∣ generator_nllloss : 5111.875977 ∣ generator_ganloss : 1207.908105 ∣     [  std_z : 0.99  real_sub_fake : 645.23 ]
[  epoch 0037/0040] 0810/4800, lr:1.3e-05 ∣ avg_100 : 32124.029656 ∣ critic_nllloss : 25916.021484 ∣ critic_ganloss : -136.550401 ∣ generator_nllloss : 5156.672266 ∣ generator_ganloss : 1207.282324 ∣     [  std_z : 0.99  real_sub_fake : 586.84 ]
[  epoch 0037/0040] 0820/4800, lr:1.3e-05 ∣ avg_100 : 32127.041852 ∣ critic_nllloss : 26110.655469 ∣ critic_ganloss : -168.788745 ∣ generator_nllloss : 5286.776953 ∣ generator_ganloss : 1200.503418 ∣     [  std_z : 0.99  real_sub_fake : 635.12 ]
[  epoch 0037/0040] 0830/4800, lr:1.3e-05 ∣ avg_100 : 32130.216603 ∣ critic_nllloss : 25927.552539 ∣ critic_ganloss : -181.156505 ∣ generator_nllloss : 5190.907227 ∣ generator_ganloss : 1213.050098 ∣     [  std_z : 0.99  real_sub_fake : 586.23 ]
[  epoch 0037/0040] 0840/4800, lr:1.3e-05 ∣ avg_100 : 32128.109141 ∣ critic_nllloss : 25734.972852 ∣ critic_ganloss : -183.552979 ∣ generator_nllloss : 5140.165820 ∣ generator_ganloss : 1208.750439 ∣     [  std_z : 0.99  real_sub_fake : 622.62 ]
[  epoch 0037/0040] 0850/4800, lr:1.3e-05 ∣ avg_100 : 32127.903754 ∣ critic_nllloss : 25825.494727 ∣ critic_ganloss : -96.713031 ∣ generator_nllloss : 5118.093750 ∣ generator_ganloss : 1222.585938 ∣  [  std_z : 1.00  real_sub_fake : 622.79 ]
[  epoch 0037/0040] 0860/4800, lr:1.3e-05 ∣ avg_100 : 32127.358174 ∣ critic_nllloss : 25959.397461 ∣ critic_ganloss : -98.063608 ∣ generator_nllloss : 5199.219922 ∣ generator_ganloss : 1214.441943 ∣  [  std_z : 1.00  real_sub_fake : 513.63 ]
[  epoch 0037/0040] 0870/4800, lr:1.3e-05 ∣ avg_100 : 32130.459605 ∣ critic_nllloss : 25856.111133 ∣ critic_ganloss : -114.566013 ∣ generator_nllloss : 5200.775000 ∣ generator_ganloss : 1209.729687 ∣     [  std_z : 1.00  real_sub_fake : 467.84 ]
[  epoch 0037/0040] 0880/4800, lr:1.3e-05 ∣ avg_100 : 32133.903414 ∣ critic_nllloss : 26174.281836 ∣ critic_ganloss : -172.335468 ∣ generator_nllloss : 5265.670313 ∣ generator_ganloss : 1220.467969 ∣     [  std_z : 0.99  real_sub_fake : 521.75 ]
[  epoch 0037/0040] 0890/4800, lr:1.3e-05 ∣ avg_100 : 32132.296203 ∣ critic_nllloss : 25800.814063 ∣ critic_ganloss : -152.660017 ∣ generator_nllloss : 5124.300977 ∣ generator_ganloss : 1205.758936 ∣     [  std_z : 0.99  real_sub_fake : 516.28 ]
[  epoch 0037/0040] 0900/4800, lr:1.3e-05 ∣ avg_100 : 32131.376074 ∣ critic_nllloss : 25937.499805 ∣ critic_ganloss : -191.836447 ∣ generator_nllloss : 5093.309766 ∣ generator_ganloss : 1193.642236 ∣     [  std_z : 0.99  real_sub_fake : 654.19 ]
[  epoch 0037/0040] 0910/4800, lr:1.3e-05 ∣ avg_100 : 32129.901071 ∣ critic_nllloss : 25918.554297 ∣ critic_ganloss : -173.819902 ∣ generator_nllloss : 5214.378516 ∣ generator_ganloss : 1204.113379 ∣     [  std_z : 0.99  real_sub_fake : 551.78 ]
[  epoch 0037/0040] 0920/4800, lr:1.3e-05 ∣ avg_100 : 32132.386353 ∣ critic_nllloss : 26143.314844 ∣ critic_ganloss : -183.786038 ∣ generator_nllloss : 5227.485937 ∣ generator_ganloss : 1191.135596 ∣     [  std_z : 0.99  real_sub_fake : 622.37 ]
[  epoch 0037/0040] 0930/4800, lr:1.3e-05 ∣ avg_100 : 32133.480737 ∣ critic_nllloss : 25986.005859 ∣ critic_ganloss : -197.223949 ∣ generator_nllloss : 5219.117578 ∣ generator_ganloss : 1199.806592 ∣     [  std_z : 0.99  real_sub_fake : 677.63 ]
[  epoch 0037/0040] 0940/4800, lr:1.3e-05 ∣ avg_100 : 32130.819770 ∣ critic_nllloss : 25778.598633 ∣ critic_ganloss : -172.226956 ∣ generator_nllloss : 5114.295898 ∣ generator_ganloss : 1208.613477 ∣     [  std_z : 0.99  real_sub_fake : 654.78 ]
[  epoch 0037/0040] 0950/4800, lr:1.3e-05 ∣ avg_100 : 32132.235755 ∣ critic_nllloss : 26220.267383 ∣ critic_ganloss : -171.570699 ∣ generator_nllloss : 5175.849805 ∣ generator_ganloss : 1221.675195 ∣     [  std_z : 0.99  real_sub_fake : 649.87 ]
[  epoch 0037/0040] 0960/4800, lr:1.3e-05 ∣ avg_100 : 32129.663634 ∣ critic_nllloss : 25847.078711 ∣ critic_ganloss : -191.125670 ∣ generator_nllloss : 5201.438281 ∣ generator_ganloss : 1214.304980 ∣     [  std_z : 0.99  real_sub_fake : 595.78 ]
[  epoch 0037/0040] 0970/4800, lr:1.3e-05 ∣ avg_100 : 32132.535453 ∣ critic_nllloss : 26039.526758 ∣ critic_ganloss : -156.069856 ∣ generator_nllloss : 5246.945898 ∣ generator_ganloss : 1209.456201 ∣     [  std_z : 0.99  real_sub_fake : 710.17 ]
[  epoch 0037/0040] 0980/4800, lr:1.3e-05 ∣ avg_100 : 32134.837132 ∣ critic_nllloss : 26025.403516 ∣ critic_ganloss : -100.655409 ∣ generator_nllloss : 5180.606055 ∣ generator_ganloss : 1212.802002 ∣     [  std_z : 1.00  real_sub_fake : 586.08 ]
[  epoch 0037/0040] 0990/4800, lr:1.3e-05 ∣ avg_100 : 32133.561499 ∣ critic_nllloss : 25827.615820 ∣ critic_ganloss : -212.664212 ∣ generator_nllloss : 5141.297266 ∣ generator_ganloss : 1208.550000 ∣     [  std_z : 1.00  real_sub_fake : 674.83 ]
[  epoch 0037/0040] 1000/4800, lr:1.3e-05 ∣ avg_100 : 32131.483342 ∣ critic_nllloss : 25902.023242 ∣ critic_ganloss : -53.407925 ∣ generator_nllloss : 5224.039648 ∣ generator_ganloss : 1231.145215 ∣  [  std_z : 1.00  real_sub_fake : 449.42 ]
[  epoch 0037/0040] 1010/4800, lr:1.3e-05 ∣ avg_100 : 32131.705657 ∣ critic_nllloss : 25901.617773 ∣ critic_ganloss : -63.415106 ∣ generator_nllloss : 5123.983008 ∣ generator_ganloss : 1229.353906 ∣  [  std_z : 0.99  real_sub_fake : 224.18 ]
[  epoch 0037/0040] 1020/4800, lr:1.3e-05 ∣ avg_100 : 32132.966899 ∣ critic_nllloss : 25837.437695 ∣ critic_ganloss : -68.495946 ∣ generator_nllloss : 5213.619141 ∣ generator_ganloss : 1220.837109 ∣  [  std_z : 0.99  real_sub_fake : 265.59 ]
[  epoch 0037/0040] 1030/4800, lr:1.3e-05 ∣ avg_100 : 32131.791777 ∣ critic_nllloss : 25816.081250 ∣ critic_ganloss : -131.444610 ∣ generator_nllloss : 5088.673633 ∣ generator_ganloss : 1203.869678 ∣     [  std_z : 0.98  real_sub_fake : 371.02 ]
[  epoch 0037/0040] 1040/4800, lr:1.3e-05 ∣ avg_100 : 32129.009951 ∣ critic_nllloss : 25845.341211 ∣ critic_ganloss : -123.811014 ∣ generator_nllloss : 5141.820508 ∣ generator_ganloss : 1206.069824 ∣     [  std_z : 0.99  real_sub_fake : 486.43 ]
[  epoch 0037/0040] 1050/4800, lr:1.3e-05 ∣ avg_100 : 32131.251139 ∣ critic_nllloss : 26022.020508 ∣ critic_ganloss : -78.556604 ∣ generator_nllloss : 5264.803516 ∣ generator_ganloss : 1199.258594 ∣  [  std_z : 1.00  real_sub_fake : 456.21 ]
[  epoch 0037/0040] 1060/4800, lr:1.3e-05 ∣ avg_100 : 32134.221647 ∣ critic_nllloss : 25958.570117 ∣ critic_ganloss : -124.052435 ∣ generator_nllloss : 5232.249219 ∣ generator_ganloss : 1200.717529 ∣     [  std_z : 1.00  real_sub_fake : 451.82 ]
[  epoch 0037/0040] 1070/4800, lr:1.3e-05 ∣ avg_100 : 32133.184493 ∣ critic_nllloss : 25955.213281 ∣ critic_ganloss : -136.713855 ∣ generator_nllloss : 5191.825391 ∣ generator_ganloss : 1203.139160 ∣     [  std_z : 1.00  real_sub_fake : 455.02 ]
[  epoch 0037/0040] 1080/4800, lr:1.3e-05 ∣ avg_100 : 32134.383257 ∣ critic_nllloss : 25804.494727 ∣ critic_ganloss : -84.083504 ∣ generator_nllloss : 5120.885938 ∣ generator_ganloss : 1192.562500 ∣  [  std_z : 0.99  real_sub_fake : 548.77 ]
[  epoch 0037/0040] 1090/4800, lr:1.3e-05 ∣ avg_100 : 32139.461876 ∣ critic_nllloss : 26102.476758 ∣ critic_ganloss : -138.510872 ∣ generator_nllloss : 5287.332812 ∣ generator_ganloss : 1198.485449 ∣     [  std_z : 0.99  real_sub_fake : 522.03 ]
[  epoch 0037/0040] 1100/4800, lr:1.3e-05 ∣ avg_100 : 32139.969877 ∣ critic_nllloss : 25973.341602 ∣ critic_ganloss : -164.441736 ∣ generator_nllloss : 5145.407617 ∣ generator_ganloss : 1199.495947 ∣     [  std_z : 0.99  real_sub_fake : 601.90 ]
[  epoch 0037/0040] 1110/4800, lr:1.3e-05 ∣ avg_100 : 32139.025680 ∣ critic_nllloss : 25788.187500 ∣ critic_ganloss : -110.090494 ∣ generator_nllloss : 5154.582617 ∣ generator_ganloss : 1216.705859 ∣     [  std_z : 1.00  real_sub_fake : 429.71 ]
[  epoch 0037/0040] 1120/4800, lr:1.3e-05 ∣ avg_100 : 32142.606876 ∣ critic_nllloss : 26065.563672 ∣ critic_ganloss : -133.763569 ∣ generator_nllloss : 5187.620703 ∣ generator_ganloss : 1216.555908 ∣     [  std_z : 1.00  real_sub_fake : 515.86 ]
[  epoch 0037/0040] 1130/4800, lr:1.3e-05 ∣ avg_100 : 32144.342057 ∣ critic_nllloss : 26045.403125 ∣ critic_ganloss : -164.861468 ∣ generator_nllloss : 5156.160547 ∣ generator_ganloss : 1206.231738 ∣     [  std_z : 1.00  real_sub_fake : 520.86 ]
[  epoch 0037/0040] 1140/4800, lr:1.3e-05 ∣ avg_100 : 32146.777772 ∣ critic_nllloss : 26029.423242 ∣ critic_ganloss : -122.630273 ∣ generator_nllloss : 5200.440234 ∣ generator_ganloss : 1199.933887 ∣     [  std_z : 1.00  real_sub_fake : 555.51 ]
[  epoch 0037/0040] 1150/4800, lr:1.3e-05 ∣ avg_100 : 32145.329884 ∣ critic_nllloss : 26018.860938 ∣ critic_ganloss : -193.440466 ∣ generator_nllloss : 5148.761523 ∣ generator_ganloss : 1216.334277 ∣     [  std_z : 0.99  real_sub_fake : 574.50 ]
[  epoch 0037/0040] 1160/4800, lr:1.3e-05 ∣ avg_100 : 32143.560327 ∣ critic_nllloss : 25888.485742 ∣ critic_ganloss : -160.912610 ∣ generator_nllloss : 5048.549023 ∣ generator_ganloss : 1213.075781 ∣     [  std_z : 0.99  real_sub_fake : 545.30 ]
[  epoch 0037/0040] 1170/4800, lr:1.3e-05 ∣ avg_100 : 32146.808333 ∣ critic_nllloss : 26013.901172 ∣ critic_ganloss : -76.622760 ∣ generator_nllloss : 5108.411914 ∣ generator_ganloss : 1224.028662 ∣  [  std_z : 0.99  real_sub_fake : 479.88 ]
[  epoch 0037/0040] 1180/4800, lr:1.3e-05 ∣ avg_100 : 32145.699253 ∣ critic_nllloss : 25812.760547 ∣ critic_ganloss : -148.578584 ∣ generator_nllloss : 5122.687305 ∣ generator_ganloss : 1198.848975 ∣     [  std_z : 1.00  real_sub_fake : 467.10 ]
[  epoch 0037/0040] 1190/4800, lr:1.3e-05 ∣ avg_100 : 32144.132118 ∣ critic_nllloss : 25852.721289 ∣ critic_ganloss : -154.271861 ∣ generator_nllloss : 5100.957812 ∣ generator_ganloss : 1185.978418 ∣     [  std_z : 1.01  real_sub_fake : 545.68 ]
[  epoch 0037/0040] 1200/4800, lr:1.3e-05 ∣ avg_100 : 32141.636941 ∣ critic_nllloss : 25698.233398 ∣ critic_ganloss : -139.937947 ∣ generator_nllloss : 5168.072266 ∣ generator_ganloss : 1191.267236 ∣     [  std_z : 1.00  real_sub_fake : 560.38 ]
[  epoch 0037/0040] 1210/4800, lr:1.3e-05 ∣ avg_100 : 32141.219110 ∣ critic_nllloss : 25761.147852 ∣ critic_ganloss : -129.023288 ∣ generator_nllloss : 5101.422070 ∣ generator_ganloss : 1212.386621 ∣     [  std_z : 0.99  real_sub_fake : 532.57 ]
[  epoch 0037/0040] 1220/4800, lr:1.3e-05 ∣ avg_100 : 32140.077413 ∣ critic_nllloss : 25582.148828 ∣ critic_ganloss : -127.654025 ∣ generator_nllloss : 5100.656836 ∣ generator_ganloss : 1211.603564 ∣     [  std_z : 0.99  real_sub_fake : 500.72 ]
[  epoch 0037/0040] 1230/4800, lr:1.3e-05 ∣ avg_100 : 32140.648426 ∣ critic_nllloss : 25880.560156 ∣ critic_ganloss : -123.410474 ∣ generator_nllloss : 5166.945898 ∣ generator_ganloss : 1219.462061 ∣     [  std_z : 0.99  real_sub_fake : 479.41 ]
[  epoch 0037/0040] 1240/4800, lr:1.3e-05 ∣ avg_100 : 32141.409249 ∣ critic_nllloss : 26073.555664 ∣ critic_ganloss : -151.641811 ∣ generator_nllloss : 5307.933594 ∣ generator_ganloss : 1202.340039 ∣     [  std_z : 0.99  real_sub_fake : 520.95 ]
[  epoch 0037/0040] 1250/4800, lr:1.3e-05 ∣ avg_100 : 32141.590896 ∣ critic_nllloss : 25765.849609 ∣ critic_ganloss : -153.981762 ∣ generator_nllloss : 5264.992383 ∣ generator_ganloss : 1197.016504 ∣     [  std_z : 1.00  real_sub_fake : 519.22 ]
[  epoch 0037/0040] 1260/4800, lr:1.3e-05 ∣ avg_100 : 32139.368755 ∣ critic_nllloss : 25821.276172 ∣ critic_ganloss : -135.302324 ∣ generator_nllloss : 5185.605859 ∣ generator_ganloss : 1191.585938 ∣     [  std_z : 1.00  real_sub_fake : 565.47 ]
[  epoch 0037/0040] 1270/4800, lr:1.3e-05 ∣ avg_100 : 32136.936437 ∣ critic_nllloss : 25741.833203 ∣ critic_ganloss : -138.897882 ∣ generator_nllloss : 5122.539648 ∣ generator_ganloss : 1208.628760 ∣     [  std_z : 1.00  real_sub_fake : 470.46 ]
[  epoch 0037/0040] 1280/4800, lr:1.3e-05 ∣ avg_100 : 32136.610401 ∣ critic_nllloss : 25751.127734 ∣ critic_ganloss : -117.196887 ∣ generator_nllloss : 5186.481055 ∣ generator_ganloss : 1211.184131 ∣     [  std_z : 0.99  real_sub_fake : 500.02 ]
[  epoch 0037/0040] 1290/4800, lr:1.3e-05 ∣ avg_100 : 32137.918198 ∣ critic_nllloss : 25854.985352 ∣ critic_ganloss : -162.356314 ∣ generator_nllloss : 5225.950391 ∣ generator_ganloss : 1212.169141 ∣     [  std_z : 0.99  real_sub_fake : 596.15 ]
[  epoch 0037/0040] 1300/4800, lr:1.3e-05 ∣ avg_100 : 32136.587818 ∣ critic_nllloss : 25972.889844 ∣ critic_ganloss : -129.625674 ∣ generator_nllloss : 5205.079102 ∣ generator_ganloss : 1207.373437 ∣     [  std_z : 0.99  real_sub_fake : 492.17 ]
[  epoch 0037/0040] 1310/4800, lr:1.3e-05 ∣ avg_100 : 32139.082819 ∣ critic_nllloss : 25965.189453 ∣ critic_ganloss : -186.934837 ∣ generator_nllloss : 5201.895117 ∣ generator_ganloss : 1204.870166 ∣     [  std_z : 0.99  real_sub_fake : 641.46 ]
[  epoch 0037/0040] 1320/4800, lr:1.3e-05 ∣ avg_100 : 32140.150814 ∣ critic_nllloss : 25792.941016 ∣ critic_ganloss : -133.168111 ∣ generator_nllloss : 5190.351758 ∣ generator_ganloss : 1226.861230 ∣     [  std_z : 0.99  real_sub_fake : 464.07 ]
[  epoch 0037/0040] 1330/4800, lr:1.3e-05 ∣ avg_100 : 32146.259769 ∣ critic_nllloss : 26069.054102 ∣ critic_ganloss : -132.018693 ∣ generator_nllloss : 5246.307422 ∣ generator_ganloss : 1212.661328 ∣     [  std_z : 1.00  real_sub_fake : 541.84 ]
[  epoch 0037/0040] 1340/4800, lr:1.3e-05 ∣ avg_100 : 32146.670332 ∣ critic_nllloss : 25944.674609 ∣ critic_ganloss : -176.194981 ∣ generator_nllloss : 5269.420703 ∣ generator_ganloss : 1206.817871 ∣     [  std_z : 1.00  real_sub_fake : 608.53 ]
[  epoch 0037/0040] 1350/4800, lr:1.3e-05 ∣ avg_100 : 32149.144300 ∣ critic_nllloss : 26008.784570 ∣ critic_ganloss : -192.369017 ∣ generator_nllloss : 5144.178125 ∣ generator_ganloss : 1200.359863 ∣     [  std_z : 0.99  real_sub_fake : 647.75 ]
[  epoch 0037/0040] 1360/4800, lr:1.3e-05 ∣ avg_100 : 32150.937213 ∣ critic_nllloss : 25969.875391 ∣ critic_ganloss : -86.830882 ∣ generator_nllloss : 5238.474219 ∣ generator_ganloss : 1229.065918 ∣  [  std_z : 0.99  real_sub_fake : 501.44 ]
[  epoch 0037/0040] 1370/4800, lr:1.3e-05 ∣ avg_100 : 32148.643583 ∣ critic_nllloss : 25848.080664 ∣ critic_ganloss : -46.750859 ∣ generator_nllloss : 5129.736328 ∣ generator_ganloss : 1243.922900 ∣  [  std_z : 0.98  real_sub_fake : 432.06 ]
[  epoch 0037/0040] 1380/4800, lr:1.3e-05 ∣ avg_100 : 32151.225206 ∣ critic_nllloss : 26115.801758 ∣ critic_ganloss : -131.725106 ∣ generator_nllloss : 5133.515234 ∣ generator_ganloss : 1228.950537 ∣     [  std_z : 0.99  real_sub_fake : 475.39 ]
[  epoch 0037/0040] 1390/4800, lr:1.3e-05 ∣ avg_100 : 32153.565933 ∣ critic_nllloss : 26209.322852 ∣ critic_ganloss : -153.709103 ∣ generator_nllloss : 5220.639844 ∣ generator_ganloss : 1204.030957 ∣     [  std_z : 1.00  real_sub_fake : 595.26 ]
[  epoch 0037/0040] 1400/4800, lr:1.3e-05 ∣ avg_100 : 32150.711342 ∣ critic_nllloss : 25862.944141 ∣ critic_ganloss : -132.520275 ∣ generator_nllloss : 5148.131250 ∣ generator_ganloss : 1225.688916 ∣     [  std_z : 1.01  real_sub_fake : 457.87 ]
[  epoch 0037/0040] 1410/4800, lr:1.3e-05 ∣ avg_100 : 32148.749644 ∣ critic_nllloss : 25668.146875 ∣ critic_ganloss : -77.566586 ∣ generator_nllloss : 5154.578320 ∣ generator_ganloss : 1225.116553 ∣  [  std_z : 1.00  real_sub_fake : 404.17 ]
[  epoch 0037/0040] 1420/4800, lr:1.3e-05 ∣ avg_100 : 32150.899361 ∣ critic_nllloss : 25828.831445 ∣ critic_ganloss : -121.676801 ∣ generator_nllloss : 5243.853711 ∣ generator_ganloss : 1219.149805 ∣     [  std_z : 0.99  real_sub_fake : 484.08 ]
[  epoch 0037/0040] 1430/4800, lr:1.3e-05 ∣ avg_100 : 32152.029253 ∣ critic_nllloss : 25950.525586 ∣ critic_ganloss : -144.548283 ∣ generator_nllloss : 5134.945898 ∣ generator_ganloss : 1224.544238 ∣     [  std_z : 0.99  real_sub_fake : 494.73 ]
[  epoch 0037/0040] 1440/4800, lr:1.3e-05 ∣ avg_100 : 32153.060939 ∣ critic_nllloss : 25965.346875 ∣ critic_ganloss : -160.976848 ∣ generator_nllloss : 5063.510352 ∣ generator_ganloss : 1219.309180 ∣     [  std_z : 0.99  real_sub_fake : 550.99 ]
[  epoch 0037/0040] 1450/4800, lr:1.3e-05 ∣ avg_100 : 32154.208893 ∣ critic_nllloss : 25788.544141 ∣ critic_ganloss : -148.118371 ∣ generator_nllloss : 5162.746094 ∣ generator_ganloss : 1218.469531 ∣     [  std_z : 1.00  real_sub_fake : 535.30 ]
[  epoch 0037/0040] 1460/4800, lr:1.3e-05 ∣ avg_100 : 32153.499275 ∣ critic_nllloss : 25922.873828 ∣ critic_ganloss : -139.655676 ∣ generator_nllloss : 5208.908789 ∣ generator_ganloss : 1215.943262 ∣     [  std_z : 1.00  real_sub_fake : 525.52 ]
[  epoch 0037/0040] 1470/4800, lr:1.3e-05 ∣ avg_100 : 32153.130229 ∣ critic_nllloss : 25960.901172 ∣ critic_ganloss : -200.553571 ∣ generator_nllloss : 5235.302148 ∣ generator_ganloss : 1207.483496 ∣     [  std_z : 1.00  real_sub_fake : 534.04 ]
[  epoch 0037/0040] 1480/4800, lr:1.3e-05 ∣ avg_100 : 32151.299094 ∣ critic_nllloss : 25817.626953 ∣ critic_ganloss : -172.009546 ∣ generator_nllloss : 5098.033203 ∣ generator_ganloss : 1207.550488 ∣     [  std_z : 0.99  real_sub_fake : 613.68 ]
[  epoch 0037/0040] 1490/4800, lr:1.3e-05 ∣ avg_100 : 32150.435722 ∣ critic_nllloss : 25814.320898 ∣ critic_ganloss : -133.087348 ∣ generator_nllloss : 5135.616797 ∣ generator_ganloss : 1211.577686 ∣     [  std_z : 0.99  real_sub_fake : 580.08 ]
[  epoch 0037/0040] 1500/4800, lr:1.3e-05 ∣ avg_100 : 32145.647000 ∣ critic_nllloss : 25796.516406 ∣ critic_ganloss : -112.902284 ∣ generator_nllloss : 5120.724414 ∣ generator_ganloss : 1207.833740 ∣     [  std_z : 0.99  real_sub_fake : 613.67 ]
[  epoch 0037/0040] 1510/4800, lr:1.3e-05 ∣ avg_100 : 32147.938267 ∣ critic_nllloss : 25942.324414 ∣ critic_ganloss : -94.008218 ∣ generator_nllloss : 5223.365625 ∣ generator_ganloss : 1227.110352 ∣  [  std_z : 0.99  real_sub_fake : 497.61 ]
[  epoch 0037/0040] 1520/4800, lr:1.3e-05 ∣ avg_100 : 32147.785083 ∣ critic_nllloss : 25894.924609 ∣ critic_ganloss : -165.412483 ∣ generator_nllloss : 5173.270117 ∣ generator_ganloss : 1234.727148 ∣     [  std_z : 1.00  real_sub_fake : 428.97 ]
[  epoch 0037/0040] 1530/4800, lr:1.3e-05 ∣ avg_100 : 32148.418865 ∣ critic_nllloss : 26023.721484 ∣ critic_ganloss : -143.741399 ∣ generator_nllloss : 5195.193555 ∣ generator_ganloss : 1213.445459 ∣     [  std_z : 1.00  real_sub_fake : 522.78 ]
[  epoch 0037/0040] 1540/4800, lr:1.3e-05 ∣ avg_100 : 32146.599709 ∣ critic_nllloss : 25669.301367 ∣ critic_ganloss : -154.857623 ∣ generator_nllloss : 5116.101562 ∣ generator_ganloss : 1201.396240 ∣     [  std_z : 1.00  real_sub_fake : 506.07 ]
[  epoch 0037/0040] 1550/4800, lr:1.3e-05 ∣ avg_100 : 32149.350491 ∣ critic_nllloss : 25929.707617 ∣ critic_ganloss : -194.586508 ∣ generator_nllloss : 5152.292188 ∣ generator_ganloss : 1213.759033 ∣     [  std_z : 1.00  real_sub_fake : 607.89 ]
[  epoch 0037/0040] 1560/4800, lr:1.3e-05 ∣ avg_100 : 32145.471075 ∣ critic_nllloss : 25840.801563 ∣ critic_ganloss : -139.948990 ∣ generator_nllloss : 5173.672266 ∣ generator_ganloss : 1224.900977 ∣     [  std_z : 0.99  real_sub_fake : 512.88 ]
[  epoch 0037/0040] 1570/4800, lr:1.3e-05 ∣ avg_100 : 32141.599911 ∣ critic_nllloss : 25611.300391 ∣ critic_ganloss : -140.356476 ∣ generator_nllloss : 5131.229688 ∣ generator_ganloss : 1221.701709 ∣     [  std_z : 0.99  real_sub_fake : 535.69 ]
[  epoch 0037/0040] 1580/4800, lr:1.3e-05 ∣ avg_100 : 32141.030859 ∣ critic_nllloss : 25901.185742 ∣ critic_ganloss : -154.141313 ∣ generator_nllloss : 5222.031836 ∣ generator_ganloss : 1210.324023 ∣     [  std_z : 1.00  real_sub_fake : 543.88 ]
[  epoch 0037/0040] 1590/4800, lr:1.3e-05 ∣ avg_100 : 32141.774159 ∣ critic_nllloss : 25740.568555 ∣ critic_ganloss : -133.577316 ∣ generator_nllloss : 5212.260352 ∣ generator_ganloss : 1220.532666 ∣     [  std_z : 0.99  real_sub_fake : 478.34 ]
[  epoch 0037/0040] 1600/4800, lr:1.3e-05 ∣ avg_100 : 32143.368105 ∣ critic_nllloss : 25873.545117 ∣ critic_ganloss : -134.343826 ∣ generator_nllloss : 5154.877148 ∣ generator_ganloss : 1213.173242 ∣     [  std_z : 0.99  real_sub_fake : 485.01 ]
[  epoch 0037/0040] 1610/4800, lr:1.3e-05 ∣ avg_100 : 32140.163848 ∣ critic_nllloss : 25736.277539 ∣ critic_ganloss : -150.286130 ∣ generator_nllloss : 5130.467578 ∣ generator_ganloss : 1195.046484 ∣     [  std_z : 0.99  real_sub_fake : 553.07 ]
[  epoch 0037/0040] 1620/4800, lr:1.3e-05 ∣ avg_100 : 32137.105804 ∣ critic_nllloss : 25677.691602 ∣ critic_ganloss : -129.949344 ∣ generator_nllloss : 5067.632422 ∣ generator_ganloss : 1211.046436 ∣     [  std_z : 1.00  real_sub_fake : 580.04 ]
[  epoch 0037/0040] 1630/4800, lr:1.3e-05 ∣ avg_100 : 32138.845468 ∣ critic_nllloss : 26097.339648 ∣ critic_ganloss : -176.443466 ∣ generator_nllloss : 5276.141406 ∣ generator_ganloss : 1216.072559 ∣     [  std_z : 0.99  real_sub_fake : 586.09 ]
[  epoch 0037/0040] 1640/4800, lr:1.3e-05 ∣ avg_100 : 32142.148846 ∣ critic_nllloss : 25952.332617 ∣ critic_ganloss : -246.999536 ∣ generator_nllloss : 5297.094141 ∣ generator_ganloss : 1205.862891 ∣     [  std_z : 0.99  real_sub_fake : 802.10 ]
[  epoch 0037/0040] 1650/4800, lr:1.3e-05 ∣ avg_100 : 32136.740576 ∣ critic_nllloss : 25743.801172 ∣ critic_ganloss : -178.707867 ∣ generator_nllloss : 5076.027734 ∣ generator_ganloss : 1213.450293 ∣     [  std_z : 0.99  real_sub_fake : 644.71 ]
[  epoch 0037/0040] 1660/4800, lr:1.3e-05 ∣ avg_100 : 32135.975332 ∣ critic_nllloss : 25982.515234 ∣ critic_ganloss : -175.015289 ∣ generator_nllloss : 5201.019141 ∣ generator_ganloss : 1220.370166 ∣     [  std_z : 0.99  real_sub_fake : 624.39 ]
[  epoch 0037/0040] 1670/4800, lr:1.3e-05 ∣ avg_100 : 32140.122352 ∣ critic_nllloss : 26066.081641 ∣ critic_ganloss : -123.304771 ∣ generator_nllloss : 5237.534375 ∣ generator_ganloss : 1215.255664 ∣     [  std_z : 0.99  real_sub_fake : 587.37 ]
[  epoch 0037/0040] 1680/4800, lr:1.3e-05 ∣ avg_100 : 32140.587067 ∣ critic_nllloss : 25853.582422 ∣ critic_ganloss : -173.521825 ∣ generator_nllloss : 5288.970898 ∣ generator_ganloss : 1213.506592 ∣     [  std_z : 0.99  real_sub_fake : 519.11 ]
[  epoch 0037/0040] 1690/4800, lr:1.3e-05 ∣ avg_100 : 32141.070127 ∣ critic_nllloss : 25833.067188 ∣ critic_ganloss : -113.166686 ∣ generator_nllloss : 5123.473047 ∣ generator_ganloss : 1222.304688 ∣     [  std_z : 0.99  real_sub_fake : 511.09 ]
[  epoch 0037/0040] 1700/4800, lr:1.3e-05 ∣ avg_100 : 32140.816651 ∣ critic_nllloss : 25888.527344 ∣ critic_ganloss : -139.984863 ∣ generator_nllloss : 5147.441016 ∣ generator_ganloss : 1215.838623 ∣     [  std_z : 0.99  real_sub_fake : 483.61 ]
[  epoch 0037/0040] 1710/4800, lr:1.3e-05 ∣ avg_100 : 32144.543680 ∣ critic_nllloss : 25927.641211 ∣ critic_ganloss : -113.155299 ∣ generator_nllloss : 5147.267773 ∣ generator_ganloss : 1207.256055 ∣     [  std_z : 1.00  real_sub_fake : 572.92 ]
[  epoch 0037/0040] 1720/4800, lr:1.3e-05 ∣ avg_100 : 32148.217471 ∣ critic_nllloss : 26081.034766 ∣ critic_ganloss : -158.492557 ∣ generator_nllloss : 5165.044922 ∣ generator_ganloss : 1199.622998 ∣     [  std_z : 1.00  real_sub_fake : 619.68 ]
[  epoch 0037/0040] 1730/4800, lr:1.3e-05 ∣ avg_100 : 32148.432581 ∣ critic_nllloss : 25897.015234 ∣ critic_ganloss : -168.939433 ∣ generator_nllloss : 5181.582812 ∣ generator_ganloss : 1205.409131 ∣     [  std_z : 0.99  real_sub_fake : 615.13 ]
[  epoch 0037/0040] 1740/4800, lr:1.3e-05 ∣ avg_100 : 32147.910856 ∣ critic_nllloss : 26094.939844 ∣ critic_ganloss : -181.635210 ∣ generator_nllloss : 5209.959180 ∣ generator_ganloss : 1201.452539 ∣     [  std_z : 0.99  real_sub_fake : 619.80 ]
[  epoch 0037/0040] 1750/4800, lr:1.3e-05 ∣ avg_100 : 32145.922954 ∣ critic_nllloss : 26067.125000 ∣ critic_ganloss : -138.101555 ∣ generator_nllloss : 5228.059375 ∣ generator_ganloss : 1208.759814 ∣     [  std_z : 0.99  real_sub_fake : 609.85 ]
[  epoch 0037/0040] 1760/4800, lr:1.3e-05 ∣ avg_100 : 32145.694255 ∣ critic_nllloss : 25784.899609 ∣ critic_ganloss : -138.633542 ∣ generator_nllloss : 5165.581055 ∣ generator_ganloss : 1236.068506 ∣     [  std_z : 0.99  real_sub_fake : 421.18 ]
[  epoch 0037/0040] 1770/4800, lr:1.3e-05 ∣ avg_100 : 32148.830331 ∣ critic_nllloss : 25939.351172 ∣ critic_ganloss : -100.468290 ∣ generator_nllloss : 5114.487500 ∣ generator_ganloss : 1214.245264 ∣     [  std_z : 0.99  real_sub_fake : 426.00 ]
[  epoch 0037/0040] 1780/4800, lr:1.3e-05 ∣ avg_100 : 32150.900828 ∣ critic_nllloss : 26026.067773 ∣ critic_ganloss : -138.962396 ∣ generator_nllloss : 5194.258008 ∣ generator_ganloss : 1194.417969 ∣     [  std_z : 1.00  real_sub_fake : 524.08 ]
[  epoch 0037/0040] 1790/4800, lr:1.3e-05 ∣ avg_100 : 32152.607342 ∣ critic_nllloss : 25963.683984 ∣ critic_ganloss : -138.779497 ∣ generator_nllloss : 5179.446680 ∣ generator_ganloss : 1189.401416 ∣     [  std_z : 0.99  real_sub_fake : 605.26 ]
[  epoch 0037/0040] 1800/4800, lr:1.3e-05 ∣ avg_100 : 32151.854329 ∣ critic_nllloss : 25838.697656 ∣ critic_ganloss : -187.699396 ∣ generator_nllloss : 5175.378906 ∣ generator_ganloss : 1207.601172 ∣     [  std_z : 0.99  real_sub_fake : 582.56 ]
[  epoch 0037/0040] 1810/4800, lr:1.3e-05 ∣ avg_100 : 32153.651185 ∣ critic_nllloss : 26070.967969 ∣ critic_ganloss : -162.667436 ∣ generator_nllloss : 5210.138672 ∣ generator_ganloss : 1204.672070 ∣     [  std_z : 0.99  real_sub_fake : 602.07 ]
[  epoch 0037/0040] 1820/4800, lr:1.3e-05 ∣ avg_100 : 32151.192393 ∣ critic_nllloss : 25801.056250 ∣ critic_ganloss : -138.265038 ∣ generator_nllloss : 5306.528516 ∣ generator_ganloss : 1213.948145 ∣     [  std_z : 0.99  real_sub_fake : 591.49 ]
[  epoch 0037/0040] 1830/4800, lr:1.3e-05 ∣ avg_100 : 32153.876472 ∣ critic_nllloss : 26066.254102 ∣ critic_ganloss : -155.454099 ∣ generator_nllloss : 5294.907812 ∣ generator_ganloss : 1213.053467 ∣     [  std_z : 1.00  real_sub_fake : 627.62 ]
[  epoch 0037/0040] 1840/4800, lr:1.3e-05 ∣ avg_100 : 32155.245721 ∣ critic_nllloss : 25875.060742 ∣ critic_ganloss : -182.832549 ∣ generator_nllloss : 5126.356445 ∣ generator_ganloss : 1218.676416 ∣     [  std_z : 0.99  real_sub_fake : 561.07 ]
[  epoch 0037/0040] 1850/4800, lr:1.3e-05 ∣ avg_100 : 32155.125614 ∣ critic_nllloss : 25766.620117 ∣ critic_ganloss : -120.743506 ∣ generator_nllloss : 5196.697656 ∣ generator_ganloss : 1214.876367 ∣     [  std_z : 0.99  real_sub_fake : 580.02 ]
[  epoch 0037/0040] 1860/4800, lr:1.3e-05 ∣ avg_100 : 32152.190290 ∣ critic_nllloss : 25844.491602 ∣ critic_ganloss : -172.824237 ∣ generator_nllloss : 5085.642773 ∣ generator_ganloss : 1224.153223 ∣     [  std_z : 1.00  real_sub_fake : 538.35 ]
[  epoch 0037/0040] 1870/4800, lr:1.3e-05 ∣ avg_100 : 32153.171189 ∣ critic_nllloss : 26048.716406 ∣ critic_ganloss : -151.982266 ∣ generator_nllloss : 5139.009766 ∣ generator_ganloss : 1214.395850 ∣     [  std_z : 1.00  real_sub_fake : 584.41 ]
[  epoch 0037/0040] 1880/4800, lr:1.3e-05 ∣ avg_100 : 32149.830946 ∣ critic_nllloss : 25861.323047 ∣ critic_ganloss : -149.415761 ∣ generator_nllloss : 5224.929688 ∣ generator_ganloss : 1217.223340 ∣     [  std_z : 0.99  real_sub_fake : 585.95 ]
[  epoch 0037/0040] 1890/4800, lr:1.3e-05 ∣ avg_100 : 32153.255402 ∣ critic_nllloss : 26079.998242 ∣ critic_ganloss : -188.277336 ∣ generator_nllloss : 5208.179297 ∣ generator_ganloss : 1220.759375 ∣     [  std_z : 0.99  real_sub_fake : 618.55 ]
[  epoch 0037/0040] 1900/4800, lr:1.3e-05 ∣ avg_100 : 32156.561901 ∣ critic_nllloss : 26166.721680 ∣ critic_ganloss : -157.591548 ∣ generator_nllloss : 5139.614062 ∣ generator_ganloss : 1214.521045 ∣     [  std_z : 0.99  real_sub_fake : 661.03 ]
[  epoch 0037/0040] 1910/4800, lr:1.3e-05 ∣ avg_100 : 32160.382611 ∣ critic_nllloss : 26214.891406 ∣ critic_ganloss : -144.281830 ∣ generator_nllloss : 5249.089844 ∣ generator_ganloss : 1225.597852 ∣     [  std_z : 0.99  real_sub_fake : 646.95 ]
[  epoch 0037/0040] 1920/4800, lr:1.3e-05 ∣ avg_100 : 32153.953616 ∣ critic_nllloss : 25502.262109 ∣ critic_ganloss : -104.983540 ∣ generator_nllloss : 5111.783008 ∣ generator_ganloss : 1226.189258 ∣     [  std_z : 0.98  real_sub_fake : 369.07 ]
[  epoch 0037/0040] 1930/4800, lr:1.3e-05 ∣ avg_100 : 32155.279740 ∣ critic_nllloss : 26084.362891 ∣ critic_ganloss : -119.473944 ∣ generator_nllloss : 5179.604688 ∣ generator_ganloss : 1195.824902 ∣     [  std_z : 1.00  real_sub_fake : 537.92 ]
[  epoch 0037/0040] 1940/4800, lr:1.3e-05 ∣ avg_100 : 32158.572834 ∣ critic_nllloss : 26022.827930 ∣ critic_ganloss : -196.255009 ∣ generator_nllloss : 5244.903906 ∣ generator_ganloss : 1187.113574 ∣     [  std_z : 1.00  real_sub_fake : 577.14 ]
[  epoch 0037/0040] 1950/4800, lr:1.3e-05 ∣ avg_100 : 32155.633747 ∣ critic_nllloss : 25860.440625 ∣ critic_ganloss : -168.609808 ∣ generator_nllloss : 5249.588281 ∣ generator_ganloss : 1210.893945 ∣     [  std_z : 1.00  real_sub_fake : 526.79 ]
[  epoch 0037/0040] 1960/4800, lr:1.3e-05 ∣ avg_100 : 32157.438767 ∣ critic_nllloss : 26013.572656 ∣ critic_ganloss : -150.911095 ∣ generator_nllloss : 5173.212695 ∣ generator_ganloss : 1216.324023 ∣     [  std_z : 1.00  real_sub_fake : 598.03 ]
[  epoch 0037/0040] 1970/4800, lr:1.3e-05 ∣ avg_100 : 32156.586081 ∣ critic_nllloss : 25906.336523 ∣ critic_ganloss : -106.638937 ∣ generator_nllloss : 5250.547070 ∣ generator_ganloss : 1204.345703 ∣     [  std_z : 0.99  real_sub_fake : 515.21 ]
[  epoch 0037/0040] 1980/4800, lr:1.3e-05 ∣ avg_100 : 32153.275481 ∣ critic_nllloss : 25689.334180 ∣ critic_ganloss : -115.245537 ∣ generator_nllloss : 5192.993750 ∣ generator_ganloss : 1220.013818 ∣     [  std_z : 1.00  real_sub_fake : 501.05 ]
[  epoch 0037/0040] 1990/4800, lr:1.3e-05 ∣ avg_100 : 32153.458609 ∣ critic_nllloss : 25781.826953 ∣ critic_ganloss : -182.892540 ∣ generator_nllloss : 5173.732422 ∣ generator_ganloss : 1210.444824 ∣     [  std_z : 0.99  real_sub_fake : 569.06 ]
[  epoch 0037/0040] 2000/4800, lr:1.3e-05 ∣ avg_100 : 32151.856111 ∣ critic_nllloss : 25897.977148 ∣ critic_ganloss : -102.366026 ∣ generator_nllloss : 5125.496680 ∣ generator_ganloss : 1222.442578 ∣     [  std_z : 0.99  real_sub_fake : 491.43 ]
[  epoch 0037/0040] 2010/4800, lr:1.3e-05 ∣ avg_100 : 32153.357473 ∣ critic_nllloss : 25979.321875 ∣ critic_ganloss : -112.257613 ∣ generator_nllloss : 5260.790039 ∣ generator_ganloss : 1213.821484 ∣     [  std_z : 0.99  real_sub_fake : 351.85 ]
[  epoch 0037/0040] 2020/4800, lr:1.3e-05 ∣ avg_100 : 32152.581765 ∣ critic_nllloss : 25903.520313 ∣ critic_ganloss : -117.521873 ∣ generator_nllloss : 5153.042578 ∣ generator_ganloss : 1186.786133 ∣     [  std_z : 0.99  real_sub_fake : 578.56 ]
[  epoch 0037/0040] 2030/4800, lr:1.3e-05 ∣ avg_100 : 32152.753982 ∣ critic_nllloss : 25884.534961 ∣ critic_ganloss : -150.756865 ∣ generator_nllloss : 5066.902148 ∣ generator_ganloss : 1193.721387 ∣     [  std_z : 1.00  real_sub_fake : 547.76 ]
[  epoch 0037/0040] 2040/4800, lr:1.3e-05 ∣ avg_100 : 32154.611053 ∣ critic_nllloss : 26002.485352 ∣ critic_ganloss : -183.318260 ∣ generator_nllloss : 5232.344531 ∣ generator_ganloss : 1203.616064 ∣     [  std_z : 1.00  real_sub_fake : 520.30 ]
[  epoch 0037/0040] 2050/4800, lr:1.3e-05 ∣ avg_100 : 32152.521116 ∣ critic_nllloss : 25977.325000 ∣ critic_ganloss : -173.941351 ∣ generator_nllloss : 5193.400586 ∣ generator_ganloss : 1201.748047 ∣     [  std_z : 0.99  real_sub_fake : 556.72 ]
[  epoch 0037/0040] 2060/4800, lr:1.3e-05 ∣ avg_100 : 32151.009979 ∣ critic_nllloss : 25856.310547 ∣ critic_ganloss : -136.695001 ∣ generator_nllloss : 5186.347852 ∣ generator_ganloss : 1210.407373 ∣     [  std_z : 0.99  real_sub_fake : 577.18 ]
[  epoch 0037/0040] 2070/4800, lr:1.3e-05 ∣ avg_100 : 32148.264888 ∣ critic_nllloss : 25737.246289 ∣ critic_ganloss : -177.815886 ∣ generator_nllloss : 5167.670313 ∣ generator_ganloss : 1211.854102 ∣     [  std_z : 0.98  real_sub_fake : 574.32 ]
[  epoch 0037/0040] 2080/4800, lr:1.3e-05 ∣ avg_100 : 32147.703658 ∣ critic_nllloss : 25786.282422 ∣ critic_ganloss : -153.958734 ∣ generator_nllloss : 5140.131445 ∣ generator_ganloss : 1205.281592 ∣     [  std_z : 0.98  real_sub_fake : 633.92 ]
[  epoch 0037/0040] 2090/4800, lr:1.3e-05 ∣ avg_100 : 32142.850063 ∣ critic_nllloss : 25788.040234 ∣ critic_ganloss : -132.472821 ∣ generator_nllloss : 5098.401953 ∣ generator_ganloss : 1210.455273 ∣     [  std_z : 1.00  real_sub_fake : 621.55 ]
[  epoch 0037/0040] 2100/4800, lr:1.3e-05 ∣ avg_100 : 32143.243043 ∣ critic_nllloss : 25979.463477 ∣ critic_ganloss : -165.258434 ∣ generator_nllloss : 5160.476172 ∣ generator_ganloss : 1218.420166 ∣     [  std_z : 1.00  real_sub_fake : 561.74 ]
[  epoch 0037/0040] 2110/4800, lr:1.3e-05 ∣ avg_100 : 32147.725910 ∣ critic_nllloss : 26172.074609 ∣ critic_ganloss : -149.643672 ∣ generator_nllloss : 5260.967969 ∣ generator_ganloss : 1214.273340 ∣     [  std_z : 1.00  real_sub_fake : 623.01 ]
[  epoch 0037/0040] 2120/4800, lr:1.3e-05 ∣ avg_100 : 32145.298331 ∣ critic_nllloss : 25844.701367 ∣ critic_ganloss : -110.789850 ∣ generator_nllloss : 5140.437891 ∣ generator_ganloss : 1218.869336 ∣     [  std_z : 0.99  real_sub_fake : 541.02 ]
[  epoch 0037/0040] 2130/4800, lr:1.3e-05 ∣ avg_100 : 32145.565124 ∣ critic_nllloss : 25970.351758 ∣ critic_ganloss : -95.778267 ∣ generator_nllloss : 5195.221484 ∣ generator_ganloss : 1199.818262 ∣  [  std_z : 0.99  real_sub_fake : 468.56 ]
[  epoch 0037/0040] 2140/4800, lr:1.3e-05 ∣ avg_100 : 32141.707343 ∣ critic_nllloss : 25804.322656 ∣ critic_ganloss : -158.057481 ∣ generator_nllloss : 5076.340820 ∣ generator_ganloss : 1198.783057 ∣     [  std_z : 0.99  real_sub_fake : 471.24 ]
[  epoch 0037/0040] 2150/4800, lr:1.3e-05 ∣ avg_100 : 32142.624784 ∣ critic_nllloss : 26014.504688 ∣ critic_ganloss : -149.135015 ∣ generator_nllloss : 5220.221094 ∣ generator_ganloss : 1196.669580 ∣     [  std_z : 1.00  real_sub_fake : 481.32 ]
[  epoch 0037/0040] 2160/4800, lr:1.3e-05 ∣ avg_100 : 32143.134766 ∣ critic_nllloss : 25849.586719 ∣ critic_ganloss : -208.823817 ∣ generator_nllloss : 5202.308008 ∣ generator_ganloss : 1197.125195 ∣     [  std_z : 1.00  real_sub_fake : 598.73 ]
[  epoch 0037/0040] 2170/4800, lr:1.3e-05 ∣ avg_100 : 32141.771864 ∣ critic_nllloss : 25936.994922 ∣ critic_ganloss : -188.056390 ∣ generator_nllloss : 5182.475391 ∣ generator_ganloss : 1202.014893 ∣     [  std_z : 1.00  real_sub_fake : 647.05 ]
[  epoch 0037/0040] 2180/4800, lr:1.3e-05 ∣ avg_100 : 32141.539883 ∣ critic_nllloss : 25760.324805 ∣ critic_ganloss : -220.791594 ∣ generator_nllloss : 5212.052734 ∣ generator_ganloss : 1210.934229 ∣     [  std_z : 0.98  real_sub_fake : 667.02 ]
[  epoch 0037/0040] 2190/4800, lr:1.3e-05 ∣ avg_100 : 32145.514087 ∣ critic_nllloss : 26068.995898 ∣ critic_ganloss : -146.363538 ∣ generator_nllloss : 5241.151563 ∣ generator_ganloss : 1219.022119 ∣     [  std_z : 0.98  real_sub_fake : 631.48 ]
[  epoch 0037/0040] 2200/4800, lr:1.3e-05 ∣ avg_100 : 32147.898061 ∣ critic_nllloss : 25879.699023 ∣ critic_ganloss : -139.961533 ∣ generator_nllloss : 5193.306836 ∣ generator_ganloss : 1222.987988 ∣     [  std_z : 0.99  real_sub_fake : 551.35 ]
[  epoch 0037/0040] 2210/4800, lr:1.3e-05 ∣ avg_100 : 32149.388757 ∣ critic_nllloss : 25805.738867 ∣ critic_ganloss : -100.622115 ∣ generator_nllloss : 5167.313086 ∣ generator_ganloss : 1222.573096 ∣     [  std_z : 0.99  real_sub_fake : 539.33 ]
[  epoch 0037/0040] 2220/4800, lr:1.3e-05 ∣ avg_100 : 32154.634650 ∣ critic_nllloss : 26035.680273 ∣ critic_ganloss : -136.238889 ∣ generator_nllloss : 5181.439258 ∣ generator_ganloss : 1210.463867 ∣     [  std_z : 1.00  real_sub_fake : 506.27 ]
[  epoch 0037/0040] 2230/4800, lr:1.3e-05 ∣ avg_100 : 32157.703373 ∣ critic_nllloss : 26091.557812 ∣ critic_ganloss : -112.816940 ∣ generator_nllloss : 5280.884766 ∣ generator_ganloss : 1190.804248 ∣     [  std_z : 1.00  real_sub_fake : 660.20 ]
[  epoch 0037/0040] 2240/4800, lr:1.3e-05 ∣ avg_100 : 32156.814381 ∣ critic_nllloss : 26016.343164 ∣ critic_ganloss : -112.002376 ∣ generator_nllloss : 5233.279688 ∣ generator_ganloss : 1205.667822 ∣     [  std_z : 0.99  real_sub_fake : 448.82 ]
[  epoch 0037/0040] 2250/4800, lr:1.3e-05 ∣ avg_100 : 32158.525851 ∣ critic_nllloss : 25968.639844 ∣ critic_ganloss : -141.618874 ∣ generator_nllloss : 5227.526172 ∣ generator_ganloss : 1190.476611 ∣     [  std_z : 0.99  real_sub_fake : 530.00 ]
[  epoch 0037/0040] 2260/4800, lr:1.3e-05 ∣ avg_100 : 32159.075472 ∣ critic_nllloss : 26000.103906 ∣ critic_ganloss : -197.073382 ∣ generator_nllloss : 5120.101367 ∣ generator_ganloss : 1194.995801 ∣     [  std_z : 0.99  real_sub_fake : 589.53 ]
[  epoch 0037/0040] 2270/4800, lr:1.3e-05 ∣ avg_100 : 32159.695629 ∣ critic_nllloss : 25807.615234 ∣ critic_ganloss : -143.958795 ∣ generator_nllloss : 5128.112305 ∣ generator_ganloss : 1204.350684 ∣     [  std_z : 0.99  real_sub_fake : 507.84 ]
[  epoch 0037/0040] 2280/4800, lr:1.3e-05 ∣ avg_100 : 32162.511144 ∣ critic_nllloss : 25959.937695 ∣ critic_ganloss : -119.935226 ∣ generator_nllloss : 5259.263086 ∣ generator_ganloss : 1213.881982 ∣     [  std_z : 1.00  real_sub_fake : 514.27 ]
[  epoch 0037/0040] 2290/4800, lr:1.3e-05 ∣ avg_100 : 32163.469663 ∣ critic_nllloss : 25940.436133 ∣ critic_ganloss : -137.121590 ∣ generator_nllloss : 5223.198828 ∣ generator_ganloss : 1200.087109 ∣     [  std_z : 1.00  real_sub_fake : 562.74 ]
[  epoch 0037/0040] 2300/4800, lr:1.3e-05 ∣ avg_100 : 32161.943468 ∣ critic_nllloss : 25792.660352 ∣ critic_ganloss : -84.363254 ∣ generator_nllloss : 5194.832812 ∣ generator_ganloss : 1199.967334 ∣  [  std_z : 0.99  real_sub_fake : 620.37 ]
[  epoch 0037/0040] 2310/4800, lr:1.3e-05 ∣ avg_100 : 32160.824307 ∣ critic_nllloss : 25891.863281 ∣ critic_ganloss : -153.475612 ∣ generator_nllloss : 5117.666406 ∣ generator_ganloss : 1217.049658 ∣     [  std_z : 0.99  real_sub_fake : 534.55 ]
[  epoch 0037/0040] 2320/4800, lr:1.3e-05 ∣ avg_100 : 32163.315586 ∣ critic_nllloss : 25999.464648 ∣ critic_ganloss : -141.079468 ∣ generator_nllloss : 5252.126562 ∣ generator_ganloss : 1215.602100 ∣     [  std_z : 0.99  real_sub_fake : 435.89 ]
[  epoch 0037/0040] 2330/4800, lr:1.3e-05 ∣ avg_100 : 32161.940994 ∣ critic_nllloss : 25938.306445 ∣ critic_ganloss : -127.160895 ∣ generator_nllloss : 5237.934766 ∣ generator_ganloss : 1209.464648 ∣     [  std_z : 0.99  real_sub_fake : 516.32 ]
[  epoch 0037/0040] 2340/4800, lr:1.3e-05 ∣ avg_100 : 32160.090438 ∣ critic_nllloss : 25843.981055 ∣ critic_ganloss : -208.169191 ∣ generator_nllloss : 5208.480859 ∣ generator_ganloss : 1215.369873 ∣     [  std_z : 0.99  real_sub_fake : 578.69 ]
[  epoch 0037/0040] 2350/4800, lr:1.3e-05 ∣ avg_100 : 32160.167580 ∣ critic_nllloss : 25931.875000 ∣ critic_ganloss : -147.965822 ∣ generator_nllloss : 5168.722266 ∣ generator_ganloss : 1216.036328 ∣     [  std_z : 1.00  real_sub_fake : 598.33 ]
[  epoch 0037/0040] 2360/4800, lr:1.3e-05 ∣ avg_100 : 32159.343537 ∣ critic_nllloss : 26075.266797 ∣ critic_ganloss : -169.730846 ∣ generator_nllloss : 5145.257812 ∣ generator_ganloss : 1217.386523 ∣     [  std_z : 1.00  real_sub_fake : 567.00 ]
[  epoch 0037/0040] 2370/4800, lr:1.3e-05 ∣ avg_100 : 32158.816197 ∣ critic_nllloss : 25905.805664 ∣ critic_ganloss : -159.291803 ∣ generator_nllloss : 5151.660937 ∣ generator_ganloss : 1224.080273 ∣     [  std_z : 1.00  real_sub_fake : 598.63 ]
[  epoch 0037/0040] 2380/4800, lr:1.3e-05 ∣ avg_100 : 32156.563463 ∣ critic_nllloss : 25831.980664 ∣ critic_ganloss : -164.155449 ∣ generator_nllloss : 5250.761914 ∣ generator_ganloss : 1202.681836 ∣     [  std_z : 0.99  real_sub_fake : 625.44 ]
[  epoch 0037/0040] 2390/4800, lr:1.3e-05 ∣ avg_100 : 32154.392226 ∣ critic_nllloss : 25991.758008 ∣ critic_ganloss : -121.140074 ∣ generator_nllloss : 5180.088477 ∣ generator_ganloss : 1212.454492 ∣     [  std_z : 0.99  real_sub_fake : 573.12 ]
[  epoch 0037/0040] 2400/4800, lr:1.3e-05 ∣ avg_100 : 32155.655523 ∣ critic_nllloss : 25934.408984 ∣ critic_ganloss : -96.588493 ∣ generator_nllloss : 5176.472266 ∣ generator_ganloss : 1216.280957 ∣  [  std_z : 0.98  real_sub_fake : 570.82 ]
[  epoch 0037/0040] 2410/4800, lr:1.3e-05 ∣ avg_100 : 32157.144660 ∣ critic_nllloss : 25809.479883 ∣ critic_ganloss : -69.666380 ∣ generator_nllloss : 5169.601953 ∣ generator_ganloss : 1209.773389 ∣  [  std_z : 0.99  real_sub_fake : 413.44 ]
[  epoch 0037/0040] 2420/4800, lr:1.3e-05 ∣ avg_100 : 32159.488218 ∣ critic_nllloss : 26041.671094 ∣ critic_ganloss : -137.470612 ∣ generator_nllloss : 5273.881641 ∣ generator_ganloss : 1226.431885 ∣     [  std_z : 0.99  real_sub_fake : 451.06 ]
[  epoch 0037/0040] 2430/4800, lr:1.3e-05 ∣ avg_100 : 32159.665566 ∣ critic_nllloss : 25935.274023 ∣ critic_ganloss : -98.393224 ∣ generator_nllloss : 5114.982422 ∣ generator_ganloss : 1231.339014 ∣  [  std_z : 1.00  real_sub_fake : 399.41 ]
[  epoch 0037/0040] 2440/4800, lr:1.3e-05 ∣ avg_100 : 32161.322973 ∣ critic_nllloss : 25951.716406 ∣ critic_ganloss : -153.899262 ∣ generator_nllloss : 5232.436328 ∣ generator_ganloss : 1222.676807 ∣     [  std_z : 1.00  real_sub_fake : 469.87 ]
[  epoch 0037/0040] 2450/4800, lr:1.3e-05 ∣ avg_100 : 32162.191101 ∣ critic_nllloss : 25903.120117 ∣ critic_ganloss : -155.885751 ∣ generator_nllloss : 5150.108398 ∣ generator_ganloss : 1211.111426 ∣     [  std_z : 0.99  real_sub_fake : 529.54 ]
[  epoch 0037/0040] 2460/4800, lr:1.3e-05 ∣ avg_100 : 32162.643733 ∣ critic_nllloss : 25961.548633 ∣ critic_ganloss : -155.354030 ∣ generator_nllloss : 5230.341992 ∣ generator_ganloss : 1216.796777 ∣     [  std_z : 0.99  real_sub_fake : 537.43 ]
[  epoch 0037/0040] 2470/4800, lr:1.3e-05 ∣ avg_100 : 32160.475094 ∣ critic_nllloss : 25778.702734 ∣ critic_ganloss : -166.018061 ∣ generator_nllloss : 5151.531445 ∣ generator_ganloss : 1222.053174 ∣     [  std_z : 0.98  real_sub_fake : 576.06 ]
[  epoch 0037/0040] 2480/4800, lr:1.3e-05 ∣ avg_100 : 32161.539901 ∣ critic_nllloss : 25825.546875 ∣ critic_ganloss : -128.372652 ∣ generator_nllloss : 5136.686719 ∣ generator_ganloss : 1223.820898 ∣     [  std_z : 0.99  real_sub_fake : 509.21 ]
[  epoch 0037/0040] 2490/4800, lr:1.3e-05 ∣ avg_100 : 32164.074924 ∣ critic_nllloss : 26021.232227 ∣ critic_ganloss : -161.106383 ∣ generator_nllloss : 5212.897852 ∣ generator_ganloss : 1208.906689 ∣     [  std_z : 0.99  real_sub_fake : 633.19 ]
[  epoch 0037/0040] 2500/4800, lr:1.3e-05 ∣ avg_100 : 32167.220856 ∣ critic_nllloss : 25949.862695 ∣ critic_ganloss : -128.493768 ∣ generator_nllloss : 5272.076172 ∣ generator_ganloss : 1233.320312 ∣     [  std_z : 1.00  real_sub_fake : 506.08 ]
[  epoch 0037/0040] 2510/4800, lr:1.3e-05 ∣ avg_100 : 32167.556800 ∣ critic_nllloss : 25965.749023 ∣ critic_ganloss : -90.168642 ∣ generator_nllloss : 5224.781445 ∣ generator_ganloss : 1232.024756 ∣  [  std_z : 1.00  real_sub_fake : 376.69 ]
[  epoch 0037/0040] 2520/4800, lr:1.3e-05 ∣ avg_100 : 32169.500423 ∣ critic_nllloss : 26059.978711 ∣ critic_ganloss : -160.234669 ∣ generator_nllloss : 5229.234375 ∣ generator_ganloss : 1202.893262 ∣     [  std_z : 1.00  real_sub_fake : 539.52 ]
[  epoch 0037/0040] 2530/4800, lr:1.3e-05 ∣ avg_100 : 32169.337559 ∣ critic_nllloss : 26015.940234 ∣ critic_ganloss : -89.195174 ∣ generator_nllloss : 5143.017578 ∣ generator_ganloss : 1202.570068 ∣  [  std_z : 0.99  real_sub_fake : 523.86 ]
[  epoch 0037/0040] 2540/4800, lr:1.3e-05 ∣ avg_100 : 32172.846861 ∣ critic_nllloss : 25860.154492 ∣ critic_ganloss : -153.337814 ∣ generator_nllloss : 5267.602344 ∣ generator_ganloss : 1208.452734 ∣     [  std_z : 0.98  real_sub_fake : 427.19 ]
[  epoch 0037/0040] 2550/4800, lr:1.3e-05 ∣ avg_100 : 32172.760157 ∣ critic_nllloss : 25837.205078 ∣ critic_ganloss : -156.604398 ∣ generator_nllloss : 5214.874023 ∣ generator_ganloss : 1197.027246 ∣     [  std_z : 0.99  real_sub_fake : 512.22 ]
[  epoch 0037/0040] 2560/4800, lr:1.3e-05 ∣ avg_100 : 32173.560240 ∣ critic_nllloss : 25865.077539 ∣ critic_ganloss : -111.093439 ∣ generator_nllloss : 5233.282227 ∣ generator_ganloss : 1192.167773 ∣     [  std_z : 1.00  real_sub_fake : 584.33 ]
[  epoch 0037/0040] 2570/4800, lr:1.3e-05 ∣ avg_100 : 32178.244997 ∣ critic_nllloss : 26014.081836 ∣ critic_ganloss : -163.261168 ∣ generator_nllloss : 5234.219727 ∣ generator_ganloss : 1207.310645 ∣     [  std_z : 1.00  real_sub_fake : 586.83 ]
[  epoch 0037/0040] 2580/4800, lr:1.3e-05 ∣ avg_100 : 32177.660562 ∣ critic_nllloss : 25965.549609 ∣ critic_ganloss : -168.166170 ∣ generator_nllloss : 5100.981641 ∣ generator_ganloss : 1222.591699 ∣     [  std_z : 1.00  real_sub_fake : 482.47 ]
[  epoch 0037/0040] 2590/4800, lr:1.3e-05 ∣ avg_100 : 32180.258307 ∣ critic_nllloss : 26068.847656 ∣ critic_ganloss : -137.047844 ∣ generator_nllloss : 5169.830078 ∣ generator_ganloss : 1197.928857 ∣     [  std_z : 0.99  real_sub_fake : 566.23 ]
[  epoch 0037/0040] 2600/4800, lr:1.3e-05 ∣ avg_100 : 32181.273839 ∣ critic_nllloss : 25910.071484 ∣ critic_ganloss : -147.682541 ∣ generator_nllloss : 5229.709961 ∣ generator_ganloss : 1216.706006 ∣     [  std_z : 0.99  real_sub_fake : 539.70 ]
[  epoch 0037/0040] 2610/4800, lr:1.3e-05 ∣ avg_100 : 32183.738989 ∣ critic_nllloss : 25975.594336 ∣ critic_ganloss : -194.671272 ∣ generator_nllloss : 5159.409375 ∣ generator_ganloss : 1217.687988 ∣     [  std_z : 0.99  real_sub_fake : 518.70 ]
[  epoch 0037/0040] 2620/4800, lr:1.3e-05 ∣ avg_100 : 32186.152127 ∣ critic_nllloss : 25829.588281 ∣ critic_ganloss : -127.210034 ∣ generator_nllloss : 5154.206055 ∣ generator_ganloss : 1211.150586 ∣     [  std_z : 0.99  real_sub_fake : 572.24 ]
[  epoch 0037/0040] 2630/4800, lr:1.3e-05 ∣ avg_100 : 32187.161640 ∣ critic_nllloss : 26201.285547 ∣ critic_ganloss : -175.093703 ∣ generator_nllloss : 5267.104492 ∣ generator_ganloss : 1220.765186 ∣     [  std_z : 1.00  real_sub_fake : 543.87 ]
[  epoch 0037/0040] 2640/4800, lr:1.3e-05 ∣ avg_100 : 32183.825801 ∣ critic_nllloss : 25746.503125 ∣ critic_ganloss : -201.430997 ∣ generator_nllloss : 5121.024609 ∣ generator_ganloss : 1208.609473 ∣     [  std_z : 0.99  real_sub_fake : 606.23 ]
[  epoch 0037/0040] 2650/4800, lr:1.3e-05 ∣ avg_100 : 32184.726587 ∣ critic_nllloss : 25894.747266 ∣ critic_ganloss : -261.760278 ∣ generator_nllloss : 5098.072656 ∣ generator_ganloss : 1213.590283 ∣     [  std_z : 0.99  real_sub_fake : 700.31 ]
[  epoch 0037/0040] 2660/4800, lr:1.3e-05 ∣ avg_100 : 32185.266276 ∣ critic_nllloss : 25952.312305 ∣ critic_ganloss : -124.623990 ∣ generator_nllloss : 5226.747266 ∣ generator_ganloss : 1228.422510 ∣     [  std_z : 0.99  real_sub_fake : 514.77 ]
[  epoch 0037/0040] 2670/4800, lr:1.3e-05 ∣ avg_100 : 32182.880602 ∣ critic_nllloss : 25925.426563 ∣ critic_ganloss : -157.539145 ∣ generator_nllloss : 5171.333789 ∣ generator_ganloss : 1217.778320 ∣     [  std_z : 1.00  real_sub_fake : 593.06 ]
[  epoch 0037/0040] 2680/4800, lr:1.3e-05 ∣ avg_100 : 32182.561633 ∣ critic_nllloss : 25926.605078 ∣ critic_ganloss : -128.086951 ∣ generator_nllloss : 5152.897266 ∣ generator_ganloss : 1199.225781 ∣     [  std_z : 1.00  real_sub_fake : 667.54 ]
[  epoch 0037/0040] 2690/4800, lr:1.3e-05 ∣ avg_100 : 32184.271264 ∣ critic_nllloss : 25804.901953 ∣ critic_ganloss : -21.562352 ∣ generator_nllloss : 5224.413672 ∣ generator_ganloss : 1228.888086 ∣  [  std_z : 1.00  real_sub_fake : 459.02 ]
[  epoch 0037/0040] 2700/4800, lr:1.3e-05 ∣ avg_100 : 32189.738460 ∣ critic_nllloss : 26227.076562 ∣ critic_ganloss : -125.213481 ∣ generator_nllloss : 5316.233203 ∣ generator_ganloss : 1240.445410 ∣     [  std_z : 1.00  real_sub_fake : 427.68 ]
[  epoch 0037/0040] 2710/4800, lr:1.3e-05 ∣ avg_100 : 32190.688434 ∣ critic_nllloss : 26002.904687 ∣ critic_ganloss : -168.153127 ∣ generator_nllloss : 5203.159766 ∣ generator_ganloss : 1226.095850 ∣     [  std_z : 0.99  real_sub_fake : 487.05 ]
[  epoch 0037/0040] 2720/4800, lr:1.3e-05 ∣ avg_100 : 32192.017325 ∣ critic_nllloss : 26111.783203 ∣ critic_ganloss : -108.213753 ∣ generator_nllloss : 5198.783984 ∣ generator_ganloss : 1217.745752 ∣     [  std_z : 0.98  real_sub_fake : 526.13 ]
[  epoch 0037/0040] 2730/4800, lr:1.3e-05 ∣ avg_100 : 32191.673947 ∣ critic_nllloss : 25913.946289 ∣ critic_ganloss : -134.793684 ∣ generator_nllloss : 5080.687695 ∣ generator_ganloss : 1220.889697 ∣     [  std_z : 0.98  real_sub_fake : 464.54 ]
[  epoch 0037/0040] 2740/4800, lr:1.3e-05 ∣ avg_100 : 32191.207482 ∣ critic_nllloss : 26048.672852 ∣ critic_ganloss : -146.631856 ∣ generator_nllloss : 5172.600195 ∣ generator_ganloss : 1203.428662 ∣     [  std_z : 0.99  real_sub_fake : 504.42 ]
[  epoch 0037/0040] 2750/4800, lr:1.3e-05 ∣ avg_100 : 32189.345985 ∣ critic_nllloss : 25801.129297 ∣ critic_ganloss : -59.370762 ∣ generator_nllloss : 5219.373438 ∣ generator_ganloss : 1218.560937 ∣  [  std_z : 1.00  real_sub_fake : 457.38 ]
[  epoch 0037/0040] 2760/4800, lr:1.3e-05 ∣ avg_100 : 32191.417057 ∣ critic_nllloss : 25953.281250 ∣ critic_ganloss : -90.500778 ∣ generator_nllloss : 5176.562305 ∣ generator_ganloss : 1215.680078 ∣  [  std_z : 0.99  real_sub_fake : 252.52 ]
[  epoch 0037/0040] 2770/4800, lr:1.3e-05 ∣ avg_100 : 32191.914017 ∣ critic_nllloss : 25931.417383 ∣ critic_ganloss : -93.554002 ∣ generator_nllloss : 5189.612305 ∣ generator_ganloss : 1189.835889 ∣  [  std_z : 0.99  real_sub_fake : 393.65 ]
[  epoch 0037/0040] 2780/4800, lr:1.3e-05 ∣ avg_100 : 32188.966778 ∣ critic_nllloss : 25771.306836 ∣ critic_ganloss : -82.530933 ∣ generator_nllloss : 5114.720117 ∣ generator_ganloss : 1177.561523 ∣  [  std_z : 0.99  real_sub_fake : 498.33 ]
[  epoch 0037/0040] 2790/4800, lr:1.3e-05 ∣ avg_100 : 32190.729493 ∣ critic_nllloss : 26107.392383 ∣ critic_ganloss : -145.058080 ∣ generator_nllloss : 5215.567969 ∣ generator_ganloss : 1192.121729 ∣     [  std_z : 0.99  real_sub_fake : 473.73 ]
[  epoch 0037/0040] 2800/4800, lr:1.3e-05 ∣ avg_100 : 32190.582299 ∣ critic_nllloss : 25780.971875 ∣ critic_ganloss : -150.633247 ∣ generator_nllloss : 5202.745898 ∣ generator_ganloss : 1186.174414 ∣     [  std_z : 1.00  real_sub_fake : 503.34 ]
[  epoch 0037/0040] 2810/4800, lr:1.3e-05 ∣ avg_100 : 32190.628477 ∣ critic_nllloss : 26111.657617 ∣ critic_ganloss : -154.164708 ∣ generator_nllloss : 5180.487305 ∣ generator_ganloss : 1189.748926 ∣     [  std_z : 1.00  real_sub_fake : 559.81 ]
[  epoch 0037/0040] 2820/4800, lr:1.3e-05 ∣ avg_100 : 32190.880191 ∣ critic_nllloss : 25938.731250 ∣ critic_ganloss : -110.588374 ∣ generator_nllloss : 5174.547656 ∣ generator_ganloss : 1205.748682 ∣     [  std_z : 1.00  real_sub_fake : 502.07 ]
[  epoch 0037/0040] 2830/4800, lr:1.3e-05 ∣ avg_100 : 32187.566451 ∣ critic_nllloss : 25931.343945 ∣ critic_ganloss : -172.663271 ∣ generator_nllloss : 5121.833984 ∣ generator_ganloss : 1206.872607 ∣     [  std_z : 0.99  real_sub_fake : 529.07 ]
[  epoch 0037/0040] 2840/4800, lr:1.3e-05 ∣ avg_100 : 32188.445906 ∣ critic_nllloss : 25880.591016 ∣ critic_ganloss : -138.156438 ∣ generator_nllloss : 5179.532617 ∣ generator_ganloss : 1203.239404 ∣     [  std_z : 0.99  real_sub_fake : 523.89 ]
[  epoch 0037/0040] 2850/4800, lr:1.3e-05 ∣ avg_100 : 32187.428961 ∣ critic_nllloss : 25707.147461 ∣ critic_ganloss : -111.957389 ∣ generator_nllloss : 5151.194141 ∣ generator_ganloss : 1209.371973 ∣     [  std_z : 0.99  real_sub_fake : 535.35 ]
[  epoch 0037/0040] 2860/4800, lr:1.3e-05 ∣ avg_100 : 32187.251123 ∣ critic_nllloss : 25787.279102 ∣ critic_ganloss : -192.267711 ∣ generator_nllloss : 5153.520312 ∣ generator_ganloss : 1215.147852 ∣     [  std_z : 0.99  real_sub_fake : 570.18 ]
[  epoch 0037/0040] 2870/4800, lr:1.3e-05 ∣ avg_100 : 32186.663588 ∣ critic_nllloss : 26016.799023 ∣ critic_ganloss : -171.466467 ∣ generator_nllloss : 5128.059961 ∣ generator_ganloss : 1217.993701 ∣     [  std_z : 0.99  real_sub_fake : 576.03 ]
[  epoch 0037/0040] 2880/4800, lr:1.3e-05 ∣ avg_100 : 32186.461874 ∣ critic_nllloss : 25921.041797 ∣ critic_ganloss : -197.614876 ∣ generator_nllloss : 5204.031445 ∣ generator_ganloss : 1206.430518 ∣     [  std_z : 1.00  real_sub_fake : 584.18 ]
[  epoch 0037/0040] 2890/4800, lr:1.3e-05 ∣ avg_100 : 32182.245006 ∣ critic_nllloss : 25747.503711 ∣ critic_ganloss : -170.260609 ∣ generator_nllloss : 5120.101562 ∣ generator_ganloss : 1201.628125 ∣     [  std_z : 1.00  real_sub_fake : 641.37 ]
[  epoch 0037/0040] 2900/4800, lr:1.3e-05 ∣ avg_100 : 32179.681019 ∣ critic_nllloss : 25888.694141 ∣ critic_ganloss : -193.940869 ∣ generator_nllloss : 5192.687109 ∣ generator_ganloss : 1219.426172 ∣     [  std_z : 1.00  real_sub_fake : 643.43 ]
[  epoch 0037/0040] 2910/4800, lr:1.3e-05 ∣ avg_100 : 32173.105366 ∣ critic_nllloss : 25696.086523 ∣ critic_ganloss : -183.584174 ∣ generator_nllloss : 5151.390234 ∣ generator_ganloss : 1223.839355 ∣     [  std_z : 0.99  real_sub_fake : 607.68 ]
[  epoch 0037/0040] 2920/4800, lr:1.3e-05 ∣ avg_100 : 32177.705816 ∣ critic_nllloss : 25961.032227 ∣ critic_ganloss : -141.218433 ∣ generator_nllloss : 5160.882227 ∣ generator_ganloss : 1214.599854 ∣     [  std_z : 0.99  real_sub_fake : 642.94 ]
[  epoch 0037/0040] 2930/4800, lr:1.3e-05 ∣ avg_100 : 32174.321678 ∣ critic_nllloss : 25755.584570 ∣ critic_ganloss : -214.520822 ∣ generator_nllloss : 5261.231641 ∣ generator_ganloss : 1199.609375 ∣     [  std_z : 0.99  real_sub_fake : 798.12 ]
[  epoch 0037/0040] 2940/4800, lr:1.3e-05 ∣ avg_100 : 32173.044380 ∣ critic_nllloss : 25863.284570 ∣ critic_ganloss : -84.833232 ∣ generator_nllloss : 5137.891211 ∣ generator_ganloss : 1214.517969 ∣  [  std_z : 0.99  real_sub_fake : 698.03 ]
[  epoch 0037/0040] 2950/4800, lr:1.3e-05 ∣ avg_100 : 32173.587371 ∣ critic_nllloss : 25820.708008 ∣ critic_ganloss : 23.411903 ∣ generator_nllloss : 5128.840039 ∣ generator_ganloss : 1233.652246 ∣   [  std_z : 1.00  real_sub_fake : 324.72 ]
[  epoch 0037/0040] 2960/4800, lr:1.3e-05 ∣ avg_100 : 32171.744177 ∣ critic_nllloss : 25714.524609 ∣ critic_ganloss : -50.383901 ∣ generator_nllloss : 5162.958203 ∣ generator_ganloss : 1240.779980 ∣  [  std_z : 1.00  real_sub_fake : 178.01 ]
[  epoch 0037/0040] 2970/4800, lr:1.3e-05 ∣ avg_100 : 32169.749968 ∣ critic_nllloss : 25759.950781 ∣ critic_ganloss : -60.915762 ∣ generator_nllloss : 5124.395312 ∣ generator_ganloss : 1231.739111 ∣  [  std_z : 1.00  real_sub_fake : 179.24 ]
[  epoch 0037/0040] 2980/4800, lr:1.3e-05 ∣ avg_100 : 32171.284863 ∣ critic_nllloss : 25902.286719 ∣ critic_ganloss : -124.458379 ∣ generator_nllloss : 5150.586523 ∣ generator_ganloss : 1212.170801 ∣     [  std_z : 0.99  real_sub_fake : 330.60 ]
[  epoch 0037/0040] 2990/4800, lr:1.3e-05 ∣ avg_100 : 32171.491114 ∣ critic_nllloss : 25793.908398 ∣ critic_ganloss : -98.716279 ∣ generator_nllloss : 5114.059766 ∣ generator_ganloss : 1194.484961 ∣  [  std_z : 0.99  real_sub_fake : 424.21 ]
[  epoch 0037/0040] 3000/4800, lr:1.3e-05 ∣ avg_100 : 32170.390552 ∣ critic_nllloss : 25839.548438 ∣ critic_ganloss : -154.638800 ∣ generator_nllloss : 5150.769141 ∣ generator_ganloss : 1197.815381 ∣     [  std_z : 0.99  real_sub_fake : 438.26 ]
[  epoch 0037/0040] 3010/4800, lr:1.3e-05 ∣ avg_100 : 32172.128156 ∣ critic_nllloss : 26211.979883 ∣ critic_ganloss : -161.884673 ∣ generator_nllloss : 5264.627148 ∣ generator_ganloss : 1200.713770 ∣     [  std_z : 0.99  real_sub_fake : 568.50 ]
[  epoch 0037/0040] 3020/4800, lr:1.3e-05 ∣ avg_100 : 32170.518012 ∣ critic_nllloss : 25702.641992 ∣ critic_ganloss : -159.646812 ∣ generator_nllloss : 5211.889258 ∣ generator_ganloss : 1209.928369 ∣     [  std_z : 0.99  real_sub_fake : 540.45 ]
[  epoch 0037/0040] 3030/4800, lr:1.3e-05 ∣ avg_100 : 32169.523289 ∣ critic_nllloss : 25731.480859 ∣ critic_ganloss : -100.705827 ∣ generator_nllloss : 5051.714453 ∣ generator_ganloss : 1212.439795 ∣     [  std_z : 1.00  real_sub_fake : 477.96 ]
[  epoch 0037/0040] 3040/4800, lr:1.3e-05 ∣ avg_100 : 32166.313416 ∣ critic_nllloss : 25758.339062 ∣ critic_ganloss : -158.122375 ∣ generator_nllloss : 5111.956445 ∣ generator_ganloss : 1221.967285 ∣     [  std_z : 1.00  real_sub_fake : 469.73 ]
[  epoch 0037/0040] 3050/4800, lr:1.3e-05 ∣ avg_100 : 32166.094074 ∣ critic_nllloss : 25887.468750 ∣ critic_ganloss : -134.805855 ∣ generator_nllloss : 5201.298437 ∣ generator_ganloss : 1222.636719 ∣     [  std_z : 1.00  real_sub_fake : 511.60 ]
[  epoch 0037/0040] 3060/4800, lr:1.3e-05 ∣ avg_100 : 32169.112473 ∣ critic_nllloss : 26114.199414 ∣ critic_ganloss : -160.036981 ∣ generator_nllloss : 5264.381641 ∣ generator_ganloss : 1199.666602 ∣     [  std_z : 1.00  real_sub_fake : 615.13 ]
[  epoch 0037/0040] 3070/4800, lr:1.3e-05 ∣ avg_100 : 32171.210270 ∣ critic_nllloss : 25951.340625 ∣ critic_ganloss : -131.462363 ∣ generator_nllloss : 5128.864062 ∣ generator_ganloss : 1199.992188 ∣     [  std_z : 1.00  real_sub_fake : 674.80 ]
[  epoch 0037/0040] 3080/4800, lr:1.3e-05 ∣ avg_100 : 32170.705542 ∣ critic_nllloss : 25681.200195 ∣ critic_ganloss : -97.746173 ∣ generator_nllloss : 5124.818750 ∣ generator_ganloss : 1218.991162 ∣  [  std_z : 0.99  real_sub_fake : 465.78 ]
[  epoch 0037/0040] 3090/4800, lr:1.3e-05 ∣ avg_100 : 32174.118526 ∣ critic_nllloss : 25960.775391 ∣ critic_ganloss : -123.898206 ∣ generator_nllloss : 5267.460742 ∣ generator_ganloss : 1201.385156 ∣     [  std_z : 0.99  real_sub_fake : 482.90 ]
[  epoch 0037/0040] 3100/4800, lr:1.3e-05 ∣ avg_100 : 32171.142215 ∣ critic_nllloss : 25740.044141 ∣ critic_ganloss : -157.586192 ∣ generator_nllloss : 5118.342969 ∣ generator_ganloss : 1194.669385 ∣     [  std_z : 0.99  real_sub_fake : 516.98 ]
[  epoch 0037/0040] 3110/4800, lr:1.3e-05 ∣ avg_100 : 32167.857100 ∣ critic_nllloss : 25919.953320 ∣ critic_ganloss : -144.187437 ∣ generator_nllloss : 5168.820312 ∣ generator_ganloss : 1224.574512 ∣     [  std_z : 0.99  real_sub_fake : 462.01 ]
[  epoch 0037/0040] 3120/4800, lr:1.3e-05 ∣ avg_100 : 32167.550591 ∣ critic_nllloss : 25920.874805 ∣ critic_ganloss : -181.724339 ∣ generator_nllloss : 5101.780469 ∣ generator_ganloss : 1221.636914 ∣     [  std_z : 1.00  real_sub_fake : 500.76 ]
[  epoch 0037/0040] 3130/4800, lr:1.3e-05 ∣ avg_100 : 32165.299486 ∣ critic_nllloss : 25856.983398 ∣ critic_ganloss : -155.780675 ∣ generator_nllloss : 5128.468555 ∣ generator_ganloss : 1214.831494 ∣     [  std_z : 1.00  real_sub_fake : 580.40 ]
[  epoch 0037/0040] 3140/4800, lr:1.3e-05 ∣ avg_100 : 32167.793086 ∣ critic_nllloss : 25920.684766 ∣ critic_ganloss : -152.735820 ∣ generator_nllloss : 5177.216797 ∣ generator_ganloss : 1225.583301 ∣     [  std_z : 1.00  real_sub_fake : 542.03 ]
[  epoch 0037/0040] 3150/4800, lr:1.3e-05 ∣ avg_100 : 32167.032429 ∣ critic_nllloss : 25952.909570 ∣ critic_ganloss : -110.755156 ∣ generator_nllloss : 5160.655664 ∣ generator_ganloss : 1203.384521 ∣     [  std_z : 0.99  real_sub_fake : 673.42 ]
[  epoch 0037/0040] 3160/4800, lr:1.3e-05 ∣ avg_100 : 32168.374570 ∣ critic_nllloss : 25940.438477 ∣ critic_ganloss : -162.608443 ∣ generator_nllloss : 5153.907812 ∣ generator_ganloss : 1242.672363 ∣     [  std_z : 0.99  real_sub_fake : 529.57 ]
[  epoch 0037/0040] 3170/4800, lr:1.3e-05 ∣ avg_100 : 32169.486250 ∣ critic_nllloss : 25925.797852 ∣ critic_ganloss : -133.692531 ∣ generator_nllloss : 5212.137109 ∣ generator_ganloss : 1240.354346 ∣     [  std_z : 0.99  real_sub_fake : 500.58 ]
[  epoch 0037/0040] 3180/4800, lr:1.3e-05 ∣ avg_100 : 32168.766096 ∣ critic_nllloss : 25612.883398 ∣ critic_ganloss : -70.909715 ∣ generator_nllloss : 5131.806641 ∣ generator_ganloss : 1216.724512 ∣  [  std_z : 0.99  real_sub_fake : 496.89 ]
[  epoch 0037/0040] 3190/4800, lr:1.3e-05 ∣ avg_100 : 32168.498326 ∣ critic_nllloss : 26073.869336 ∣ critic_ganloss : -104.389458 ∣ generator_nllloss : 5153.607813 ∣ generator_ganloss : 1232.941357 ∣     [  std_z : 1.00  real_sub_fake : 405.41 ]
[  epoch 0037/0040] 3200/4800, lr:1.3e-05 ∣ avg_100 : 32170.148578 ∣ critic_nllloss : 26032.410156 ∣ critic_ganloss : -133.325635 ∣ generator_nllloss : 5197.689648 ∣ generator_ganloss : 1224.283301 ∣     [  std_z : 1.01  real_sub_fake : 434.72 ]
[  epoch 0037/0040] 3210/4800, lr:1.3e-05 ∣ avg_100 : 32174.375238 ∣ critic_nllloss : 26253.262500 ∣ critic_ganloss : -165.379445 ∣ generator_nllloss : 5221.494922 ∣ generator_ganloss : 1208.291016 ∣     [  std_z : 1.00  real_sub_fake : 493.76 ]
[  epoch 0037/0040] 3220/4800, lr:1.3e-05 ∣ avg_100 : 32174.430732 ∣ critic_nllloss : 25938.767578 ∣ critic_ganloss : -144.376378 ∣ generator_nllloss : 5288.566016 ∣ generator_ganloss : 1213.936670 ∣     [  std_z : 0.99  real_sub_fake : 499.58 ]
[  epoch 0037/0040] 3230/4800, lr:1.3e-05 ∣ avg_100 : 32172.098274 ∣ critic_nllloss : 25957.465039 ∣ critic_ganloss : -175.395721 ∣ generator_nllloss : 5210.107031 ∣ generator_ganloss : 1225.007715 ∣     [  std_z : 0.98  real_sub_fake : 513.52 ]
[  epoch 0037/0040] 3240/4800, lr:1.3e-05 ∣ avg_100 : 32170.355384 ∣ critic_nllloss : 25849.878125 ∣ critic_ganloss : -181.114298 ∣ generator_nllloss : 5278.922852 ∣ generator_ganloss : 1221.312598 ∣     [  std_z : 0.98  real_sub_fake : 568.79 ]
[  epoch 0037/0040] 3250/4800, lr:1.3e-05 ∣ avg_100 : 32169.405191 ∣ critic_nllloss : 25811.503516 ∣ critic_ganloss : -126.215596 ∣ generator_nllloss : 5245.096094 ∣ generator_ganloss : 1219.620508 ∣     [  std_z : 1.00  real_sub_fake : 542.45 ]
[  epoch 0037/0040] 3260/4800, lr:1.3e-05 ∣ avg_100 : 32167.899228 ∣ critic_nllloss : 25739.263086 ∣ critic_ganloss : -187.667256 ∣ generator_nllloss : 5203.389453 ∣ generator_ganloss : 1212.546045 ∣     [  std_z : 1.00  real_sub_fake : 544.46 ]
[  epoch 0037/0040] 3270/4800, lr:1.3e-05 ∣ avg_100 : 32169.619355 ∣ critic_nllloss : 25942.809375 ∣ critic_ganloss : -160.207208 ∣ generator_nllloss : 5174.241016 ∣ generator_ganloss : 1211.289014 ∣     [  std_z : 1.00  real_sub_fake : 583.21 ]
[  epoch 0037/0040] 3280/4800, lr:1.3e-05 ∣ avg_100 : 32167.522460 ∣ critic_nllloss : 25852.598828 ∣ critic_ganloss : -81.006663 ∣ generator_nllloss : 5088.577344 ∣ generator_ganloss : 1243.288525 ∣  [  std_z : 1.00  real_sub_fake : 381.34 ]
[  epoch 0037/0040] 3290/4800, lr:1.3e-05 ∣ avg_100 : 32168.777936 ∣ critic_nllloss : 25991.288086 ∣ critic_ganloss : -18.460250 ∣ generator_nllloss : 5137.257812 ∣ generator_ganloss : 1242.062402 ∣  [  std_z : 1.00  real_sub_fake : 95.47 ]
[  epoch 0037/0040] 3300/4800, lr:1.3e-05 ∣ avg_100 : 32172.292411 ∣ critic_nllloss : 26072.104102 ∣ critic_ganloss : -37.794769 ∣ generator_nllloss : 5193.960938 ∣ generator_ganloss : 1226.274512 ∣  [  std_z : 0.99  real_sub_fake : 124.62 ]
[  epoch 0037/0040] 3310/4800, lr:1.3e-05 ∣ avg_100 : 32175.075275 ∣ critic_nllloss : 25928.008398 ∣ critic_ganloss : -48.167515 ∣ generator_nllloss : 5261.745508 ∣ generator_ganloss : 1209.803711 ∣  [  std_z : 0.99  real_sub_fake : 153.95 ]
[  epoch 0037/0040] 3320/4800, lr:1.3e-05 ∣ avg_100 : 32174.531679 ∣ critic_nllloss : 26032.377539 ∣ critic_ganloss : -71.670627 ∣ generator_nllloss : 5114.687109 ∣ generator_ganloss : 1196.360205 ∣  [  std_z : 0.99  real_sub_fake : 206.00 ]
[  epoch 0037/0040] 3330/4800, lr:1.3e-05 ∣ avg_100 : 32171.613441 ∣ critic_nllloss : 25748.560156 ∣ critic_ganloss : -64.954499 ∣ generator_nllloss : 5098.739844 ∣ generator_ganloss : 1184.375635 ∣  [  std_z : 1.00  real_sub_fake : 297.49 ]
[  epoch 0037/0040] 3340/4800, lr:1.3e-05 ∣ avg_100 : 32173.125258 ∣ critic_nllloss : 25888.601367 ∣ critic_ganloss : -37.911237 ∣ generator_nllloss : 5173.168359 ∣ generator_ganloss : 1186.985791 ∣  [  std_z : 1.00  real_sub_fake : 325.78 ]
[  epoch 0037/0040] 3350/4800, lr:1.3e-05 ∣ avg_100 : 32174.231579 ∣ critic_nllloss : 26002.574219 ∣ critic_ganloss : -84.555418 ∣ generator_nllloss : 5168.884766 ∣ generator_ganloss : 1192.396387 ∣  [  std_z : 0.99  real_sub_fake : 304.79 ]
[  epoch 0037/0040] 3360/4800, lr:1.3e-05 ∣ avg_100 : 32172.150281 ∣ critic_nllloss : 25865.445312 ∣ critic_ganloss : -107.629922 ∣ generator_nllloss : 5112.691016 ∣ generator_ganloss : 1189.544043 ∣     [  std_z : 0.99  real_sub_fake : 312.52 ]
[  epoch 0037/0040] 3370/4800, lr:1.3e-05 ∣ avg_100 : 32174.340523 ∣ critic_nllloss : 26099.074805 ∣ critic_ganloss : -145.254644 ∣ generator_nllloss : 5210.694141 ∣ generator_ganloss : 1176.764941 ∣     [  std_z : 0.99  real_sub_fake : 430.35 ]
[  epoch 0037/0040] 3380/4800, lr:1.3e-05 ∣ avg_100 : 32172.939570 ∣ critic_nllloss : 25813.125195 ∣ critic_ganloss : -115.114930 ∣ generator_nllloss : 5108.799805 ∣ generator_ganloss : 1174.363623 ∣     [  std_z : 0.99  real_sub_fake : 430.13 ]
[  epoch 0037/0040] 3390/4800, lr:1.3e-05 ∣ avg_100 : 32172.142212 ∣ critic_nllloss : 25978.338672 ∣ critic_ganloss : -153.864903 ∣ generator_nllloss : 5164.148828 ∣ generator_ganloss : 1194.802539 ∣     [  std_z : 0.99  real_sub_fake : 454.49 ]
[  epoch 0037/0040] 3400/4800, lr:1.3e-05 ∣ avg_100 : 32169.399728 ∣ critic_nllloss : 25717.294336 ∣ critic_ganloss : -97.179276 ∣ generator_nllloss : 5139.204687 ∣ generator_ganloss : 1197.005566 ∣  [  std_z : 1.00  real_sub_fake : 563.79 ]
[  epoch 0037/0040] 3410/4800, lr:1.3e-05 ∣ avg_100 : 32169.536157 ∣ critic_nllloss : 25889.898633 ∣ critic_ganloss : -199.789127 ∣ generator_nllloss : 5240.236523 ∣ generator_ganloss : 1202.485693 ∣     [  std_z : 1.00  real_sub_fake : 542.35 ]
[  epoch 0037/0040] 3420/4800, lr:1.3e-05 ∣ avg_100 : 32161.909497 ∣ critic_nllloss : 25515.654883 ∣ critic_ganloss : -130.769137 ∣ generator_nllloss : 5052.653516 ∣ generator_ganloss : 1204.308691 ∣     [  std_z : 0.99  real_sub_fake : 473.03 ]
[  epoch 0037/0040] 3430/4800, lr:1.3e-05 ∣ avg_100 : 32165.993632 ∣ critic_nllloss : 26222.425781 ∣ critic_ganloss : -173.247209 ∣ generator_nllloss : 5337.053906 ∣ generator_ganloss : 1205.383301 ∣     [  std_z : 0.99  real_sub_fake : 591.68 ]
[  epoch 0037/0040] 3440/4800, lr:1.3e-05 ∣ avg_100 : 32161.923812 ∣ critic_nllloss : 25649.151367 ∣ critic_ganloss : -130.316825 ∣ generator_nllloss : 5113.217188 ∣ generator_ganloss : 1213.896533 ∣     [  std_z : 0.99  real_sub_fake : 551.47 ]
[  epoch 0037/0040] 3450/4800, lr:1.3e-05 ∣ avg_100 : 32163.540053 ∣ critic_nllloss : 26047.274609 ∣ critic_ganloss : -149.913266 ∣ generator_nllloss : 5155.563281 ∣ generator_ganloss : 1217.153711 ∣     [  std_z : 0.99  real_sub_fake : 623.67 ]
[  epoch 0037/0040] 3460/4800, lr:1.3e-05 ∣ avg_100 : 32161.969783 ∣ critic_nllloss : 25903.923242 ∣ critic_ganloss : -173.737811 ∣ generator_nllloss : 5150.051562 ∣ generator_ganloss : 1216.069385 ∣     [  std_z : 0.99  real_sub_fake : 546.97 ]
[  epoch 0037/0040] 3470/4800, lr:1.3e-05 ∣ avg_100 : 32163.365132 ∣ critic_nllloss : 25909.688867 ∣ critic_ganloss : -156.439926 ∣ generator_nllloss : 5169.325391 ∣ generator_ganloss : 1203.229834 ∣     [  std_z : 0.99  real_sub_fake : 682.63 ]
[  epoch 0037/0040] 3480/4800, lr:1.3e-05 ∣ avg_100 : 32162.624285 ∣ critic_nllloss : 25721.777344 ∣ critic_ganloss : -142.574863 ∣ generator_nllloss : 5181.777930 ∣ generator_ganloss : 1222.616748 ∣     [  std_z : 1.00  real_sub_fake : 534.93 ]
[  epoch 0037/0040] 3490/4800, lr:1.3e-05 ∣ avg_100 : 32161.364255 ∣ critic_nllloss : 25939.182617 ∣ critic_ganloss : -97.045100 ∣ generator_nllloss : 5100.325195 ∣ generator_ganloss : 1213.464648 ∣  [  std_z : 1.00  real_sub_fake : 525.35 ]
[  epoch 0037/0040] 3500/4800, lr:1.3e-05 ∣ avg_100 : 32162.164110 ∣ critic_nllloss : 26054.556641 ∣ critic_ganloss : -129.060399 ∣ generator_nllloss : 5261.727734 ∣ generator_ganloss : 1219.526953 ∣     [  std_z : 1.00  real_sub_fake : 519.54 ]
[  epoch 0037/0040] 3510/4800, lr:1.3e-05 ∣ avg_100 : 32161.475849 ∣ critic_nllloss : 25952.991797 ∣ critic_ganloss : -118.020166 ∣ generator_nllloss : 5219.466797 ∣ generator_ganloss : 1209.122021 ∣     [  std_z : 1.00  real_sub_fake : 551.51 ]
[  epoch 0037/0040] 3520/4800, lr:1.3e-05 ∣ avg_100 : 32158.509594 ∣ critic_nllloss : 25736.269141 ∣ critic_ganloss : -148.575755 ∣ generator_nllloss : 5228.291406 ∣ generator_ganloss : 1219.261377 ∣     [  std_z : 1.00  real_sub_fake : 534.52 ]
[  epoch 0037/0040] 3530/4800, lr:1.3e-05 ∣ avg_100 : 32158.927422 ∣ critic_nllloss : 25999.562500 ∣ critic_ganloss : -158.984730 ∣ generator_nllloss : 5256.883008 ∣ generator_ganloss : 1216.654785 ∣     [  std_z : 0.99  real_sub_fake : 461.58 ]
[  epoch 0037/0040] 3540/4800, lr:1.3e-05 ∣ avg_100 : 32159.477140 ∣ critic_nllloss : 25938.763867 ∣ critic_ganloss : -135.773466 ∣ generator_nllloss : 5225.580469 ∣ generator_ganloss : 1209.272607 ∣     [  std_z : 0.99  real_sub_fake : 548.68 ]
[  epoch 0037/0040] 3550/4800, lr:1.3e-05 ∣ avg_100 : 32161.678434 ∣ critic_nllloss : 26024.105078 ∣ critic_ganloss : -138.942159 ∣ generator_nllloss : 5218.517969 ∣ generator_ganloss : 1208.950537 ∣     [  std_z : 0.99  real_sub_fake : 545.17 ]
[  epoch 0037/0040] 3560/4800, lr:1.3e-05 ∣ avg_100 : 32161.587654 ∣ critic_nllloss : 25964.634180 ∣ critic_ganloss : -150.921446 ∣ generator_nllloss : 5143.645898 ∣ generator_ganloss : 1212.997461 ∣     [  std_z : 0.99  real_sub_fake : 581.98 ]
[  epoch 0037/0040] 3570/4800, lr:1.3e-05 ∣ avg_100 : 32158.926227 ∣ critic_nllloss : 25703.991406 ∣ critic_ganloss : -98.767841 ∣ generator_nllloss : 5199.543750 ∣ generator_ganloss : 1221.441016 ∣  [  std_z : 0.99  real_sub_fake : 418.09 ]
[  epoch 0037/0040] 3580/4800, lr:1.3e-05 ∣ avg_100 : 32158.420806 ∣ critic_nllloss : 25842.302539 ∣ critic_ganloss : -126.682469 ∣ generator_nllloss : 5153.938086 ∣ generator_ganloss : 1200.856543 ∣     [  std_z : 0.99  real_sub_fake : 502.62 ]
[  epoch 0037/0040] 3590/4800, lr:1.3e-05 ∣ avg_100 : 32156.667119 ∣ critic_nllloss : 25856.675781 ∣ critic_ganloss : -117.020772 ∣ generator_nllloss : 5179.121680 ∣ generator_ganloss : 1205.413330 ∣     [  std_z : 0.99  real_sub_fake : 560.04 ]
[  epoch 0037/0040] 3600/4800, lr:1.3e-05 ∣ avg_100 : 32155.479268 ∣ critic_nllloss : 25942.958398 ∣ critic_ganloss : -207.113495 ∣ generator_nllloss : 5151.726562 ∣ generator_ganloss : 1202.448389 ∣     [  std_z : 0.99  real_sub_fake : 604.56 ]
[  epoch 0037/0040] 3610/4800, lr:1.3e-05 ∣ avg_100 : 32155.916432 ∣ critic_nllloss : 25965.027344 ∣ critic_ganloss : -192.508974 ∣ generator_nllloss : 5228.634766 ∣ generator_ganloss : 1200.583643 ∣     [  std_z : 0.99  real_sub_fake : 605.20 ]
[  epoch 0037/0040] 3620/4800, lr:1.3e-05 ∣ avg_100 : 32159.137327 ∣ critic_nllloss : 26138.590234 ∣ critic_ganloss : -176.392171 ∣ generator_nllloss : 5218.151367 ∣ generator_ganloss : 1209.475000 ∣     [  std_z : 0.99  real_sub_fake : 603.54 ]
[  epoch 0037/0040] 3630/4800, lr:1.3e-05 ∣ avg_100 : 32154.926417 ∣ critic_nllloss : 25831.926953 ∣ critic_ganloss : -126.060645 ∣ generator_nllloss : 5173.814062 ∣ generator_ganloss : 1213.290137 ∣     [  std_z : 1.00  real_sub_fake : 532.58 ]
[  epoch 0037/0040] 3640/4800, lr:1.3e-05 ∣ avg_100 : 32158.064300 ∣ critic_nllloss : 25959.829688 ∣ critic_ganloss : -150.335234 ∣ generator_nllloss : 5163.275391 ∣ generator_ganloss : 1215.724609 ∣     [  std_z : 0.99  real_sub_fake : 493.66 ]
[  epoch 0037/0040] 3650/4800, lr:1.3e-05 ∣ avg_100 : 32159.688690 ∣ critic_nllloss : 25819.884961 ∣ critic_ganloss : -119.690823 ∣ generator_nllloss : 5194.499219 ∣ generator_ganloss : 1212.395605 ∣     [  std_z : 0.99  real_sub_fake : 544.25 ]
[  epoch 0037/0040] 3660/4800, lr:1.3e-05 ∣ avg_100 : 32158.811089 ∣ critic_nllloss : 25887.081836 ∣ critic_ganloss : -109.287915 ∣ generator_nllloss : 5196.962305 ∣ generator_ganloss : 1220.341797 ∣     [  std_z : 0.99  real_sub_fake : 446.26 ]
[  epoch 0037/0040] 3670/4800, lr:1.3e-05 ∣ avg_100 : 32157.884648 ∣ critic_nllloss : 25906.299414 ∣ critic_ganloss : -145.982307 ∣ generator_nllloss : 5088.508398 ∣ generator_ganloss : 1215.529932 ∣     [  std_z : 0.99  real_sub_fake : 521.73 ]
[  epoch 0037/0040] 3680/4800, lr:1.3e-05 ∣ avg_100 : 32158.281318 ∣ critic_nllloss : 25982.441406 ∣ critic_ganloss : -202.362305 ∣ generator_nllloss : 5208.116016 ∣ generator_ganloss : 1202.113037 ∣     [  std_z : 1.00  real_sub_fake : 646.90 ]
[  epoch 0037/0040] 3690/4800, lr:1.3e-05 ∣ avg_100 : 32157.733886 ∣ critic_nllloss : 25925.133008 ∣ critic_ganloss : -148.410205 ∣ generator_nllloss : 5190.508203 ∣ generator_ganloss : 1214.667090 ∣     [  std_z : 1.00  real_sub_fake : 576.93 ]
[  epoch 0037/0040] 3700/4800, lr:1.3e-05 ∣ avg_100 : 32151.048263 ∣ critic_nllloss : 25748.797266 ∣ critic_ganloss : -109.900568 ∣ generator_nllloss : 5129.936523 ∣ generator_ganloss : 1221.146240 ∣     [  std_z : 0.99  real_sub_fake : 491.31 ]
[  epoch 0037/0040] 3710/4800, lr:1.3e-05 ∣ avg_100 : 32148.179171 ∣ critic_nllloss : 25755.091211 ∣ critic_ganloss : -164.641432 ∣ generator_nllloss : 5164.991016 ∣ generator_ganloss : 1221.657129 ∣     [  std_z : 0.99  real_sub_fake : 504.12 ]
[  epoch 0037/0040] 3720/4800, lr:1.3e-05 ∣ avg_100 : 32143.602267 ∣ critic_nllloss : 25794.554102 ∣ critic_ganloss : -150.748999 ∣ generator_nllloss : 5108.294336 ∣ generator_ganloss : 1210.309375 ∣     [  std_z : 0.99  real_sub_fake : 551.99 ]
[  epoch 0037/0040] 3730/4800, lr:1.3e-05 ∣ avg_100 : 32145.335894 ∣ critic_nllloss : 26064.180078 ∣ critic_ganloss : -206.463945 ∣ generator_nllloss : 5186.069531 ∣ generator_ganloss : 1210.307031 ∣     [  std_z : 0.99  real_sub_fake : 660.80 ]
[  epoch 0037/0040] 3740/4800, lr:1.3e-05 ∣ avg_100 : 32143.221740 ∣ critic_nllloss : 25830.032617 ∣ critic_ganloss : -99.383557 ∣ generator_nllloss : 5131.758789 ∣ generator_ganloss : 1204.246582 ∣  [  std_z : 1.00  real_sub_fake : 594.32 ]
[  epoch 0037/0040] 3750/4800, lr:1.3e-05 ∣ avg_100 : 32145.369350 ∣ critic_nllloss : 25974.076758 ∣ critic_ganloss : -69.704353 ∣ generator_nllloss : 5272.509375 ∣ generator_ganloss : 1217.572168 ∣  [  std_z : 1.00  real_sub_fake : 557.73 ]
[  epoch 0037/0040] 3760/4800, lr:1.3e-05 ∣ avg_100 : 32144.464006 ∣ critic_nllloss : 25826.828516 ∣ critic_ganloss : -108.609982 ∣ generator_nllloss : 5213.925977 ∣ generator_ganloss : 1232.343896 ∣     [  std_z : 1.00  real_sub_fake : 362.41 ]
[  epoch 0037/0040] 3770/4800, lr:1.3e-05 ∣ avg_100 : 32144.637093 ∣ critic_nllloss : 26001.603711 ∣ critic_ganloss : -160.161299 ∣ generator_nllloss : 5184.496875 ∣ generator_ganloss : 1208.681055 ∣     [  std_z : 1.00  real_sub_fake : 501.97 ]
[  epoch 0037/0040] 3780/4800, lr:1.3e-05 ∣ avg_100 : 32145.637278 ∣ critic_nllloss : 25901.618164 ∣ critic_ganloss : -151.402269 ∣ generator_nllloss : 5120.705273 ∣ generator_ganloss : 1210.154883 ∣     [  std_z : 1.00  real_sub_fake : 548.38 ]
[  epoch 0037/0040] 3790/4800, lr:1.3e-05 ∣ avg_100 : 32142.822269 ∣ critic_nllloss : 25889.016797 ∣ critic_ganloss : -190.961029 ∣ generator_nllloss : 5196.839258 ∣ generator_ganloss : 1193.628027 ∣     [  std_z : 0.99  real_sub_fake : 591.87 ]
[  epoch 0037/0040] 3800/4800, lr:1.3e-05 ∣ avg_100 : 32143.820569 ∣ critic_nllloss : 25862.488477 ∣ critic_ganloss : -184.306853 ∣ generator_nllloss : 5256.718750 ∣ generator_ganloss : 1184.188574 ∣     [  std_z : 0.99  real_sub_fake : 765.17 ]
[  epoch 0037/0040] 3810/4800, lr:1.3e-05 ∣ avg_100 : 32144.930065 ∣ critic_nllloss : 26095.562305 ∣ critic_ganloss : -136.648059 ∣ generator_nllloss : 5274.616406 ∣ generator_ganloss : 1205.148096 ∣     [  std_z : 1.00  real_sub_fake : 632.78 ]
[  epoch 0037/0040] 3820/4800, lr:1.3e-05 ∣ avg_100 : 32142.841138 ∣ critic_nllloss : 25814.535742 ∣ critic_ganloss : -131.241145 ∣ generator_nllloss : 5096.180273 ∣ generator_ganloss : 1220.071582 ∣     [  std_z : 1.00  real_sub_fake : 513.72 ]
[  epoch 0037/0040] 3830/4800, lr:1.3e-05 ∣ avg_100 : 32143.203473 ∣ critic_nllloss : 25927.955859 ∣ critic_ganloss : -180.042184 ∣ generator_nllloss : 5160.208984 ∣ generator_ganloss : 1215.498193 ∣     [  std_z : 1.00  real_sub_fake : 515.15 ]
[  epoch 0037/0040] 3840/4800, lr:1.3e-05 ∣ avg_100 : 32141.868105 ∣ critic_nllloss : 25699.908203 ∣ critic_ganloss : -154.321666 ∣ generator_nllloss : 5225.280078 ∣ generator_ganloss : 1220.803174 ∣     [  std_z : 1.00  real_sub_fake : 538.46 ]
[  epoch 0037/0040] 3850/4800, lr:1.3e-05 ∣ avg_100 : 32145.133270 ∣ critic_nllloss : 25970.708203 ∣ critic_ganloss : -119.485312 ∣ generator_nllloss : 5204.542578 ∣ generator_ganloss : 1226.507227 ∣     [  std_z : 1.00  real_sub_fake : 477.67 ]
[  epoch 0037/0040] 3860/4800, lr:1.3e-05 ∣ avg_100 : 32145.109934 ∣ critic_nllloss : 25705.054883 ∣ critic_ganloss : -98.857357 ∣ generator_nllloss : 5131.175781 ∣ generator_ganloss : 1223.972607 ∣  [  std_z : 1.00  real_sub_fake : 379.14 ]
[  epoch 0037/0040] 3870/4800, lr:1.3e-05 ∣ avg_100 : 32144.714461 ∣ critic_nllloss : 25918.775977 ∣ critic_ganloss : -132.657814 ∣ generator_nllloss : 5178.295508 ∣ generator_ganloss : 1187.425244 ∣     [  std_z : 1.00  real_sub_fake : 607.51 ]
[  epoch 0037/0040] 3880/4800, lr:1.3e-05 ∣ avg_100 : 32145.299609 ∣ critic_nllloss : 26008.784375 ∣ critic_ganloss : -159.271507 ∣ generator_nllloss : 5130.281055 ∣ generator_ganloss : 1212.609717 ∣     [  std_z : 0.99  real_sub_fake : 562.47 ]
[  epoch 0037/0040] 3890/4800, lr:1.3e-05 ∣ avg_100 : 32148.296767 ∣ critic_nllloss : 25990.328906 ∣ critic_ganloss : -180.824937 ∣ generator_nllloss : 5159.914844 ∣ generator_ganloss : 1229.269775 ∣     [  std_z : 0.99  real_sub_fake : 508.87 ]
[  epoch 0037/0040] 3900/4800, lr:1.3e-05 ∣ avg_100 : 32147.349908 ∣ critic_nllloss : 25820.643164 ∣ critic_ganloss : -110.845888 ∣ generator_nllloss : 5093.567969 ∣ generator_ganloss : 1208.815479 ∣     [  std_z : 0.99  real_sub_fake : 540.72 ]
[  epoch 0037/0040] 3910/4800, lr:1.3e-05 ∣ avg_100 : 32150.630517 ∣ critic_nllloss : 25949.359570 ∣ critic_ganloss : -122.377788 ∣ generator_nllloss : 5169.136719 ∣ generator_ganloss : 1219.674365 ∣     [  std_z : 0.99  real_sub_fake : 508.64 ]
[  epoch 0037/0040] 3920/4800, lr:1.3e-05 ∣ avg_100 : 32151.817007 ∣ critic_nllloss : 26024.891016 ∣ critic_ganloss : -170.042240 ∣ generator_nllloss : 5239.472266 ∣ generator_ganloss : 1219.623779 ∣     [  std_z : 0.99  real_sub_fake : 538.71 ]
[  epoch 0037/0040] 3930/4800, lr:1.3e-05 ∣ avg_100 : 32153.771209 ∣ critic_nllloss : 25938.716211 ∣ critic_ganloss : -157.936253 ∣ generator_nllloss : 5201.558203 ∣ generator_ganloss : 1214.986768 ∣     [  std_z : 1.00  real_sub_fake : 573.08 ]
[  epoch 0037/0040] 3940/4800, lr:1.3e-05 ∣ avg_100 : 32154.245003 ∣ critic_nllloss : 25843.746875 ∣ critic_ganloss : -153.363503 ∣ generator_nllloss : 5296.619922 ∣ generator_ganloss : 1191.236621 ∣     [  std_z : 1.00  real_sub_fake : 635.44 ]
[  epoch 0037/0040] 3950/4800, lr:1.3e-05 ∣ avg_100 : 32153.075828 ∣ critic_nllloss : 25793.352148 ∣ critic_ganloss : -113.252480 ∣ generator_nllloss : 5188.305859 ∣ generator_ganloss : 1221.289258 ∣     [  std_z : 1.00  real_sub_fake : 503.81 ]
[  epoch 0037/0040] 3960/4800, lr:1.3e-05 ∣ avg_100 : 32154.604557 ∣ critic_nllloss : 25911.417187 ∣ critic_ganloss : -90.393388 ∣ generator_nllloss : 5176.314453 ∣ generator_ganloss : 1223.413477 ∣  [  std_z : 0.99  real_sub_fake : 351.98 ]
[  epoch 0037/0040] 3970/4800, lr:1.3e-05 ∣ avg_100 : 32154.280805 ∣ critic_nllloss : 25858.237109 ∣ critic_ganloss : -179.233276 ∣ generator_nllloss : 5151.677344 ∣ generator_ganloss : 1192.113086 ∣     [  std_z : 0.99  real_sub_fake : 600.26 ]
[  epoch 0037/0040] 3980/4800, lr:1.3e-05 ∣ avg_100 : 32153.061015 ∣ critic_nllloss : 25896.745703 ∣ critic_ganloss : -176.773711 ∣ generator_nllloss : 5105.241797 ∣ generator_ganloss : 1193.392871 ∣     [  std_z : 0.99  real_sub_fake : 645.23 ]
[  epoch 0037/0040] 3990/4800, lr:1.3e-05 ∣ avg_100 : 32156.533165 ∣ critic_nllloss : 25956.064453 ∣ critic_ganloss : -97.197983 ∣ generator_nllloss : 5285.974219 ∣ generator_ganloss : 1206.111133 ∣  [  std_z : 0.99  real_sub_fake : 475.25 ]
[  epoch 0037/0040] 4000/4800, lr:1.3e-05 ∣ avg_100 : 32156.140054 ∣ critic_nllloss : 25740.632422 ∣ critic_ganloss : -74.431502 ∣ generator_nllloss : 5132.416016 ∣ generator_ganloss : 1195.566113 ∣  [  std_z : 1.00  real_sub_fake : 435.82 ]
[  epoch 0037/0040] 4010/4800, lr:1.3e-05 ∣ avg_100 : 32151.777644 ∣ critic_nllloss : 25832.803516 ∣ critic_ganloss : -129.666785 ∣ generator_nllloss : 5172.709375 ∣ generator_ganloss : 1203.349072 ∣     [  std_z : 0.99  real_sub_fake : 461.36 ]
[  epoch 0037/0040] 4020/4800, lr:1.3e-05 ∣ avg_100 : 32155.219089 ∣ critic_nllloss : 26035.421094 ∣ critic_ganloss : -157.858804 ∣ generator_nllloss : 5223.372461 ∣ generator_ganloss : 1208.022559 ∣     [  std_z : 0.99  real_sub_fake : 475.45 ]
[  epoch 0037/0040] 4030/4800, lr:1.3e-05 ∣ avg_100 : 32158.977414 ∣ critic_nllloss : 25944.244141 ∣ critic_ganloss : -161.219395 ∣ generator_nllloss : 5283.961523 ∣ generator_ganloss : 1203.775488 ∣     [  std_z : 0.99  real_sub_fake : 562.41 ]
[  epoch 0037/0040] 4040/4800, lr:1.3e-05 ∣ avg_100 : 32159.281454 ∣ critic_nllloss : 25845.966211 ∣ critic_ganloss : -173.551030 ∣ generator_nllloss : 5086.688477 ∣ generator_ganloss : 1205.440723 ∣     [  std_z : 1.00  real_sub_fake : 616.01 ]
[  epoch 0037/0040] 4050/4800, lr:1.3e-05 ∣ avg_100 : 32160.237771 ∣ critic_nllloss : 26068.682227 ∣ critic_ganloss : -173.927167 ∣ generator_nllloss : 5176.314062 ∣ generator_ganloss : 1201.160645 ∣     [  std_z : 1.00  real_sub_fake : 723.70 ]
[  epoch 0037/0040] 4060/4800, lr:1.3e-05 ∣ avg_100 : 32156.749934 ∣ critic_nllloss : 25780.063477 ∣ critic_ganloss : -133.909123 ∣ generator_nllloss : 5196.158203 ∣ generator_ganloss : 1227.114453 ∣     [  std_z : 1.00  real_sub_fake : 519.41 ]
[  epoch 0037/0040] 4070/4800, lr:1.3e-05 ∣ avg_100 : 32157.555296 ∣ critic_nllloss : 25921.229297 ∣ critic_ganloss : -127.435582 ∣ generator_nllloss : 5216.817773 ∣ generator_ganloss : 1218.659229 ∣     [  std_z : 0.99  real_sub_fake : 497.19 ]
[  epoch 0037/0040] 4080/4800, lr:1.3e-05 ∣ avg_100 : 32160.962097 ∣ critic_nllloss : 25948.565820 ∣ critic_ganloss : -77.125385 ∣ generator_nllloss : 5180.211719 ∣ generator_ganloss : 1216.291895 ∣  [  std_z : 0.99  real_sub_fake : 503.69 ]
[  epoch 0037/0040] 4090/4800, lr:1.3e-05 ∣ avg_100 : 32158.387079 ∣ critic_nllloss : 25852.922461 ∣ critic_ganloss : -175.451949 ∣ generator_nllloss : 5147.758984 ∣ generator_ganloss : 1222.991748 ∣     [  std_z : 0.99  real_sub_fake : 479.38 ]
[  epoch 0037/0040] 4100/4800, lr:1.3e-05 ∣ avg_100 : 32158.753963 ∣ critic_nllloss : 25730.204688 ∣ critic_ganloss : -162.059239 ∣ generator_nllloss : 5159.958203 ∣ generator_ganloss : 1204.055078 ∣     [  std_z : 0.99  real_sub_fake : 587.23 ]
[  epoch 0037/0040] 4110/4800, lr:1.3e-05 ∣ avg_100 : 32155.334720 ∣ critic_nllloss : 25672.630664 ∣ critic_ganloss : -155.703052 ∣ generator_nllloss : 5106.249805 ∣ generator_ganloss : 1204.058936 ∣     [  std_z : 1.00  real_sub_fake : 635.81 ]
[  epoch 0037/0040] 4120/4800, lr:1.3e-05 ∣ avg_100 : 32156.465724 ∣ critic_nllloss : 26040.207813 ∣ critic_ganloss : -181.330603 ∣ generator_nllloss : 5110.285547 ∣ generator_ganloss : 1206.505566 ∣     [  std_z : 1.00  real_sub_fake : 669.90 ]
[  epoch 0037/0040] 4130/4800, lr:1.3e-05 ∣ avg_100 : 32158.868083 ∣ critic_nllloss : 26022.827344 ∣ critic_ganloss : -120.445216 ∣ generator_nllloss : 5164.909180 ∣ generator_ganloss : 1217.447314 ∣     [  std_z : 1.00  real_sub_fake : 561.82 ]
[  epoch 0037/0040] 4140/4800, lr:1.3e-05 ∣ avg_100 : 32160.893838 ∣ critic_nllloss : 26134.706445 ∣ critic_ganloss : -128.042630 ∣ generator_nllloss : 5147.684766 ∣ generator_ganloss : 1218.976025 ∣     [  std_z : 0.99  real_sub_fake : 526.01 ]
[  epoch 0037/0040] 4150/4800, lr:1.3e-05 ∣ avg_100 : 32164.678311 ∣ critic_nllloss : 26232.944336 ∣ critic_ganloss : -129.489979 ∣ generator_nllloss : 5267.472070 ∣ generator_ganloss : 1213.715381 ∣     [  std_z : 0.99  real_sub_fake : 586.67 ]
[  epoch 0037/0040] 4160/4800, lr:1.3e-05 ∣ avg_100 : 32163.440662 ∣ critic_nllloss : 25786.647266 ∣ critic_ganloss : -137.519041 ∣ generator_nllloss : 5167.972852 ∣ generator_ganloss : 1233.544287 ∣     [  std_z : 0.99  real_sub_fake : 423.96 ]
[  epoch 0037/0040] 4170/4800, lr:1.3e-05 ∣ avg_100 : 32164.203416 ∣ critic_nllloss : 25982.100586 ∣ critic_ganloss : -131.536069 ∣ generator_nllloss : 5245.123047 ∣ generator_ganloss : 1225.184619 ∣     [  std_z : 0.99  real_sub_fake : 492.39 ]
[  epoch 0037/0040] 4180/4800, lr:1.3e-05 ∣ avg_100 : 32168.305368 ∣ critic_nllloss : 25999.818555 ∣ critic_ganloss : -106.104797 ∣ generator_nllloss : 5194.702930 ∣ generator_ganloss : 1212.283301 ∣     [  std_z : 1.00  real_sub_fake : 469.41 ]
[  epoch 0037/0040] 4190/4800, lr:1.3e-05 ∣ avg_100 : 32167.375842 ∣ critic_nllloss : 26011.451562 ∣ critic_ganloss : -169.635989 ∣ generator_nllloss : 5197.799805 ∣ generator_ganloss : 1223.461084 ∣     [  std_z : 1.00  real_sub_fake : 590.93 ]
[  epoch 0037/0040] 4200/4800, lr:1.3e-05 ∣ avg_100 : 32162.702534 ∣ critic_nllloss : 25720.344141 ∣ critic_ganloss : -155.901749 ∣ generator_nllloss : 5065.120703 ∣ generator_ganloss : 1224.163574 ∣     [  std_z : 1.00  real_sub_fake : 575.43 ]
[  epoch 0037/0040] 4210/4800, lr:1.3e-05 ∣ avg_100 : 32158.508065 ∣ critic_nllloss : 25819.184375 ∣ critic_ganloss : -123.085904 ∣ generator_nllloss : 5179.296484 ∣ generator_ganloss : 1222.827197 ∣     [  std_z : 1.00  real_sub_fake : 591.91 ]
[  epoch 0037/0040] 4220/4800, lr:1.3e-05 ∣ avg_100 : 32154.985432 ∣ critic_nllloss : 25785.452930 ∣ critic_ganloss : -161.390373 ∣ generator_nllloss : 5092.627930 ∣ generator_ganloss : 1227.940039 ∣     [  std_z : 1.00  real_sub_fake : 559.78 ]
[  epoch 0037/0040] 4230/4800, lr:1.3e-05 ∣ avg_100 : 32151.930452 ∣ critic_nllloss : 25716.489063 ∣ critic_ganloss : -154.792621 ∣ generator_nllloss : 5121.421875 ∣ generator_ganloss : 1228.567725 ∣     [  std_z : 0.99  real_sub_fake : 471.27 ]
[  epoch 0037/0040] 4240/4800, lr:1.3e-05 ∣ avg_100 : 32152.488399 ∣ critic_nllloss : 25980.861719 ∣ critic_ganloss : -182.027466 ∣ generator_nllloss : 5197.781055 ∣ generator_ganloss : 1228.178711 ∣     [  std_z : 0.99  real_sub_fake : 550.34 ]
[  epoch 0037/0040] 4250/4800, lr:1.3e-05 ∣ avg_100 : 32151.688271 ∣ critic_nllloss : 25839.756836 ∣ critic_ganloss : -133.946675 ∣ generator_nllloss : 5146.365039 ∣ generator_ganloss : 1217.816553 ∣     [  std_z : 0.99  real_sub_fake : 600.25 ]
[  epoch 0037/0040] 4260/4800, lr:1.3e-05 ∣ avg_100 : 32154.824260 ∣ critic_nllloss : 25988.093164 ∣ critic_ganloss : -167.850645 ∣ generator_nllloss : 5224.724219 ∣ generator_ganloss : 1236.163428 ∣     [  std_z : 0.99  real_sub_fake : 555.61 ]
[  epoch 0037/0040] 4270/4800, lr:1.3e-05 ∣ avg_100 : 32155.763779 ∣ critic_nllloss : 25967.065625 ∣ critic_ganloss : -170.884962 ∣ generator_nllloss : 5238.805859 ∣ generator_ganloss : 1227.097559 ∣     [  std_z : 1.00  real_sub_fake : 670.66 ]
[  epoch 0037/0040] 4280/4800, lr:1.3e-05 ∣ avg_100 : 32155.453988 ∣ critic_nllloss : 25831.211914 ∣ critic_ganloss : -134.732093 ∣ generator_nllloss : 5136.891992 ∣ generator_ganloss : 1239.107129 ∣     [  std_z : 1.00  real_sub_fake : 483.75 ]
[  epoch 0037/0040] 4290/4800, lr:1.3e-05 ∣ avg_100 : 32155.436838 ∣ critic_nllloss : 25952.871875 ∣ critic_ganloss : -116.449683 ∣ generator_nllloss : 5299.353516 ∣ generator_ganloss : 1214.657373 ∣     [  std_z : 0.99  real_sub_fake : 526.66 ]
[  epoch 0037/0040] 4300/4800, lr:1.3e-05 ∣ avg_100 : 32150.776480 ∣ critic_nllloss : 25754.106836 ∣ critic_ganloss : -137.946971 ∣ generator_nllloss : 5161.877930 ∣ generator_ganloss : 1210.471240 ∣     [  std_z : 0.99  real_sub_fake : 512.75 ]
[  epoch 0037/0040] 4310/4800, lr:1.3e-05 ∣ avg_100 : 32150.939276 ∣ critic_nllloss : 26032.591992 ∣ critic_ganloss : -190.304094 ∣ generator_nllloss : 5299.538477 ∣ generator_ganloss : 1225.843311 ∣     [  std_z : 0.99  real_sub_fake : 536.51 ]
[  epoch 0037/0040] 4320/4800, lr:1.3e-05 ∣ avg_100 : 32147.796176 ∣ critic_nllloss : 25780.328906 ∣ critic_ganloss : -126.034468 ∣ generator_nllloss : 5084.523633 ∣ generator_ganloss : 1218.626172 ∣     [  std_z : 1.00  real_sub_fake : 596.86 ]
[  epoch 0037/0040] 4330/4800, lr:1.3e-05 ∣ avg_100 : 32147.461796 ∣ critic_nllloss : 25770.136133 ∣ critic_ganloss : -116.398862 ∣ generator_nllloss : 5055.418555 ∣ generator_ganloss : 1224.127295 ∣     [  std_z : 1.00  real_sub_fake : 510.22 ]
[  epoch 0037/0040] 4340/4800, lr:1.3e-05 ∣ avg_100 : 32146.878567 ∣ critic_nllloss : 25921.711328 ∣ critic_ganloss : -83.364668 ∣ generator_nllloss : 5086.565234 ∣ generator_ganloss : 1227.609473 ∣  [  std_z : 1.00  real_sub_fake : 472.50 ]
[  epoch 0037/0040] 4350/4800, lr:1.3e-05 ∣ avg_100 : 32143.454305 ∣ critic_nllloss : 25668.471680 ∣ critic_ganloss : -99.926498 ∣ generator_nllloss : 5150.541992 ∣ generator_ganloss : 1217.786523 ∣  [  std_z : 0.99  real_sub_fake : 478.08 ]
[  epoch 0037/0040] 4360/4800, lr:1.3e-05 ∣ avg_100 : 32143.395167 ∣ critic_nllloss : 25869.382617 ∣ critic_ganloss : -131.772211 ∣ generator_nllloss : 5085.505078 ∣ generator_ganloss : 1231.021191 ∣     [  std_z : 0.99  real_sub_fake : 435.26 ]
[  epoch 0037/0040] 4370/4800, lr:1.3e-05 ∣ avg_100 : 32141.265431 ∣ critic_nllloss : 25884.150195 ∣ critic_ganloss : -166.325876 ∣ generator_nllloss : 5184.076758 ∣ generator_ganloss : 1226.404590 ∣     [  std_z : 1.00  real_sub_fake : 503.41 ]
[  epoch 0037/0040] 4380/4800, lr:1.3e-05 ∣ avg_100 : 32141.022499 ∣ critic_nllloss : 25720.599609 ∣ critic_ganloss : -164.940222 ∣ generator_nllloss : 5183.092969 ∣ generator_ganloss : 1218.128125 ∣     [  std_z : 1.00  real_sub_fake : 528.67 ]
[  epoch 0037/0040] 4390/4800, lr:1.3e-05 ∣ avg_100 : 32140.290507 ∣ critic_nllloss : 25870.254297 ∣ critic_ganloss : -82.468858 ∣ generator_nllloss : 5098.558789 ∣ generator_ganloss : 1223.881689 ∣  [  std_z : 0.99  real_sub_fake : 450.61 ]
[  epoch 0037/0040] 4400/4800, lr:1.3e-05 ∣ avg_100 : 32142.275841 ∣ critic_nllloss : 25805.949609 ∣ critic_ganloss : -54.644267 ∣ generator_nllloss : 5165.291602 ∣ generator_ganloss : 1238.261768 ∣  [  std_z : 0.99  real_sub_fake : 306.40 ]
[  epoch 0037/0040] 4410/4800, lr:1.3e-05 ∣ avg_100 : 32142.487994 ∣ critic_nllloss : 25885.864844 ∣ critic_ganloss : -135.821223 ∣ generator_nllloss : 5176.925195 ∣ generator_ganloss : 1227.078223 ∣     [  std_z : 0.99  real_sub_fake : 372.31 ]
[  epoch 0037/0040] 4420/4800, lr:1.3e-05 ∣ avg_100 : 32146.908105 ∣ critic_nllloss : 25846.364648 ∣ critic_ganloss : -158.357645 ∣ generator_nllloss : 5195.392969 ∣ generator_ganloss : 1200.459131 ∣     [  std_z : 0.99  real_sub_fake : 480.48 ]
[  epoch 0037/0040] 4430/4800, lr:1.3e-05 ∣ avg_100 : 32143.657391 ∣ critic_nllloss : 26077.576172 ∣ critic_ganloss : -188.206804 ∣ generator_nllloss : 5174.302148 ∣ generator_ganloss : 1202.872852 ∣     [  std_z : 0.99  real_sub_fake : 605.56 ]
[  epoch 0037/0040] 4440/4800, lr:1.3e-05 ∣ avg_100 : 32147.938164 ∣ critic_nllloss : 25944.303125 ∣ critic_ganloss : -119.268980 ∣ generator_nllloss : 5230.044336 ∣ generator_ganloss : 1218.947070 ∣     [  std_z : 1.00  real_sub_fake : 528.51 ]
[  epoch 0037/0040] 4450/4800, lr:1.3e-05 ∣ avg_100 : 32146.972444 ∣ critic_nllloss : 26000.374609 ∣ critic_ganloss : -204.811270 ∣ generator_nllloss : 5161.346484 ∣ generator_ganloss : 1216.596533 ∣     [  std_z : 1.00  real_sub_fake : 609.80 ]
[  epoch 0037/0040] 4460/4800, lr:1.3e-05 ∣ avg_100 : 32146.585239 ∣ critic_nllloss : 25872.540820 ∣ critic_ganloss : -133.641190 ∣ generator_nllloss : 5096.407617 ∣ generator_ganloss : 1222.278564 ∣     [  std_z : 1.00  real_sub_fake : 525.81 ]
[  epoch 0037/0040] 4470/4800, lr:1.3e-05 ∣ avg_100 : 32146.821306 ∣ critic_nllloss : 25989.181250 ∣ critic_ganloss : -203.174669 ∣ generator_nllloss : 5139.058203 ∣ generator_ganloss : 1224.346094 ∣     [  std_z : 0.99  real_sub_fake : 638.06 ]
[  epoch 0037/0040] 4480/4800, lr:1.3e-05 ∣ avg_100 : 32148.308508 ∣ critic_nllloss : 25884.509766 ∣ critic_ganloss : -84.027950 ∣ generator_nllloss : 5103.431836 ∣ generator_ganloss : 1228.403711 ∣  [  std_z : 1.00  real_sub_fake : 534.55 ]
[  epoch 0037/0040] 4490/4800, lr:1.3e-05 ∣ avg_100 : 32147.878223 ∣ critic_nllloss : 25868.323828 ∣ critic_ganloss : -152.209186 ∣ generator_nllloss : 5174.967578 ∣ generator_ganloss : 1221.816650 ∣     [  std_z : 0.99  real_sub_fake : 597.45 ]
[  epoch 0037/0040] 4500/4800, lr:1.3e-05 ∣ avg_100 : 32146.198386 ∣ critic_nllloss : 25925.353320 ∣ critic_ganloss : -133.805558 ∣ generator_nllloss : 5215.543359 ∣ generator_ganloss : 1231.676123 ∣     [  std_z : 0.99  real_sub_fake : 477.62 ]
[  epoch 0037/0040] 4510/4800, lr:1.3e-05 ∣ avg_100 : 32144.512952 ∣ critic_nllloss : 25885.036133 ∣ critic_ganloss : -181.901832 ∣ generator_nllloss : 5174.974023 ∣ generator_ganloss : 1216.908691 ∣     [  std_z : 0.99  real_sub_fake : 550.51 ]
[  epoch 0037/0040] 4520/4800, lr:1.3e-05 ∣ avg_100 : 32145.361965 ∣ critic_nllloss : 25814.089062 ∣ critic_ganloss : -181.780896 ∣ generator_nllloss : 5279.397656 ∣ generator_ganloss : 1208.441650 ∣     [  std_z : 0.99  real_sub_fake : 566.59 ]
[  epoch 0037/0040] 4530/4800, lr:1.3e-05 ∣ avg_100 : 32146.612740 ∣ critic_nllloss : 26213.762891 ∣ critic_ganloss : -184.910767 ∣ generator_nllloss : 5192.742188 ∣ generator_ganloss : 1217.598779 ∣     [  std_z : 1.00  real_sub_fake : 649.84 ]
[  epoch 0037/0040] 4540/4800, lr:1.3e-05 ∣ avg_100 : 32146.170123 ∣ critic_nllloss : 25944.461328 ∣ critic_ganloss : -142.302231 ∣ generator_nllloss : 5167.523438 ∣ generator_ganloss : 1223.899219 ∣     [  std_z : 1.00  real_sub_fake : 537.68 ]
[  epoch 0037/0040] 4550/4800, lr:1.3e-05 ∣ avg_100 : 32144.963101 ∣ critic_nllloss : 25995.453125 ∣ critic_ganloss : -215.353380 ∣ generator_nllloss : 5200.887891 ∣ generator_ganloss : 1210.941650 ∣     [  std_z : 1.00  real_sub_fake : 724.80 ]
[  epoch 0037/0040] 4560/4800, lr:1.3e-05 ∣ avg_100 : 32145.737684 ∣ critic_nllloss : 26008.749609 ∣ critic_ganloss : -148.478653 ∣ generator_nllloss : 5156.009375 ∣ generator_ganloss : 1231.533984 ∣     [  std_z : 1.00  real_sub_fake : 661.98 ]
[  epoch 0037/0040] 4570/4800, lr:1.3e-05 ∣ avg_100 : 32147.363258 ∣ critic_nllloss : 25912.782617 ∣ critic_ganloss : -131.210944 ∣ generator_nllloss : 5202.819336 ∣ generator_ganloss : 1204.374707 ∣     [  std_z : 0.98  real_sub_fake : 588.68 ]
[  epoch 0037/0040] 4580/4800, lr:1.3e-05 ∣ avg_100 : 32147.003025 ∣ critic_nllloss : 25737.841406 ∣ critic_ganloss : -91.557416 ∣ generator_nllloss : 5173.085742 ∣ generator_ganloss : 1215.021729 ∣  [  std_z : 0.99  real_sub_fake : 562.33 ]
[  epoch 0037/0040] 4590/4800, lr:1.3e-05 ∣ avg_100 : 32150.725905 ∣ critic_nllloss : 26229.025195 ∣ critic_ganloss : -162.079131 ∣ generator_nllloss : 5193.137695 ∣ generator_ganloss : 1236.394238 ∣     [  std_z : 0.99  real_sub_fake : 477.41 ]
[  epoch 0037/0040] 4600/4800, lr:1.3e-05 ∣ avg_100 : 32154.007180 ∣ critic_nllloss : 26107.785352 ∣ critic_ganloss : -168.724908 ∣ generator_nllloss : 5248.959180 ∣ generator_ganloss : 1230.127686 ∣     [  std_z : 1.00  real_sub_fake : 499.49 ]
[  epoch 0037/0040] 4610/4800, lr:1.3e-05 ∣ avg_100 : 32153.949017 ∣ critic_nllloss : 26004.874609 ∣ critic_ganloss : -159.453873 ∣ generator_nllloss : 5123.065625 ∣ generator_ganloss : 1227.434180 ∣     [  std_z : 1.00  real_sub_fake : 532.00 ]
[  epoch 0037/0040] 4620/4800, lr:1.3e-05 ∣ avg_100 : 32149.098062 ∣ critic_nllloss : 25750.587109 ∣ critic_ganloss : -154.255020 ∣ generator_nllloss : 5087.189062 ∣ generator_ganloss : 1221.207764 ∣     [  std_z : 0.99  real_sub_fake : 562.68 ]
[  epoch 0037/0040] 4630/4800, lr:1.3e-05 ∣ avg_100 : 32146.704523 ∣ critic_nllloss : 25696.228906 ∣ critic_ganloss : -154.820621 ∣ generator_nllloss : 5086.700586 ∣ generator_ganloss : 1225.507764 ∣     [  std_z : 0.99  real_sub_fake : 563.86 ]
[  epoch 0037/0040] 4640/4800, lr:1.3e-05 ∣ avg_100 : 32145.577557 ∣ critic_nllloss : 25883.251172 ∣ critic_ganloss : -199.370583 ∣ generator_nllloss : 5173.458594 ∣ generator_ganloss : 1218.458643 ∣     [  std_z : 0.99  real_sub_fake : 607.45 ]
[  epoch 0037/0040] 4650/4800, lr:1.3e-05 ∣ avg_100 : 32146.806990 ∣ critic_nllloss : 26114.706055 ∣ critic_ganloss : -186.907939 ∣ generator_nllloss : 5078.956250 ∣ generator_ganloss : 1223.277881 ∣     [  std_z : 0.99  real_sub_fake : 676.61 ]
[  epoch 0037/0040] 4660/4800, lr:1.3e-05 ∣ avg_100 : 32147.356609 ∣ critic_nllloss : 25981.607617 ∣ critic_ganloss : -103.337444 ∣ generator_nllloss : 5147.277734 ∣ generator_ganloss : 1224.512012 ∣     [  std_z : 0.99  real_sub_fake : 576.32 ]
[  epoch 0037/0040] 4670/4800, lr:1.3e-05 ∣ avg_100 : 32145.231731 ∣ critic_nllloss : 25664.661719 ∣ critic_ganloss : -95.635563 ∣ generator_nllloss : 5052.348437 ∣ generator_ganloss : 1230.493018 ∣  [  std_z : 0.99  real_sub_fake : 455.37 ]
[  epoch 0037/0040] 4680/4800, lr:1.3e-05 ∣ avg_100 : 32145.068796 ∣ critic_nllloss : 25853.483984 ∣ critic_ganloss : -158.251964 ∣ generator_nllloss : 5265.011914 ∣ generator_ganloss : 1213.770801 ∣     [  std_z : 1.00  real_sub_fake : 521.03 ]
[  epoch 0037/0040] 4690/4800, lr:1.3e-05 ∣ avg_100 : 32142.123728 ∣ critic_nllloss : 25613.324414 ∣ critic_ganloss : -127.143207 ∣ generator_nllloss : 5174.682227 ∣ generator_ganloss : 1226.527832 ∣     [  std_z : 1.00  real_sub_fake : 525.30 ]
[  epoch 0037/0040] 4700/4800, lr:1.3e-05 ∣ avg_100 : 32145.762801 ∣ critic_nllloss : 26000.573047 ∣ critic_ganloss : -151.288421 ∣ generator_nllloss : 5274.954297 ∣ generator_ganloss : 1229.647803 ∣     [  std_z : 1.00  real_sub_fake : 541.49 ]
[  epoch 0037/0040] 4710/4800, lr:1.3e-05 ∣ avg_100 : 32147.591413 ∣ critic_nllloss : 25930.381641 ∣ critic_ganloss : -142.847908 ∣ generator_nllloss : 5141.942578 ∣ generator_ganloss : 1230.482812 ∣     [  std_z : 0.99  real_sub_fake : 485.59 ]
[  epoch 0037/0040] 4720/4800, lr:1.3e-05 ∣ avg_100 : 32149.505187 ∣ critic_nllloss : 25915.499219 ∣ critic_ganloss : -164.576015 ∣ generator_nllloss : 5189.748242 ∣ generator_ganloss : 1213.114795 ∣     [  std_z : 1.00  real_sub_fake : 569.62 ]
[  epoch 0037/0040] 4730/4800, lr:1.3e-05 ∣ avg_100 : 32148.764952 ∣ critic_nllloss : 25950.501953 ∣ critic_ganloss : -179.768413 ∣ generator_nllloss : 5187.529297 ∣ generator_ganloss : 1221.806348 ∣     [  std_z : 0.99  real_sub_fake : 586.07 ]
[  epoch 0037/0040] 4740/4800, lr:1.3e-05 ∣ avg_100 : 32149.646396 ∣ critic_nllloss : 25936.771289 ∣ critic_ganloss : -165.396317 ∣ generator_nllloss : 5166.413086 ∣ generator_ganloss : 1217.010742 ∣     [  std_z : 0.98  real_sub_fake : 571.80 ]
[  epoch 0037/0040] 4750/4800, lr:1.3e-05 ∣ avg_100 : 32149.511888 ∣ critic_nllloss : 26134.369141 ∣ critic_ganloss : -221.988863 ∣ generator_nllloss : 5251.968555 ∣ generator_ganloss : 1216.654395 ∣     [  std_z : 0.99  real_sub_fake : 646.59 ]
[  epoch 0037/0040] 4760/4800, lr:1.3e-05 ∣ avg_100 : 32147.931862 ∣ critic_nllloss : 25757.851758 ∣ critic_ganloss : -127.716592 ∣ generator_nllloss : 5160.053516 ∣ generator_ganloss : 1216.297070 ∣     [  std_z : 0.99  real_sub_fake : 522.34 ]
[  epoch 0037/0040] 4770/4800, lr:1.3e-05 ∣ avg_100 : 32147.319884 ∣ critic_nllloss : 25966.064063 ∣ critic_ganloss : -149.251769 ∣ generator_nllloss : 5131.318750 ∣ generator_ganloss : 1225.291504 ∣     [  std_z : 1.00  real_sub_fake : 525.43 ]
[  epoch 0037/0040] 4780/4800, lr:1.3e-05 ∣ avg_100 : 32147.339895 ∣ critic_nllloss : 25882.886328 ∣ critic_ganloss : -134.110749 ∣ generator_nllloss : 5114.088477 ∣ generator_ganloss : 1220.213086 ∣     [  std_z : 1.01  real_sub_fake : 559.25 ]
[  epoch 0037/0040] 4790/4800, lr:1.3e-05 ∣ avg_100 : 32148.409393 ∣ critic_nllloss : 25968.409570 ∣ critic_ganloss : -196.142755 ∣ generator_nllloss : 5209.238477 ∣ generator_ganloss : 1213.967627 ∣     [  std_z : 1.00  real_sub_fake : 666.99 ]
[  epoch 0037/0040] 4800/4800, lr:1.3e-05 ∣ avg_100 : 32145.130541 ∣ critic_nllloss : 25564.049414 ∣ critic_ganloss : -104.696959 ∣ generator_nllloss : 5108.164453 ∣ generator_ganloss : 1223.686816 ∣     [  std_z : 0.99  real_sub_fake : 472.86 ]
[    val 037    ] Done! KLD: 0.027192: 0.009657g: 2:16:53, total: 1 day, 6:25:01                    
[  epoch 0038/0040] 0010/4800, lr:1.3e-05 ∣ avg_100 : 32143.069230 ∣ critic_nllloss : 25870.083398 ∣ critic_ganloss : -35.278861 ∣ generator_nllloss : 5172.608984 ∣ generator_ganloss : 1225.134131 ∣  [  std_z : 0.99  real_sub_fake : 273.08 ]
[  epoch 0038/0040] 0020/4800, lr:1.3e-05 ∣ avg_100 : 32144.558693 ∣ critic_nllloss : 25982.467187 ∣ critic_ganloss : -102.023752 ∣ generator_nllloss : 5061.085156 ∣ generator_ganloss : 1206.964160 ∣     [  std_z : 0.99  real_sub_fake : 376.95 ]
[  epoch 0038/0040] 0030/4800, lr:1.3e-05 ∣ avg_100 : 32145.176158 ∣ critic_nllloss : 26001.993555 ∣ critic_ganloss : -171.852760 ∣ generator_nllloss : 5166.590234 ∣ generator_ganloss : 1188.636328 ∣     [  std_z : 1.00  real_sub_fake : 548.32 ]
[  epoch 0038/0040] 0040/4800, lr:1.3e-05 ∣ avg_100 : 32145.230750 ∣ critic_nllloss : 25817.622852 ∣ critic_ganloss : -188.607684 ∣ generator_nllloss : 5181.977930 ∣ generator_ganloss : 1186.135840 ∣     [  std_z : 1.01  real_sub_fake : 605.12 ]
[  epoch 0038/0040] 0050/4800, lr:1.3e-05 ∣ avg_100 : 32144.322848 ∣ critic_nllloss : 25864.415039 ∣ critic_ganloss : -83.576959 ∣ generator_nllloss : 5191.374609 ∣ generator_ganloss : 1219.269873 ∣  [  std_z : 1.00  real_sub_fake : 530.25 ]
[  epoch 0038/0040] 0060/4800, lr:1.3e-05 ∣ avg_100 : 32146.735423 ∣ critic_nllloss : 25899.868555 ∣ critic_ganloss : -103.702472 ∣ generator_nllloss : 5193.495117 ∣ generator_ganloss : 1212.942188 ∣     [  std_z : 0.99  real_sub_fake : 505.46 ]
[  epoch 0038/0040] 0070/4800, lr:1.3e-05 ∣ avg_100 : 32145.539072 ∣ critic_nllloss : 25833.799219 ∣ critic_ganloss : -168.919043 ∣ generator_nllloss : 5166.802539 ∣ generator_ganloss : 1200.521045 ∣     [  std_z : 0.98  real_sub_fake : 548.64 ]
[  epoch 0038/0040] 0080/4800, lr:1.3e-05 ∣ avg_100 : 32145.234086 ∣ critic_nllloss : 25984.155859 ∣ critic_ganloss : -167.515306 ∣ generator_nllloss : 5132.785547 ∣ generator_ganloss : 1212.478955 ∣     [  std_z : 0.98  real_sub_fake : 586.56 ]
[  epoch 0038/0040] 0090/4800, lr:1.3e-05 ∣ avg_100 : 32146.736514 ∣ critic_nllloss : 26026.969922 ∣ critic_ganloss : -121.898124 ∣ generator_nllloss : 5226.673242 ∣ generator_ganloss : 1217.186377 ∣     [  std_z : 0.99  real_sub_fake : 514.24 ]
[  epoch 0038/0040] 0100/4800, lr:1.3e-05 ∣ avg_100 : 32147.242318 ∣ critic_nllloss : 25953.359180 ∣ critic_ganloss : -191.998010 ∣ generator_nllloss : 5096.219531 ∣ generator_ganloss : 1205.180371 ∣     [  std_z : 1.00  real_sub_fake : 595.89 ]
[  epoch 0038/0040] 0110/4800, lr:1.3e-05 ∣ avg_100 : 32145.197722 ∣ critic_nllloss : 25776.426953 ∣ critic_ganloss : -176.602286 ∣ generator_nllloss : 5188.434375 ∣ generator_ganloss : 1223.074268 ∣     [  std_z : 1.00  real_sub_fake : 543.09 ]
[  epoch 0038/0040] 0120/4800, lr:1.3e-05 ∣ avg_100 : 32143.348828 ∣ critic_nllloss : 25904.035156 ∣ critic_ganloss : -156.474373 ∣ generator_nllloss : 5164.982031 ∣ generator_ganloss : 1216.512646 ∣     [  std_z : 1.00  real_sub_fake : 613.56 ]
[  epoch 0038/0040] 0130/4800, lr:1.3e-05 ∣ avg_100 : 32141.889469 ∣ critic_nllloss : 25793.984180 ∣ critic_ganloss : -166.742546 ∣ generator_nllloss : 5205.260938 ∣ generator_ganloss : 1218.886377 ∣     [  std_z : 0.99  real_sub_fake : 611.94 ]
[  epoch 0038/0040] 0140/4800, lr:1.3e-05 ∣ avg_100 : 32140.161091 ∣ critic_nllloss : 25819.687695 ∣ critic_ganloss : -141.759770 ∣ generator_nllloss : 5111.275781 ∣ generator_ganloss : 1216.198437 ∣     [  std_z : 0.99  real_sub_fake : 606.03 ]
[  epoch 0038/0040] 0150/4800, lr:1.3e-05 ∣ avg_100 : 32137.797636 ∣ critic_nllloss : 25739.864453 ∣ critic_ganloss : -202.262616 ∣ generator_nllloss : 5121.724609 ∣ generator_ganloss : 1194.022803 ∣     [  std_z : 0.99  real_sub_fake : 633.76 ]
[  epoch 0038/0040] 0160/4800, lr:1.3e-05 ∣ avg_100 : 32134.547349 ∣ critic_nllloss : 25772.183203 ∣ critic_ganloss : -162.527658 ∣ generator_nllloss : 5086.744727 ∣ generator_ganloss : 1199.322803 ∣     [  std_z : 0.99  real_sub_fake : 681.04 ]
[  epoch 0038/0040] 0170/4800, lr:1.3e-05 ∣ avg_100 : 32135.656179 ∣ critic_nllloss : 25886.439063 ∣ critic_ganloss : -175.020348 ∣ generator_nllloss : 5203.537891 ∣ generator_ganloss : 1218.720654 ∣     [  std_z : 1.00  real_sub_fake : 533.27 ]
[  epoch 0038/0040] 0180/4800, lr:1.3e-05 ∣ avg_100 : 32139.295863 ∣ critic_nllloss : 26114.710938 ∣ critic_ganloss : -161.900101 ∣ generator_nllloss : 5213.904688 ∣ generator_ganloss : 1215.859521 ∣     [  std_z : 1.00  real_sub_fake : 671.20 ]
[  epoch 0038/0040] 0190/4800, lr:1.3e-05 ∣ avg_100 : 32135.782986 ∣ critic_nllloss : 25756.897266 ∣ critic_ganloss : -165.375095 ∣ generator_nllloss : 5177.299023 ∣ generator_ganloss : 1230.842969 ∣     [  std_z : 0.99  real_sub_fake : 591.65 ]
[  epoch 0038/0040] 0200/4800, lr:1.3e-05 ∣ avg_100 : 32138.891368 ∣ critic_nllloss : 25991.106250 ∣ critic_ganloss : -176.265953 ∣ generator_nllloss : 5270.644141 ∣ generator_ganloss : 1219.536816 ∣     [  std_z : 0.98  real_sub_fake : 590.26 ]
[  epoch 0038/0040] 0210/4800, lr:1.3e-05 ∣ avg_100 : 32137.543530 ∣ critic_nllloss : 25815.164648 ∣ critic_ganloss : -160.224038 ∣ generator_nllloss : 5077.554688 ∣ generator_ganloss : 1211.916016 ∣     [  std_z : 0.99  real_sub_fake : 630.88 ]
[  epoch 0038/0040] 0220/4800, lr:1.3e-05 ∣ avg_100 : 32134.901159 ∣ critic_nllloss : 25800.474219 ∣ critic_ganloss : -85.329281 ∣ generator_nllloss : 5112.431641 ∣ generator_ganloss : 1217.143652 ∣  [  std_z : 1.00  real_sub_fake : 465.63 ]
[  epoch 0038/0040] 0230/4800, lr:1.3e-05 ∣ avg_100 : 32131.982646 ∣ critic_nllloss : 25772.878125 ∣ critic_ganloss : -160.656886 ∣ generator_nllloss : 5170.391797 ∣ generator_ganloss : 1196.297461 ∣     [  std_z : 1.00  real_sub_fake : 560.40 ]
[  epoch 0038/0040] 0240/4800, lr:1.3e-05 ∣ avg_100 : 32135.231719 ∣ critic_nllloss : 26023.460352 ∣ critic_ganloss : -171.195437 ∣ generator_nllloss : 5219.382031 ∣ generator_ganloss : 1217.804736 ∣     [  std_z : 1.00  real_sub_fake : 557.10 ]
[  epoch 0038/0040] 0250/4800, lr:1.3e-05 ∣ avg_100 : 32133.200512 ∣ critic_nllloss : 25932.208594 ∣ critic_ganloss : -183.967952 ∣ generator_nllloss : 5112.470703 ∣ generator_ganloss : 1208.397705 ∣     [  std_z : 0.98  real_sub_fake : 572.95 ]
[  epoch 0038/0040] 0260/4800, lr:1.3e-05 ∣ avg_100 : 32133.651453 ∣ critic_nllloss : 25896.148047 ∣ critic_ganloss : -133.677403 ∣ generator_nllloss : 5133.953125 ∣ generator_ganloss : 1218.097314 ∣     [  std_z : 0.98  real_sub_fake : 618.62 ]
[  epoch 0038/0040] 0270/4800, lr:1.3e-05 ∣ avg_100 : 32132.196594 ∣ critic_nllloss : 25767.083203 ∣ critic_ganloss : -92.390574 ∣ generator_nllloss : 5174.332031 ∣ generator_ganloss : 1234.760205 ∣  [  std_z : 0.99  real_sub_fake : 327.15 ]
[  epoch 0038/0040] 0280/4800, lr:1.3e-05 ∣ avg_100 : 32131.180631 ∣ critic_nllloss : 25925.031055 ∣ critic_ganloss : -162.543868 ∣ generator_nllloss : 5199.715234 ∣ generator_ganloss : 1204.145313 ∣     [  std_z : 0.99  real_sub_fake : 456.40 ]
[  epoch 0038/0040] 0290/4800, lr:1.3e-05 ∣ avg_100 : 32129.025056 ∣ critic_nllloss : 25661.454492 ∣ critic_ganloss : -141.067313 ∣ generator_nllloss : 5130.533984 ∣ generator_ganloss : 1181.742529 ∣     [  std_z : 0.99  real_sub_fake : 521.04 ]
[  epoch 0038/0040] 0300/4800, lr:1.3e-05 ∣ avg_100 : 32129.691285 ∣ critic_nllloss : 25819.259961 ∣ critic_ganloss : -191.840539 ∣ generator_nllloss : 5167.154102 ∣ generator_ganloss : 1204.208105 ∣     [  std_z : 1.00  real_sub_fake : 569.31 ]
[  epoch 0038/0040] 0310/4800, lr:1.3e-05 ∣ avg_100 : 32132.339930 ∣ critic_nllloss : 25871.254297 ∣ critic_ganloss : -159.662187 ∣ generator_nllloss : 5184.625391 ∣ generator_ganloss : 1195.883398 ∣     [  std_z : 1.00  real_sub_fake : 613.86 ]
[  epoch 0038/0040] 0320/4800, lr:1.3e-05 ∣ avg_100 : 32129.309623 ∣ critic_nllloss : 25686.533398 ∣ critic_ganloss : -136.988614 ∣ generator_nllloss : 5109.010938 ∣ generator_ganloss : 1214.081934 ∣     [  std_z : 0.99  real_sub_fake : 606.25 ]
[  epoch 0038/0040] 0330/4800, lr:1.3e-05 ∣ avg_100 : 32126.409848 ∣ critic_nllloss : 25801.385547 ∣ critic_ganloss : -218.552249 ∣ generator_nllloss : 5201.663672 ∣ generator_ganloss : 1210.264160 ∣     [  std_z : 0.99  real_sub_fake : 612.98 ]
[  epoch 0038/0040] 0340/4800, lr:1.3e-05 ∣ avg_100 : 32123.226959 ∣ critic_nllloss : 25849.183398 ∣ critic_ganloss : -175.029701 ∣ generator_nllloss : 5175.736914 ∣ generator_ganloss : 1205.145020 ∣     [  std_z : 0.99  real_sub_fake : 717.41 ]
[  epoch 0038/0040] 0350/4800, lr:1.3e-05 ∣ avg_100 : 32120.473491 ∣ critic_nllloss : 26038.278906 ∣ critic_ganloss : -181.864406 ∣ generator_nllloss : 5237.277539 ∣ generator_ganloss : 1215.603027 ∣     [  std_z : 0.99  real_sub_fake : 668.87 ]
[  epoch 0038/0040] 0360/4800, lr:1.3e-05 ∣ avg_100 : 32120.366591 ∣ critic_nllloss : 25848.568555 ∣ critic_ganloss : -193.098936 ∣ generator_nllloss : 5156.537891 ∣ generator_ganloss : 1227.947852 ∣     [  std_z : 0.99  real_sub_fake : 666.90 ]
[  epoch 0038/0040] 0370/4800, lr:1.3e-05 ∣ avg_100 : 32120.795565 ∣ critic_nllloss : 26022.058203 ∣ critic_ganloss : -119.185587 ∣ generator_nllloss : 5237.973828 ∣ generator_ganloss : 1222.923145 ∣     [  std_z : 0.99  real_sub_fake : 570.62 ]
[  epoch 0038/0040] 0380/4800, lr:1.3e-05 ∣ avg_100 : 32119.197921 ∣ critic_nllloss : 25880.739258 ∣ critic_ganloss : -142.677648 ∣ generator_nllloss : 5193.101758 ∣ generator_ganloss : 1209.772168 ∣     [  std_z : 1.00  real_sub_fake : 496.73 ]
[  epoch 0038/0040] 0390/4800, lr:1.3e-05 ∣ avg_100 : 32120.651648 ∣ critic_nllloss : 26023.493555 ∣ critic_ganloss : -68.542589 ∣ generator_nllloss : 5252.058984 ∣ generator_ganloss : 1201.439209 ∣  [  std_z : 0.99  real_sub_fake : 578.79 ]
[  epoch 0038/0040] 0400/4800, lr:1.3e-05 ∣ avg_100 : 32123.074653 ∣ critic_nllloss : 25910.475195 ∣ critic_ganloss : -173.092888 ∣ generator_nllloss : 5144.004102 ∣ generator_ganloss : 1214.640771 ∣     [  std_z : 0.99  real_sub_fake : 489.12 ]
[  epoch 0038/0040] 0410/4800, lr:1.3e-05 ∣ avg_100 : 32122.393206 ∣ critic_nllloss : 25858.948437 ∣ critic_ganloss : -137.380971 ∣ generator_nllloss : 5100.788672 ∣ generator_ganloss : 1207.721338 ∣     [  std_z : 0.99  real_sub_fake : 510.87 ]
[  epoch 0038/0040] 0420/4800, lr:1.3e-05 ∣ avg_100 : 32123.566683 ∣ critic_nllloss : 25885.221680 ∣ critic_ganloss : -176.207575 ∣ generator_nllloss : 5144.768164 ∣ generator_ganloss : 1208.195947 ∣     [  std_z : 0.99  real_sub_fake : 584.39 ]
[  epoch 0038/0040] 0430/4800, lr:1.3e-05 ∣ avg_100 : 32128.550017 ∣ critic_nllloss : 26123.105078 ∣ critic_ganloss : -149.190652 ∣ generator_nllloss : 5220.114062 ∣ generator_ganloss : 1215.990918 ∣     [  std_z : 1.00  real_sub_fake : 595.18 ]
[  epoch 0038/0040] 0440/4800, lr:1.3e-05 ∣ avg_100 : 32127.842357 ∣ critic_nllloss : 25910.889648 ∣ critic_ganloss : -169.350005 ∣ generator_nllloss : 5203.207617 ∣ generator_ganloss : 1209.280811 ∣     [  std_z : 1.00  real_sub_fake : 646.59 ]
[  epoch 0038/0040] 0450/4800, lr:1.3e-05 ∣ avg_100 : 32127.375535 ∣ critic_nllloss : 25910.415234 ∣ critic_ganloss : -207.117956 ∣ generator_nllloss : 5117.123242 ∣ generator_ganloss : 1202.889014 ∣     [  std_z : 0.99  real_sub_fake : 679.76 ]
[  epoch 0038/0040] 0460/4800, lr:1.3e-05 ∣ avg_100 : 32126.167559 ∣ critic_nllloss : 25874.345898 ∣ critic_ganloss : -72.409976 ∣ generator_nllloss : 5137.428906 ∣ generator_ganloss : 1220.967725 ∣  [  std_z : 0.99  real_sub_fake : 539.05 ]
[  epoch 0038/0040] 0470/4800, lr:1.3e-05 ∣ avg_100 : 32123.730520 ∣ critic_nllloss : 25773.489063 ∣ critic_ganloss : -99.774908 ∣ generator_nllloss : 5151.014648 ∣ generator_ganloss : 1193.651416 ∣  [  std_z : 0.99  real_sub_fake : 562.70 ]
[  epoch 0038/0040] 0480/4800, lr:1.3e-05 ∣ avg_100 : 32124.486431 ∣ critic_nllloss : 25882.713672 ∣ critic_ganloss : -182.157614 ∣ generator_nllloss : 5242.556445 ∣ generator_ganloss : 1204.957471 ∣     [  std_z : 0.99  real_sub_fake : 594.99 ]
[  epoch 0038/0040] 0490/4800, lr:1.3e-05 ∣ avg_100 : 32122.184911 ∣ critic_nllloss : 25829.909375 ∣ critic_ganloss : -133.616786 ∣ generator_nllloss : 5216.940820 ∣ generator_ganloss : 1207.047705 ∣     [  std_z : 0.99  real_sub_fake : 530.59 ]
[  epoch 0038/0040] 0500/4800, lr:1.3e-05 ∣ avg_100 : 32125.045775 ∣ critic_nllloss : 26004.140820 ∣ critic_ganloss : -165.448756 ∣ generator_nllloss : 5225.119922 ∣ generator_ganloss : 1210.783496 ∣     [  std_z : 1.00  real_sub_fake : 563.63 ]
[  epoch 0038/0040] 0510/4800, lr:1.3e-05 ∣ avg_100 : 32122.700518 ∣ critic_nllloss : 25900.098438 ∣ critic_ganloss : -187.201475 ∣ generator_nllloss : 5209.335547 ∣ generator_ganloss : 1210.911475 ∣     [  std_z : 0.99  real_sub_fake : 582.04 ]
[  epoch 0038/0040] 0520/4800, lr:1.3e-05 ∣ avg_100 : 32123.611433 ∣ critic_nllloss : 25785.178711 ∣ critic_ganloss : -172.054945 ∣ generator_nllloss : 5235.900391 ∣ generator_ganloss : 1199.511572 ∣     [  std_z : 0.99  real_sub_fake : 570.96 ]
[  epoch 0038/0040] 0530/4800, lr:1.3e-05 ∣ avg_100 : 32125.092938 ∣ critic_nllloss : 25869.728320 ∣ critic_ganloss : -125.582173 ∣ generator_nllloss : 5127.261133 ∣ generator_ganloss : 1210.026270 ∣     [  std_z : 0.99  real_sub_fake : 659.82 ]
[  epoch 0038/0040] 0540/4800, lr:1.3e-05 ∣ avg_100 : 32125.631757 ∣ critic_nllloss : 25992.566797 ∣ critic_ganloss : -165.627119 ∣ generator_nllloss : 5149.715625 ∣ generator_ganloss : 1229.747998 ∣     [  std_z : 0.99  real_sub_fake : 586.17 ]
[  epoch 0038/0040] 0550/4800, lr:1.3e-05 ∣ avg_100 : 32126.305731 ∣ critic_nllloss : 25726.749023 ∣ critic_ganloss : -96.133742 ∣ generator_nllloss : 5152.063672 ∣ generator_ganloss : 1221.592139 ∣  [  std_z : 1.00  real_sub_fake : 527.19 ]
[  epoch 0038/0040] 0560/4800, lr:1.3e-05 ∣ avg_100 : 32125.397290 ∣ critic_nllloss : 25782.078320 ∣ critic_ganloss : -159.374899 ∣ generator_nllloss : 5118.817969 ∣ generator_ganloss : 1221.771240 ∣     [  std_z : 0.99  real_sub_fake : 595.86 ]
[  epoch 0038/0040] 0570/4800, lr:1.3e-05 ∣ avg_100 : 32125.689445 ∣ critic_nllloss : 25867.298633 ∣ critic_ganloss : -140.007457 ∣ generator_nllloss : 5208.277539 ∣ generator_ganloss : 1221.952441 ∣     [  std_z : 0.99  real_sub_fake : 528.32 ]
[  epoch 0038/0040] 0580/4800, lr:1.3e-05 ∣ avg_100 : 32125.375155 ∣ critic_nllloss : 25704.858008 ∣ critic_ganloss : -163.631120 ∣ generator_nllloss : 5154.419727 ∣ generator_ganloss : 1229.804883 ∣     [  std_z : 0.99  real_sub_fake : 483.95 ]
[  epoch 0038/0040] 0590/4800, lr:1.3e-05 ∣ avg_100 : 32125.485419 ∣ critic_nllloss : 25920.148242 ∣ critic_ganloss : -173.629227 ∣ generator_nllloss : 5157.385938 ∣ generator_ganloss : 1217.347363 ∣     [  std_z : 0.98  real_sub_fake : 520.96 ]
[  epoch 0038/0040] 0600/4800, lr:1.3e-05 ∣ avg_100 : 32127.609832 ∣ critic_nllloss : 26075.274219 ∣ critic_ganloss : -189.184387 ∣ generator_nllloss : 5267.291211 ∣ generator_ganloss : 1213.918945 ∣     [  std_z : 0.99  real_sub_fake : 637.76 ]
[  epoch 0038/0040] 0610/4800, lr:1.3e-05 ∣ avg_100 : 32128.894079 ∣ critic_nllloss : 25973.534375 ∣ critic_ganloss : -84.938710 ∣ generator_nllloss : 5161.451172 ∣ generator_ganloss : 1232.424854 ∣  [  std_z : 1.00  real_sub_fake : 613.62 ]
[  epoch 0038/0040] 0620/4800, lr:1.3e-05 ∣ avg_100 : 32129.294956 ∣ critic_nllloss : 25833.523242 ∣ critic_ganloss : -93.299924 ∣ generator_nllloss : 5152.875391 ∣ generator_ganloss : 1230.848145 ∣  [  std_z : 1.00  real_sub_fake : 510.15 ]
[  epoch 0038/0040] 0630/4800, lr:1.3e-05 ∣ avg_100 : 32130.148457 ∣ critic_nllloss : 26061.542578 ∣ critic_ganloss : -168.172076 ∣ generator_nllloss : 5244.472852 ∣ generator_ganloss : 1214.051074 ∣     [  std_z : 0.99  real_sub_fake : 637.23 ]
[  epoch 0038/0040] 0640/4800, lr:1.3e-05 ∣ avg_100 : 32127.842613 ∣ critic_nllloss : 25818.854102 ∣ critic_ganloss : -96.619521 ∣ generator_nllloss : 5091.084180 ∣ generator_ganloss : 1230.122363 ∣  [  std_z : 0.98  real_sub_fake : 508.07 ]
[  epoch 0038/0040] 0650/4800, lr:1.3e-05 ∣ avg_100 : 32127.765136 ∣ critic_nllloss : 25869.306836 ∣ critic_ganloss : -81.515547 ∣ generator_nllloss : 5152.371875 ∣ generator_ganloss : 1225.595508 ∣  [  std_z : 0.98  real_sub_fake : 359.59 ]
[  epoch 0038/0040] 0660/4800, lr:1.3e-05 ∣ avg_100 : 32129.651846 ∣ critic_nllloss : 25916.945117 ∣ critic_ganloss : -102.950966 ∣ generator_nllloss : 5234.914258 ∣ generator_ganloss : 1197.348389 ∣     [  std_z : 0.99  real_sub_fake : 472.22 ]
[  epoch 0038/0040] 0670/4800, lr:1.3e-05 ∣ avg_100 : 32129.441590 ∣ critic_nllloss : 25832.401562 ∣ critic_ganloss : -167.785841 ∣ generator_nllloss : 5258.033984 ∣ generator_ganloss : 1205.735645 ∣     [  std_z : 1.00  real_sub_fake : 503.85 ]
[  epoch 0038/0040] 0680/4800, lr:1.3e-05 ∣ avg_100 : 32131.284341 ∣ critic_nllloss : 25999.925586 ∣ critic_ganloss : -192.205530 ∣ generator_nllloss : 5296.421289 ∣ generator_ganloss : 1212.451123 ∣     [  std_z : 0.99  real_sub_fake : 538.46 ]
[  epoch 0038/0040] 0690/4800, lr:1.3e-05 ∣ avg_100 : 32129.817328 ∣ critic_nllloss : 25810.056836 ∣ critic_ganloss : -154.464320 ∣ generator_nllloss : 5098.217578 ∣ generator_ganloss : 1212.387402 ∣     [  std_z : 0.99  real_sub_fake : 514.33 ]
[  epoch 0038/0040] 0700/4800, lr:1.3e-05 ∣ avg_100 : 32128.994367 ∣ critic_nllloss : 25941.450195 ∣ critic_ganloss : -157.293024 ∣ generator_nllloss : 5165.527734 ∣ generator_ganloss : 1206.786328 ∣     [  std_z : 0.99  real_sub_fake : 503.11 ]
[  epoch 0038/0040] 0710/4800, lr:1.3e-05 ∣ avg_100 : 32128.335769 ∣ critic_nllloss : 25777.294531 ∣ critic_ganloss : -135.533519 ∣ generator_nllloss : 5176.330664 ∣ generator_ganloss : 1211.065527 ∣     [  std_z : 0.99  real_sub_fake : 544.10 ]
[  epoch 0038/0040] 0720/4800, lr:1.3e-05 ∣ avg_100 : 32126.918098 ∣ critic_nllloss : 25819.898047 ∣ critic_ganloss : -198.108237 ∣ generator_nllloss : 5142.608203 ∣ generator_ganloss : 1213.982324 ∣     [  std_z : 0.99  real_sub_fake : 587.62 ]
[  epoch 0038/0040] 0730/4800, lr:1.3e-05 ∣ avg_100 : 32121.920359 ∣ critic_nllloss : 25747.590234 ∣ critic_ganloss : -181.802515 ∣ generator_nllloss : 5170.971680 ∣ generator_ganloss : 1202.659814 ∣     [  std_z : 1.00  real_sub_fake : 680.95 ]
[  epoch 0038/0040] 0740/4800, lr:1.3e-05 ∣ avg_100 : 32121.616359 ∣ critic_nllloss : 25911.492578 ∣ critic_ganloss : -99.354003 ∣ generator_nllloss : 5126.929297 ∣ generator_ganloss : 1224.113867 ∣  [  std_z : 1.00  real_sub_fake : 625.77 ]
[  epoch 0038/0040] 0750/4800, lr:1.3e-05 ∣ avg_100 : 32121.865149 ∣ critic_nllloss : 25979.932031 ∣ critic_ganloss : -182.276218 ∣ generator_nllloss : 5206.445508 ∣ generator_ganloss : 1212.706934 ∣     [  std_z : 0.99  real_sub_fake : 663.27 ]
[  epoch 0038/0040] 0760/4800, lr:1.3e-05 ∣ avg_100 : 32123.515402 ∣ critic_nllloss : 26150.731055 ∣ critic_ganloss : -165.063570 ∣ generator_nllloss : 5213.620313 ∣ generator_ganloss : 1213.551807 ∣     [  std_z : 0.99  real_sub_fake : 602.14 ]
[  epoch 0038/0040] 0770/4800, lr:1.3e-05 ∣ avg_100 : 32122.768120 ∣ critic_nllloss : 25963.243555 ∣ critic_ganloss : -167.184160 ∣ generator_nllloss : 5093.481055 ∣ generator_ganloss : 1224.497070 ∣     [  std_z : 0.99  real_sub_fake : 597.49 ]
[  epoch 0038/0040] 0780/4800, lr:1.3e-05 ∣ avg_100 : 32122.587108 ∣ critic_nllloss : 25774.326758 ∣ critic_ganloss : -136.080565 ∣ generator_nllloss : 5153.727734 ∣ generator_ganloss : 1224.316357 ∣     [  std_z : 0.99  real_sub_fake : 556.90 ]
[  epoch 0038/0040] 0790/4800, lr:1.3e-05 ∣ avg_100 : 32118.268274 ∣ critic_nllloss : 25806.414844 ∣ critic_ganloss : -113.643332 ∣ generator_nllloss : 5161.041016 ∣ generator_ganloss : 1210.782031 ∣     [  std_z : 1.00  real_sub_fake : 572.41 ]
[  epoch 0038/0040] 0800/4800, lr:1.3e-05 ∣ avg_100 : 32116.472889 ∣ critic_nllloss : 25912.355273 ∣ critic_ganloss : -172.563132 ∣ generator_nllloss : 5280.702734 ∣ generator_ganloss : 1218.113965 ∣     [  std_z : 1.00  real_sub_fake : 527.00 ]
[  epoch 0038/0040] 0810/4800, lr:1.3e-05 ∣ avg_100 : 32118.076057 ∣ critic_nllloss : 26087.191016 ∣ critic_ganloss : -174.820549 ∣ generator_nllloss : 5229.293945 ∣ generator_ganloss : 1214.572900 ∣     [  std_z : 1.00  real_sub_fake : 598.40 ]
[  epoch 0038/0040] 0820/4800, lr:1.3e-05 ∣ avg_100 : 32120.058418 ∣ critic_nllloss : 25846.281641 ∣ critic_ganloss : -147.800345 ∣ generator_nllloss : 5198.610742 ∣ generator_ganloss : 1205.873047 ∣     [  std_z : 1.00  real_sub_fake : 596.35 ]
[  epoch 0038/0040] 0830/4800, lr:1.3e-05 ∣ avg_100 : 32123.917966 ∣ critic_nllloss : 25995.087109 ∣ critic_ganloss : -159.239951 ∣ generator_nllloss : 5178.124609 ∣ generator_ganloss : 1225.599609 ∣     [  std_z : 0.99  real_sub_fake : 550.73 ]
[  epoch 0038/0040] 0840/4800, lr:1.3e-05 ∣ avg_100 : 32126.436243 ∣ critic_nllloss : 26102.085547 ∣ critic_ganloss : -222.965590 ∣ generator_nllloss : 5227.737695 ∣ generator_ganloss : 1220.767871 ∣     [  std_z : 0.99  real_sub_fake : 623.12 ]
[  epoch 0038/0040] 0850/4800, lr:1.3e-05 ∣ avg_100 : 32125.747000 ∣ critic_nllloss : 25837.455469 ∣ critic_ganloss : -138.683342 ∣ generator_nllloss : 5264.347266 ∣ generator_ganloss : 1197.988623 ∣     [  std_z : 0.99  real_sub_fake : 719.96 ]
[  epoch 0038/0040] 0860/4800, lr:1.3e-05 ∣ avg_100 : 32127.394759 ∣ critic_nllloss : 26081.188867 ∣ critic_ganloss : -121.337964 ∣ generator_nllloss : 5234.812891 ∣ generator_ganloss : 1220.171973 ∣     [  std_z : 0.99  real_sub_fake : 651.67 ]
[  epoch 0038/0040] 0870/4800, lr:1.3e-05 ∣ avg_100 : 32130.933608 ∣ critic_nllloss : 25839.826562 ∣ critic_ganloss : -117.263669 ∣ generator_nllloss : 5259.777148 ∣ generator_ganloss : 1223.412451 ∣     [  std_z : 0.99  real_sub_fake : 490.88 ]
[  epoch 0038/0040] 0880/4800, lr:1.3e-05 ∣ avg_100 : 32128.641692 ∣ critic_nllloss : 25704.932812 ∣ critic_ganloss : -117.454863 ∣ generator_nllloss : 5152.799219 ∣ generator_ganloss : 1204.545996 ∣     [  std_z : 0.99  real_sub_fake : 502.15 ]
[  epoch 0038/0040] 0890/4800, lr:1.3e-05 ∣ avg_100 : 32130.891048 ∣ critic_nllloss : 25876.374805 ∣ critic_ganloss : -162.554620 ∣ generator_nllloss : 5189.909766 ∣ generator_ganloss : 1208.596875 ∣     [  std_z : 0.99  real_sub_fake : 524.13 ]
[  epoch 0038/0040] 0900/4800, lr:1.3e-05 ∣ avg_100 : 32127.551979 ∣ critic_nllloss : 25822.880859 ∣ critic_ganloss : -144.713672 ∣ generator_nllloss : 5121.513477 ∣ generator_ganloss : 1220.299219 ∣     [  std_z : 1.00  real_sub_fake : 421.96 ]
[  epoch 0038/0040] 0910/4800, lr:1.3e-05 ∣ avg_100 : 32127.267847 ∣ critic_nllloss : 25873.950195 ∣ critic_ganloss : -120.468446 ∣ generator_nllloss : 5162.863086 ∣ generator_ganloss : 1215.201123 ∣     [  std_z : 1.00  real_sub_fake : 481.34 ]
[  epoch 0038/0040] 0920/4800, lr:1.3e-05 ∣ avg_100 : 32126.071480 ∣ critic_nllloss : 25811.539258 ∣ critic_ganloss : -150.476578 ∣ generator_nllloss : 5170.006250 ∣ generator_ganloss : 1203.080566 ∣     [  std_z : 0.99  real_sub_fake : 499.93 ]
[  epoch 0038/0040] 0930/4800, lr:1.3e-05 ∣ avg_100 : 32121.599170 ∣ critic_nllloss : 25587.784961 ∣ critic_ganloss : -148.621375 ∣ generator_nllloss : 5098.173242 ∣ generator_ganloss : 1195.501318 ∣     [  std_z : 0.99  real_sub_fake : 558.23 ]
[  epoch 0038/0040] 0940/4800, lr:1.3e-05 ∣ avg_100 : 32121.539911 ∣ critic_nllloss : 25863.361523 ∣ critic_ganloss : -170.692952 ∣ generator_nllloss : 5237.400781 ∣ generator_ganloss : 1218.803564 ∣     [  std_z : 0.99  real_sub_fake : 529.47 ]
[  epoch 0038/0040] 0950/4800, lr:1.3e-05 ∣ avg_100 : 32117.072512 ∣ critic_nllloss : 25787.440820 ∣ critic_ganloss : -167.226186 ∣ generator_nllloss : 5096.540039 ∣ generator_ganloss : 1217.508643 ∣     [  std_z : 0.99  real_sub_fake : 509.26 ]
[  epoch 0038/0040] 0960/4800, lr:1.3e-05 ∣ avg_100 : 32115.023474 ∣ critic_nllloss : 25586.661523 ∣ critic_ganloss : -152.126772 ∣ generator_nllloss : 5164.054297 ∣ generator_ganloss : 1202.992969 ∣     [  std_z : 0.99  real_sub_fake : 547.92 ]
[  epoch 0038/0040] 0970/4800, lr:1.3e-05 ∣ avg_100 : 32115.412750 ∣ critic_nllloss : 25991.593555 ∣ critic_ganloss : -191.033882 ∣ generator_nllloss : 5207.317578 ∣ generator_ganloss : 1204.472852 ∣     [  std_z : 0.99  real_sub_fake : 626.96 ]
[  epoch 0038/0040] 0980/4800, lr:1.3e-05 ∣ avg_100 : 32113.407946 ∣ critic_nllloss : 25726.697070 ∣ critic_ganloss : -190.611838 ∣ generator_nllloss : 5127.233594 ∣ generator_ganloss : 1219.277979 ∣     [  std_z : 0.99  real_sub_fake : 622.73 ]
[  epoch 0038/0040] 0990/4800, lr:1.3e-05 ∣ avg_100 : 32112.543192 ∣ critic_nllloss : 25817.086133 ∣ critic_ganloss : -130.461525 ∣ generator_nllloss : 5197.880078 ∣ generator_ganloss : 1224.492773 ∣     [  std_z : 1.00  real_sub_fake : 528.99 ]
[  epoch 0038/0040] 1000/4800, lr:1.3e-05 ∣ avg_100 : 32115.554601 ∣ critic_nllloss : 25914.843555 ∣ critic_ganloss : -185.587256 ∣ generator_nllloss : 5149.839258 ∣ generator_ganloss : 1213.249121 ∣     [  std_z : 1.00  real_sub_fake : 597.35 ]
[  epoch 0038/0040] 1010/4800, lr:1.3e-05 ∣ avg_100 : 32112.348717 ∣ critic_nllloss : 25709.850195 ∣ critic_ganloss : -97.981451 ∣ generator_nllloss : 5073.076953 ∣ generator_ganloss : 1227.013477 ∣  [  std_z : 1.00  real_sub_fake : 642.97 ]
[  epoch 0038/0040] 1020/4800, lr:1.3e-05 ∣ avg_100 : 32113.906280 ∣ critic_nllloss : 25919.041016 ∣ critic_ganloss : -68.942432 ∣ generator_nllloss : 5244.489453 ∣ generator_ganloss : 1209.661084 ∣  [  std_z : 1.00  real_sub_fake : 627.80 ]
[  epoch 0038/0040] 1030/4800, lr:1.3e-05 ∣ avg_100 : 32113.999563 ∣ critic_nllloss : 25945.699219 ∣ critic_ganloss : -152.893367 ∣ generator_nllloss : 5184.297656 ∣ generator_ganloss : 1217.592139 ∣     [  std_z : 0.99  real_sub_fake : 495.75 ]
[  epoch 0038/0040] 1040/4800, lr:1.3e-05 ∣ avg_100 : 32115.672287 ∣ critic_nllloss : 25930.742969 ∣ critic_ganloss : -160.817274 ∣ generator_nllloss : 5187.940039 ∣ generator_ganloss : 1206.535547 ∣     [  std_z : 0.99  real_sub_fake : 523.04 ]
[  epoch 0038/0040] 1050/4800, lr:1.3e-05 ∣ avg_100 : 32113.216024 ∣ critic_nllloss : 25771.782227 ∣ critic_ganloss : -169.674780 ∣ generator_nllloss : 5140.055273 ∣ generator_ganloss : 1203.693604 ∣     [  std_z : 0.99  real_sub_fake : 523.14 ]
[  epoch 0038/0040] 1060/4800, lr:1.3e-05 ∣ avg_100 : 32111.193898 ∣ critic_nllloss : 25779.228711 ∣ critic_ganloss : -167.555244 ∣ generator_nllloss : 5170.860547 ∣ generator_ganloss : 1217.856738 ∣     [  std_z : 1.00  real_sub_fake : 564.88 ]
[  epoch 0038/0040] 1070/4800, lr:1.3e-05 ∣ avg_100 : 32110.767178 ∣ critic_nllloss : 25725.566211 ∣ critic_ganloss : -136.057214 ∣ generator_nllloss : 5175.244531 ∣ generator_ganloss : 1224.778223 ∣     [  std_z : 1.00  real_sub_fake : 490.68 ]
[  epoch 0038/0040] 1080/4800, lr:1.3e-05 ∣ avg_100 : 32111.223939 ∣ critic_nllloss : 25943.831641 ∣ critic_ganloss : -193.076363 ∣ generator_nllloss : 5237.945898 ∣ generator_ganloss : 1218.879980 ∣     [  std_z : 1.00  real_sub_fake : 580.81 ]
[  epoch 0038/0040] 1090/4800, lr:1.3e-05 ∣ avg_100 : 32110.843828 ∣ critic_nllloss : 26043.066016 ∣ critic_ganloss : -119.773083 ∣ generator_nllloss : 5166.768555 ∣ generator_ganloss : 1220.858838 ∣     [  std_z : 0.99  real_sub_fake : 515.96 ]
[  epoch 0038/0040] 1100/4800, lr:1.3e-05 ∣ avg_100 : 32109.408434 ∣ critic_nllloss : 25776.450000 ∣ critic_ganloss : -138.513359 ∣ generator_nllloss : 5064.431836 ∣ generator_ganloss : 1216.853223 ∣     [  std_z : 0.99  real_sub_fake : 515.91 ]
[  epoch 0038/0040] 1110/4800, lr:1.3e-05 ∣ avg_100 : 32110.820268 ∣ critic_nllloss : 25834.084766 ∣ critic_ganloss : -113.560394 ∣ generator_nllloss : 5197.872656 ∣ generator_ganloss : 1234.119678 ∣     [  std_z : 0.99  real_sub_fake : 469.55 ]
[  epoch 0038/0040] 1120/4800, lr:1.3e-05 ∣ avg_100 : 32110.731206 ∣ critic_nllloss : 25913.259766 ∣ critic_ganloss : -182.638633 ∣ generator_nllloss : 5173.026172 ∣ generator_ganloss : 1216.501904 ∣     [  std_z : 1.00  real_sub_fake : 505.67 ]
[  epoch 0038/0040] 1130/4800, lr:1.3e-05 ∣ avg_100 : 32109.154593 ∣ critic_nllloss : 25742.988086 ∣ critic_ganloss : -173.354080 ∣ generator_nllloss : 5116.231641 ∣ generator_ganloss : 1207.862012 ∣     [  std_z : 1.00  real_sub_fake : 627.52 ]
[  epoch 0038/0040] 1140/4800, lr:1.3e-05 ∣ avg_100 : 32111.068539 ∣ critic_nllloss : 26007.231445 ∣ critic_ganloss : -166.768423 ∣ generator_nllloss : 5117.916602 ∣ generator_ganloss : 1238.417187 ∣     [  std_z : 1.01  real_sub_fake : 511.42 ]
[  epoch 0038/0040] 1150/4800, lr:1.3e-05 ∣ avg_100 : 32113.725718 ∣ critic_nllloss : 25805.262695 ∣ critic_ganloss : -86.507516 ∣ generator_nllloss : 5177.505273 ∣ generator_ganloss : 1222.806689 ∣  [  std_z : 1.00  real_sub_fake : 397.67 ]
[  epoch 0038/0040] 1160/4800, lr:1.3e-05 ∣ avg_100 : 32116.579036 ∣ critic_nllloss : 25966.981445 ∣ critic_ganloss : -187.378088 ∣ generator_nllloss : 5202.832227 ∣ generator_ganloss : 1198.619287 ∣     [  std_z : 0.99  real_sub_fake : 550.80 ]
[  epoch 0038/0040] 1170/4800, lr:1.3e-05 ∣ avg_100 : 32117.604680 ∣ critic_nllloss : 25879.278320 ∣ critic_ganloss : -69.212529 ∣ generator_nllloss : 5209.594922 ∣ generator_ganloss : 1216.580908 ∣  [  std_z : 0.99  real_sub_fake : 432.48 ]
[  epoch 0038/0040] 1180/4800, lr:1.3e-05 ∣ avg_100 : 32116.654994 ∣ critic_nllloss : 26018.616992 ∣ critic_ganloss : -126.071807 ∣ generator_nllloss : 5175.265625 ∣ generator_ganloss : 1219.795654 ∣     [  std_z : 0.99  real_sub_fake : 430.05 ]
[  epoch 0038/0040] 1190/4800, lr:1.3e-05 ∣ avg_100 : 32115.335211 ∣ critic_nllloss : 25649.412891 ∣ critic_ganloss : -122.402773 ∣ generator_nllloss : 5131.245313 ∣ generator_ganloss : 1209.430371 ∣     [  std_z : 0.99  real_sub_fake : 354.95 ]
[  epoch 0038/0040] 1200/4800, lr:1.3e-05 ∣ avg_100 : 32112.888203 ∣ critic_nllloss : 25933.304297 ∣ critic_ganloss : -151.673714 ∣ generator_nllloss : 5104.604102 ∣ generator_ganloss : 1174.085840 ∣     [  std_z : 1.00  real_sub_fake : 592.84 ]
[  epoch 0038/0040] 1210/4800, lr:1.3e-05 ∣ avg_100 : 32111.993525 ∣ critic_nllloss : 25768.641992 ∣ critic_ganloss : -184.274051 ∣ generator_nllloss : 5089.477148 ∣ generator_ganloss : 1181.098438 ∣     [  std_z : 1.00  real_sub_fake : 743.03 ]
[  epoch 0038/0040] 1220/4800, lr:1.3e-05 ∣ avg_100 : 32112.335708 ∣ critic_nllloss : 25886.407227 ∣ critic_ganloss : -169.035574 ∣ generator_nllloss : 5135.907031 ∣ generator_ganloss : 1225.659814 ∣     [  std_z : 1.00  real_sub_fake : 553.05 ]
[  epoch 0038/0040] 1230/4800, lr:1.3e-05 ∣ avg_100 : 32110.869271 ∣ critic_nllloss : 25659.118164 ∣ critic_ganloss : -127.412184 ∣ generator_nllloss : 5078.671875 ∣ generator_ganloss : 1221.888965 ∣     [  std_z : 1.00  real_sub_fake : 456.75 ]
[  epoch 0038/0040] 1240/4800, lr:1.3e-05 ∣ avg_100 : 32108.557212 ∣ critic_nllloss : 25826.012109 ∣ critic_ganloss : -122.738741 ∣ generator_nllloss : 5151.956445 ∣ generator_ganloss : 1203.015918 ∣     [  std_z : 0.99  real_sub_fake : 558.83 ]
[  epoch 0038/0040] 1250/4800, lr:1.3e-05 ∣ avg_100 : 32106.241092 ∣ critic_nllloss : 25733.946484 ∣ critic_ganloss : -214.175893 ∣ generator_nllloss : 5110.054688 ∣ generator_ganloss : 1207.671777 ∣     [  std_z : 0.99  real_sub_fake : 613.38 ]
[  epoch 0038/0040] 1260/4800, lr:1.3e-05 ∣ avg_100 : 32105.416531 ∣ critic_nllloss : 25888.062305 ∣ critic_ganloss : -184.457370 ∣ generator_nllloss : 5120.276953 ∣ generator_ganloss : 1208.183154 ∣     [  std_z : 0.99  real_sub_fake : 708.64 ]
[  epoch 0038/0040] 1270/4800, lr:1.3e-05 ∣ avg_100 : 32102.445069 ∣ critic_nllloss : 25708.516797 ∣ critic_ganloss : -192.765968 ∣ generator_nllloss : 5055.160547 ∣ generator_ganloss : 1215.727295 ∣     [  std_z : 0.99  real_sub_fake : 760.19 ]
[  epoch 0038/0040] 1280/4800, lr:1.3e-05 ∣ avg_100 : 32102.331491 ∣ critic_nllloss : 25872.689648 ∣ critic_ganloss : -145.981258 ∣ generator_nllloss : 5206.362500 ∣ generator_ganloss : 1221.919043 ∣     [  std_z : 1.00  real_sub_fake : 639.69 ]
[  epoch 0038/0040] 1290/4800, lr:1.3e-05 ∣ avg_100 : 32107.374358 ∣ critic_nllloss : 25997.342578 ∣ critic_ganloss : -154.545938 ∣ generator_nllloss : 5261.309766 ∣ generator_ganloss : 1232.843945 ∣     [  std_z : 1.00  real_sub_fake : 518.81 ]
[  epoch 0038/0040] 1300/4800, lr:1.3e-05 ∣ avg_100 : 32112.049379 ∣ critic_nllloss : 26157.251172 ∣ critic_ganloss : -117.816518 ∣ generator_nllloss : 5217.494141 ∣ generator_ganloss : 1209.354932 ∣     [  std_z : 1.00  real_sub_fake : 578.40 ]
[  epoch 0038/0040] 1310/4800, lr:1.3e-05 ∣ avg_100 : 32112.639491 ∣ critic_nllloss : 25881.704883 ∣ critic_ganloss : -121.040791 ∣ generator_nllloss : 5182.845703 ∣ generator_ganloss : 1207.602295 ∣     [  std_z : 1.00  real_sub_fake : 632.94 ]
[  epoch 0038/0040] 1320/4800, lr:1.3e-05 ∣ avg_100 : 32113.108916 ∣ critic_nllloss : 25739.424609 ∣ critic_ganloss : -158.705720 ∣ generator_nllloss : 5116.848047 ∣ generator_ganloss : 1222.013184 ∣     [  std_z : 0.99  real_sub_fake : 453.79 ]
[  epoch 0038/0040] 1330/4800, lr:1.3e-05 ∣ avg_100 : 32117.790534 ∣ critic_nllloss : 26222.242578 ∣ critic_ganloss : -191.097188 ∣ generator_nllloss : 5224.405469 ∣ generator_ganloss : 1207.372119 ∣     [  std_z : 0.99  real_sub_fake : 641.59 ]
[  epoch 0038/0040] 1340/4800, lr:1.3e-05 ∣ avg_100 : 32120.209285 ∣ critic_nllloss : 26073.455664 ∣ critic_ganloss : -187.921590 ∣ generator_nllloss : 5200.258984 ∣ generator_ganloss : 1211.117627 ∣     [  std_z : 0.99  real_sub_fake : 635.89 ]
[  epoch 0038/0040] 1350/4800, lr:1.3e-05 ∣ avg_100 : 32118.331783 ∣ critic_nllloss : 25901.410352 ∣ critic_ganloss : -170.863124 ∣ generator_nllloss : 5170.074609 ∣ generator_ganloss : 1220.923047 ∣     [  std_z : 0.99  real_sub_fake : 578.42 ]
[  epoch 0038/0040] 1360/4800, lr:1.3e-05 ∣ avg_100 : 32120.363145 ∣ critic_nllloss : 25981.537891 ∣ critic_ganloss : -165.766118 ∣ generator_nllloss : 5217.054102 ∣ generator_ganloss : 1210.265723 ∣     [  std_z : 1.00  real_sub_fake : 620.22 ]
[  epoch 0038/0040] 1370/4800, lr:1.3e-05 ∣ avg_100 : 32120.479210 ∣ critic_nllloss : 26021.628906 ∣ critic_ganloss : -98.215096 ∣ generator_nllloss : 5220.442187 ∣ generator_ganloss : 1231.520117 ∣  [  std_z : 1.00  real_sub_fake : 443.94 ]
[  epoch 0038/0040] 1380/4800, lr:1.3e-05 ∣ avg_100 : 32122.467641 ∣ critic_nllloss : 25954.994727 ∣ critic_ganloss : -94.933073 ∣ generator_nllloss : 5257.226562 ∣ generator_ganloss : 1222.490381 ∣  [  std_z : 0.99  real_sub_fake : 334.27 ]
[  epoch 0038/0040] 1390/4800, lr:1.3e-05 ∣ avg_100 : 32120.772579 ∣ critic_nllloss : 26021.611523 ∣ critic_ganloss : -98.850340 ∣ generator_nllloss : 5117.834375 ∣ generator_ganloss : 1198.347363 ∣  [  std_z : 0.99  real_sub_fake : 459.95 ]
[  epoch 0038/0040] 1400/4800, lr:1.3e-05 ∣ avg_100 : 32120.435983 ∣ critic_nllloss : 25710.979297 ∣ critic_ganloss : -98.712508 ∣ generator_nllloss : 5262.925977 ∣ generator_ganloss : 1187.174854 ∣  [  std_z : 0.99  real_sub_fake : 436.02 ]
[  epoch 0038/0040] 1410/4800, lr:1.3e-05 ∣ avg_100 : 32122.435403 ∣ critic_nllloss : 25995.761914 ∣ critic_ganloss : -139.456634 ∣ generator_nllloss : 5172.505469 ∣ generator_ganloss : 1201.208740 ∣     [  std_z : 0.99  real_sub_fake : 457.36 ]
[  epoch 0038/0040] 1420/4800, lr:1.3e-05 ∣ avg_100 : 32123.692651 ∣ critic_nllloss : 25906.283594 ∣ critic_ganloss : -115.463683 ∣ generator_nllloss : 5191.605469 ∣ generator_ganloss : 1205.277588 ∣     [  std_z : 0.99  real_sub_fake : 367.08 ]
[  epoch 0038/0040] 1430/4800, lr:1.3e-05 ∣ avg_100 : 32122.508171 ∣ critic_nllloss : 26029.004883 ∣ critic_ganloss : -138.748581 ∣ generator_nllloss : 5215.968945 ∣ generator_ganloss : 1185.346191 ∣     [  std_z : 0.99  real_sub_fake : 516.53 ]
[  epoch 0038/0040] 1440/4800, lr:1.3e-05 ∣ avg_100 : 32116.356054 ∣ critic_nllloss : 25489.218555 ∣ critic_ganloss : -155.309391 ∣ generator_nllloss : 5012.158789 ∣ generator_ganloss : 1192.748389 ∣     [  std_z : 0.99  real_sub_fake : 471.82 ]
[  epoch 0038/0040] 1450/4800, lr:1.3e-05 ∣ avg_100 : 32117.913742 ∣ critic_nllloss : 25896.350391 ∣ critic_ganloss : -102.838525 ∣ generator_nllloss : 5181.453711 ∣ generator_ganloss : 1204.112744 ∣     [  std_z : 0.99  real_sub_fake : 504.36 ]
[  epoch 0038/0040] 1460/4800, lr:1.3e-05 ∣ avg_100 : 32120.318138 ∣ critic_nllloss : 26030.638281 ∣ critic_ganloss : -72.270636 ∣ generator_nllloss : 5231.062500 ∣ generator_ganloss : 1211.342090 ∣  [  std_z : 1.00  real_sub_fake : 442.27 ]
[  epoch 0038/0040] 1470/4800, lr:1.3e-05 ∣ avg_100 : 32123.929455 ∣ critic_nllloss : 26045.664453 ∣ critic_ganloss : -154.207511 ∣ generator_nllloss : 5286.853320 ∣ generator_ganloss : 1201.201660 ∣     [  std_z : 0.99  real_sub_fake : 437.48 ]
[  epoch 0038/0040] 1480/4800, lr:1.3e-05 ∣ avg_100 : 32123.410888 ∣ critic_nllloss : 25862.958594 ∣ critic_ganloss : -119.449193 ∣ generator_nllloss : 5166.474609 ∣ generator_ganloss : 1186.229199 ∣     [  std_z : 0.98  real_sub_fake : 486.32 ]
[  epoch 0038/0040] 1490/4800, lr:1.3e-05 ∣ avg_100 : 32122.255089 ∣ critic_nllloss : 25769.978516 ∣ critic_ganloss : -174.909732 ∣ generator_nllloss : 5208.727539 ∣ generator_ganloss : 1200.904883 ∣     [  std_z : 0.99  real_sub_fake : 500.81 ]
[  epoch 0038/0040] 1500/4800, lr:1.3e-05 ∣ avg_100 : 32118.868052 ∣ critic_nllloss : 25797.813086 ∣ critic_ganloss : -182.543801 ∣ generator_nllloss : 5123.123828 ∣ generator_ganloss : 1197.498730 ∣     [  std_z : 0.99  real_sub_fake : 545.41 ]
[  epoch 0038/0040] 1510/4800, lr:1.3e-05 ∣ avg_100 : 32123.140366 ∣ critic_nllloss : 26247.350586 ∣ critic_ganloss : -128.064905 ∣ generator_nllloss : 5250.121289 ∣ generator_ganloss : 1190.968359 ∣     [  std_z : 1.00  real_sub_fake : 692.39 ]
[  epoch 0038/0040] 1520/4800, lr:1.3e-05 ∣ avg_100 : 32123.977883 ∣ critic_nllloss : 25922.368359 ∣ critic_ganloss : -188.192532 ∣ generator_nllloss : 5193.443555 ∣ generator_ganloss : 1204.668115 ∣     [  std_z : 1.00  real_sub_fake : 666.59 ]
[  epoch 0038/0040] 1530/4800, lr:1.3e-05 ∣ avg_100 : 32125.620868 ∣ critic_nllloss : 25906.935937 ∣ critic_ganloss : -105.256499 ∣ generator_nllloss : 5221.782812 ∣ generator_ganloss : 1222.269727 ∣     [  std_z : 1.00  real_sub_fake : 472.68 ]
[  epoch 0038/0040] 1540/4800, lr:1.3e-05 ∣ avg_100 : 32124.516554 ∣ critic_nllloss : 25810.640039 ∣ critic_ganloss : -142.238483 ∣ generator_nllloss : 5214.743359 ∣ generator_ganloss : 1212.827051 ∣     [  std_z : 0.99  real_sub_fake : 561.45 ]
[  epoch 0038/0040] 1550/4800, lr:1.3e-05 ∣ avg_100 : 32126.305526 ∣ critic_nllloss : 25915.395898 ∣ critic_ganloss : -197.655700 ∣ generator_nllloss : 5254.030469 ∣ generator_ganloss : 1211.397559 ∣     [  std_z : 0.99  real_sub_fake : 614.17 ]
[  epoch 0038/0040] 1560/4800, lr:1.3e-05 ∣ avg_100 : 32127.944176 ∣ critic_nllloss : 25886.172461 ∣ critic_ganloss : -186.909477 ∣ generator_nllloss : 5207.325195 ∣ generator_ganloss : 1220.569482 ∣     [  std_z : 0.98  real_sub_fake : 591.29 ]
[  epoch 0038/0040] 1570/4800, lr:1.3e-05 ∣ avg_100 : 32126.702258 ∣ critic_nllloss : 25806.465820 ∣ critic_ganloss : -206.121426 ∣ generator_nllloss : 5230.721680 ∣ generator_ganloss : 1202.263281 ∣     [  std_z : 0.99  real_sub_fake : 617.32 ]
[  epoch 0038/0040] 1580/4800, lr:1.3e-05 ∣ avg_100 : 32129.093188 ∣ critic_nllloss : 25935.534570 ∣ critic_ganloss : -177.883369 ∣ generator_nllloss : 5195.333984 ∣ generator_ganloss : 1211.559277 ∣     [  std_z : 0.99  real_sub_fake : 686.85 ]
[  epoch 0038/0040] 1590/4800, lr:1.3e-05 ∣ avg_100 : 32130.865005 ∣ critic_nllloss : 25940.463672 ∣ critic_ganloss : -80.696373 ∣ generator_nllloss : 5188.878125 ∣ generator_ganloss : 1249.788672 ∣  [  std_z : 0.99  real_sub_fake : 312.20 ]
[  epoch 0038/0040] 1600/4800, lr:1.3e-05 ∣ avg_100 : 32131.559418 ∣ critic_nllloss : 26014.395508 ∣ critic_ganloss : -57.365248 ∣ generator_nllloss : 5244.866797 ∣ generator_ganloss : 1234.844189 ∣  [  std_z : 0.99  real_sub_fake : 243.46 ]
[  epoch 0038/0040] 1610/4800, lr:1.3e-05 ∣ avg_100 : 32130.488306 ∣ critic_nllloss : 25867.892578 ∣ critic_ganloss : -29.143485 ∣ generator_nllloss : 5105.805859 ∣ generator_ganloss : 1230.805566 ∣  [  std_z : 0.99  real_sub_fake : 299.43 ]
[  epoch 0038/0040] 1620/4800, lr:1.3e-05 ∣ avg_100 : 32130.914427 ∣ critic_nllloss : 25841.437305 ∣ critic_ganloss : -105.864425 ∣ generator_nllloss : 5210.563672 ∣ generator_ganloss : 1220.422363 ∣     [  std_z : 1.00  real_sub_fake : 347.18 ]
[  epoch 0038/0040] 1630/4800, lr:1.3e-05 ∣ avg_100 : 32128.413482 ∣ critic_nllloss : 25824.445898 ∣ critic_ganloss : -127.828172 ∣ generator_nllloss : 5209.108984 ∣ generator_ganloss : 1196.073242 ∣     [  std_z : 0.99  real_sub_fake : 429.62 ]
[  epoch 0038/0040] 1640/4800, lr:1.3e-05 ∣ avg_100 : 32133.169344 ∣ critic_nllloss : 26137.328906 ∣ critic_ganloss : -73.963134 ∣ generator_nllloss : 5253.467578 ∣ generator_ganloss : 1202.193994 ∣  [  std_z : 0.99  real_sub_fake : 470.25 ]
[  epoch 0038/0040] 1650/4800, lr:1.3e-05 ∣ avg_100 : 32132.237751 ∣ critic_nllloss : 25790.066406 ∣ critic_ganloss : -74.750875 ∣ generator_nllloss : 5142.746484 ∣ generator_ganloss : 1214.537305 ∣  [  std_z : 0.99  real_sub_fake : 386.09 ]
[  epoch 0038/0040] 1660/4800, lr:1.3e-05 ∣ avg_100 : 32130.657642 ∣ critic_nllloss : 25893.320898 ∣ critic_ganloss : -94.737500 ∣ generator_nllloss : 5084.939844 ∣ generator_ganloss : 1204.722656 ∣  [  std_z : 1.00  real_sub_fake : 496.12 ]
[  epoch 0038/0040] 1670/4800, lr:1.3e-05 ∣ avg_100 : 32131.157514 ∣ critic_nllloss : 25938.156641 ∣ critic_ganloss : -138.087041 ∣ generator_nllloss : 5180.223047 ∣ generator_ganloss : 1198.079883 ∣     [  std_z : 1.00  real_sub_fake : 467.66 ]
[  epoch 0038/0040] 1680/4800, lr:1.3e-05 ∣ avg_100 : 32129.533564 ∣ critic_nllloss : 25960.271875 ∣ critic_ganloss : -151.052647 ∣ generator_nllloss : 5140.021875 ∣ generator_ganloss : 1204.956445 ∣     [  std_z : 1.00  real_sub_fake : 554.45 ]
[  epoch 0038/0040] 1690/4800, lr:1.3e-05 ∣ avg_100 : 32133.509560 ∣ critic_nllloss : 26012.096094 ∣ critic_ganloss : -150.408688 ∣ generator_nllloss : 5301.242383 ∣ generator_ganloss : 1200.867236 ∣     [  std_z : 0.99  real_sub_fake : 546.99 ]
[  epoch 0038/0040] 1700/4800, lr:1.3e-05 ∣ avg_100 : 32133.356112 ∣ critic_nllloss : 25890.858789 ∣ critic_ganloss : -138.251283 ∣ generator_nllloss : 5197.408203 ∣ generator_ganloss : 1191.110791 ∣     [  std_z : 0.98  real_sub_fake : 597.86 ]
[  epoch 0038/0040] 1710/4800, lr:1.3e-05 ∣ avg_100 : 32136.353143 ∣ critic_nllloss : 26011.030469 ∣ critic_ganloss : -149.412532 ∣ generator_nllloss : 5258.833398 ∣ generator_ganloss : 1208.408936 ∣     [  std_z : 0.99  real_sub_fake : 583.35 ]
[  epoch 0038/0040] 1720/4800, lr:1.3e-05 ∣ avg_100 : 32138.781923 ∣ critic_nllloss : 26041.249609 ∣ critic_ganloss : -158.776991 ∣ generator_nllloss : 5113.793164 ∣ generator_ganloss : 1224.992578 ∣     [  std_z : 0.99  real_sub_fake : 562.11 ]
[  epoch 0038/0040] 1730/4800, lr:1.3e-05 ∣ avg_100 : 32139.512520 ∣ critic_nllloss : 25763.572656 ∣ critic_ganloss : -140.344014 ∣ generator_nllloss : 5179.775586 ∣ generator_ganloss : 1209.474658 ∣     [  std_z : 1.00  real_sub_fake : 642.14 ]
[  epoch 0038/0040] 1740/4800, lr:1.3e-05 ∣ avg_100 : 32138.946205 ∣ critic_nllloss : 25839.230469 ∣ critic_ganloss : -176.620547 ∣ generator_nllloss : 5231.540625 ∣ generator_ganloss : 1212.399707 ∣     [  std_z : 1.00  real_sub_fake : 596.49 ]
[  epoch 0038/0040] 1750/4800, lr:1.3e-05 ∣ avg_100 : 32138.127108 ∣ critic_nllloss : 25807.217773 ∣ critic_ganloss : -52.369875 ∣ generator_nllloss : 5169.243359 ∣ generator_ganloss : 1210.807324 ∣  [  std_z : 0.99  real_sub_fake : 428.23 ]
[  epoch 0038/0040] 1760/4800, lr:1.3e-05 ∣ avg_100 : 32138.141635 ∣ critic_nllloss : 26035.251758 ∣ critic_ganloss : -87.622885 ∣ generator_nllloss : 5260.293164 ∣ generator_ganloss : 1206.370215 ∣  [  std_z : 0.99  real_sub_fake : 349.80 ]
[  epoch 0038/0040] 1770/4800, lr:1.3e-05 ∣ avg_100 : 32139.371766 ∣ critic_nllloss : 25963.634375 ∣ critic_ganloss : -142.215058 ∣ generator_nllloss : 5225.065039 ∣ generator_ganloss : 1190.566309 ∣     [  std_z : 0.99  real_sub_fake : 478.45 ]
[  epoch 0038/0040] 1780/4800, lr:1.3e-05 ∣ avg_100 : 32141.169614 ∣ critic_nllloss : 25968.121680 ∣ critic_ganloss : -122.612795 ∣ generator_nllloss : 5159.209375 ∣ generator_ganloss : 1191.356836 ∣     [  std_z : 0.99  real_sub_fake : 514.82 ]
[  epoch 0038/0040] 1790/4800, lr:1.3e-05 ∣ avg_100 : 32142.812018 ∣ critic_nllloss : 25982.353125 ∣ critic_ganloss : -156.925801 ∣ generator_nllloss : 5209.612695 ∣ generator_ganloss : 1193.794922 ∣     [  std_z : 0.99  real_sub_fake : 493.64 ]
[  epoch 0038/0040] 1800/4800, lr:1.3e-05 ∣ avg_100 : 32141.645577 ∣ critic_nllloss : 26023.722852 ∣ critic_ganloss : -172.315233 ∣ generator_nllloss : 5072.977148 ∣ generator_ganloss : 1197.579980 ∣     [  std_z : 0.99  real_sub_fake : 607.37 ]
[  epoch 0038/0040] 1810/4800, lr:1.3e-05 ∣ avg_100 : 32139.308660 ∣ critic_nllloss : 25906.471484 ∣ critic_ganloss : -172.801402 ∣ generator_nllloss : 5189.980469 ∣ generator_ganloss : 1198.895020 ∣     [  std_z : 1.00  real_sub_fake : 601.77 ]
[  epoch 0038/0040] 1820/4800, lr:1.3e-05 ∣ avg_100 : 32141.621081 ∣ critic_nllloss : 26034.403906 ∣ critic_ganloss : -145.288454 ∣ generator_nllloss : 5235.289648 ∣ generator_ganloss : 1209.802051 ∣     [  std_z : 1.00  real_sub_fake : 580.37 ]
[  epoch 0038/0040] 1830/4800, lr:1.3e-05 ∣ avg_100 : 32140.285335 ∣ critic_nllloss : 25823.516992 ∣ critic_ganloss : -166.897078 ∣ generator_nllloss : 5230.658789 ∣ generator_ganloss : 1218.718115 ∣     [  std_z : 1.00  real_sub_fake : 504.95 ]
[  epoch 0038/0040] 1840/4800, lr:1.3e-05 ∣ avg_100 : 32137.565842 ∣ critic_nllloss : 25824.454883 ∣ critic_ganloss : -158.408121 ∣ generator_nllloss : 5176.050977 ∣ generator_ganloss : 1213.578467 ∣     [  std_z : 0.99  real_sub_fake : 517.24 ]
[  epoch 0038/0040] 1850/4800, lr:1.3e-05 ∣ avg_100 : 32139.093681 ∣ critic_nllloss : 26044.337305 ∣ critic_ganloss : -130.033508 ∣ generator_nllloss : 5188.765625 ∣ generator_ganloss : 1210.822461 ∣     [  std_z : 0.99  real_sub_fake : 578.00 ]
[  epoch 0038/0040] 1860/4800, lr:1.3e-05 ∣ avg_100 : 32135.177888 ∣ critic_nllloss : 25815.950781 ∣ critic_ganloss : -140.947873 ∣ generator_nllloss : 5126.714844 ∣ generator_ganloss : 1221.538721 ∣     [  std_z : 0.99  real_sub_fake : 501.56 ]
[  epoch 0038/0040] 1870/4800, lr:1.3e-05 ∣ avg_100 : 32135.243694 ∣ critic_nllloss : 26001.037305 ∣ critic_ganloss : -161.577800 ∣ generator_nllloss : 5165.816602 ∣ generator_ganloss : 1207.056982 ∣     [  std_z : 0.99  real_sub_fake : 589.65 ]
[  epoch 0038/0040] 1880/4800, lr:1.3e-05 ∣ avg_100 : 32140.860366 ∣ critic_nllloss : 26150.685156 ∣ critic_ganloss : -154.855234 ∣ generator_nllloss : 5297.561328 ∣ generator_ganloss : 1213.099170 ∣     [  std_z : 0.99  real_sub_fake : 576.44 ]
[  epoch 0038/0040] 1890/4800, lr:1.3e-05 ∣ avg_100 : 32140.183011 ∣ critic_nllloss : 25829.942578 ∣ critic_ganloss : -207.402335 ∣ generator_nllloss : 5212.567578 ∣ generator_ganloss : 1209.483496 ∣     [  std_z : 1.00  real_sub_fake : 574.84 ]
[  epoch 0038/0040] 1900/4800, lr:1.3e-05 ∣ avg_100 : 32140.771552 ∣ critic_nllloss : 25866.205664 ∣ critic_ganloss : -131.235249 ∣ generator_nllloss : 5139.320703 ∣ generator_ganloss : 1204.542822 ∣     [  std_z : 1.00  real_sub_fake : 649.79 ]
[  epoch 0038/0040] 1910/4800, lr:1.3e-05 ∣ avg_100 : 32141.320532 ∣ critic_nllloss : 25862.081445 ∣ critic_ganloss : -118.595226 ∣ generator_nllloss : 5225.568750 ∣ generator_ganloss : 1217.389062 ∣     [  std_z : 1.00  real_sub_fake : 610.10 ]
[  epoch 0038/0040] 1920/4800, lr:1.3e-05 ∣ avg_100 : 32144.438045 ∣ critic_nllloss : 26050.999414 ∣ critic_ganloss : -157.556438 ∣ generator_nllloss : 5221.557617 ∣ generator_ganloss : 1230.900146 ∣     [  std_z : 0.99  real_sub_fake : 561.95 ]
[  epoch 0038/0040] 1930/4800, lr:1.3e-05 ∣ avg_100 : 32148.080190 ∣ critic_nllloss : 25847.806836 ∣ critic_ganloss : -162.858764 ∣ generator_nllloss : 5189.851172 ∣ generator_ganloss : 1222.253418 ∣     [  std_z : 0.99  real_sub_fake : 599.32 ]
[  epoch 0038/0040] 1940/4800, lr:1.3e-05 ∣ avg_100 : 32150.576235 ∣ critic_nllloss : 26037.642773 ∣ critic_ganloss : -137.252113 ∣ generator_nllloss : 5268.560547 ∣ generator_ganloss : 1229.526172 ∣     [  std_z : 1.00  real_sub_fake : 567.88 ]
[  epoch 0038/0040] 1950/4800, lr:1.3e-05 ∣ avg_100 : 32154.503099 ∣ critic_nllloss : 26016.148828 ∣ critic_ganloss : -154.400831 ∣ generator_nllloss : 5244.762891 ∣ generator_ganloss : 1220.438867 ∣     [  std_z : 1.00  real_sub_fake : 591.98 ]
[  epoch 0038/0040] 1960/4800, lr:1.3e-05 ∣ avg_100 : 32159.619365 ∣ critic_nllloss : 26014.213867 ∣ critic_ganloss : -138.180844 ∣ generator_nllloss : 5215.599414 ∣ generator_ganloss : 1221.576172 ∣     [  std_z : 1.00  real_sub_fake : 572.57 ]
[  epoch 0038/0040] 1970/4800, lr:1.3e-05 ∣ avg_100 : 32156.751650 ∣ critic_nllloss : 25664.926367 ∣ critic_ganloss : -153.864961 ∣ generator_nllloss : 5197.093164 ∣ generator_ganloss : 1217.424023 ∣     [  std_z : 0.99  real_sub_fake : 524.75 ]
[  epoch 0038/0040] 1980/4800, lr:1.3e-05 ∣ avg_100 : 32157.135651 ∣ critic_nllloss : 25730.867773 ∣ critic_ganloss : -174.372722 ∣ generator_nllloss : 5145.917773 ∣ generator_ganloss : 1218.584082 ∣     [  std_z : 0.99  real_sub_fake : 546.68 ]
[  epoch 0038/0040] 1990/4800, lr:1.3e-05 ∣ avg_100 : 32159.503748 ∣ critic_nllloss : 26018.192773 ∣ critic_ganloss : -134.412166 ∣ generator_nllloss : 5240.976562 ∣ generator_ganloss : 1221.050049 ∣     [  std_z : 0.99  real_sub_fake : 553.76 ]
[  epoch 0038/0040] 2000/4800, lr:1.3e-05 ∣ avg_100 : 32158.067503 ∣ critic_nllloss : 25787.571680 ∣ critic_ganloss : -156.361923 ∣ generator_nllloss : 5119.114258 ∣ generator_ganloss : 1198.396143 ∣     [  std_z : 0.99  real_sub_fake : 629.61 ]
[  epoch 0038/0040] 2010/4800, lr:1.3e-05 ∣ avg_100 : 32159.335082 ∣ critic_nllloss : 25782.633203 ∣ critic_ganloss : -183.935094 ∣ generator_nllloss : 5211.551562 ∣ generator_ganloss : 1228.467432 ∣     [  std_z : 1.00  real_sub_fake : 546.28 ]
[  epoch 0038/0040] 2020/4800, lr:1.3e-05 ∣ avg_100 : 32158.811132 ∣ critic_nllloss : 25988.391797 ∣ critic_ganloss : -175.504958 ∣ generator_nllloss : 5213.134570 ∣ generator_ganloss : 1225.832617 ∣     [  std_z : 1.00  real_sub_fake : 602.02 ]
[  epoch 0038/0040] 2030/4800, lr:1.3e-05 ∣ avg_100 : 32159.667263 ∣ critic_nllloss : 25918.237109 ∣ critic_ganloss : -80.708846 ∣ generator_nllloss : 5217.673437 ∣ generator_ganloss : 1225.107080 ∣  [  std_z : 1.00  real_sub_fake : 574.36 ]
[  epoch 0038/0040] 2040/4800, lr:1.3e-05 ∣ avg_100 : 32160.494024 ∣ critic_nllloss : 25951.469141 ∣ critic_ganloss : -57.712004 ∣ generator_nllloss : 5108.479492 ∣ generator_ganloss : 1244.840723 ∣  [  std_z : 0.99  real_sub_fake : 403.46 ]
[  epoch 0038/0040] 2050/4800, lr:1.3e-05 ∣ avg_100 : 32163.435993 ∣ critic_nllloss : 25907.190820 ∣ critic_ganloss : -125.092446 ∣ generator_nllloss : 5206.486133 ∣ generator_ganloss : 1251.468750 ∣     [  std_z : 0.99  real_sub_fake : 460.14 ]
[  epoch 0038/0040] 2060/4800, lr:1.3e-05 ∣ avg_100 : 32165.973540 ∣ critic_nllloss : 25875.710938 ∣ critic_ganloss : -115.497495 ∣ generator_nllloss : 5250.916016 ∣ generator_ganloss : 1243.016016 ∣     [  std_z : 0.99  real_sub_fake : 468.56 ]
[  epoch 0038/0040] 2070/4800, lr:1.3e-05 ∣ avg_100 : 32163.893221 ∣ critic_nllloss : 25625.675977 ∣ critic_ganloss : -102.229276 ∣ generator_nllloss : 5031.150781 ∣ generator_ganloss : 1226.902393 ∣     [  std_z : 0.99  real_sub_fake : 440.29 ]
[  epoch 0038/0040] 2080/4800, lr:1.3e-05 ∣ avg_100 : 32165.882146 ∣ critic_nllloss : 26007.836914 ∣ critic_ganloss : -72.972965 ∣ generator_nllloss : 5246.894336 ∣ generator_ganloss : 1224.715332 ∣  [  std_z : 1.00  real_sub_fake : 354.58 ]
[  epoch 0038/0040] 2090/4800, lr:1.3e-05 ∣ avg_100 : 32165.321131 ∣ critic_nllloss : 25999.162695 ∣ critic_ganloss : -108.054411 ∣ generator_nllloss : 5131.714648 ∣ generator_ganloss : 1231.995898 ∣     [  std_z : 1.00  real_sub_fake : 338.24 ]
[  epoch 0038/0040] 2100/4800, lr:1.3e-05 ∣ avg_100 : 32169.877431 ∣ critic_nllloss : 26060.022852 ∣ critic_ganloss : -142.493638 ∣ generator_nllloss : 5214.572070 ∣ generator_ganloss : 1242.750391 ∣     [  std_z : 1.00  real_sub_fake : 461.56 ]
[  epoch 0038/0040] 2110/4800, lr:1.3e-05 ∣ avg_100 : 32170.149493 ∣ critic_nllloss : 25824.070703 ∣ critic_ganloss : -140.929794 ∣ generator_nllloss : 5259.576172 ∣ generator_ganloss : 1237.005859 ∣     [  std_z : 0.99  real_sub_fake : 508.97 ]
[  epoch 0038/0040] 2120/4800, lr:1.3e-05 ∣ avg_100 : 32173.305206 ∣ critic_nllloss : 26090.585938 ∣ critic_ganloss : -42.893077 ∣ generator_nllloss : 5154.468164 ∣ generator_ganloss : 1233.559424 ∣  [  std_z : 0.99  real_sub_fake : 379.83 ]
[  epoch 0038/0040] 2130/4800, lr:1.3e-05 ∣ avg_100 : 32176.687664 ∣ critic_nllloss : 25917.053125 ∣ critic_ganloss : -66.032442 ∣ generator_nllloss : 5154.133398 ∣ generator_ganloss : 1226.819434 ∣  [  std_z : 0.99  real_sub_fake : 282.62 ]
[  epoch 0038/0040] 2140/4800, lr:1.3e-05 ∣ avg_100 : 32175.001065 ∣ critic_nllloss : 25766.264453 ∣ critic_ganloss : -127.377379 ∣ generator_nllloss : 5179.768750 ∣ generator_ganloss : 1209.481055 ∣     [  std_z : 0.99  real_sub_fake : 406.94 ]
[  epoch 0038/0040] 2150/4800, lr:1.3e-05 ∣ avg_100 : 32176.298241 ∣ critic_nllloss : 26025.643945 ∣ critic_ganloss : -156.434184 ∣ generator_nllloss : 5177.015234 ∣ generator_ganloss : 1202.559814 ∣     [  std_z : 0.99  real_sub_fake : 462.99 ]
[  epoch 0038/0040] 2160/4800, lr:1.3e-05 ∣ avg_100 : 32176.090768 ∣ critic_nllloss : 25911.638477 ∣ critic_ganloss : -156.578635 ∣ generator_nllloss : 5205.071094 ∣ generator_ganloss : 1200.176563 ∣     [  std_z : 1.00  real_sub_fake : 505.85 ]
[  epoch 0038/0040] 2170/4800, lr:1.3e-05 ∣ avg_100 : 32172.338754 ∣ critic_nllloss : 25700.289844 ∣ critic_ganloss : -178.087958 ∣ generator_nllloss : 5133.184766 ∣ generator_ganloss : 1205.653613 ∣     [  std_z : 1.00  real_sub_fake : 550.00 ]
[  epoch 0038/0040] 2180/4800, lr:1.3e-05 ∣ avg_100 : 32175.694630 ∣ critic_nllloss : 26294.861914 ∣ critic_ganloss : -117.329930 ∣ generator_nllloss : 5229.576563 ∣ generator_ganloss : 1216.085498 ∣     [  std_z : 1.00  real_sub_fake : 548.84 ]
[  epoch 0038/0040] 2190/4800, lr:1.3e-05 ∣ avg_100 : 32179.057338 ∣ critic_nllloss : 25881.300586 ∣ critic_ganloss : -107.141910 ∣ generator_nllloss : 5211.703516 ∣ generator_ganloss : 1218.094434 ∣     [  std_z : 0.99  real_sub_fake : 488.26 ]
[  epoch 0038/0040] 2200/4800, lr:1.3e-05 ∣ avg_100 : 32179.530297 ∣ critic_nllloss : 25899.646094 ∣ critic_ganloss : -172.454639 ∣ generator_nllloss : 5162.095508 ∣ generator_ganloss : 1218.329395 ∣     [  std_z : 0.98  real_sub_fake : 578.66 ]
[  epoch 0038/0040] 2210/4800, lr:1.3e-05 ∣ avg_100 : 32185.977934 ∣ critic_nllloss : 26088.431836 ∣ critic_ganloss : -147.485310 ∣ generator_nllloss : 5345.711328 ∣ generator_ganloss : 1213.049414 ∣     [  std_z : 0.98  real_sub_fake : 582.57 ]
[  epoch 0038/0040] 2220/4800, lr:1.3e-05 ∣ avg_100 : 32188.505970 ∣ critic_nllloss : 26018.416016 ∣ critic_ganloss : -137.277606 ∣ generator_nllloss : 5266.161328 ∣ generator_ganloss : 1184.442383 ∣     [  std_z : 0.99  real_sub_fake : 668.84 ]
[  epoch 0038/0040] 2230/4800, lr:1.3e-05 ∣ avg_100 : 32192.217119 ∣ critic_nllloss : 25948.207617 ∣ critic_ganloss : -108.328026 ∣ generator_nllloss : 5141.164844 ∣ generator_ganloss : 1222.337305 ∣     [  std_z : 0.99  real_sub_fake : 486.02 ]
[  epoch 0038/0040] 2240/4800, lr:1.3e-05 ∣ avg_100 : 32194.645299 ∣ critic_nllloss : 26002.863086 ∣ critic_ganloss : -145.119120 ∣ generator_nllloss : 5212.749023 ∣ generator_ganloss : 1230.570703 ∣     [  std_z : 1.00  real_sub_fake : 408.98 ]
[  epoch 0038/0040] 2250/4800, lr:1.3e-05 ∣ avg_100 : 32198.048310 ∣ critic_nllloss : 25907.203516 ∣ critic_ganloss : -108.851569 ∣ generator_nllloss : 5158.766016 ∣ generator_ganloss : 1220.680176 ∣     [  std_z : 1.00  real_sub_fake : 433.28 ]
[  epoch 0038/0040] 2260/4800, lr:1.3e-05 ∣ avg_100 : 32197.399458 ∣ critic_nllloss : 25714.929883 ∣ critic_ganloss : -123.421867 ∣ generator_nllloss : 5163.629687 ∣ generator_ganloss : 1212.042187 ∣     [  std_z : 0.99  real_sub_fake : 449.27 ]
[  epoch 0038/0040] 2270/4800, lr:1.3e-05 ∣ avg_100 : 32202.980520 ∣ critic_nllloss : 26030.025586 ∣ critic_ganloss : -167.274521 ∣ generator_nllloss : 5268.326172 ∣ generator_ganloss : 1213.667578 ∣     [  std_z : 0.99  real_sub_fake : 524.14 ]
[  epoch 0038/0040] 2280/4800, lr:1.3e-05 ∣ avg_100 : 32198.347361 ∣ critic_nllloss : 25578.975977 ∣ critic_ganloss : -164.310881 ∣ generator_nllloss : 5056.419141 ∣ generator_ganloss : 1220.589844 ∣     [  std_z : 0.99  real_sub_fake : 528.97 ]
[  epoch 0038/0040] 2290/4800, lr:1.3e-05 ∣ avg_100 : 32196.469168 ∣ critic_nllloss : 25894.975781 ∣ critic_ganloss : -88.572531 ∣ generator_nllloss : 5138.331250 ∣ generator_ganloss : 1204.396582 ∣  [  std_z : 0.99  real_sub_fake : 553.83 ]
[  epoch 0038/0040] 2300/4800, lr:1.3e-05 ∣ avg_100 : 32195.488738 ∣ critic_nllloss : 26014.553516 ∣ critic_ganloss : -129.335141 ∣ generator_nllloss : 5246.644727 ∣ generator_ganloss : 1236.377588 ∣     [  std_z : 1.00  real_sub_fake : 530.53 ]
[  epoch 0038/0040] 2310/4800, lr:1.3e-05 ∣ avg_100 : 32196.926145 ∣ critic_nllloss : 25959.849805 ∣ critic_ganloss : -19.223143 ∣ generator_nllloss : 5146.793750 ∣ generator_ganloss : 1207.432373 ∣  [  std_z : 1.01  real_sub_fake : 360.14 ]
[  epoch 0038/0040] 2320/4800, lr:1.3e-05 ∣ avg_100 : 32198.795066 ∣ critic_nllloss : 25745.586328 ∣ critic_ganloss : 18.744227 ∣ generator_nllloss : 5164.014063 ∣ generator_ganloss : 1178.127637 ∣   [  std_z : 1.00  real_sub_fake : 280.11 ]
[  epoch 0038/0040] 2330/4800, lr:1.3e-05 ∣ avg_100 : 32196.815109 ∣ critic_nllloss : 25847.216992 ∣ critic_ganloss : -40.606671 ∣ generator_nllloss : 5251.858203 ∣ generator_ganloss : 1206.458740 ∣  [  std_z : 0.99  real_sub_fake : 185.99 ]
[  epoch 0038/0040] 2340/4800, lr:1.3e-05 ∣ avg_100 : 32198.603500 ∣ critic_nllloss : 26068.127734 ∣ critic_ganloss : -50.280827 ∣ generator_nllloss : 5240.351367 ∣ generator_ganloss : 1217.551465 ∣  [  std_z : 0.99  real_sub_fake : 185.04 ]
[  epoch 0038/0040] 2350/4800, lr:1.3e-05 ∣ avg_100 : 32199.697676 ∣ critic_nllloss : 25802.963867 ∣ critic_ganloss : -44.468825 ∣ generator_nllloss : 5251.497266 ∣ generator_ganloss : 1220.970166 ∣  [  std_z : 0.99  real_sub_fake : 163.61 ]
[  epoch 0038/0040] 2360/4800, lr:1.3e-05 ∣ avg_100 : 32196.951431 ∣ critic_nllloss : 25738.489648 ∣ critic_ganloss : -72.161504 ∣ generator_nllloss : 5085.169141 ∣ generator_ganloss : 1216.969873 ∣  [  std_z : 0.99  real_sub_fake : 210.52 ]
[  epoch 0038/0040] 2370/4800, lr:1.3e-05 ∣ avg_100 : 32194.866546 ∣ critic_nllloss : 25917.913086 ∣ critic_ganloss : -85.184844 ∣ generator_nllloss : 5125.273438 ∣ generator_ganloss : 1208.885937 ∣  [  std_z : 1.00  real_sub_fake : 264.08 ]
[  epoch 0038/0040] 2380/4800, lr:1.3e-05 ∣ avg_100 : 32192.383818 ∣ critic_nllloss : 25811.795117 ∣ critic_ganloss : -94.911397 ∣ generator_nllloss : 5168.308984 ∣ generator_ganloss : 1206.313086 ∣  [  std_z : 1.00  real_sub_fake : 299.51 ]
[  epoch 0038/0040] 2390/4800, lr:1.3e-05 ∣ avg_100 : 32191.944398 ∣ critic_nllloss : 25927.350586 ∣ critic_ganloss : -93.104521 ∣ generator_nllloss : 5156.119141 ∣ generator_ganloss : 1204.635645 ∣  [  std_z : 1.00  real_sub_fake : 323.02 ]
[  epoch 0038/0040] 2400/4800, lr:1.3e-05 ∣ avg_100 : 32191.344355 ∣ critic_nllloss : 25786.175000 ∣ critic_ganloss : -103.569107 ∣ generator_nllloss : 5117.042578 ∣ generator_ganloss : 1202.714844 ∣     [  std_z : 1.00  real_sub_fake : 374.24 ]
[  epoch 0038/0040] 2410/4800, lr:1.3e-05 ∣ avg_100 : 32189.709097 ∣ critic_nllloss : 25780.215625 ∣ critic_ganloss : -94.048257 ∣ generator_nllloss : 5172.326367 ∣ generator_ganloss : 1208.000000 ∣  [  std_z : 0.99  real_sub_fake : 366.30 ]
[  epoch 0038/0040] 2420/4800, lr:1.3e-05 ∣ avg_100 : 32189.262294 ∣ critic_nllloss : 25802.141406 ∣ critic_ganloss : -96.047942 ∣ generator_nllloss : 5235.413281 ∣ generator_ganloss : 1201.515918 ∣  [  std_z : 0.99  real_sub_fake : 364.16 ]
[  epoch 0038/0040] 2430/4800, lr:1.3e-05 ∣ avg_100 : 32188.149188 ∣ critic_nllloss : 25976.975000 ∣ critic_ganloss : -102.907010 ∣ generator_nllloss : 5097.909961 ∣ generator_ganloss : 1208.282910 ∣     [  std_z : 1.00  real_sub_fake : 388.77 ]
[  epoch 0038/0040] 2440/4800, lr:1.3e-05 ∣ avg_100 : 32196.771620 ∣ critic_nllloss : 26121.008398 ∣ critic_ganloss : -129.113216 ∣ generator_nllloss : 5199.994531 ∣ generator_ganloss : 1209.169824 ∣     [  std_z : 0.99  real_sub_fake : 428.77 ]
[  epoch 0038/0040] 2450/4800, lr:1.3e-05 ∣ avg_100 : 32195.209007 ∣ critic_nllloss : 25758.513477 ∣ critic_ganloss : -124.888025 ∣ generator_nllloss : 5173.199414 ∣ generator_ganloss : 1215.992188 ∣     [  std_z : 0.99  real_sub_fake : 392.19 ]
[  epoch 0038/0040] 2460/4800, lr:1.3e-05 ∣ avg_100 : 32191.329373 ∣ critic_nllloss : 25795.430859 ∣ critic_ganloss : -136.702097 ∣ generator_nllloss : 5133.592383 ∣ generator_ganloss : 1220.487646 ∣     [  std_z : 0.99  real_sub_fake : 434.29 ]
[  epoch 0038/0040] 2470/4800, lr:1.3e-05 ∣ avg_100 : 32190.647697 ∣ critic_nllloss : 25998.542969 ∣ critic_ganloss : -123.697620 ∣ generator_nllloss : 5216.791992 ∣ generator_ganloss : 1219.706934 ∣     [  std_z : 0.99  real_sub_fake : 500.77 ]
[  epoch 0038/0040] 2480/4800, lr:1.3e-05 ∣ avg_100 : 32190.609637 ∣ critic_nllloss : 25899.111914 ∣ critic_ganloss : -191.703896 ∣ generator_nllloss : 5168.056250 ∣ generator_ganloss : 1216.943018 ∣     [  std_z : 0.99  real_sub_fake : 595.32 ]
[  epoch 0038/0040] 2490/4800, lr:1.3e-05 ∣ avg_100 : 32191.074525 ∣ critic_nllloss : 25896.566406 ∣ critic_ganloss : -179.760704 ∣ generator_nllloss : 5129.074805 ∣ generator_ganloss : 1205.309424 ∣     [  std_z : 1.00  real_sub_fake : 613.91 ]
[  epoch 0038/0040] 2500/4800, lr:1.3e-05 ∣ avg_100 : 32195.034804 ∣ critic_nllloss : 26007.062500 ∣ critic_ganloss : -113.133864 ∣ generator_nllloss : 5222.584570 ∣ generator_ganloss : 1215.406543 ∣     [  std_z : 1.00  real_sub_fake : 611.15 ]
[  epoch 0038/0040] 2510/4800, lr:1.3e-05 ∣ avg_100 : 32188.963458 ∣ critic_nllloss : 25702.472852 ∣ critic_ganloss : -129.046319 ∣ generator_nllloss : 5158.642773 ∣ generator_ganloss : 1221.171484 ∣     [  std_z : 1.00  real_sub_fake : 466.44 ]
[  epoch 0038/0040] 2520/4800, lr:1.3e-05 ∣ avg_100 : 32190.624291 ∣ critic_nllloss : 26034.833203 ∣ critic_ganloss : -157.169789 ∣ generator_nllloss : 5218.721484 ∣ generator_ganloss : 1201.985889 ∣     [  std_z : 0.99  real_sub_fake : 505.41 ]
[  epoch 0038/0040] 2530/4800, lr:1.3e-05 ∣ avg_100 : 32189.998506 ∣ critic_nllloss : 25867.845508 ∣ critic_ganloss : -123.081512 ∣ generator_nllloss : 5234.685156 ∣ generator_ganloss : 1203.704346 ∣     [  std_z : 0.99  real_sub_fake : 514.11 ]
[  epoch 0038/0040] 2540/4800, lr:1.3e-05 ∣ avg_100 : 32191.183188 ∣ critic_nllloss : 25941.845898 ∣ critic_ganloss : -159.337430 ∣ generator_nllloss : 5211.960547 ∣ generator_ganloss : 1219.971094 ∣     [  std_z : 0.99  real_sub_fake : 476.58 ]
[  epoch 0038/0040] 2550/4800, lr:1.3e-05 ∣ avg_100 : 32191.818852 ∣ critic_nllloss : 25963.267773 ∣ critic_ganloss : -155.045258 ∣ generator_nllloss : 5218.484375 ∣ generator_ganloss : 1220.027783 ∣     [  std_z : 0.99  real_sub_fake : 545.23 ]
[  epoch 0038/0040] 2560/4800, lr:1.3e-05 ∣ avg_100 : 32194.303940 ∣ critic_nllloss : 26169.680469 ∣ critic_ganloss : -199.139314 ∣ generator_nllloss : 5194.238281 ∣ generator_ganloss : 1210.887012 ∣     [  std_z : 0.99  real_sub_fake : 604.78 ]
[  epoch 0038/0040] 2570/4800, lr:1.3e-05 ∣ avg_100 : 32194.398122 ∣ critic_nllloss : 25812.436133 ∣ critic_ganloss : -203.062282 ∣ generator_nllloss : 5227.054883 ∣ generator_ganloss : 1206.318848 ∣     [  std_z : 1.00  real_sub_fake : 712.60 ]
[  epoch 0038/0040] 2580/4800, lr:1.3e-05 ∣ avg_100 : 32194.238548 ∣ critic_nllloss : 25909.347656 ∣ critic_ganloss : -107.312444 ∣ generator_nllloss : 5118.572266 ∣ generator_ganloss : 1227.979541 ∣     [  std_z : 1.00  real_sub_fake : 568.59 ]
[  epoch 0038/0040] 2590/4800, lr:1.3e-05 ∣ avg_100 : 32192.965829 ∣ critic_nllloss : 25896.437891 ∣ critic_ganloss : -120.237998 ∣ generator_nllloss : 5165.113086 ∣ generator_ganloss : 1229.849268 ∣     [  std_z : 1.00  real_sub_fake : 397.88 ]
[  epoch 0038/0040] 2600/4800, lr:1.3e-05 ∣ avg_100 : 32190.234687 ∣ critic_nllloss : 25926.946094 ∣ critic_ganloss : -148.651127 ∣ generator_nllloss : 5165.417578 ∣ generator_ganloss : 1219.914453 ∣     [  std_z : 0.99  real_sub_fake : 520.62 ]
[  epoch 0038/0040] 2610/4800, lr:1.3e-05 ∣ avg_100 : 32190.086574 ∣ critic_nllloss : 25904.604297 ∣ critic_ganloss : -182.368858 ∣ generator_nllloss : 5219.148047 ∣ generator_ganloss : 1219.165771 ∣     [  std_z : 0.99  real_sub_fake : 603.58 ]
[  epoch 0038/0040] 2620/4800, lr:1.3e-05 ∣ avg_100 : 32187.107423 ∣ critic_nllloss : 25675.950391 ∣ critic_ganloss : -131.329340 ∣ generator_nllloss : 5098.280664 ∣ generator_ganloss : 1225.742090 ∣     [  std_z : 0.99  real_sub_fake : 555.66 ]
[  epoch 0038/0040] 2630/4800, lr:1.3e-05 ∣ avg_100 : 32186.661258 ∣ critic_nllloss : 25856.741602 ∣ critic_ganloss : -180.246512 ∣ generator_nllloss : 5150.827539 ∣ generator_ganloss : 1229.860791 ∣     [  std_z : 0.99  real_sub_fake : 568.19 ]
[  epoch 0038/0040] 2640/4800, lr:1.3e-05 ∣ avg_100 : 32184.568604 ∣ critic_nllloss : 25959.719922 ∣ critic_ganloss : -123.252913 ∣ generator_nllloss : 5242.277734 ∣ generator_ganloss : 1231.017236 ∣     [  std_z : 1.00  real_sub_fake : 499.43 ]
[  epoch 0038/0040] 2650/4800, lr:1.3e-05 ∣ avg_100 : 32185.819840 ∣ critic_nllloss : 25948.590234 ∣ critic_ganloss : -167.981586 ∣ generator_nllloss : 5200.861719 ∣ generator_ganloss : 1216.252539 ∣     [  std_z : 1.00  real_sub_fake : 577.95 ]
[  epoch 0038/0040] 2660/4800, lr:1.3e-05 ∣ avg_100 : 32188.820783 ∣ critic_nllloss : 26153.697266 ∣ critic_ganloss : -203.557880 ∣ generator_nllloss : 5224.576563 ∣ generator_ganloss : 1213.624268 ∣     [  std_z : 1.00  real_sub_fake : 647.95 ]
[  epoch 0038/0040] 2670/4800, lr:1.3e-05 ∣ avg_100 : 32193.429716 ∣ critic_nllloss : 26264.282031 ∣ critic_ganloss : -154.731554 ∣ generator_nllloss : 5302.278125 ∣ generator_ganloss : 1227.437158 ∣     [  std_z : 0.99  real_sub_fake : 532.42 ]
[  epoch 0038/0040] 2680/4800, lr:1.3e-05 ∣ avg_100 : 32193.671097 ∣ critic_nllloss : 25928.162305 ∣ critic_ganloss : -170.899231 ∣ generator_nllloss : 5186.546289 ∣ generator_ganloss : 1234.526367 ∣     [  std_z : 0.99  real_sub_fake : 493.73 ]
[  epoch 0038/0040] 2690/4800, lr:1.3e-05 ∣ avg_100 : 32191.321182 ∣ critic_nllloss : 25963.003125 ∣ critic_ganloss : -174.215730 ∣ generator_nllloss : 5117.683984 ∣ generator_ganloss : 1222.334082 ∣     [  std_z : 0.99  real_sub_fake : 556.76 ]
[  epoch 0038/0040] 2700/4800, lr:1.3e-05 ∣ avg_100 : 32194.977911 ∣ critic_nllloss : 26183.785938 ∣ critic_ganloss : -105.242477 ∣ generator_nllloss : 5204.058008 ∣ generator_ganloss : 1224.197998 ∣     [  std_z : 0.99  real_sub_fake : 538.96 ]
[  epoch 0038/0040] 2710/4800, lr:1.3e-05 ∣ avg_100 : 32192.502800 ∣ critic_nllloss : 25870.777148 ∣ critic_ganloss : -98.714156 ∣ generator_nllloss : 5083.551367 ∣ generator_ganloss : 1225.734766 ∣  [  std_z : 1.00  real_sub_fake : 492.21 ]
[  epoch 0038/0040] 2720/4800, lr:1.3e-05 ∣ avg_100 : 32190.480170 ∣ critic_nllloss : 25887.132812 ∣ critic_ganloss : -180.696899 ∣ generator_nllloss : 5103.646484 ∣ generator_ganloss : 1208.912939 ∣     [  std_z : 1.00  real_sub_fake : 520.61 ]
[  epoch 0038/0040] 2730/4800, lr:1.3e-05 ∣ avg_100 : 32192.447600 ∣ critic_nllloss : 25956.336133 ∣ critic_ganloss : -114.704451 ∣ generator_nllloss : 5157.129492 ∣ generator_ganloss : 1210.460742 ∣     [  std_z : 1.00  real_sub_fake : 594.05 ]
[  epoch 0038/0040] 2740/4800, lr:1.3e-05 ∣ avg_100 : 32192.078894 ∣ critic_nllloss : 25821.450195 ∣ critic_ganloss : -138.014569 ∣ generator_nllloss : 5164.163867 ∣ generator_ganloss : 1222.080127 ∣     [  std_z : 1.00  real_sub_fake : 484.22 ]
[  epoch 0038/0040] 2750/4800, lr:1.3e-05 ∣ avg_100 : 32191.581546 ∣ critic_nllloss : 25917.945703 ∣ critic_ganloss : -207.039252 ∣ generator_nllloss : 5168.324609 ∣ generator_ganloss : 1205.932715 ∣     [  std_z : 0.99  real_sub_fake : 582.93 ]
[  epoch 0038/0040] 2760/4800, lr:1.3e-05 ∣ avg_100 : 32189.735626 ∣ critic_nllloss : 26037.356445 ∣ critic_ganloss : -160.611121 ∣ generator_nllloss : 5145.418359 ∣ generator_ganloss : 1207.536572 ∣     [  std_z : 0.98  real_sub_fake : 668.67 ]
[  epoch 0038/0040] 2770/4800, lr:1.3e-05 ∣ avg_100 : 32188.692340 ∣ critic_nllloss : 25982.248437 ∣ critic_ganloss : -236.537682 ∣ generator_nllloss : 5170.703516 ∣ generator_ganloss : 1216.307861 ∣     [  std_z : 0.99  real_sub_fake : 666.45 ]
[  epoch 0038/0040] 2780/4800, lr:1.3e-05 ∣ avg_100 : 32188.510515 ∣ critic_nllloss : 25849.848047 ∣ critic_ganloss : -77.803413 ∣ generator_nllloss : 5177.377148 ∣ generator_ganloss : 1228.470752 ∣  [  std_z : 1.00  real_sub_fake : 612.48 ]
[  epoch 0038/0040] 2790/4800, lr:1.3e-05 ∣ avg_100 : 32185.288022 ∣ critic_nllloss : 25701.876367 ∣ critic_ganloss : -102.568077 ∣ generator_nllloss : 5087.549805 ∣ generator_ganloss : 1219.727539 ∣     [  std_z : 1.00  real_sub_fake : 544.46 ]
[  epoch 0038/0040] 2800/4800, lr:1.3e-05 ∣ avg_100 : 32185.635904 ∣ critic_nllloss : 25894.655469 ∣ critic_ganloss : -95.301613 ∣ generator_nllloss : 5137.881836 ∣ generator_ganloss : 1219.517334 ∣  [  std_z : 1.00  real_sub_fake : 581.18 ]
[  epoch 0038/0040] 2810/4800, lr:1.3e-05 ∣ avg_100 : 32188.969058 ∣ critic_nllloss : 26109.884180 ∣ critic_ganloss : -113.393356 ∣ generator_nllloss : 5231.040625 ∣ generator_ganloss : 1228.329492 ∣     [  std_z : 0.99  real_sub_fake : 448.46 ]
[  epoch 0038/0040] 2820/4800, lr:1.3e-05 ∣ avg_100 : 32187.438229 ∣ critic_nllloss : 25809.076172 ∣ critic_ganloss : -117.964038 ∣ generator_nllloss : 5260.152930 ∣ generator_ganloss : 1229.859180 ∣     [  std_z : 0.98  real_sub_fake : 496.78 ]
[  epoch 0038/0040] 2830/4800, lr:1.3e-05 ∣ avg_100 : 32189.818403 ∣ critic_nllloss : 26005.893164 ∣ critic_ganloss : -135.437269 ∣ generator_nllloss : 5240.535742 ∣ generator_ganloss : 1233.022559 ∣     [  std_z : 0.98  real_sub_fake : 469.79 ]
[  epoch 0038/0040] 2840/4800, lr:1.3e-05 ∣ avg_100 : 32188.424471 ∣ critic_nllloss : 25714.693945 ∣ critic_ganloss : -155.947737 ∣ generator_nllloss : 5144.695117 ∣ generator_ganloss : 1212.841699 ∣     [  std_z : 0.99  real_sub_fake : 596.34 ]
[  epoch 0038/0040] 2850/4800, lr:1.3e-05 ∣ avg_100 : 32186.794065 ∣ critic_nllloss : 25934.554297 ∣ critic_ganloss : -183.700240 ∣ generator_nllloss : 5160.336133 ∣ generator_ganloss : 1239.661133 ∣     [  std_z : 1.00  real_sub_fake : 480.75 ]
[  epoch 0038/0040] 2860/4800, lr:1.3e-05 ∣ avg_100 : 32187.446592 ∣ critic_nllloss : 25835.704688 ∣ critic_ganloss : -123.347816 ∣ generator_nllloss : 5154.012109 ∣ generator_ganloss : 1222.140137 ∣     [  std_z : 1.00  real_sub_fake : 524.57 ]
[  epoch 0038/0040] 2870/4800, lr:1.3e-05 ∣ avg_100 : 32188.331466 ∣ critic_nllloss : 25996.012695 ∣ critic_ganloss : -152.158698 ∣ generator_nllloss : 5252.966406 ∣ generator_ganloss : 1204.000098 ∣     [  std_z : 1.00  real_sub_fake : 560.06 ]
[  epoch 0038/0040] 2880/4800, lr:1.3e-05 ∣ avg_100 : 32183.679403 ∣ critic_nllloss : 25780.018359 ∣ critic_ganloss : -128.938846 ∣ generator_nllloss : 5173.337891 ∣ generator_ganloss : 1216.866748 ∣     [  std_z : 1.00  real_sub_fake : 591.76 ]
[  epoch 0038/0040] 2890/4800, lr:1.3e-05 ∣ avg_100 : 32182.850030 ∣ critic_nllloss : 25765.546875 ∣ critic_ganloss : -143.572401 ∣ generator_nllloss : 5100.740625 ∣ generator_ganloss : 1238.938867 ∣     [  std_z : 0.99  real_sub_fake : 479.89 ]
[  epoch 0038/0040] 2900/4800, lr:1.3e-05 ∣ avg_100 : 32184.182704 ∣ critic_nllloss : 25971.284180 ∣ critic_ganloss : -159.353880 ∣ generator_nllloss : 5188.940234 ∣ generator_ganloss : 1211.230811 ∣     [  std_z : 0.99  real_sub_fake : 607.58 ]
[  epoch 0038/0040] 2910/4800, lr:1.3e-05 ∣ avg_100 : 32184.043819 ∣ critic_nllloss : 25918.410156 ∣ critic_ganloss : -127.459261 ∣ generator_nllloss : 5167.513672 ∣ generator_ganloss : 1214.090967 ∣     [  std_z : 1.00  real_sub_fake : 721.08 ]
[  epoch 0038/0040] 2920/4800, lr:1.3e-05 ∣ avg_100 : 32181.581071 ∣ critic_nllloss : 25811.441406 ∣ critic_ganloss : -115.541515 ∣ generator_nllloss : 5160.319531 ∣ generator_ganloss : 1243.406543 ∣     [  std_z : 0.99  real_sub_fake : 396.14 ]
[  epoch 0038/0040] 2930/4800, lr:1.3e-05 ∣ avg_100 : 32183.949588 ∣ critic_nllloss : 26026.829492 ∣ critic_ganloss : -103.925109 ∣ generator_nllloss : 5177.793359 ∣ generator_ganloss : 1233.206592 ∣     [  std_z : 1.00  real_sub_fake : 359.18 ]
[  epoch 0038/0040] 2940/4800, lr:1.3e-05 ∣ avg_100 : 32182.544519 ∣ critic_nllloss : 26036.808398 ∣ critic_ganloss : -152.113812 ∣ generator_nllloss : 5158.519336 ∣ generator_ganloss : 1214.756543 ∣     [  std_z : 1.00  real_sub_fake : 551.05 ]
[  epoch 0038/0040] 2950/4800, lr:1.3e-05 ∣ avg_100 : 32180.486934 ∣ critic_nllloss : 25876.557227 ∣ critic_ganloss : -127.583997 ∣ generator_nllloss : 5158.097656 ∣ generator_ganloss : 1214.120410 ∣     [  std_z : 0.99  real_sub_fake : 511.61 ]
[  epoch 0038/0040] 2960/4800, lr:1.3e-05 ∣ avg_100 : 32179.193258 ∣ critic_nllloss : 25937.723242 ∣ critic_ganloss : -163.410567 ∣ generator_nllloss : 5189.337109 ∣ generator_ganloss : 1220.191211 ∣     [  std_z : 0.99  real_sub_fake : 520.34 ]
[  epoch 0038/0040] 2970/4800, lr:1.3e-05 ∣ avg_100 : 32180.855543 ∣ critic_nllloss : 25826.256641 ∣ critic_ganloss : -146.169991 ∣ generator_nllloss : 5202.491016 ∣ generator_ganloss : 1209.229443 ∣     [  std_z : 0.99  real_sub_fake : 539.99 ]
[  epoch 0038/0040] 2980/4800, lr:1.3e-05 ∣ avg_100 : 32183.761478 ∣ critic_nllloss : 25943.319531 ∣ critic_ganloss : -116.882939 ∣ generator_nllloss : 5174.791992 ∣ generator_ganloss : 1210.361816 ∣     [  std_z : 1.00  real_sub_fake : 579.45 ]
[  epoch 0038/0040] 2990/4800, lr:1.3e-05 ∣ avg_100 : 32184.296464 ∣ critic_nllloss : 26079.853125 ∣ critic_ganloss : -181.174606 ∣ generator_nllloss : 5278.927344 ∣ generator_ganloss : 1221.699951 ∣     [  std_z : 1.00  real_sub_fake : 597.93 ]
[  epoch 0038/0040] 3000/4800, lr:1.3e-05 ∣ avg_100 : 32183.639988 ∣ critic_nllloss : 25668.016797 ∣ critic_ganloss : -151.983694 ∣ generator_nllloss : 5154.325000 ∣ generator_ganloss : 1212.714404 ∣     [  std_z : 1.00  real_sub_fake : 550.15 ]
[  epoch 0038/0040] 3010/4800, lr:1.3e-05 ∣ avg_100 : 32183.584977 ∣ critic_nllloss : 25801.336133 ∣ critic_ganloss : -157.533687 ∣ generator_nllloss : 5173.392773 ∣ generator_ganloss : 1216.020801 ∣     [  std_z : 0.99  real_sub_fake : 626.16 ]
[  epoch 0038/0040] 3020/4800, lr:1.3e-05 ∣ avg_100 : 32180.709849 ∣ critic_nllloss : 25733.107227 ∣ critic_ganloss : -157.973296 ∣ generator_nllloss : 5159.524609 ∣ generator_ganloss : 1229.682715 ∣     [  std_z : 0.99  real_sub_fake : 575.64 ]
[  epoch 0038/0040] 3030/4800, lr:1.3e-05 ∣ avg_100 : 32179.409287 ∣ critic_nllloss : 25844.377930 ∣ critic_ganloss : -154.334648 ∣ generator_nllloss : 5230.565234 ∣ generator_ganloss : 1229.644043 ∣     [  std_z : 0.99  real_sub_fake : 472.72 ]
[  epoch 0038/0040] 3040/4800, lr:1.3e-05 ∣ avg_100 : 32179.219693 ∣ critic_nllloss : 26063.125391 ∣ critic_ganloss : -151.208675 ∣ generator_nllloss : 5108.735547 ∣ generator_ganloss : 1207.465674 ∣     [  std_z : 1.00  real_sub_fake : 696.68 ]
[  epoch 0038/0040] 3050/4800, lr:1.3e-05 ∣ avg_100 : 32179.113878 ∣ critic_nllloss : 26033.911719 ∣ critic_ganloss : -190.186894 ∣ generator_nllloss : 5161.801172 ∣ generator_ganloss : 1223.945752 ∣     [  std_z : 1.01  real_sub_fake : 565.41 ]
[  epoch 0038/0040] 3060/4800, lr:1.3e-05 ∣ avg_100 : 32178.783554 ∣ critic_nllloss : 25920.541211 ∣ critic_ganloss : -217.194691 ∣ generator_nllloss : 5299.965820 ∣ generator_ganloss : 1217.800781 ∣     [  std_z : 1.00  real_sub_fake : 614.26 ]
[  epoch 0038/0040] 3070/4800, lr:1.3e-05 ∣ avg_100 : 32184.689982 ∣ critic_nllloss : 26087.858984 ∣ critic_ganloss : -166.648921 ∣ generator_nllloss : 5230.307617 ∣ generator_ganloss : 1220.624951 ∣     [  std_z : 1.00  real_sub_fake : 702.91 ]
[  epoch 0038/0040] 3080/4800, lr:1.3e-05 ∣ avg_100 : 32182.219488 ∣ critic_nllloss : 25963.389062 ∣ critic_ganloss : -138.981953 ∣ generator_nllloss : 5104.609766 ∣ generator_ganloss : 1230.407373 ∣     [  std_z : 0.99  real_sub_fake : 609.82 ]
[  epoch 0038/0040] 3090/4800, lr:1.3e-05 ∣ avg_100 : 32184.811398 ∣ critic_nllloss : 26125.287695 ∣ critic_ganloss : -98.405401 ∣ generator_nllloss : 5258.529297 ∣ generator_ganloss : 1228.598242 ∣  [  std_z : 0.99  real_sub_fake : 505.96 ]
[  epoch 0038/0040] 3100/4800, lr:1.3e-05 ∣ avg_100 : 32181.357366 ∣ critic_nllloss : 25798.846094 ∣ critic_ganloss : -117.116667 ∣ generator_nllloss : 5130.397266 ∣ generator_ganloss : 1217.321777 ∣     [  std_z : 0.98  real_sub_fake : 515.47 ]
[  epoch 0038/0040] 3110/4800, lr:1.3e-05 ∣ avg_100 : 32179.485191 ∣ critic_nllloss : 25748.611328 ∣ critic_ganloss : -136.845490 ∣ generator_nllloss : 5167.768945 ∣ generator_ganloss : 1212.970654 ∣     [  std_z : 0.99  real_sub_fake : 465.38 ]
[  epoch 0038/0040] 3120/4800, lr:1.3e-05 ∣ avg_100 : 32176.900521 ∣ critic_nllloss : 25961.150000 ∣ critic_ganloss : -148.986559 ∣ generator_nllloss : 5162.615625 ∣ generator_ganloss : 1202.474365 ∣     [  std_z : 1.00  real_sub_fake : 484.55 ]
[  epoch 0038/0040] 3130/4800, lr:1.3e-05 ∣ avg_100 : 32176.181601 ∣ critic_nllloss : 25907.302930 ∣ critic_ganloss : -133.879225 ∣ generator_nllloss : 5180.139844 ∣ generator_ganloss : 1206.517969 ∣     [  std_z : 1.01  real_sub_fake : 513.35 ]
[  epoch 0038/0040] 3140/4800, lr:1.3e-05 ∣ avg_100 : 32177.228310 ∣ critic_nllloss : 25949.078711 ∣ critic_ganloss : -156.214462 ∣ generator_nllloss : 5123.422461 ∣ generator_ganloss : 1216.521143 ∣     [  std_z : 1.00  real_sub_fake : 529.23 ]
[  epoch 0038/0040] 3150/4800, lr:1.3e-05 ∣ avg_100 : 32177.407673 ∣ critic_nllloss : 26044.877539 ∣ critic_ganloss : -157.135104 ∣ generator_nllloss : 5164.095508 ∣ generator_ganloss : 1214.883105 ∣     [  std_z : 0.99  real_sub_fake : 550.16 ]
[  epoch 0038/0040] 3160/4800, lr:1.3e-05 ∣ avg_100 : 32175.097242 ∣ critic_nllloss : 25739.797070 ∣ critic_ganloss : -162.479921 ∣ generator_nllloss : 5134.850781 ∣ generator_ganloss : 1217.096484 ∣     [  std_z : 0.98  real_sub_fake : 569.41 ]
[  epoch 0038/0040] 3170/4800, lr:1.3e-05 ∣ avg_100 : 32177.291632 ∣ critic_nllloss : 25812.948242 ∣ critic_ganloss : -142.253885 ∣ generator_nllloss : 5198.146484 ∣ generator_ganloss : 1211.638477 ∣     [  std_z : 0.99  real_sub_fake : 610.79 ]
[  epoch 0038/0040] 3180/4800, lr:1.3e-05 ∣ avg_100 : 32169.889163 ∣ critic_nllloss : 25716.487891 ∣ critic_ganloss : -125.935022 ∣ generator_nllloss : 5061.037891 ∣ generator_ganloss : 1231.356348 ∣     [  std_z : 1.00  real_sub_fake : 493.28 ]
[  epoch 0038/0040] 3190/4800, lr:1.3e-05 ∣ avg_100 : 32174.415205 ∣ critic_nllloss : 26298.981641 ∣ critic_ganloss : -154.278822 ∣ generator_nllloss : 5285.989648 ∣ generator_ganloss : 1225.868311 ∣     [  std_z : 1.01  real_sub_fake : 555.07 ]
[  epoch 0038/0040] 3200/4800, lr:1.3e-05 ∣ avg_100 : 32175.775997 ∣ critic_nllloss : 25966.617969 ∣ critic_ganloss : -141.451591 ∣ generator_nllloss : 5200.664844 ∣ generator_ganloss : 1217.864404 ∣     [  std_z : 1.00  real_sub_fake : 564.25 ]
[  epoch 0038/0040] 3210/4800, lr:1.3e-05 ∣ avg_100 : 32172.202216 ∣ critic_nllloss : 25828.167773 ∣ critic_ganloss : -142.546094 ∣ generator_nllloss : 5240.311719 ∣ generator_ganloss : 1216.395703 ∣     [  std_z : 0.99  real_sub_fake : 603.72 ]
[  epoch 0038/0040] 3220/4800, lr:1.3e-05 ∣ avg_100 : 32170.567206 ∣ critic_nllloss : 25898.333594 ∣ critic_ganloss : -159.830762 ∣ generator_nllloss : 5198.975781 ∣ generator_ganloss : 1230.762549 ∣     [  std_z : 0.98  real_sub_fake : 480.76 ]
[  epoch 0038/0040] 3230/4800, lr:1.3e-05 ∣ avg_100 : 32169.956562 ∣ critic_nllloss : 25911.286719 ∣ critic_ganloss : -180.516534 ∣ generator_nllloss : 5210.417969 ∣ generator_ganloss : 1201.129150 ∣     [  std_z : 0.98  real_sub_fake : 552.01 ]
[  epoch 0038/0040] 3240/4800, lr:1.3e-05 ∣ avg_100 : 32169.228679 ∣ critic_nllloss : 25991.083398 ∣ critic_ganloss : -127.142474 ∣ generator_nllloss : 5163.098828 ∣ generator_ganloss : 1201.235693 ∣     [  std_z : 0.99  real_sub_fake : 632.26 ]
[  epoch 0038/0040] 3250/4800, lr:1.3e-05 ∣ avg_100 : 32170.230168 ∣ critic_nllloss : 26001.083789 ∣ critic_ganloss : -125.351666 ∣ generator_nllloss : 5178.042969 ∣ generator_ganloss : 1224.171875 ∣     [  std_z : 1.00  real_sub_fake : 485.48 ]
[  epoch 0038/0040] 3260/4800, lr:1.3e-05 ∣ avg_100 : 32169.633297 ∣ critic_nllloss : 25731.108594 ∣ critic_ganloss : -138.302718 ∣ generator_nllloss : 5098.572070 ∣ generator_ganloss : 1216.114893 ∣     [  std_z : 1.01  real_sub_fake : 553.55 ]
[  epoch 0038/0040] 3270/4800, lr:1.3e-05 ∣ avg_100 : 32166.357137 ∣ critic_nllloss : 25861.364648 ∣ critic_ganloss : -200.891994 ∣ generator_nllloss : 5138.370898 ∣ generator_ganloss : 1218.285303 ∣     [  std_z : 1.00  real_sub_fake : 635.11 ]
[  epoch 0038/0040] 3280/4800, lr:1.3e-05 ∣ avg_100 : 32169.842814 ∣ critic_nllloss : 25790.712109 ∣ critic_ganloss : -189.073145 ∣ generator_nllloss : 5215.263281 ∣ generator_ganloss : 1223.339453 ∣     [  std_z : 0.99  real_sub_fake : 607.15 ]
[  epoch 0038/0040] 3290/4800, lr:1.3e-05 ∣ avg_100 : 32168.059621 ∣ critic_nllloss : 25759.964844 ∣ critic_ganloss : -200.238992 ∣ generator_nllloss : 5191.464453 ∣ generator_ganloss : 1219.621533 ∣     [  std_z : 0.99  real_sub_fake : 625.25 ]
[  epoch 0038/0040] 3300/4800, lr:1.3e-05 ∣ avg_100 : 32166.253895 ∣ critic_nllloss : 26051.407422 ∣ critic_ganloss : -173.255742 ∣ generator_nllloss : 5102.054883 ∣ generator_ganloss : 1207.461523 ∣     [  std_z : 0.99  real_sub_fake : 779.93 ]
[  epoch 0038/0040] 3310/4800, lr:1.3e-05 ∣ avg_100 : 32168.959803 ∣ critic_nllloss : 26175.231250 ∣ critic_ganloss : -111.227108 ∣ generator_nllloss : 5254.598633 ∣ generator_ganloss : 1246.840771 ∣     [  std_z : 0.99  real_sub_fake : 458.74 ]
[  epoch 0038/0040] 3320/4800, lr:1.3e-05 ∣ avg_100 : 32170.528773 ∣ critic_nllloss : 25847.782617 ∣ critic_ganloss : -70.862601 ∣ generator_nllloss : 5255.004102 ∣ generator_ganloss : 1231.445166 ∣  [  std_z : 1.00  real_sub_fake : 290.10 ]
[  epoch 0038/0040] 3330/4800, lr:1.3e-05 ∣ avg_100 : 32169.322487 ∣ critic_nllloss : 25872.135742 ∣ critic_ganloss : -79.577116 ∣ generator_nllloss : 5138.683594 ∣ generator_ganloss : 1213.056445 ∣  [  std_z : 1.00  real_sub_fake : 360.10 ]
[  epoch 0038/0040] 3340/4800, lr:1.3e-05 ∣ avg_100 : 32167.984960 ∣ critic_nllloss : 26013.806641 ∣ critic_ganloss : -90.844420 ∣ generator_nllloss : 5219.443164 ∣ generator_ganloss : 1199.591699 ∣  [  std_z : 1.00  real_sub_fake : 391.23 ]
[  epoch 0038/0040] 3350/4800, lr:1.3e-05 ∣ avg_100 : 32168.810117 ∣ critic_nllloss : 25995.789453 ∣ critic_ganloss : -118.266119 ∣ generator_nllloss : 5248.231836 ∣ generator_ganloss : 1187.722998 ∣     [  std_z : 1.00  real_sub_fake : 432.57 ]
[  epoch 0038/0040] 3360/4800, lr:1.3e-05 ∣ avg_100 : 32170.761966 ∣ critic_nllloss : 25910.389062 ∣ critic_ganloss : -135.465257 ∣ generator_nllloss : 5201.802148 ∣ generator_ganloss : 1186.926074 ∣     [  std_z : 1.00  real_sub_fake : 495.83 ]
[  epoch 0038/0040] 3370/4800, lr:1.3e-05 ∣ avg_100 : 32169.406418 ∣ critic_nllloss : 25814.980078 ∣ critic_ganloss : -122.137296 ∣ generator_nllloss : 5146.387109 ∣ generator_ganloss : 1192.102881 ∣     [  std_z : 0.99  real_sub_fake : 435.39 ]
[  epoch 0038/0040] 3380/4800, lr:1.3e-05 ∣ avg_100 : 32168.924839 ∣ critic_nllloss : 25775.484180 ∣ critic_ganloss : -153.035166 ∣ generator_nllloss : 5225.929883 ∣ generator_ganloss : 1194.969043 ∣     [  std_z : 0.99  real_sub_fake : 511.40 ]
[  epoch 0038/0040] 3390/4800, lr:1.3e-05 ∣ avg_100 : 32167.676449 ∣ critic_nllloss : 25900.022656 ∣ critic_ganloss : -163.983212 ∣ generator_nllloss : 5140.551758 ∣ generator_ganloss : 1193.570654 ∣     [  std_z : 0.99  real_sub_fake : 609.00 ]
[  epoch 0038/0040] 3400/4800, lr:1.3e-05 ∣ avg_100 : 32169.787424 ∣ critic_nllloss : 25863.703125 ∣ critic_ganloss : -65.946338 ∣ generator_nllloss : 5198.033203 ∣ generator_ganloss : 1217.670752 ∣  [  std_z : 0.99  real_sub_fake : 504.39 ]
[  epoch 0038/0040] 3410/4800, lr:1.3e-05 ∣ avg_100 : 32169.795111 ∣ critic_nllloss : 25802.002734 ∣ critic_ganloss : -130.536215 ∣ generator_nllloss : 5177.911719 ∣ generator_ganloss : 1217.884277 ∣     [  std_z : 1.00  real_sub_fake : 399.30 ]
[  epoch 0038/0040] 3420/4800, lr:1.3e-05 ∣ avg_100 : 32169.511176 ∣ critic_nllloss : 25901.564063 ∣ critic_ganloss : -135.545730 ∣ generator_nllloss : 5138.053906 ∣ generator_ganloss : 1210.556885 ∣     [  std_z : 1.00  real_sub_fake : 495.20 ]
[  epoch 0038/0040] 3430/4800, lr:1.3e-05 ∣ avg_100 : 32170.149926 ∣ critic_nllloss : 25949.847461 ∣ critic_ganloss : -151.513185 ∣ generator_nllloss : 5240.253516 ∣ generator_ganloss : 1205.548047 ∣     [  std_z : 1.00  real_sub_fake : 499.24 ]
[  epoch 0038/0040] 3440/4800, lr:1.3e-05 ∣ avg_100 : 32165.322383 ∣ critic_nllloss : 25719.789062 ∣ critic_ganloss : -168.627652 ∣ generator_nllloss : 5166.614453 ∣ generator_ganloss : 1200.529443 ∣     [  std_z : 0.99  real_sub_fake : 584.02 ]
[  epoch 0038/0040] 3450/4800, lr:1.3e-05 ∣ avg_100 : 32165.188280 ∣ critic_nllloss : 25803.778516 ∣ critic_ganloss : -167.454214 ∣ generator_nllloss : 5156.281445 ∣ generator_ganloss : 1216.800977 ∣     [  std_z : 0.99  real_sub_fake : 610.35 ]
[  epoch 0038/0040] 3460/4800, lr:1.3e-05 ∣ avg_100 : 32167.765713 ∣ critic_nllloss : 25948.977148 ∣ critic_ganloss : -133.337642 ∣ generator_nllloss : 5243.570703 ∣ generator_ganloss : 1211.341895 ∣     [  std_z : 0.99  real_sub_fake : 588.34 ]
[  epoch 0038/0040] 3470/4800, lr:1.3e-05 ∣ avg_100 : 32165.476633 ∣ critic_nllloss : 25820.718555 ∣ critic_ganloss : -121.668867 ∣ generator_nllloss : 5170.206250 ∣ generator_ganloss : 1213.180273 ∣     [  std_z : 0.99  real_sub_fake : 579.03 ]
[  epoch 0038/0040] 3480/4800, lr:1.3e-05 ∣ avg_100 : 32163.070636 ∣ critic_nllloss : 25639.307812 ∣ critic_ganloss : -107.558456 ∣ generator_nllloss : 5105.510156 ∣ generator_ganloss : 1214.548145 ∣     [  std_z : 0.99  real_sub_fake : 502.96 ]
[  epoch 0038/0040] 3490/4800, lr:1.3e-05 ∣ avg_100 : 32164.807721 ∣ critic_nllloss : 25944.604883 ∣ critic_ganloss : -136.534401 ∣ generator_nllloss : 5202.461328 ∣ generator_ganloss : 1214.366553 ∣     [  std_z : 1.00  real_sub_fake : 496.97 ]
[  epoch 0038/0040] 3500/4800, lr:1.3e-05 ∣ avg_100 : 32163.270782 ∣ critic_nllloss : 25874.061523 ∣ critic_ganloss : -120.035471 ∣ generator_nllloss : 5193.889453 ∣ generator_ganloss : 1230.310400 ∣     [  std_z : 1.00  real_sub_fake : 449.29 ]
[  epoch 0038/0040] 3510/4800, lr:1.3e-05 ∣ avg_100 : 32164.848374 ∣ critic_nllloss : 25860.541016 ∣ critic_ganloss : -130.061816 ∣ generator_nllloss : 5158.806250 ∣ generator_ganloss : 1221.714551 ∣     [  std_z : 0.99  real_sub_fake : 518.23 ]
[  epoch 0038/0040] 3520/4800, lr:1.3e-05 ∣ avg_100 : 32160.777481 ∣ critic_nllloss : 25745.227930 ∣ critic_ganloss : -155.705524 ∣ generator_nllloss : 5077.975586 ∣ generator_ganloss : 1223.783496 ∣     [  std_z : 0.99  real_sub_fake : 521.70 ]
[  epoch 0038/0040] 3530/4800, lr:1.3e-05 ∣ avg_100 : 32159.757463 ∣ critic_nllloss : 25873.900586 ∣ critic_ganloss : -165.998104 ∣ generator_nllloss : 5147.281055 ∣ generator_ganloss : 1225.968115 ∣     [  std_z : 0.99  real_sub_fake : 499.52 ]
[  epoch 0038/0040] 3540/4800, lr:1.3e-05 ∣ avg_100 : 32161.413025 ∣ critic_nllloss : 26039.567969 ∣ critic_ganloss : -187.580832 ∣ generator_nllloss : 5315.157812 ∣ generator_ganloss : 1212.851416 ∣     [  std_z : 0.99  real_sub_fake : 640.25 ]
[  epoch 0038/0040] 3550/4800, lr:1.3e-05 ∣ avg_100 : 32161.101318 ∣ critic_nllloss : 25860.122070 ∣ critic_ganloss : -132.332671 ∣ generator_nllloss : 5261.143555 ∣ generator_ganloss : 1226.630957 ∣     [  std_z : 0.98  real_sub_fake : 537.42 ]
[  epoch 0038/0040] 3560/4800, lr:1.3e-05 ∣ avg_100 : 32157.788771 ∣ critic_nllloss : 25866.026562 ∣ critic_ganloss : -165.181921 ∣ generator_nllloss : 5120.606836 ∣ generator_ganloss : 1222.960254 ∣     [  std_z : 0.99  real_sub_fake : 518.59 ]
[  epoch 0038/0040] 3570/4800, lr:1.3e-05 ∣ avg_100 : 32159.774508 ∣ critic_nllloss : 25934.131641 ∣ critic_ganloss : -106.961455 ∣ generator_nllloss : 5200.748828 ∣ generator_ganloss : 1213.402344 ∣     [  std_z : 0.99  real_sub_fake : 530.28 ]
[  epoch 0038/0040] 3580/4800, lr:1.3e-05 ∣ avg_100 : 32162.102938 ∣ critic_nllloss : 26098.747070 ∣ critic_ganloss : -167.773483 ∣ generator_nllloss : 5230.393945 ∣ generator_ganloss : 1220.062451 ∣     [  std_z : 0.99  real_sub_fake : 582.99 ]
[  epoch 0038/0040] 3590/4800, lr:1.3e-05 ∣ avg_100 : 32163.147463 ∣ critic_nllloss : 26023.596680 ∣ critic_ganloss : -145.294666 ∣ generator_nllloss : 5182.968945 ∣ generator_ganloss : 1214.343750 ∣     [  std_z : 1.00  real_sub_fake : 602.73 ]
[  epoch 0038/0040] 3600/4800, lr:1.3e-05 ∣ avg_100 : 32163.303979 ∣ critic_nllloss : 25841.471875 ∣ critic_ganloss : -141.787650 ∣ generator_nllloss : 5254.242578 ∣ generator_ganloss : 1225.351855 ∣     [  std_z : 0.99  real_sub_fake : 589.81 ]
[  epoch 0038/0040] 3610/4800, lr:1.3e-05 ∣ avg_100 : 32159.143582 ∣ critic_nllloss : 25675.210938 ∣ critic_ganloss : -168.906097 ∣ generator_nllloss : 5017.549219 ∣ generator_ganloss : 1220.655518 ∣     [  std_z : 0.99  real_sub_fake : 601.65 ]
[  epoch 0038/0040] 3620/4800, lr:1.3e-05 ∣ avg_100 : 32160.861458 ∣ critic_nllloss : 25880.068164 ∣ critic_ganloss : -130.388531 ∣ generator_nllloss : 5067.258008 ∣ generator_ganloss : 1223.493701 ∣     [  std_z : 1.00  real_sub_fake : 571.07 ]
[  epoch 0038/0040] 3630/4800, lr:1.3e-05 ∣ avg_100 : 32160.622911 ∣ critic_nllloss : 25870.995117 ∣ critic_ganloss : -122.114413 ∣ generator_nllloss : 5069.200781 ∣ generator_ganloss : 1215.247266 ∣     [  std_z : 1.00  real_sub_fake : 568.21 ]
[  epoch 0038/0040] 3640/4800, lr:1.3e-05 ∣ avg_100 : 32161.514645 ∣ critic_nllloss : 26028.094336 ∣ critic_ganloss : -90.793591 ∣ generator_nllloss : 5244.262695 ∣ generator_ganloss : 1217.371973 ∣  [  std_z : 1.00  real_sub_fake : 600.72 ]
[  epoch 0038/0040] 3650/4800, lr:1.3e-05 ∣ avg_100 : 32159.584207 ∣ critic_nllloss : 25767.970508 ∣ critic_ganloss : -120.479559 ∣ generator_nllloss : 5117.420703 ∣ generator_ganloss : 1239.767383 ∣     [  std_z : 0.99  real_sub_fake : 339.14 ]
[  epoch 0038/0040] 3660/4800, lr:1.3e-05 ∣ avg_100 : 32159.700691 ∣ critic_nllloss : 26039.169336 ∣ critic_ganloss : -110.138312 ∣ generator_nllloss : 5248.696484 ∣ generator_ganloss : 1222.261133 ∣     [  std_z : 1.00  real_sub_fake : 306.53 ]
[  epoch 0038/0040] 3670/4800, lr:1.3e-05 ∣ avg_100 : 32155.447825 ∣ critic_nllloss : 25923.852734 ∣ critic_ganloss : -120.914048 ∣ generator_nllloss : 5213.770898 ∣ generator_ganloss : 1197.269531 ∣     [  std_z : 1.00  real_sub_fake : 366.12 ]
[  epoch 0038/0040] 3680/4800, lr:1.3e-05 ∣ avg_100 : 32154.981331 ∣ critic_nllloss : 25912.234766 ∣ critic_ganloss : -145.389212 ∣ generator_nllloss : 5172.483203 ∣ generator_ganloss : 1192.357617 ∣     [  std_z : 1.00  real_sub_fake : 434.54 ]
[  epoch 0038/0040] 3690/4800, lr:1.3e-05 ∣ avg_100 : 32154.721387 ∣ critic_nllloss : 25905.376758 ∣ critic_ganloss : -143.810153 ∣ generator_nllloss : 5148.030078 ∣ generator_ganloss : 1193.214355 ∣     [  std_z : 0.99  real_sub_fake : 506.54 ]
[  epoch 0038/0040] 3700/4800, lr:1.3e-05 ∣ avg_100 : 32149.733319 ∣ critic_nllloss : 25787.610938 ∣ critic_ganloss : -159.643451 ∣ generator_nllloss : 5189.282031 ∣ generator_ganloss : 1190.743164 ∣     [  std_z : 0.99  real_sub_fake : 515.26 ]
[  epoch 0038/0040] 3710/4800, lr:1.3e-05 ∣ avg_100 : 32151.100346 ∣ critic_nllloss : 26078.733008 ∣ critic_ganloss : -163.594643 ∣ generator_nllloss : 5109.706445 ∣ generator_ganloss : 1193.206982 ∣     [  std_z : 0.99  real_sub_fake : 660.21 ]
[  epoch 0038/0040] 3720/4800, lr:1.3e-05 ∣ avg_100 : 32156.462174 ∣ critic_nllloss : 26144.127148 ∣ critic_ganloss : -152.691290 ∣ generator_nllloss : 5343.000000 ∣ generator_ganloss : 1220.742285 ∣     [  std_z : 0.99  real_sub_fake : 529.45 ]
[  epoch 0038/0040] 3730/4800, lr:1.3e-05 ∣ avg_100 : 32156.492045 ∣ critic_nllloss : 25907.842187 ∣ critic_ganloss : -133.977522 ∣ generator_nllloss : 5220.749414 ∣ generator_ganloss : 1217.595020 ∣     [  std_z : 1.00  real_sub_fake : 489.53 ]
[  epoch 0038/0040] 3740/4800, lr:1.3e-05 ∣ avg_100 : 32157.355172 ∣ critic_nllloss : 25933.539062 ∣ critic_ganloss : -151.658458 ∣ generator_nllloss : 5163.984570 ∣ generator_ganloss : 1210.127051 ∣     [  std_z : 1.00  real_sub_fake : 589.16 ]
[  epoch 0038/0040] 3750/4800, lr:1.3e-05 ∣ avg_100 : 32159.408360 ∣ critic_nllloss : 26004.476172 ∣ critic_ganloss : -163.083862 ∣ generator_nllloss : 5241.435547 ∣ generator_ganloss : 1207.654736 ∣     [  std_z : 0.99  real_sub_fake : 596.56 ]
[  epoch 0038/0040] 3760/4800, lr:1.3e-05 ∣ avg_100 : 32160.154959 ∣ critic_nllloss : 26021.257812 ∣ critic_ganloss : -172.885725 ∣ generator_nllloss : 5234.682813 ∣ generator_ganloss : 1221.305273 ∣     [  std_z : 1.00  real_sub_fake : 532.95 ]
[  epoch 0038/0040] 3770/4800, lr:1.3e-05 ∣ avg_100 : 32161.742860 ∣ critic_nllloss : 26038.584375 ∣ critic_ganloss : -157.486565 ∣ generator_nllloss : 5195.752734 ∣ generator_ganloss : 1214.661670 ∣     [  std_z : 0.99  real_sub_fake : 674.04 ]
[  epoch 0038/0040] 3780/4800, lr:1.3e-05 ∣ avg_100 : 32158.377266 ∣ critic_nllloss : 25716.623242 ∣ critic_ganloss : -220.760423 ∣ generator_nllloss : 5130.237500 ∣ generator_ganloss : 1215.232812 ∣     [  std_z : 0.99  real_sub_fake : 646.27 ]
[  epoch 0038/0040] 3790/4800, lr:1.3e-05 ∣ avg_100 : 32165.186447 ∣ critic_nllloss : 26222.404687 ∣ critic_ganloss : -131.247420 ∣ generator_nllloss : 5272.592969 ∣ generator_ganloss : 1223.753516 ∣     [  std_z : 1.00  real_sub_fake : 604.98 ]
[  epoch 0038/0040] 3800/4800, lr:1.3e-05 ∣ avg_100 : 32162.805703 ∣ critic_nllloss : 25714.365234 ∣ critic_ganloss : -143.424455 ∣ generator_nllloss : 5118.146289 ∣ generator_ganloss : 1229.591553 ∣     [  std_z : 0.99  real_sub_fake : 559.14 ]
[  epoch 0038/0040] 3810/4800, lr:1.3e-05 ∣ avg_100 : 32160.912300 ∣ critic_nllloss : 26052.048828 ∣ critic_ganloss : -170.454821 ∣ generator_nllloss : 5161.386133 ∣ generator_ganloss : 1223.540527 ∣     [  std_z : 0.99  real_sub_fake : 585.93 ]
[  epoch 0038/0040] 3820/4800, lr:1.3e-05 ∣ avg_100 : 32160.469308 ∣ critic_nllloss : 25907.891406 ∣ critic_ganloss : -157.628082 ∣ generator_nllloss : 5169.724219 ∣ generator_ganloss : 1216.837451 ∣     [  std_z : 0.99  real_sub_fake : 680.31 ]
[  epoch 0038/0040] 3830/4800, lr:1.3e-05 ∣ avg_100 : 32157.246819 ∣ critic_nllloss : 25693.570117 ∣ critic_ganloss : -164.104485 ∣ generator_nllloss : 5257.490234 ∣ generator_ganloss : 1234.809424 ∣     [  std_z : 0.99  real_sub_fake : 536.83 ]
[  epoch 0038/0040] 3840/4800, lr:1.3e-05 ∣ avg_100 : 32160.935925 ∣ critic_nllloss : 25959.094531 ∣ critic_ganloss : -150.054256 ∣ generator_nllloss : 5259.467578 ∣ generator_ganloss : 1216.685791 ∣     [  std_z : 0.99  real_sub_fake : 682.39 ]
[  epoch 0038/0040] 3850/4800, lr:1.3e-05 ∣ avg_100 : 32164.352685 ∣ critic_nllloss : 26154.467578 ∣ critic_ganloss : -111.390196 ∣ generator_nllloss : 5228.839844 ∣ generator_ganloss : 1220.610107 ∣     [  std_z : 0.99  real_sub_fake : 642.62 ]
[  epoch 0038/0040] 3860/4800, lr:1.3e-05 ∣ avg_100 : 32164.504559 ∣ critic_nllloss : 25837.213477 ∣ critic_ganloss : -139.727007 ∣ generator_nllloss : 5181.679297 ∣ generator_ganloss : 1224.530762 ∣     [  std_z : 1.00  real_sub_fake : 501.84 ]
[  epoch 0038/0040] 3870/4800, lr:1.3e-05 ∣ avg_100 : 32161.025944 ∣ critic_nllloss : 25781.083984 ∣ critic_ganloss : -154.445663 ∣ generator_nllloss : 5116.676172 ∣ generator_ganloss : 1209.644482 ∣     [  std_z : 0.99  real_sub_fake : 497.12 ]
[  epoch 0038/0040] 3880/4800, lr:1.3e-05 ∣ avg_100 : 32161.147753 ∣ critic_nllloss : 25854.462500 ∣ critic_ganloss : -177.059959 ∣ generator_nllloss : 5165.080273 ∣ generator_ganloss : 1210.982275 ∣     [  std_z : 0.99  real_sub_fake : 553.50 ]
[  epoch 0038/0040] 3890/4800, lr:1.3e-05 ∣ avg_100 : 32161.885343 ∣ critic_nllloss : 25832.875977 ∣ critic_ganloss : -189.072961 ∣ generator_nllloss : 5178.543945 ∣ generator_ganloss : 1213.065967 ∣     [  std_z : 0.99  real_sub_fake : 564.12 ]
[  epoch 0038/0040] 3900/4800, lr:1.3e-05 ∣ avg_100 : 32161.251420 ∣ critic_nllloss : 25930.685352 ∣ critic_ganloss : -137.031438 ∣ generator_nllloss : 5135.288867 ∣ generator_ganloss : 1219.766309 ∣     [  std_z : 0.99  real_sub_fake : 594.17 ]
[  epoch 0038/0040] 3910/4800, lr:1.3e-05 ∣ avg_100 : 32162.049880 ∣ critic_nllloss : 25920.095508 ∣ critic_ganloss : -109.722279 ∣ generator_nllloss : 5217.979492 ∣ generator_ganloss : 1224.048828 ∣     [  std_z : 0.99  real_sub_fake : 411.10 ]
[  epoch 0038/0040] 3920/4800, lr:1.3e-05 ∣ avg_100 : 32161.490855 ∣ critic_nllloss : 25843.039453 ∣ critic_ganloss : -127.747083 ∣ generator_nllloss : 5127.991992 ∣ generator_ganloss : 1200.439063 ∣     [  std_z : 0.99  real_sub_fake : 606.58 ]
[  epoch 0038/0040] 3930/4800, lr:1.3e-05 ∣ avg_100 : 32157.473240 ∣ critic_nllloss : 25735.596680 ∣ critic_ganloss : -146.287567 ∣ generator_nllloss : 5134.503125 ∣ generator_ganloss : 1208.330566 ∣     [  std_z : 1.00  real_sub_fake : 561.49 ]
[  epoch 0038/0040] 3940/4800, lr:1.3e-05 ∣ avg_100 : 32158.031887 ∣ critic_nllloss : 26031.596289 ∣ critic_ganloss : -155.063882 ∣ generator_nllloss : 5227.819531 ∣ generator_ganloss : 1209.483301 ∣     [  std_z : 1.00  real_sub_fake : 501.90 ]
[  epoch 0038/0040] 3950/4800, lr:1.3e-05 ∣ avg_100 : 32158.891546 ∣ critic_nllloss : 25963.975781 ∣ critic_ganloss : -148.680881 ∣ generator_nllloss : 5179.287500 ∣ generator_ganloss : 1212.574756 ∣     [  std_z : 1.00  real_sub_fake : 511.56 ]
[  epoch 0038/0040] 3960/4800, lr:1.3e-05 ∣ avg_100 : 32155.850108 ∣ critic_nllloss : 25663.895508 ∣ critic_ganloss : -191.061581 ∣ generator_nllloss : 5193.608594 ∣ generator_ganloss : 1213.254688 ∣     [  std_z : 1.00  real_sub_fake : 579.70 ]
[  epoch 0038/0040] 3970/4800, lr:1.3e-05 ∣ avg_100 : 32156.725057 ∣ critic_nllloss : 25978.899805 ∣ critic_ganloss : -178.982901 ∣ generator_nllloss : 5161.228906 ∣ generator_ganloss : 1218.156152 ∣     [  std_z : 0.99  real_sub_fake : 595.74 ]
[  epoch 0038/0040] 3980/4800, lr:1.3e-05 ∣ avg_100 : 32155.967482 ∣ critic_nllloss : 25988.078711 ∣ critic_ganloss : -167.699188 ∣ generator_nllloss : 5095.592383 ∣ generator_ganloss : 1219.861084 ∣     [  std_z : 0.99  real_sub_fake : 669.58 ]
[  epoch 0038/0040] 3990/4800, lr:1.3e-05 ∣ avg_100 : 32155.401661 ∣ critic_nllloss : 26040.386523 ∣ critic_ganloss : -114.152084 ∣ generator_nllloss : 5191.088867 ∣ generator_ganloss : 1225.400342 ∣     [  std_z : 1.00  real_sub_fake : 473.67 ]
[  epoch 0038/0040] 4000/4800, lr:1.3e-05 ∣ avg_100 : 32156.535979 ∣ critic_nllloss : 25695.911328 ∣ critic_ganloss : -126.967609 ∣ generator_nllloss : 5216.379883 ∣ generator_ganloss : 1211.180713 ∣     [  std_z : 0.99  real_sub_fake : 529.30 ]
[  epoch 0038/0040] 4010/4800, lr:1.3e-05 ∣ avg_100 : 32156.150718 ∣ critic_nllloss : 25757.683398 ∣ critic_ganloss : -154.899275 ∣ generator_nllloss : 5174.643750 ∣ generator_ganloss : 1217.262012 ∣     [  std_z : 0.99  real_sub_fake : 507.32 ]
[  epoch 0038/0040] 4020/4800, lr:1.3e-05 ∣ avg_100 : 32157.356016 ∣ critic_nllloss : 25749.729297 ∣ critic_ganloss : -124.610844 ∣ generator_nllloss : 5244.440625 ∣ generator_ganloss : 1215.312012 ∣     [  std_z : 0.99  real_sub_fake : 555.07 ]
[  epoch 0038/0040] 4030/4800, lr:1.3e-05 ∣ avg_100 : 32160.442449 ∣ critic_nllloss : 26128.841406 ∣ critic_ganloss : -128.811430 ∣ generator_nllloss : 5223.260938 ∣ generator_ganloss : 1235.604932 ∣     [  std_z : 0.99  real_sub_fake : 454.49 ]
[  epoch 0038/0040] 4040/4800, lr:1.3e-05 ∣ avg_100 : 32159.560757 ∣ critic_nllloss : 25926.359570 ∣ critic_ganloss : -133.307908 ∣ generator_nllloss : 5133.168750 ∣ generator_ganloss : 1213.728320 ∣     [  std_z : 0.99  real_sub_fake : 473.99 ]
[  epoch 0038/0040] 4050/4800, lr:1.3e-05 ∣ avg_100 : 32162.461521 ∣ critic_nllloss : 26145.369531 ∣ critic_ganloss : -109.137175 ∣ generator_nllloss : 5273.744531 ∣ generator_ganloss : 1209.571338 ∣     [  std_z : 1.00  real_sub_fake : 530.83 ]
[  epoch 0038/0040] 4060/4800, lr:1.3e-05 ∣ avg_100 : 32161.133826 ∣ critic_nllloss : 25820.891016 ∣ critic_ganloss : -174.092744 ∣ generator_nllloss : 5212.899219 ∣ generator_ganloss : 1228.646045 ∣     [  std_z : 0.99  real_sub_fake : 514.87 ]
[  epoch 0038/0040] 4070/4800, lr:1.3e-05 ∣ avg_100 : 32157.332809 ∣ critic_nllloss : 25793.829883 ∣ critic_ganloss : -146.174559 ∣ generator_nllloss : 5118.179883 ∣ generator_ganloss : 1226.205811 ∣     [  std_z : 0.99  real_sub_fake : 551.58 ]
[  epoch 0038/0040] 4080/4800, lr:1.3e-05 ∣ avg_100 : 32157.747383 ∣ critic_nllloss : 25949.770898 ∣ critic_ganloss : -167.080236 ∣ generator_nllloss : 5189.490234 ∣ generator_ganloss : 1228.700684 ∣     [  std_z : 0.99  real_sub_fake : 573.82 ]
[  epoch 0038/0040] 4090/4800, lr:1.3e-05 ∣ avg_100 : 32154.889734 ∣ critic_nllloss : 25969.926953 ∣ critic_ganloss : -149.126663 ∣ generator_nllloss : 5186.055664 ∣ generator_ganloss : 1221.388965 ∣     [  std_z : 0.99  real_sub_fake : 658.40 ]
[  epoch 0038/0040] 4100/4800, lr:1.3e-05 ∣ avg_100 : 32158.434198 ∣ critic_nllloss : 25997.452344 ∣ critic_ganloss : -83.225293 ∣ generator_nllloss : 5245.866992 ∣ generator_ganloss : 1223.800830 ∣  [  std_z : 0.99  real_sub_fake : 552.05 ]
[  epoch 0038/0040] 4110/4800, lr:1.3e-05 ∣ avg_100 : 32159.569540 ∣ critic_nllloss : 25934.125391 ∣ critic_ganloss : -139.060379 ∣ generator_nllloss : 5091.957031 ∣ generator_ganloss : 1219.017578 ∣     [  std_z : 0.99  real_sub_fake : 548.43 ]
[  epoch 0038/0040] 4120/4800, lr:1.3e-05 ∣ avg_100 : 32159.294632 ∣ critic_nllloss : 25897.640820 ∣ critic_ganloss : -148.240659 ∣ generator_nllloss : 5177.700000 ∣ generator_ganloss : 1222.662500 ∣     [  std_z : 1.00  real_sub_fake : 498.84 ]
[  epoch 0038/0040] 4130/4800, lr:1.3e-05 ∣ avg_100 : 32160.440458 ∣ critic_nllloss : 26024.626758 ∣ critic_ganloss : -142.189189 ∣ generator_nllloss : 5168.902148 ∣ generator_ganloss : 1223.324414 ∣     [  std_z : 0.99  real_sub_fake : 500.93 ]
[  epoch 0038/0040] 4140/4800, lr:1.3e-05 ∣ avg_100 : 32157.254896 ∣ critic_nllloss : 25636.627539 ∣ critic_ganloss : -135.049670 ∣ generator_nllloss : 5097.903320 ∣ generator_ganloss : 1214.770508 ∣     [  std_z : 0.99  real_sub_fake : 512.40 ]
[  epoch 0038/0040] 4150/4800, lr:1.3e-05 ∣ avg_100 : 32153.328613 ∣ critic_nllloss : 25692.398633 ∣ critic_ganloss : -193.046407 ∣ generator_nllloss : 5159.621680 ∣ generator_ganloss : 1215.118799 ∣     [  std_z : 0.99  real_sub_fake : 591.19 ]
[  epoch 0038/0040] 4160/4800, lr:1.3e-05 ∣ avg_100 : 32154.070286 ∣ critic_nllloss : 25767.986914 ∣ critic_ganloss : -162.065070 ∣ generator_nllloss : 5175.985937 ∣ generator_ganloss : 1221.523975 ∣     [  std_z : 1.00  real_sub_fake : 594.22 ]
[  epoch 0038/0040] 4170/4800, lr:1.3e-05 ∣ avg_100 : 32153.260784 ∣ critic_nllloss : 25818.810937 ∣ critic_ganloss : -162.013806 ∣ generator_nllloss : 5115.948828 ∣ generator_ganloss : 1226.783105 ∣     [  std_z : 1.00  real_sub_fake : 554.65 ]
[  epoch 0038/0040] 4180/4800, lr:1.3e-05 ∣ avg_100 : 32156.173028 ∣ critic_nllloss : 25926.522852 ∣ critic_ganloss : -143.440208 ∣ generator_nllloss : 5166.878711 ∣ generator_ganloss : 1224.210156 ∣     [  std_z : 0.99  real_sub_fake : 543.45 ]
[  epoch 0038/0040] 4190/4800, lr:1.3e-05 ∣ avg_100 : 32152.367651 ∣ critic_nllloss : 26037.407227 ∣ critic_ganloss : -161.848531 ∣ generator_nllloss : 5181.917969 ∣ generator_ganloss : 1218.546436 ∣     [  std_z : 0.99  real_sub_fake : 585.59 ]
[  epoch 0038/0040] 4200/4800, lr:1.3e-05 ∣ avg_100 : 32151.172265 ∣ critic_nllloss : 25939.573437 ∣ critic_ganloss : -208.870218 ∣ generator_nllloss : 5167.998828 ∣ generator_ganloss : 1225.454980 ∣     [  std_z : 0.99  real_sub_fake : 623.59 ]
[  epoch 0038/0040] 4210/4800, lr:1.3e-05 ∣ avg_100 : 32150.346036 ∣ critic_nllloss : 25860.754297 ∣ critic_ganloss : -126.263171 ∣ generator_nllloss : 5088.526563 ∣ generator_ganloss : 1236.688477 ∣     [  std_z : 0.99  real_sub_fake : 489.24 ]
[  epoch 0038/0040] 4220/4800, lr:1.3e-05 ∣ avg_100 : 32149.813029 ∣ critic_nllloss : 25900.725195 ∣ critic_ganloss : -197.454045 ∣ generator_nllloss : 5190.254102 ∣ generator_ganloss : 1221.415283 ∣     [  std_z : 0.99  real_sub_fake : 574.17 ]
[  epoch 0038/0040] 4230/4800, lr:1.3e-05 ∣ avg_100 : 32148.222636 ∣ critic_nllloss : 25741.767383 ∣ critic_ganloss : -174.895454 ∣ generator_nllloss : 5210.326563 ∣ generator_ganloss : 1206.079443 ∣     [  std_z : 1.00  real_sub_fake : 646.36 ]
[  epoch 0038/0040] 4240/4800, lr:1.3e-05 ∣ avg_100 : 32149.079342 ∣ critic_nllloss : 26035.918164 ∣ critic_ganloss : -159.898053 ∣ generator_nllloss : 5213.267187 ∣ generator_ganloss : 1224.658789 ∣     [  std_z : 1.00  real_sub_fake : 680.40 ]
[  epoch 0038/0040] 4250/4800, lr:1.3e-05 ∣ avg_100 : 32148.906356 ∣ critic_nllloss : 26012.778516 ∣ critic_ganloss : -159.688699 ∣ generator_nllloss : 5176.827734 ∣ generator_ganloss : 1230.730762 ∣     [  std_z : 0.99  real_sub_fake : 545.52 ]
[  epoch 0038/0040] 4260/4800, lr:1.3e-05 ∣ avg_100 : 32153.488625 ∣ critic_nllloss : 25998.467383 ∣ critic_ganloss : -136.234637 ∣ generator_nllloss : 5298.240430 ∣ generator_ganloss : 1205.246631 ∣     [  std_z : 1.00  real_sub_fake : 660.47 ]
[  epoch 0038/0040] 4270/4800, lr:1.3e-05 ∣ avg_100 : 32154.915687 ∣ critic_nllloss : 25903.451758 ∣ critic_ganloss : -166.592978 ∣ generator_nllloss : 5193.429297 ∣ generator_ganloss : 1229.546973 ∣     [  std_z : 0.99  real_sub_fake : 597.71 ]
[  epoch 0038/0040] 4280/4800, lr:1.3e-05 ∣ avg_100 : 32158.329712 ∣ critic_nllloss : 26061.505664 ∣ critic_ganloss : -129.828076 ∣ generator_nllloss : 5212.460156 ∣ generator_ganloss : 1237.506445 ∣     [  std_z : 0.99  real_sub_fake : 502.73 ]
[  epoch 0038/0040] 4290/4800, lr:1.3e-05 ∣ avg_100 : 32163.128734 ∣ critic_nllloss : 26071.453711 ∣ critic_ganloss : -98.688159 ∣ generator_nllloss : 5255.664648 ∣ generator_ganloss : 1222.283838 ∣  [  std_z : 0.99  real_sub_fake : 552.91 ]
[  epoch 0038/0040] 4300/4800, lr:1.3e-05 ∣ avg_100 : 32164.876504 ∣ critic_nllloss : 26035.811133 ∣ critic_ganloss : -134.694093 ∣ generator_nllloss : 5235.253711 ∣ generator_ganloss : 1226.074316 ∣     [  std_z : 0.99  real_sub_fake : 516.36 ]
[  epoch 0038/0040] 4310/4800, lr:1.3e-05 ∣ avg_100 : 32159.717098 ∣ critic_nllloss : 25914.896289 ∣ critic_ganloss : -171.115398 ∣ generator_nllloss : 5075.179688 ∣ generator_ganloss : 1230.542383 ∣     [  std_z : 1.00  real_sub_fake : 556.46 ]
[  epoch 0038/0040] 4320/4800, lr:1.3e-05 ∣ avg_100 : 32159.427473 ∣ critic_nllloss : 25961.375977 ∣ critic_ganloss : -173.954703 ∣ generator_nllloss : 5220.360547 ∣ generator_ganloss : 1226.624951 ∣     [  std_z : 1.00  real_sub_fake : 554.84 ]
[  epoch 0038/0040] 4330/4800, lr:1.3e-05 ∣ avg_100 : 32159.369880 ∣ critic_nllloss : 25793.879883 ∣ critic_ganloss : -143.949678 ∣ generator_nllloss : 5255.269531 ∣ generator_ganloss : 1233.339648 ∣     [  std_z : 1.00  real_sub_fake : 564.87 ]
[  epoch 0038/0040] 4340/4800, lr:1.3e-05 ∣ avg_100 : 32158.528122 ∣ critic_nllloss : 25929.091211 ∣ critic_ganloss : -65.079436 ∣ generator_nllloss : 5163.225000 ∣ generator_ganloss : 1230.584473 ∣  [  std_z : 1.00  real_sub_fake : 519.42 ]
[  epoch 0038/0040] 4350/4800, lr:1.3e-05 ∣ avg_100 : 32157.855134 ∣ critic_nllloss : 25942.953320 ∣ critic_ganloss : -103.622792 ∣ generator_nllloss : 5176.489453 ∣ generator_ganloss : 1230.359424 ∣     [  std_z : 0.99  real_sub_fake : 450.98 ]
[  epoch 0038/0040] 4360/4800, lr:1.3e-05 ∣ avg_100 : 32158.852482 ∣ critic_nllloss : 25915.787109 ∣ critic_ganloss : -113.286169 ∣ generator_nllloss : 5248.604688 ∣ generator_ganloss : 1212.281152 ∣     [  std_z : 0.99  real_sub_fake : 484.50 ]
[  epoch 0038/0040] 4370/4800, lr:1.3e-05 ∣ avg_100 : 32160.441240 ∣ critic_nllloss : 25955.571484 ∣ critic_ganloss : -162.657642 ∣ generator_nllloss : 5176.552539 ∣ generator_ganloss : 1220.742188 ∣     [  std_z : 0.99  real_sub_fake : 477.78 ]
[  epoch 0038/0040] 4380/4800, lr:1.3e-05 ∣ avg_100 : 32159.739749 ∣ critic_nllloss : 25711.786328 ∣ critic_ganloss : -110.297153 ∣ generator_nllloss : 5151.823828 ∣ generator_ganloss : 1219.885840 ∣     [  std_z : 0.99  real_sub_fake : 500.63 ]
[  epoch 0038/0040] 4390/4800, lr:1.3e-05 ∣ avg_100 : 32159.651371 ∣ critic_nllloss : 25830.680273 ∣ critic_ganloss : -166.835812 ∣ generator_nllloss : 5182.430859 ∣ generator_ganloss : 1215.048730 ∣     [  std_z : 0.99  real_sub_fake : 515.68 ]
[  epoch 0038/0040] 4400/4800, lr:1.3e-05 ∣ avg_100 : 32159.925048 ∣ critic_nllloss : 26015.177344 ∣ critic_ganloss : -133.824931 ∣ generator_nllloss : 5135.980078 ∣ generator_ganloss : 1223.495996 ∣     [  std_z : 1.00  real_sub_fake : 554.34 ]
[  epoch 0038/0040] 4410/4800, lr:1.3e-05 ∣ avg_100 : 32163.235925 ∣ critic_nllloss : 26095.001758 ∣ critic_ganloss : -198.104669 ∣ generator_nllloss : 5265.134180 ∣ generator_ganloss : 1236.318945 ∣     [  std_z : 1.00  real_sub_fake : 564.69 ]
[  epoch 0038/0040] 4420/4800, lr:1.3e-05 ∣ avg_100 : 32163.196888 ∣ critic_nllloss : 25759.518359 ∣ critic_ganloss : -131.801926 ∣ generator_nllloss : 5250.057031 ∣ generator_ganloss : 1232.951904 ∣     [  std_z : 1.00  real_sub_fake : 558.98 ]
[  epoch 0038/0040] 4430/4800, lr:1.3e-05 ∣ avg_100 : 32161.359843 ∣ critic_nllloss : 25836.354883 ∣ critic_ganloss : -179.334746 ∣ generator_nllloss : 5185.715625 ∣ generator_ganloss : 1217.695605 ∣     [  std_z : 0.99  real_sub_fake : 649.90 ]
[  epoch 0038/0040] 4440/4800, lr:1.3e-05 ∣ avg_100 : 32164.622741 ∣ critic_nllloss : 25932.677930 ∣ critic_ganloss : -99.480070 ∣ generator_nllloss : 5175.926367 ∣ generator_ganloss : 1235.470898 ∣  [  std_z : 0.99  real_sub_fake : 561.57 ]
[  epoch 0038/0040] 4450/4800, lr:1.3e-05 ∣ avg_100 : 32164.090422 ∣ critic_nllloss : 25750.307617 ∣ critic_ganloss : -160.015950 ∣ generator_nllloss : 5131.092188 ∣ generator_ganloss : 1234.790918 ∣     [  std_z : 0.99  real_sub_fake : 466.61 ]
[  epoch 0038/0040] 4460/4800, lr:1.3e-05 ∣ avg_100 : 32165.114448 ∣ critic_nllloss : 26035.470508 ∣ critic_ganloss : -183.121127 ∣ generator_nllloss : 5309.300391 ∣ generator_ganloss : 1211.304980 ∣     [  std_z : 0.99  real_sub_fake : 629.15 ]
[  epoch 0038/0040] 4470/4800, lr:1.3e-05 ∣ avg_100 : 32167.153612 ∣ critic_nllloss : 25980.576562 ∣ critic_ganloss : -130.781647 ∣ generator_nllloss : 5209.521875 ∣ generator_ganloss : 1227.035791 ∣     [  std_z : 1.00  real_sub_fake : 565.74 ]
[  epoch 0038/0040] 4480/4800, lr:1.3e-05 ∣ avg_100 : 32168.718607 ∣ critic_nllloss : 25768.838672 ∣ critic_ganloss : -179.727087 ∣ generator_nllloss : 5185.731250 ∣ generator_ganloss : 1233.464355 ∣     [  std_z : 1.00  real_sub_fake : 553.75 ]
[  epoch 0038/0040] 4490/4800, lr:1.3e-05 ∣ avg_100 : 32168.090070 ∣ critic_nllloss : 25914.749805 ∣ critic_ganloss : -200.403174 ∣ generator_nllloss : 5225.574219 ∣ generator_ganloss : 1222.123828 ∣     [  std_z : 0.99  real_sub_fake : 591.66 ]
[  epoch 0038/0040] 4500/4800, lr:1.3e-05 ∣ avg_100 : 32168.368826 ∣ critic_nllloss : 25950.523047 ∣ critic_ganloss : -147.753888 ∣ generator_nllloss : 5180.088086 ∣ generator_ganloss : 1223.244189 ∣     [  std_z : 1.00  real_sub_fake : 600.31 ]
[  epoch 0038/0040] 4510/4800, lr:1.3e-05 ∣ avg_100 : 32168.682286 ∣ critic_nllloss : 25902.026562 ∣ critic_ganloss : -123.730864 ∣ generator_nllloss : 5129.487109 ∣ generator_ganloss : 1234.563281 ∣     [  std_z : 0.99  real_sub_fake : 581.32 ]
[  epoch 0038/0040] 4520/4800, lr:1.3e-05 ∣ avg_100 : 32168.905741 ∣ critic_nllloss : 25717.181641 ∣ critic_ganloss : -126.975716 ∣ generator_nllloss : 5091.942187 ∣ generator_ganloss : 1231.478857 ∣     [  std_z : 0.99  real_sub_fake : 547.72 ]
[  epoch 0038/0040] 4530/4800, lr:1.3e-05 ∣ avg_100 : 32170.922065 ∣ critic_nllloss : 25921.927930 ∣ critic_ganloss : -165.645897 ∣ generator_nllloss : 5293.723828 ∣ generator_ganloss : 1232.778125 ∣     [  std_z : 0.99  real_sub_fake : 594.45 ]
[  epoch 0038/0040] 4540/4800, lr:1.3e-05 ∣ avg_100 : 32168.277706 ∣ critic_nllloss : 25925.229492 ∣ critic_ganloss : -214.113382 ∣ generator_nllloss : 5163.085156 ∣ generator_ganloss : 1241.359229 ∣     [  std_z : 1.00  real_sub_fake : 625.64 ]
[  epoch 0038/0040] 4550/4800, lr:1.3e-05 ∣ avg_100 : 32170.378212 ∣ critic_nllloss : 26044.767969 ∣ critic_ganloss : -97.023557 ∣ generator_nllloss : 5229.732227 ∣ generator_ganloss : 1248.137891 ∣  [  std_z : 1.00  real_sub_fake : 584.78 ]
[  epoch 0038/0040] 4560/4800, lr:1.3e-05 ∣ avg_100 : 32172.579496 ∣ critic_nllloss : 25950.331250 ∣ critic_ganloss : -183.297229 ∣ generator_nllloss : 5256.068359 ∣ generator_ganloss : 1241.437744 ∣     [  std_z : 1.00  real_sub_fake : 588.19 ]
[  epoch 0038/0040] 4570/4800, lr:1.3e-05 ∣ avg_100 : 32168.997237 ∣ critic_nllloss : 25743.230664 ∣ critic_ganloss : -210.411205 ∣ generator_nllloss : 5121.074023 ∣ generator_ganloss : 1229.201953 ∣     [  std_z : 0.99  real_sub_fake : 593.37 ]
[  epoch 0038/0040] 4580/4800, lr:1.3e-05 ∣ avg_100 : 32167.181097 ∣ critic_nllloss : 25877.543164 ∣ critic_ganloss : -158.028528 ∣ generator_nllloss : 5235.128906 ∣ generator_ganloss : 1245.172461 ∣     [  std_z : 0.98  real_sub_fake : 580.80 ]
[  epoch 0038/0040] 4590/4800, lr:1.3e-05 ∣ avg_100 : 32165.944826 ∣ critic_nllloss : 25893.495117 ∣ critic_ganloss : -58.478797 ∣ generator_nllloss : 5068.819727 ∣ generator_ganloss : 1248.151562 ∣  [  std_z : 0.99  real_sub_fake : 399.61 ]
[  epoch 0038/0040] 4600/4800, lr:1.3e-05 ∣ avg_100 : 32166.717175 ∣ critic_nllloss : 26027.026758 ∣ critic_ganloss : -128.949693 ∣ generator_nllloss : 5136.208594 ∣ generator_ganloss : 1222.227881 ∣     [  std_z : 0.99  real_sub_fake : 488.11 ]
[  epoch 0038/0040] 4610/4800, lr:1.3e-05 ∣ avg_100 : 32173.603585 ∣ critic_nllloss : 26176.209766 ∣ critic_ganloss : -149.839200 ∣ generator_nllloss : 5179.139453 ∣ generator_ganloss : 1227.640576 ∣     [  std_z : 1.00  real_sub_fake : 490.78 ]
[  epoch 0038/0040] 4620/4800, lr:1.3e-05 ∣ avg_100 : 32173.876859 ∣ critic_nllloss : 25787.779492 ∣ critic_ganloss : -113.782414 ∣ generator_nllloss : 5163.228516 ∣ generator_ganloss : 1230.533105 ∣     [  std_z : 1.00  real_sub_fake : 481.92 ]
[  epoch 0038/0040] 4630/4800, lr:1.3e-05 ∣ avg_100 : 32174.431162 ∣ critic_nllloss : 25836.129688 ∣ critic_ganloss : -170.300661 ∣ generator_nllloss : 5205.253516 ∣ generator_ganloss : 1217.676563 ∣     [  std_z : 1.00  real_sub_fake : 592.12 ]
[  epoch 0038/0040] 4640/4800, lr:1.3e-05 ∣ avg_100 : 32171.092665 ∣ critic_nllloss : 25797.448633 ∣ critic_ganloss : -163.003821 ∣ generator_nllloss : 5198.795898 ∣ generator_ganloss : 1231.845020 ∣     [  std_z : 0.99  real_sub_fake : 549.59 ]
[  epoch 0038/0040] 4650/4800, lr:1.3e-05 ∣ avg_100 : 32170.924706 ∣ critic_nllloss : 25814.553125 ∣ critic_ganloss : -220.605736 ∣ generator_nllloss : 5175.568555 ∣ generator_ganloss : 1218.367188 ∣     [  std_z : 0.99  real_sub_fake : 667.57 ]
[  epoch 0038/0040] 4660/4800, lr:1.3e-05 ∣ avg_100 : 32170.588794 ∣ critic_nllloss : 26040.726562 ∣ critic_ganloss : -158.787787 ∣ generator_nllloss : 5259.268945 ∣ generator_ganloss : 1225.189746 ∣     [  std_z : 0.99  real_sub_fake : 731.10 ]
[  epoch 0038/0040] 4670/4800, lr:1.3e-05 ∣ avg_100 : 32171.134174 ∣ critic_nllloss : 25966.232031 ∣ critic_ganloss : -184.738402 ∣ generator_nllloss : 5238.005273 ∣ generator_ganloss : 1249.018164 ∣     [  std_z : 1.00  real_sub_fake : 550.84 ]
[  epoch 0038/0040] 4680/4800, lr:1.3e-05 ∣ avg_100 : 32171.762299 ∣ critic_nllloss : 25885.198437 ∣ critic_ganloss : -103.810310 ∣ generator_nllloss : 5196.380664 ∣ generator_ganloss : 1216.730078 ∣     [  std_z : 1.00  real_sub_fake : 633.75 ]
[  epoch 0038/0040] 4690/4800, lr:1.3e-05 ∣ avg_100 : 32172.015099 ∣ critic_nllloss : 25812.838281 ∣ critic_ganloss : -107.200739 ∣ generator_nllloss : 5168.608008 ∣ generator_ganloss : 1253.845508 ∣     [  std_z : 0.99  real_sub_fake : 461.29 ]
[  epoch 0038/0040] 4700/4800, lr:1.3e-05 ∣ avg_100 : 32173.037825 ∣ critic_nllloss : 25728.303320 ∣ critic_ganloss : -38.662372 ∣ generator_nllloss : 5161.726172 ∣ generator_ganloss : 1258.898145 ∣  [  std_z : 0.99  real_sub_fake : 114.31 ]
[  epoch 0038/0040] 4710/4800, lr:1.3e-05 ∣ avg_100 : 32174.012053 ∣ critic_nllloss : 25987.402344 ∣ critic_ganloss : -30.383833 ∣ generator_nllloss : 5120.627148 ∣ generator_ganloss : 1237.828955 ∣  [  std_z : 0.99  real_sub_fake : 85.61 ]
[  epoch 0038/0040] 4720/4800, lr:1.3e-05 ∣ avg_100 : 32173.868707 ∣ critic_nllloss : 26132.042969 ∣ critic_ganloss : -51.260372 ∣ generator_nllloss : 5242.293945 ∣ generator_ganloss : 1217.766992 ∣  [  std_z : 0.99  real_sub_fake : 155.11 ]
[  epoch 0038/0040] 4730/4800, lr:1.3e-05 ∣ avg_100 : 32172.929812 ∣ critic_nllloss : 25791.518945 ∣ critic_ganloss : -37.924662 ∣ generator_nllloss : 5161.113672 ∣ generator_ganloss : 1203.611670 ∣  [  std_z : 0.99  real_sub_fake : 140.02 ]
[  epoch 0038/0040] 4740/4800, lr:1.3e-05 ∣ avg_100 : 32172.689990 ∣ critic_nllloss : 25792.225195 ∣ critic_ganloss : -55.234721 ∣ generator_nllloss : 5201.335547 ∣ generator_ganloss : 1193.683936 ∣  [  std_z : 1.00  real_sub_fake : 203.42 ]
[  epoch 0038/0040] 4750/4800, lr:1.3e-05 ∣ avg_100 : 32171.390910 ∣ critic_nllloss : 25817.667383 ∣ critic_ganloss : -51.748838 ∣ generator_nllloss : 5200.236719 ∣ generator_ganloss : 1194.419385 ∣  [  std_z : 0.99  real_sub_fake : 235.65 ]
[  epoch 0038/0040] 4760/4800, lr:1.3e-05 ∣ avg_100 : 32170.804052 ∣ critic_nllloss : 25905.591016 ∣ critic_ganloss : -64.503574 ∣ generator_nllloss : 5206.373633 ∣ generator_ganloss : 1198.213232 ∣  [  std_z : 0.99  real_sub_fake : 185.67 ]
[  epoch 0038/0040] 4770/4800, lr:1.3e-05 ∣ avg_100 : 32169.107314 ∣ critic_nllloss : 25813.736133 ∣ critic_ganloss : -18.644170 ∣ generator_nllloss : 5118.322266 ∣ generator_ganloss : 1208.424268 ∣  [  std_z : 0.99  real_sub_fake : 168.71 ]
[  epoch 0038/0040] 4780/4800, lr:1.3e-05 ∣ avg_100 : 32175.507201 ∣ critic_nllloss : 25969.137891 ∣ critic_ganloss : -55.722916 ∣ generator_nllloss : 5357.183594 ∣ generator_ganloss : 1210.723242 ∣  [  std_z : 0.99  real_sub_fake : 179.55 ]
[  epoch 0038/0040] 4790/4800, lr:1.3e-05 ∣ avg_100 : 32171.630903 ∣ critic_nllloss : 25889.723047 ∣ critic_ganloss : -59.206213 ∣ generator_nllloss : 5155.608984 ∣ generator_ganloss : 1213.748145 ∣  [  std_z : 1.00  real_sub_fake : 185.86 ]
[  epoch 0038/0040] 4800/4800, lr:1.3e-05 ∣ avg_100 : 32175.390744 ∣ critic_nllloss : 25939.637305 ∣ critic_ganloss : -58.831639 ∣ generator_nllloss : 5204.247070 ∣ generator_ganloss : 1209.609912 ∣  [  std_z : 1.00  real_sub_fake : 203.14 ]
[    val 038    ] Done! KLD: 0.026807: 0.008222g: 1:31:15, total: 1 day, 6:25:02                    
[  epoch 0039/0040] 0010/4800, lr:1.3e-05 ∣ avg_100 : 32173.803201 ∣ critic_nllloss : 25830.455078 ∣ critic_ganloss : -83.970526 ∣ generator_nllloss : 5156.816797 ∣ generator_ganloss : 1204.465039 ∣  [  std_z : 1.00  real_sub_fake : 232.21 ]
[  epoch 0039/0040] 0020/4800, lr:1.3e-05 ∣ avg_100 : 32171.258188 ∣ critic_nllloss : 25634.786719 ∣ critic_ganloss : -93.556703 ∣ generator_nllloss : 5143.159961 ∣ generator_ganloss : 1197.933691 ∣  [  std_z : 0.99  real_sub_fake : 274.30 ]
[  epoch 0039/0040] 0030/4800, lr:1.3e-05 ∣ avg_100 : 32172.619046 ∣ critic_nllloss : 25853.190039 ∣ critic_ganloss : -65.787107 ∣ generator_nllloss : 5180.470117 ∣ generator_ganloss : 1189.978076 ∣  [  std_z : 0.98  real_sub_fake : 346.71 ]
[  epoch 0039/0040] 0040/4800, lr:1.3e-05 ∣ avg_100 : 32171.891439 ∣ critic_nllloss : 25886.983008 ∣ critic_ganloss : -78.775260 ∣ generator_nllloss : 5207.252734 ∣ generator_ganloss : 1196.972461 ∣  [  std_z : 0.98  real_sub_fake : 365.20 ]
[  epoch 0039/0040] 0050/4800, lr:1.3e-05 ∣ avg_100 : 32166.843154 ∣ critic_nllloss : 25649.391602 ∣ critic_ganloss : -84.868084 ∣ generator_nllloss : 5221.101172 ∣ generator_ganloss : 1202.074170 ∣  [  std_z : 0.99  real_sub_fake : 302.00 ]
[  epoch 0039/0040] 0060/4800, lr:1.3e-05 ∣ avg_100 : 32166.376780 ∣ critic_nllloss : 25833.905859 ∣ critic_ganloss : -90.253347 ∣ generator_nllloss : 5113.442773 ∣ generator_ganloss : 1199.963867 ∣  [  std_z : 0.99  real_sub_fake : 327.35 ]
[  epoch 0039/0040] 0070/4800, lr:1.3e-05 ∣ avg_100 : 32167.002480 ∣ critic_nllloss : 25728.660352 ∣ critic_ganloss : -69.690458 ∣ generator_nllloss : 5155.741797 ∣ generator_ganloss : 1200.817285 ∣  [  std_z : 1.01  real_sub_fake : 291.22 ]
[  epoch 0039/0040] 0080/4800, lr:1.3e-05 ∣ avg_100 : 32167.481915 ∣ critic_nllloss : 25799.305859 ∣ critic_ganloss : -55.022655 ∣ generator_nllloss : 5154.347266 ∣ generator_ganloss : 1202.778076 ∣  [  std_z : 1.00  real_sub_fake : 272.80 ]
[  epoch 0039/0040] 0090/4800, lr:1.3e-05 ∣ avg_100 : 32169.312817 ∣ critic_nllloss : 25865.707422 ∣ critic_ganloss : -76.906500 ∣ generator_nllloss : 5227.862500 ∣ generator_ganloss : 1201.839697 ∣  [  std_z : 1.00  real_sub_fake : 251.55 ]
[  epoch 0039/0040] 0100/4800, lr:1.3e-05 ∣ avg_100 : 32169.835216 ∣ critic_nllloss : 26000.574023 ∣ critic_ganloss : -104.240057 ∣ generator_nllloss : 5105.956445 ∣ generator_ganloss : 1198.658643 ∣     [  std_z : 0.99  real_sub_fake : 314.25 ]
[  epoch 0039/0040] 0110/4800, lr:1.3e-05 ∣ avg_100 : 32170.090763 ∣ critic_nllloss : 25996.900000 ∣ critic_ganloss : -66.436846 ∣ generator_nllloss : 5148.767578 ∣ generator_ganloss : 1198.725439 ∣  [  std_z : 0.98  real_sub_fake : 339.90 ]
[  epoch 0039/0040] 0120/4800, lr:1.3e-05 ∣ avg_100 : 32174.225607 ∣ critic_nllloss : 26159.418359 ∣ critic_ganloss : -95.126892 ∣ generator_nllloss : 5191.469531 ∣ generator_ganloss : 1201.446826 ∣  [  std_z : 0.98  real_sub_fake : 350.74 ]
[  epoch 0039/0040] 0130/4800, lr:1.3e-05 ∣ avg_100 : 32175.687180 ∣ critic_nllloss : 25833.843750 ∣ critic_ganloss : -106.833752 ∣ generator_nllloss : 5141.606055 ∣ generator_ganloss : 1209.684033 ∣     [  std_z : 0.99  real_sub_fake : 361.22 ]
[  epoch 0039/0040] 0140/4800, lr:1.3e-05 ∣ avg_100 : 32172.928450 ∣ critic_nllloss : 25905.354297 ∣ critic_ganloss : -132.646442 ∣ generator_nllloss : 5062.432227 ∣ generator_ganloss : 1202.822168 ∣     [  std_z : 1.00  real_sub_fake : 428.11 ]
[  epoch 0039/0040] 0150/4800, lr:1.3e-05 ∣ avg_100 : 32167.571612 ∣ critic_nllloss : 25599.895313 ∣ critic_ganloss : -137.737207 ∣ generator_nllloss : 5012.447266 ∣ generator_ganloss : 1196.868066 ∣     [  std_z : 1.01  real_sub_fake : 494.94 ]
[  epoch 0039/0040] 0160/4800, lr:1.3e-05 ∣ avg_100 : 32171.564855 ∣ critic_nllloss : 25926.104883 ∣ critic_ganloss : -120.544312 ∣ generator_nllloss : 5279.425391 ∣ generator_ganloss : 1194.035498 ∣     [  std_z : 1.00  real_sub_fake : 492.02 ]
[  epoch 0039/0040] 0170/4800, lr:1.3e-05 ∣ avg_100 : 32171.670099 ∣ critic_nllloss : 25953.493750 ∣ critic_ganloss : -117.241694 ∣ generator_nllloss : 5137.955859 ∣ generator_ganloss : 1215.618408 ∣     [  std_z : 1.00  real_sub_fake : 398.52 ]
[  epoch 0039/0040] 0180/4800, lr:1.3e-05 ∣ avg_100 : 32173.408246 ∣ critic_nllloss : 25954.157617 ∣ critic_ganloss : -89.985431 ∣ generator_nllloss : 5238.091211 ∣ generator_ganloss : 1207.384326 ∣  [  std_z : 0.99  real_sub_fake : 432.08 ]
[  epoch 0039/0040] 0190/4800, lr:1.3e-05 ∣ avg_100 : 32170.132152 ∣ critic_nllloss : 25807.587695 ∣ critic_ganloss : -124.511177 ∣ generator_nllloss : 5132.040625 ∣ generator_ganloss : 1199.997119 ∣     [  std_z : 0.98  real_sub_fake : 491.64 ]
[  epoch 0039/0040] 0200/4800, lr:1.3e-05 ∣ avg_100 : 32172.551158 ∣ critic_nllloss : 25896.021875 ∣ critic_ganloss : -136.690384 ∣ generator_nllloss : 5293.069922 ∣ generator_ganloss : 1186.003467 ∣     [  std_z : 0.98  real_sub_fake : 507.32 ]
[  epoch 0039/0040] 0210/4800, lr:1.3e-05 ∣ avg_100 : 32175.749188 ∣ critic_nllloss : 25970.075195 ∣ critic_ganloss : -122.230315 ∣ generator_nllloss : 5268.631836 ∣ generator_ganloss : 1198.016211 ∣     [  std_z : 0.99  real_sub_fake : 432.50 ]
[  epoch 0039/0040] 0220/4800, lr:1.3e-05 ∣ avg_100 : 32178.141710 ∣ critic_nllloss : 25996.924609 ∣ critic_ganloss : -74.988459 ∣ generator_nllloss : 5199.282422 ∣ generator_ganloss : 1202.904687 ∣  [  std_z : 1.00  real_sub_fake : 400.45 ]
[  epoch 0039/0040] 0230/4800, lr:1.3e-05 ∣ avg_100 : 32174.621717 ∣ critic_nllloss : 25815.369531 ∣ critic_ganloss : -120.592003 ∣ generator_nllloss : 5206.078516 ∣ generator_ganloss : 1206.040527 ∣     [  std_z : 1.00  real_sub_fake : 413.10 ]
[  epoch 0039/0040] 0240/4800, lr:1.3e-05 ∣ avg_100 : 32173.859232 ∣ critic_nllloss : 25773.494727 ∣ critic_ganloss : -119.805356 ∣ generator_nllloss : 5207.083984 ∣ generator_ganloss : 1202.926855 ∣     [  std_z : 1.00  real_sub_fake : 396.40 ]
[  epoch 0039/0040] 0250/4800, lr:1.3e-05 ∣ avg_100 : 32170.833847 ∣ critic_nllloss : 25944.266602 ∣ critic_ganloss : -100.852673 ∣ generator_nllloss : 5177.226758 ∣ generator_ganloss : 1196.369043 ∣     [  std_z : 0.99  real_sub_fake : 463.42 ]
[  epoch 0039/0040] 0260/4800, lr:1.3e-05 ∣ avg_100 : 32172.933241 ∣ critic_nllloss : 26005.548828 ∣ critic_ganloss : -117.171500 ∣ generator_nllloss : 5199.654102 ∣ generator_ganloss : 1210.251563 ∣     [  std_z : 0.98  real_sub_fake : 445.02 ]
[  epoch 0039/0040] 0270/4800, lr:1.3e-05 ∣ avg_100 : 32175.964524 ∣ critic_nllloss : 25967.103320 ∣ critic_ganloss : -131.969571 ∣ generator_nllloss : 5244.444141 ∣ generator_ganloss : 1215.591406 ∣     [  std_z : 0.99  real_sub_fake : 456.48 ]
[  epoch 0039/0040] 0280/4800, lr:1.3e-05 ∣ avg_100 : 32173.908151 ∣ critic_nllloss : 25731.313672 ∣ critic_ganloss : -133.353249 ∣ generator_nllloss : 5185.017578 ∣ generator_ganloss : 1212.266260 ∣     [  std_z : 1.00  real_sub_fake : 526.95 ]
[  epoch 0039/0040] 0290/4800, lr:1.3e-05 ∣ avg_100 : 32172.520515 ∣ critic_nllloss : 25947.177734 ∣ critic_ganloss : -175.116669 ∣ generator_nllloss : 5103.740625 ∣ generator_ganloss : 1213.679639 ∣     [  std_z : 1.00  real_sub_fake : 524.81 ]
[  epoch 0039/0040] 0300/4800, lr:1.3e-05 ∣ avg_100 : 32170.117296 ∣ critic_nllloss : 26000.198242 ∣ critic_ganloss : -217.421854 ∣ generator_nllloss : 5145.429688 ∣ generator_ganloss : 1215.366846 ∣     [  std_z : 1.01  real_sub_fake : 595.22 ]
[  epoch 0039/0040] 0310/4800, lr:1.3e-05 ∣ avg_100 : 32168.298549 ∣ critic_nllloss : 25673.045117 ∣ critic_ganloss : -116.094188 ∣ generator_nllloss : 5144.939844 ∣ generator_ganloss : 1222.274219 ∣     [  std_z : 1.00  real_sub_fake : 555.17 ]
[  epoch 0039/0040] 0320/4800, lr:1.3e-05 ∣ avg_100 : 32167.752983 ∣ critic_nllloss : 25822.193359 ∣ critic_ganloss : -124.768889 ∣ generator_nllloss : 5175.558203 ∣ generator_ganloss : 1222.223389 ∣     [  std_z : 0.98  real_sub_fake : 588.52 ]
[  epoch 0039/0040] 0330/4800, lr:1.3e-05 ∣ avg_100 : 32164.253041 ∣ critic_nllloss : 25691.361914 ∣ critic_ganloss : -102.337769 ∣ generator_nllloss : 5114.137500 ∣ generator_ganloss : 1221.508203 ∣     [  std_z : 0.98  real_sub_fake : 596.16 ]
[  epoch 0039/0040] 0340/4800, lr:1.3e-05 ∣ avg_100 : 32167.282259 ∣ critic_nllloss : 25851.037109 ∣ critic_ganloss : -61.223871 ∣ generator_nllloss : 5098.031250 ∣ generator_ganloss : 1229.329004 ∣  [  std_z : 0.99  real_sub_fake : 512.12 ]
[  epoch 0039/0040] 0350/4800, lr:1.3e-05 ∣ avg_100 : 32172.464580 ∣ critic_nllloss : 26104.110352 ∣ critic_ganloss : -171.868308 ∣ generator_nllloss : 5245.471484 ∣ generator_ganloss : 1214.611377 ∣     [  std_z : 1.00  real_sub_fake : 497.19 ]
[  epoch 0039/0040] 0360/4800, lr:1.3e-05 ∣ avg_100 : 32175.786044 ∣ critic_nllloss : 26151.897461 ∣ critic_ganloss : -174.456931 ∣ generator_nllloss : 5141.853125 ∣ generator_ganloss : 1216.284424 ∣     [  std_z : 1.00  real_sub_fake : 536.31 ]
[  epoch 0039/0040] 0370/4800, lr:1.3e-05 ∣ avg_100 : 32176.408422 ∣ critic_nllloss : 25844.023242 ∣ critic_ganloss : -153.667168 ∣ generator_nllloss : 5153.826953 ∣ generator_ganloss : 1217.583838 ∣     [  std_z : 1.00  real_sub_fake : 519.46 ]
[  epoch 0039/0040] 0380/4800, lr:1.3e-05 ∣ avg_100 : 32175.000380 ∣ critic_nllloss : 25815.271484 ∣ critic_ganloss : -163.663872 ∣ generator_nllloss : 5165.016016 ∣ generator_ganloss : 1216.743750 ∣     [  std_z : 1.00  real_sub_fake : 539.31 ]
[  epoch 0039/0040] 0390/4800, lr:1.3e-05 ∣ avg_100 : 32176.782144 ∣ critic_nllloss : 26154.237305 ∣ critic_ganloss : -183.928767 ∣ generator_nllloss : 5266.056445 ∣ generator_ganloss : 1217.834473 ∣     [  std_z : 0.99  real_sub_fake : 601.65 ]
[  epoch 0039/0040] 0400/4800, lr:1.3e-05 ∣ avg_100 : 32178.621910 ∣ critic_nllloss : 26012.846484 ∣ critic_ganloss : -153.080040 ∣ generator_nllloss : 5230.502734 ∣ generator_ganloss : 1217.864453 ∣     [  std_z : 0.98  real_sub_fake : 607.30 ]
[  epoch 0039/0040] 0410/4800, lr:1.3e-05 ∣ avg_100 : 32180.617345 ∣ critic_nllloss : 25960.362891 ∣ critic_ganloss : -154.484966 ∣ generator_nllloss : 5240.039453 ∣ generator_ganloss : 1213.332324 ∣     [  std_z : 0.99  real_sub_fake : 515.65 ]
[  epoch 0039/0040] 0420/4800, lr:1.3e-05 ∣ avg_100 : 32182.333188 ∣ critic_nllloss : 26041.935547 ∣ critic_ganloss : -132.000678 ∣ generator_nllloss : 5167.474805 ∣ generator_ganloss : 1209.115137 ∣     [  std_z : 0.99  real_sub_fake : 543.98 ]
[  epoch 0039/0040] 0430/4800, lr:1.3e-05 ∣ avg_100 : 32186.721185 ∣ critic_nllloss : 26093.623437 ∣ critic_ganloss : -105.388622 ∣ generator_nllloss : 5216.598633 ∣ generator_ganloss : 1217.244141 ∣     [  std_z : 1.00  real_sub_fake : 534.88 ]
[  epoch 0039/0040] 0440/4800, lr:1.3e-05 ∣ avg_100 : 32184.055601 ∣ critic_nllloss : 25725.217969 ∣ critic_ganloss : -137.091614 ∣ generator_nllloss : 5240.854688 ∣ generator_ganloss : 1218.406641 ∣     [  std_z : 1.00  real_sub_fake : 517.39 ]
[  epoch 0039/0040] 0450/4800, lr:1.3e-05 ∣ avg_100 : 32181.167069 ∣ critic_nllloss : 25761.666211 ∣ critic_ganloss : -147.205115 ∣ generator_nllloss : 5149.313086 ∣ generator_ganloss : 1208.020996 ∣     [  std_z : 1.00  real_sub_fake : 492.26 ]
[  epoch 0039/0040] 0460/4800, lr:1.3e-05 ∣ avg_100 : 32176.469022 ∣ critic_nllloss : 25724.738672 ∣ critic_ganloss : -134.107100 ∣ generator_nllloss : 5099.914062 ∣ generator_ganloss : 1205.369434 ∣     [  std_z : 0.99  real_sub_fake : 565.65 ]
[  epoch 0039/0040] 0470/4800, lr:1.3e-05 ∣ avg_100 : 32176.653700 ∣ critic_nllloss : 25919.964844 ∣ critic_ganloss : -155.492325 ∣ generator_nllloss : 5207.507227 ∣ generator_ganloss : 1206.323145 ∣     [  std_z : 0.99  real_sub_fake : 528.81 ]
[  epoch 0039/0040] 0480/4800, lr:1.3e-05 ∣ avg_100 : 32173.339604 ∣ critic_nllloss : 25766.307227 ∣ critic_ganloss : -144.484959 ∣ generator_nllloss : 5224.140039 ∣ generator_ganloss : 1204.272217 ∣     [  std_z : 0.99  real_sub_fake : 549.21 ]
[  epoch 0039/0040] 0490/4800, lr:1.3e-05 ∣ avg_100 : 32171.580729 ∣ critic_nllloss : 25935.466211 ∣ critic_ganloss : -138.591202 ∣ generator_nllloss : 5262.485547 ∣ generator_ganloss : 1215.466016 ∣     [  std_z : 0.99  real_sub_fake : 559.21 ]
[  epoch 0039/0040] 0500/4800, lr:1.3e-05 ∣ avg_100 : 32170.803737 ∣ critic_nllloss : 26085.529102 ∣ critic_ganloss : -205.642125 ∣ generator_nllloss : 5186.259766 ∣ generator_ganloss : 1218.599121 ∣     [  std_z : 0.99  real_sub_fake : 648.69 ]
[  epoch 0039/0040] 0510/4800, lr:1.3e-05 ∣ avg_100 : 32169.494912 ∣ critic_nllloss : 25743.526172 ∣ critic_ganloss : -174.707925 ∣ generator_nllloss : 5129.675586 ∣ generator_ganloss : 1220.126611 ∣     [  std_z : 0.99  real_sub_fake : 549.25 ]
[  epoch 0039/0040] 0520/4800, lr:1.3e-05 ∣ avg_100 : 32168.668052 ∣ critic_nllloss : 25896.084766 ∣ critic_ganloss : -162.178904 ∣ generator_nllloss : 5193.449805 ∣ generator_ganloss : 1224.365137 ∣     [  std_z : 0.99  real_sub_fake : 605.43 ]
[  epoch 0039/0040] 0530/4800, lr:1.3e-05 ∣ avg_100 : 32166.701056 ∣ critic_nllloss : 25799.513867 ∣ critic_ganloss : -226.807646 ∣ generator_nllloss : 5141.605859 ∣ generator_ganloss : 1227.527686 ∣     [  std_z : 1.00  real_sub_fake : 604.53 ]
[  epoch 0039/0040] 0540/4800, lr:1.3e-05 ∣ avg_100 : 32165.930007 ∣ critic_nllloss : 25965.329297 ∣ critic_ganloss : -198.595114 ∣ generator_nllloss : 5195.363281 ∣ generator_ganloss : 1218.618896 ∣     [  std_z : 1.00  real_sub_fake : 745.56 ]
[  epoch 0039/0040] 0550/4800, lr:1.3e-05 ∣ avg_100 : 32165.281545 ∣ critic_nllloss : 25859.247070 ∣ critic_ganloss : -64.439965 ∣ generator_nllloss : 5127.161914 ∣ generator_ganloss : 1259.364160 ∣  [  std_z : 1.00  real_sub_fake : 473.64 ]
[  epoch 0039/0040] 0560/4800, lr:1.3e-05 ∣ avg_100 : 32164.602439 ∣ critic_nllloss : 25825.579492 ∣ critic_ganloss : -46.025730 ∣ generator_nllloss : 5163.094922 ∣ generator_ganloss : 1252.827490 ∣  [  std_z : 0.99  real_sub_fake : 251.42 ]
[  epoch 0039/0040] 0570/4800, lr:1.3e-05 ∣ avg_100 : 32163.462741 ∣ critic_nllloss : 25816.636523 ∣ critic_ganloss : -72.360835 ∣ generator_nllloss : 5098.490234 ∣ generator_ganloss : 1233.472852 ∣  [  std_z : 0.99  real_sub_fake : 256.68 ]
[  epoch 0039/0040] 0580/4800, lr:1.3e-05 ∣ avg_100 : 32163.007073 ∣ critic_nllloss : 25638.776562 ∣ critic_ganloss : -43.768945 ∣ generator_nllloss : 5121.457617 ∣ generator_ganloss : 1211.166797 ∣  [  std_z : 1.00  real_sub_fake : 402.10 ]
[  epoch 0039/0040] 0590/4800, lr:1.3e-05 ∣ avg_100 : 32163.349042 ∣ critic_nllloss : 25803.286914 ∣ critic_ganloss : -78.392727 ∣ generator_nllloss : 5172.094922 ∣ generator_ganloss : 1198.531885 ∣  [  std_z : 0.99  real_sub_fake : 324.72 ]
[  epoch 0039/0040] 0600/4800, lr:1.3e-05 ∣ avg_100 : 32161.198070 ∣ critic_nllloss : 25685.592773 ∣ critic_ganloss : -76.509441 ∣ generator_nllloss : 5205.887695 ∣ generator_ganloss : 1210.760205 ∣  [  std_z : 1.00  real_sub_fake : 317.10 ]
[  epoch 0039/0040] 0610/4800, lr:1.3e-05 ∣ avg_100 : 32160.747369 ∣ critic_nllloss : 26037.536914 ∣ critic_ganloss : -77.096313 ∣ generator_nllloss : 5170.384766 ∣ generator_ganloss : 1222.454785 ∣  [  std_z : 0.99  real_sub_fake : 345.17 ]
[  epoch 0039/0040] 0620/4800, lr:1.3e-05 ∣ avg_100 : 32161.371276 ∣ critic_nllloss : 25937.482812 ∣ critic_ganloss : -156.050285 ∣ generator_nllloss : 5180.771289 ∣ generator_ganloss : 1210.912305 ∣     [  std_z : 1.00  real_sub_fake : 478.85 ]
[  epoch 0039/0040] 0630/4800, lr:1.3e-05 ∣ avg_100 : 32163.571135 ∣ critic_nllloss : 25966.597461 ∣ critic_ganloss : -126.009570 ∣ generator_nllloss : 5234.711914 ∣ generator_ganloss : 1205.117432 ∣     [  std_z : 1.00  real_sub_fake : 512.82 ]
[  epoch 0039/0040] 0640/4800, lr:1.3e-05 ∣ avg_100 : 32163.225661 ∣ critic_nllloss : 25872.979102 ∣ critic_ganloss : -87.973876 ∣ generator_nllloss : 5216.664258 ∣ generator_ganloss : 1208.378223 ∣  [  std_z : 1.00  real_sub_fake : 419.35 ]
[  epoch 0039/0040] 0650/4800, lr:1.3e-05 ∣ avg_100 : 32166.221128 ∣ critic_nllloss : 26016.245117 ∣ critic_ganloss : -157.734042 ∣ generator_nllloss : 5194.083984 ∣ generator_ganloss : 1203.126465 ∣     [  std_z : 0.99  real_sub_fake : 489.94 ]
[  epoch 0039/0040] 0660/4800, lr:1.3e-05 ∣ avg_100 : 32164.560077 ∣ critic_nllloss : 25868.538867 ∣ critic_ganloss : -123.384346 ∣ generator_nllloss : 5253.472070 ∣ generator_ganloss : 1208.222998 ∣     [  std_z : 0.99  real_sub_fake : 451.38 ]
[  epoch 0039/0040] 0670/4800, lr:1.3e-05 ∣ avg_100 : 32162.569651 ∣ critic_nllloss : 25837.249805 ∣ critic_ganloss : -136.638918 ∣ generator_nllloss : 5183.835156 ∣ generator_ganloss : 1202.863916 ∣     [  std_z : 0.99  real_sub_fake : 487.02 ]
[  epoch 0039/0040] 0680/4800, lr:1.3e-05 ∣ avg_100 : 32164.208449 ∣ critic_nllloss : 25858.003125 ∣ critic_ganloss : -124.880850 ∣ generator_nllloss : 5234.654102 ∣ generator_ganloss : 1204.410645 ∣     [  std_z : 0.99  real_sub_fake : 605.14 ]
[  epoch 0039/0040] 0690/4800, lr:1.3e-05 ∣ avg_100 : 32164.021140 ∣ critic_nllloss : 25930.743555 ∣ critic_ganloss : -165.421428 ∣ generator_nllloss : 5167.422852 ∣ generator_ganloss : 1210.568848 ∣     [  std_z : 0.99  real_sub_fake : 585.16 ]
[  epoch 0039/0040] 0700/4800, lr:1.3e-05 ∣ avg_100 : 32161.264165 ∣ critic_nllloss : 25742.504688 ∣ critic_ganloss : -157.764758 ∣ generator_nllloss : 5131.095117 ∣ generator_ganloss : 1214.568896 ∣     [  std_z : 0.99  real_sub_fake : 533.22 ]
[  epoch 0039/0040] 0710/4800, lr:1.3e-05 ∣ avg_100 : 32160.612504 ∣ critic_nllloss : 25866.110742 ∣ critic_ganloss : -197.581750 ∣ generator_nllloss : 5200.826367 ∣ generator_ganloss : 1207.824561 ∣     [  std_z : 0.99  real_sub_fake : 611.58 ]
[  epoch 0039/0040] 0720/4800, lr:1.3e-05 ∣ avg_100 : 32161.814442 ∣ critic_nllloss : 25888.809180 ∣ critic_ganloss : -191.196292 ∣ generator_nllloss : 5126.194531 ∣ generator_ganloss : 1210.013379 ∣     [  std_z : 1.00  real_sub_fake : 691.61 ]
[  epoch 0039/0040] 0730/4800, lr:1.3e-05 ∣ avg_100 : 32157.601656 ∣ critic_nllloss : 25635.384766 ∣ critic_ganloss : -98.583747 ∣ generator_nllloss : 5101.639453 ∣ generator_ganloss : 1223.064893 ∣  [  std_z : 1.00  real_sub_fake : 436.50 ]
[  epoch 0039/0040] 0740/4800, lr:1.3e-05 ∣ avg_100 : 32159.117165 ∣ critic_nllloss : 26026.584766 ∣ critic_ganloss : -111.000662 ∣ generator_nllloss : 5131.299023 ∣ generator_ganloss : 1220.228271 ∣     [  std_z : 1.00  real_sub_fake : 531.18 ]
[  epoch 0039/0040] 0750/4800, lr:1.3e-05 ∣ avg_100 : 32156.112670 ∣ critic_nllloss : 25882.248242 ∣ critic_ganloss : -175.909320 ∣ generator_nllloss : 5209.897461 ∣ generator_ganloss : 1208.928613 ∣     [  std_z : 0.99  real_sub_fake : 618.98 ]
[  epoch 0039/0040] 0760/4800, lr:1.3e-05 ∣ avg_100 : 32156.671851 ∣ critic_nllloss : 26044.183594 ∣ critic_ganloss : -120.622861 ∣ generator_nllloss : 5180.219727 ∣ generator_ganloss : 1216.677783 ∣     [  std_z : 0.99  real_sub_fake : 575.55 ]
[  epoch 0039/0040] 0770/4800, lr:1.3e-05 ∣ avg_100 : 32159.161417 ∣ critic_nllloss : 25804.258203 ∣ critic_ganloss : -138.698578 ∣ generator_nllloss : 5252.811328 ∣ generator_ganloss : 1213.681104 ∣     [  std_z : 0.99  real_sub_fake : 579.56 ]
[  epoch 0039/0040] 0780/4800, lr:1.3e-05 ∣ avg_100 : 32161.010670 ∣ critic_nllloss : 26101.562891 ∣ critic_ganloss : -147.234305 ∣ generator_nllloss : 5209.593750 ∣ generator_ganloss : 1220.818994 ∣     [  std_z : 0.99  real_sub_fake : 583.23 ]
[  epoch 0039/0040] 0790/4800, lr:1.3e-05 ∣ avg_100 : 32158.274505 ∣ critic_nllloss : 25727.076758 ∣ critic_ganloss : -166.210083 ∣ generator_nllloss : 5098.544141 ∣ generator_ganloss : 1218.960303 ∣     [  std_z : 0.99  real_sub_fake : 553.61 ]
[  epoch 0039/0040] 0800/4800, lr:1.3e-05 ∣ avg_100 : 32159.037373 ∣ critic_nllloss : 26121.338281 ∣ critic_ganloss : -174.466031 ∣ generator_nllloss : 5174.480078 ∣ generator_ganloss : 1211.447949 ∣     [  std_z : 0.99  real_sub_fake : 623.61 ]
[  epoch 0039/0040] 0810/4800, lr:1.3e-05 ∣ avg_100 : 32154.885810 ∣ critic_nllloss : 25742.651172 ∣ critic_ganloss : -109.326085 ∣ generator_nllloss : 5160.000195 ∣ generator_ganloss : 1224.669043 ∣     [  std_z : 0.99  real_sub_fake : 486.76 ]
[  epoch 0039/0040] 0820/4800, lr:1.3e-05 ∣ avg_100 : 32156.348504 ∣ critic_nllloss : 25928.000195 ∣ critic_ganloss : -160.072681 ∣ generator_nllloss : 5220.886523 ∣ generator_ganloss : 1225.214014 ∣     [  std_z : 1.00  real_sub_fake : 518.01 ]
[  epoch 0039/0040] 0830/4800, lr:1.3e-05 ∣ avg_100 : 32154.421908 ∣ critic_nllloss : 25721.854297 ∣ critic_ganloss : -208.437130 ∣ generator_nllloss : 5166.337305 ∣ generator_ganloss : 1216.345068 ∣     [  std_z : 1.00  real_sub_fake : 619.21 ]
[  epoch 0039/0040] 0840/4800, lr:1.3e-05 ∣ avg_100 : 32155.388941 ∣ critic_nllloss : 25989.166602 ∣ critic_ganloss : -187.751180 ∣ generator_nllloss : 5131.350000 ∣ generator_ganloss : 1229.023633 ∣     [  std_z : 1.00  real_sub_fake : 671.84 ]
[  epoch 0039/0040] 0850/4800, lr:1.3e-05 ∣ avg_100 : 32155.322534 ∣ critic_nllloss : 25748.007227 ∣ critic_ganloss : -146.882269 ∣ generator_nllloss : 5143.395508 ∣ generator_ganloss : 1236.721924 ∣     [  std_z : 1.00  real_sub_fake : 588.46 ]
[  epoch 0039/0040] 0860/4800, lr:1.3e-05 ∣ avg_100 : 32153.911896 ∣ critic_nllloss : 25944.625781 ∣ critic_ganloss : -163.595502 ∣ generator_nllloss : 5220.974609 ∣ generator_ganloss : 1223.328760 ∣     [  std_z : 0.99  real_sub_fake : 552.00 ]
[  epoch 0039/0040] 0870/4800, lr:1.3e-05 ∣ avg_100 : 32151.105540 ∣ critic_nllloss : 25742.480664 ∣ critic_ganloss : -170.181631 ∣ generator_nllloss : 5206.718164 ∣ generator_ganloss : 1208.864355 ∣     [  std_z : 0.99  real_sub_fake : 646.22 ]
[  epoch 0039/0040] 0880/4800, lr:1.3e-05 ∣ avg_100 : 32152.889842 ∣ critic_nllloss : 26164.150586 ∣ critic_ganloss : -162.110088 ∣ generator_nllloss : 5144.980078 ∣ generator_ganloss : 1225.908496 ∣     [  std_z : 0.99  real_sub_fake : 648.80 ]
[  epoch 0039/0040] 0890/4800, lr:1.3e-05 ∣ avg_100 : 32153.735962 ∣ critic_nllloss : 25953.743555 ∣ critic_ganloss : -189.240341 ∣ generator_nllloss : 5210.516602 ∣ generator_ganloss : 1237.683203 ∣     [  std_z : 0.99  real_sub_fake : 559.91 ]
[  epoch 0039/0040] 0900/4800, lr:1.3e-05 ∣ avg_100 : 32155.503739 ∣ critic_nllloss : 26111.950977 ∣ critic_ganloss : -197.458389 ∣ generator_nllloss : 5146.242383 ∣ generator_ganloss : 1226.307959 ∣     [  std_z : 0.99  real_sub_fake : 634.80 ]
[  epoch 0039/0040] 0910/4800, lr:1.3e-05 ∣ avg_100 : 32156.593183 ∣ critic_nllloss : 26120.152148 ∣ critic_ganloss : -146.988731 ∣ generator_nllloss : 5222.668164 ∣ generator_ganloss : 1228.587451 ∣     [  std_z : 1.00  real_sub_fake : 634.91 ]
[  epoch 0039/0040] 0920/4800, lr:1.3e-05 ∣ avg_100 : 32155.956742 ∣ critic_nllloss : 26205.597461 ∣ critic_ganloss : -162.359319 ∣ generator_nllloss : 5203.368555 ∣ generator_ganloss : 1230.592725 ∣     [  std_z : 1.00  real_sub_fake : 608.63 ]
[  epoch 0039/0040] 0930/4800, lr:1.3e-05 ∣ avg_100 : 32158.303686 ∣ critic_nllloss : 26098.401562 ∣ critic_ganloss : -165.841832 ∣ generator_nllloss : 5185.767383 ∣ generator_ganloss : 1234.686914 ∣     [  std_z : 1.00  real_sub_fake : 610.04 ]
[  epoch 0039/0040] 0940/4800, lr:1.3e-05 ∣ avg_100 : 32157.326532 ∣ critic_nllloss : 25827.624805 ∣ critic_ganloss : -126.714632 ∣ generator_nllloss : 5114.121484 ∣ generator_ganloss : 1219.262891 ∣     [  std_z : 0.99  real_sub_fake : 517.93 ]
[  epoch 0039/0040] 0950/4800, lr:1.3e-05 ∣ avg_100 : 32156.194467 ∣ critic_nllloss : 25878.577344 ∣ critic_ganloss : -176.244131 ∣ generator_nllloss : 5131.768555 ∣ generator_ganloss : 1213.266455 ∣     [  std_z : 0.99  real_sub_fake : 607.22 ]
[  epoch 0039/0040] 0960/4800, lr:1.3e-05 ∣ avg_100 : 32154.736799 ∣ critic_nllloss : 25820.902148 ∣ critic_ganloss : -125.795854 ∣ generator_nllloss : 5165.824219 ∣ generator_ganloss : 1238.977002 ∣     [  std_z : 0.99  real_sub_fake : 550.98 ]
[  epoch 0039/0040] 0970/4800, lr:1.3e-05 ∣ avg_100 : 32155.514758 ∣ critic_nllloss : 25999.347852 ∣ critic_ganloss : -174.401578 ∣ generator_nllloss : 5164.970898 ∣ generator_ganloss : 1209.717187 ∣     [  std_z : 1.00  real_sub_fake : 655.98 ]
[  epoch 0039/0040] 0980/4800, lr:1.3e-05 ∣ avg_100 : 32154.580615 ∣ critic_nllloss : 26057.102148 ∣ critic_ganloss : -166.678615 ∣ generator_nllloss : 5261.839258 ∣ generator_ganloss : 1235.644678 ∣     [  std_z : 1.00  real_sub_fake : 605.68 ]
[  epoch 0039/0040] 0990/4800, lr:1.3e-05 ∣ avg_100 : 32153.494198 ∣ critic_nllloss : 25829.787695 ∣ critic_ganloss : -113.115735 ∣ generator_nllloss : 5137.255273 ∣ generator_ganloss : 1237.305078 ∣     [  std_z : 0.99  real_sub_fake : 477.16 ]
[  epoch 0039/0040] 1000/4800, lr:1.3e-05 ∣ avg_100 : 32151.897499 ∣ critic_nllloss : 25929.722266 ∣ critic_ganloss : -206.624873 ∣ generator_nllloss : 5188.742969 ∣ generator_ganloss : 1223.152393 ∣     [  std_z : 0.99  real_sub_fake : 627.88 ]
[  epoch 0039/0040] 1010/4800, lr:1.3e-05 ∣ avg_100 : 32148.305971 ∣ critic_nllloss : 25676.291211 ∣ critic_ganloss : -155.461461 ∣ generator_nllloss : 4999.323047 ∣ generator_ganloss : 1228.460742 ∣     [  std_z : 0.99  real_sub_fake : 700.58 ]
[  epoch 0039/0040] 1020/4800, lr:1.3e-05 ∣ avg_100 : 32151.625954 ∣ critic_nllloss : 26030.444531 ∣ critic_ganloss : -167.207355 ∣ generator_nllloss : 5119.665430 ∣ generator_ganloss : 1231.419434 ∣     [  std_z : 0.99  real_sub_fake : 550.00 ]
[  epoch 0039/0040] 1030/4800, lr:1.3e-05 ∣ avg_100 : 32157.430028 ∣ critic_nllloss : 26426.171289 ∣ critic_ganloss : -138.205283 ∣ generator_nllloss : 5235.258984 ∣ generator_ganloss : 1215.033496 ∣     [  std_z : 1.00  real_sub_fake : 724.07 ]
[  epoch 0039/0040] 1040/4800, lr:1.3e-05 ∣ avg_100 : 32156.681328 ∣ critic_nllloss : 25847.826367 ∣ critic_ganloss : -164.270776 ∣ generator_nllloss : 5211.290430 ∣ generator_ganloss : 1242.716943 ∣     [  std_z : 1.00  real_sub_fake : 528.26 ]
[  epoch 0039/0040] 1050/4800, lr:1.3e-05 ∣ avg_100 : 32157.191020 ∣ critic_nllloss : 25761.401758 ∣ critic_ganloss : -175.900790 ∣ generator_nllloss : 5225.638477 ∣ generator_ganloss : 1227.528613 ∣     [  std_z : 0.99  real_sub_fake : 626.02 ]
[  epoch 0039/0040] 1060/4800, lr:1.3e-05 ∣ avg_100 : 32157.492166 ∣ critic_nllloss : 25806.988477 ∣ critic_ganloss : -144.454562 ∣ generator_nllloss : 5195.788086 ∣ generator_ganloss : 1228.851709 ∣     [  std_z : 0.99  real_sub_fake : 606.86 ]
[  epoch 0039/0040] 1070/4800, lr:1.3e-05 ∣ avg_100 : 32158.240303 ∣ critic_nllloss : 25843.541797 ∣ critic_ganloss : -153.019255 ∣ generator_nllloss : 5163.513086 ∣ generator_ganloss : 1236.307080 ∣     [  std_z : 0.99  real_sub_fake : 500.32 ]
[  epoch 0039/0040] 1080/4800, lr:1.3e-05 ∣ avg_100 : 32159.430580 ∣ critic_nllloss : 25926.815625 ∣ critic_ganloss : -203.433618 ∣ generator_nllloss : 5275.620703 ∣ generator_ganloss : 1221.433496 ∣     [  std_z : 0.99  real_sub_fake : 673.27 ]
[  epoch 0039/0040] 1090/4800, lr:1.3e-05 ∣ avg_100 : 32160.562649 ∣ critic_nllloss : 26066.389844 ∣ critic_ganloss : -217.374307 ∣ generator_nllloss : 5262.192578 ∣ generator_ganloss : 1220.501953 ∣     [  std_z : 0.99  real_sub_fake : 705.45 ]
[  epoch 0039/0040] 1100/4800, lr:1.3e-05 ∣ avg_100 : 32161.927713 ∣ critic_nllloss : 26020.035352 ∣ critic_ganloss : -101.121086 ∣ generator_nllloss : 5199.832227 ∣ generator_ganloss : 1218.708936 ∣     [  std_z : 0.99  real_sub_fake : 744.80 ]
[  epoch 0039/0040] 1110/4800, lr:1.3e-05 ∣ avg_100 : 32159.656450 ∣ critic_nllloss : 25712.920508 ∣ critic_ganloss : -25.209939 ∣ generator_nllloss : 5120.231641 ∣ generator_ganloss : 1242.887695 ∣  [  std_z : 0.99  real_sub_fake : 362.68 ]
[  epoch 0039/0040] 1120/4800, lr:1.3e-05 ∣ avg_100 : 32155.562401 ∣ critic_nllloss : 25724.435742 ∣ critic_ganloss : -104.830917 ∣ generator_nllloss : 5183.786523 ∣ generator_ganloss : 1244.411572 ∣     [  std_z : 1.00  real_sub_fake : 285.77 ]
[  epoch 0039/0040] 1130/4800, lr:1.3e-05 ∣ avg_100 : 32158.471703 ∣ critic_nllloss : 26099.304102 ∣ critic_ganloss : -157.525513 ∣ generator_nllloss : 5198.454687 ∣ generator_ganloss : 1228.997021 ∣     [  std_z : 0.99  real_sub_fake : 430.05 ]
[  epoch 0039/0040] 1140/4800, lr:1.3e-05 ∣ avg_100 : 32158.166062 ∣ critic_nllloss : 25745.726953 ∣ critic_ganloss : -131.450368 ∣ generator_nllloss : 5173.929688 ∣ generator_ganloss : 1219.191797 ∣     [  std_z : 0.99  real_sub_fake : 430.15 ]
[  epoch 0039/0040] 1150/4800, lr:1.3e-05 ∣ avg_100 : 32165.330049 ∣ critic_nllloss : 26081.957227 ∣ critic_ganloss : -117.165955 ∣ generator_nllloss : 5201.258203 ∣ generator_ganloss : 1221.822754 ∣     [  std_z : 0.99  real_sub_fake : 516.20 ]
[  epoch 0039/0040] 1160/4800, lr:1.3e-05 ∣ avg_100 : 32166.630027 ∣ critic_nllloss : 26138.922461 ∣ critic_ganloss : -115.703420 ∣ generator_nllloss : 5173.243164 ∣ generator_ganloss : 1212.557031 ∣     [  std_z : 0.99  real_sub_fake : 515.41 ]
[  epoch 0039/0040] 1170/4800, lr:1.3e-05 ∣ avg_100 : 32166.802538 ∣ critic_nllloss : 25975.855273 ∣ critic_ganloss : -213.549370 ∣ generator_nllloss : 5223.244531 ∣ generator_ganloss : 1221.526953 ∣     [  std_z : 1.00  real_sub_fake : 634.27 ]
[  epoch 0039/0040] 1180/4800, lr:1.3e-05 ∣ avg_100 : 32163.592671 ∣ critic_nllloss : 25813.065039 ∣ critic_ganloss : -178.100143 ∣ generator_nllloss : 5140.846289 ∣ generator_ganloss : 1212.849854 ∣     [  std_z : 1.00  real_sub_fake : 613.60 ]
[  epoch 0039/0040] 1190/4800, lr:1.3e-05 ∣ avg_100 : 32166.176376 ∣ critic_nllloss : 26047.272070 ∣ critic_ganloss : -163.685182 ∣ generator_nllloss : 5166.129102 ∣ generator_ganloss : 1223.768750 ∣     [  std_z : 1.00  real_sub_fake : 609.27 ]
[  epoch 0039/0040] 1200/4800, lr:1.3e-05 ∣ avg_100 : 32165.020820 ∣ critic_nllloss : 25783.629102 ∣ critic_ganloss : -137.916780 ∣ generator_nllloss : 5246.338672 ∣ generator_ganloss : 1230.798340 ∣     [  std_z : 0.99  real_sub_fake : 504.15 ]
[  epoch 0039/0040] 1210/4800, lr:1.3e-05 ∣ avg_100 : 32164.821367 ∣ critic_nllloss : 25953.769922 ∣ critic_ganloss : -146.209967 ∣ generator_nllloss : 5264.082422 ∣ generator_ganloss : 1222.905225 ∣     [  std_z : 0.99  real_sub_fake : 560.41 ]
[  epoch 0039/0040] 1220/4800, lr:1.3e-05 ∣ avg_100 : 32163.416420 ∣ critic_nllloss : 25859.508203 ∣ critic_ganloss : -134.133974 ∣ generator_nllloss : 5232.072852 ∣ generator_ganloss : 1226.181445 ∣     [  std_z : 0.99  real_sub_fake : 497.80 ]
[  epoch 0039/0040] 1230/4800, lr:1.3e-05 ∣ avg_100 : 32163.663825 ∣ critic_nllloss : 25854.242969 ∣ critic_ganloss : -188.438065 ∣ generator_nllloss : 5251.227344 ∣ generator_ganloss : 1214.604834 ∣     [  std_z : 0.99  real_sub_fake : 697.29 ]
[  epoch 0039/0040] 1240/4800, lr:1.3e-05 ∣ avg_100 : 32164.325024 ∣ critic_nllloss : 25883.610938 ∣ critic_ganloss : -114.961330 ∣ generator_nllloss : 5144.982813 ∣ generator_ganloss : 1216.187695 ∣     [  std_z : 0.99  real_sub_fake : 585.93 ]
[  epoch 0039/0040] 1250/4800, lr:1.3e-05 ∣ avg_100 : 32164.168860 ∣ critic_nllloss : 26060.109180 ∣ critic_ganloss : -159.280888 ∣ generator_nllloss : 5074.451563 ∣ generator_ganloss : 1226.113477 ∣     [  std_z : 1.00  real_sub_fake : 570.67 ]
[  epoch 0039/0040] 1260/4800, lr:1.3e-05 ∣ avg_100 : 32163.585536 ∣ critic_nllloss : 26082.654492 ∣ critic_ganloss : -215.713107 ∣ generator_nllloss : 5146.976367 ∣ generator_ganloss : 1226.032813 ∣     [  std_z : 1.01  real_sub_fake : 648.39 ]
[  epoch 0039/0040] 1270/4800, lr:1.3e-05 ∣ avg_100 : 32163.425151 ∣ critic_nllloss : 25900.209961 ∣ critic_ganloss : -83.805681 ∣ generator_nllloss : 5230.523633 ∣ generator_ganloss : 1232.202930 ∣  [  std_z : 1.00  real_sub_fake : 531.08 ]
[  epoch 0039/0040] 1280/4800, lr:1.3e-05 ∣ avg_100 : 32162.344443 ∣ critic_nllloss : 25657.889062 ∣ critic_ganloss : -101.430425 ∣ generator_nllloss : 5080.563281 ∣ generator_ganloss : 1250.151562 ∣     [  std_z : 0.99  real_sub_fake : 369.44 ]
[  epoch 0039/0040] 1290/4800, lr:1.3e-05 ∣ avg_100 : 32164.108102 ∣ critic_nllloss : 25942.390039 ∣ critic_ganloss : -115.860040 ∣ generator_nllloss : 5188.400781 ∣ generator_ganloss : 1250.916406 ∣     [  std_z : 0.99  real_sub_fake : 411.46 ]
[  epoch 0039/0040] 1300/4800, lr:1.3e-05 ∣ avg_100 : 32162.091302 ∣ critic_nllloss : 25724.873828 ∣ critic_ganloss : -140.830418 ∣ generator_nllloss : 5119.729297 ∣ generator_ganloss : 1238.120215 ∣     [  std_z : 0.99  real_sub_fake : 464.70 ]
[  epoch 0039/0040] 1310/4800, lr:1.3e-05 ∣ avg_100 : 32165.956318 ∣ critic_nllloss : 25929.529687 ∣ critic_ganloss : -132.302888 ∣ generator_nllloss : 5284.886914 ∣ generator_ganloss : 1228.552930 ∣     [  std_z : 1.00  real_sub_fake : 547.84 ]
[  epoch 0039/0040] 1320/4800, lr:1.3e-05 ∣ avg_100 : 32166.657194 ∣ critic_nllloss : 25830.584570 ∣ critic_ganloss : -154.989783 ∣ generator_nllloss : 5256.090625 ∣ generator_ganloss : 1233.608203 ∣     [  std_z : 0.99  real_sub_fake : 545.46 ]
[  epoch 0039/0040] 1330/4800, lr:1.3e-05 ∣ avg_100 : 32167.609237 ∣ critic_nllloss : 25809.343359 ∣ critic_ganloss : -191.819693 ∣ generator_nllloss : 5185.352930 ∣ generator_ganloss : 1216.997559 ∣     [  std_z : 0.99  real_sub_fake : 606.96 ]
[  epoch 0039/0040] 1340/4800, lr:1.3e-05 ∣ avg_100 : 32170.979730 ∣ critic_nllloss : 26164.212695 ∣ critic_ganloss : -118.567104 ∣ generator_nllloss : 5171.366211 ∣ generator_ganloss : 1237.211035 ∣     [  std_z : 0.98  real_sub_fake : 606.69 ]
[  epoch 0039/0040] 1350/4800, lr:1.3e-05 ∣ avg_100 : 32167.306245 ∣ critic_nllloss : 25779.902734 ∣ critic_ganloss : -85.371120 ∣ generator_nllloss : 5090.389453 ∣ generator_ganloss : 1240.055273 ∣  [  std_z : 0.99  real_sub_fake : 406.54 ]
[  epoch 0039/0040] 1360/4800, lr:1.3e-05 ∣ avg_100 : 32165.414446 ∣ critic_nllloss : 25903.527734 ∣ critic_ganloss : -190.658690 ∣ generator_nllloss : 5206.275977 ∣ generator_ganloss : 1227.253223 ∣     [  std_z : 0.99  real_sub_fake : 582.21 ]
[  epoch 0039/0040] 1370/4800, lr:1.3e-05 ∣ avg_100 : 32166.180959 ∣ critic_nllloss : 25785.553711 ∣ critic_ganloss : -66.683804 ∣ generator_nllloss : 5188.649219 ∣ generator_ganloss : 1230.898975 ∣  [  std_z : 1.00  real_sub_fake : 501.17 ]
[  epoch 0039/0040] 1380/4800, lr:1.3e-05 ∣ avg_100 : 32170.320366 ∣ critic_nllloss : 26096.163867 ∣ critic_ganloss : -127.000644 ∣ generator_nllloss : 5255.799219 ∣ generator_ganloss : 1222.345703 ∣     [  std_z : 0.99  real_sub_fake : 490.69 ]
[  epoch 0039/0040] 1390/4800, lr:1.3e-05 ∣ avg_100 : 32166.574077 ∣ critic_nllloss : 25829.087305 ∣ critic_ganloss : -96.152678 ∣ generator_nllloss : 5122.527539 ∣ generator_ganloss : 1224.108301 ∣  [  std_z : 0.99  real_sub_fake : 476.32 ]
[  epoch 0039/0040] 1400/4800, lr:1.3e-05 ∣ avg_100 : 32163.234895 ∣ critic_nllloss : 25695.944531 ∣ critic_ganloss : -113.953135 ∣ generator_nllloss : 5159.017187 ∣ generator_ganloss : 1233.206934 ∣     [  std_z : 0.99  real_sub_fake : 473.32 ]
[  epoch 0039/0040] 1410/4800, lr:1.3e-05 ∣ avg_100 : 32158.869043 ∣ critic_nllloss : 25659.579688 ∣ critic_ganloss : -176.151047 ∣ generator_nllloss : 5111.480273 ∣ generator_ganloss : 1227.755518 ∣     [  std_z : 1.00  real_sub_fake : 489.74 ]
[  epoch 0039/0040] 1420/4800, lr:1.3e-05 ∣ avg_100 : 32158.230926 ∣ critic_nllloss : 25958.219141 ∣ critic_ganloss : -182.007883 ∣ generator_nllloss : 5228.265430 ∣ generator_ganloss : 1218.236475 ∣     [  std_z : 1.00  real_sub_fake : 557.81 ]
[  epoch 0039/0040] 1430/4800, lr:1.3e-05 ∣ avg_100 : 32155.751784 ∣ critic_nllloss : 25872.440625 ∣ critic_ganloss : -170.101303 ∣ generator_nllloss : 5253.942773 ∣ generator_ganloss : 1217.881250 ∣     [  std_z : 0.99  real_sub_fake : 560.60 ]
[  epoch 0039/0040] 1440/4800, lr:1.3e-05 ∣ avg_100 : 32156.688818 ∣ critic_nllloss : 25814.019922 ∣ critic_ganloss : -129.654750 ∣ generator_nllloss : 5224.657227 ∣ generator_ganloss : 1232.068750 ∣     [  std_z : 0.99  real_sub_fake : 550.24 ]
[  epoch 0039/0040] 1450/4800, lr:1.3e-05 ∣ avg_100 : 32160.540078 ∣ critic_nllloss : 26009.642578 ∣ critic_ganloss : -113.505741 ∣ generator_nllloss : 5222.325391 ∣ generator_ganloss : 1238.458887 ∣     [  std_z : 0.99  real_sub_fake : 485.53 ]
[  epoch 0039/0040] 1460/4800, lr:1.3e-05 ∣ avg_100 : 32163.444701 ∣ critic_nllloss : 25859.249414 ∣ critic_ganloss : -108.022677 ∣ generator_nllloss : 5196.769141 ∣ generator_ganloss : 1238.381494 ∣     [  std_z : 0.99  real_sub_fake : 353.29 ]
[  epoch 0039/0040] 1470/4800, lr:1.3e-05 ∣ avg_100 : 32163.161431 ∣ critic_nllloss : 25897.565820 ∣ critic_ganloss : -155.881980 ∣ generator_nllloss : 5194.494531 ∣ generator_ganloss : 1213.797559 ∣     [  std_z : 1.00  real_sub_fake : 443.82 ]
[  epoch 0039/0040] 1480/4800, lr:1.3e-05 ∣ avg_100 : 32162.003633 ∣ critic_nllloss : 25805.818164 ∣ critic_ganloss : -143.197313 ∣ generator_nllloss : 5060.049414 ∣ generator_ganloss : 1211.784473 ∣     [  std_z : 1.00  real_sub_fake : 526.93 ]
[  epoch 0039/0040] 1490/4800, lr:1.3e-05 ∣ avg_100 : 32162.372436 ∣ critic_nllloss : 26042.699219 ∣ critic_ganloss : -117.174245 ∣ generator_nllloss : 5153.800781 ∣ generator_ganloss : 1232.381055 ∣     [  std_z : 1.00  real_sub_fake : 535.13 ]
[  epoch 0039/0040] 1500/4800, lr:1.3e-05 ∣ avg_100 : 32163.019864 ∣ critic_nllloss : 25996.000391 ∣ critic_ganloss : -172.829129 ∣ generator_nllloss : 5300.876562 ∣ generator_ganloss : 1225.440820 ∣     [  std_z : 1.00  real_sub_fake : 551.69 ]
[  epoch 0039/0040] 1510/4800, lr:1.3e-05 ∣ avg_100 : 32162.529245 ∣ critic_nllloss : 25584.958594 ∣ critic_ganloss : -69.477139 ∣ generator_nllloss : 5121.774805 ∣ generator_ganloss : 1232.302344 ∣  [  std_z : 1.00  real_sub_fake : 445.62 ]
[  epoch 0039/0040] 1520/4800, lr:1.3e-05 ∣ avg_100 : 32161.556254 ∣ critic_nllloss : 25713.849609 ∣ critic_ganloss : -133.213866 ∣ generator_nllloss : 5253.370508 ∣ generator_ganloss : 1220.415479 ∣     [  std_z : 0.99  real_sub_fake : 448.99 ]
[  epoch 0039/0040] 1530/4800, lr:1.3e-05 ∣ avg_100 : 32162.943723 ∣ critic_nllloss : 25866.095117 ∣ critic_ganloss : -115.976149 ∣ generator_nllloss : 5116.283984 ∣ generator_ganloss : 1214.183691 ∣     [  std_z : 0.98  real_sub_fake : 536.16 ]
[  epoch 0039/0040] 1540/4800, lr:1.3e-05 ∣ avg_100 : 32163.196439 ∣ critic_nllloss : 25871.023828 ∣ critic_ganloss : -116.209540 ∣ generator_nllloss : 5244.821875 ∣ generator_ganloss : 1206.351758 ∣     [  std_z : 0.98  real_sub_fake : 485.83 ]
[  epoch 0039/0040] 1550/4800, lr:1.3e-05 ∣ avg_100 : 32162.092918 ∣ critic_nllloss : 25879.542773 ∣ critic_ganloss : -178.967632 ∣ generator_nllloss : 5154.893359 ∣ generator_ganloss : 1215.512549 ∣     [  std_z : 0.98  real_sub_fake : 512.06 ]
[  epoch 0039/0040] 1560/4800, lr:1.3e-05 ∣ avg_100 : 32161.138388 ∣ critic_nllloss : 25837.356445 ∣ critic_ganloss : -145.162202 ∣ generator_nllloss : 5180.526953 ∣ generator_ganloss : 1227.302002 ∣     [  std_z : 1.00  real_sub_fake : 476.15 ]
[  epoch 0039/0040] 1570/4800, lr:1.3e-05 ∣ avg_100 : 32160.723124 ∣ critic_nllloss : 25807.852148 ∣ critic_ganloss : -142.874069 ∣ generator_nllloss : 5148.685156 ∣ generator_ganloss : 1221.049121 ∣     [  std_z : 1.00  real_sub_fake : 545.35 ]
[  epoch 0039/0040] 1580/4800, lr:1.3e-05 ∣ avg_100 : 32162.523459 ∣ critic_nllloss : 25848.607031 ∣ critic_ganloss : -109.039613 ∣ generator_nllloss : 5140.805664 ∣ generator_ganloss : 1227.292480 ∣     [  std_z : 1.00  real_sub_fake : 628.25 ]
[  epoch 0039/0040] 1590/4800, lr:1.3e-05 ∣ avg_100 : 32164.179075 ∣ critic_nllloss : 26043.705664 ∣ critic_ganloss : -150.820505 ∣ generator_nllloss : 5159.609961 ∣ generator_ganloss : 1208.587500 ∣     [  std_z : 1.00  real_sub_fake : 532.49 ]
[  epoch 0039/0040] 1600/4800, lr:1.3e-05 ∣ avg_100 : 32169.612940 ∣ critic_nllloss : 26098.687695 ∣ critic_ganloss : -71.159691 ∣ generator_nllloss : 5330.994531 ∣ generator_ganloss : 1210.595166 ∣  [  std_z : 1.00  real_sub_fake : 613.25 ]
[  epoch 0039/0040] 1610/4800, lr:1.3e-05 ∣ avg_100 : 32167.232326 ∣ critic_nllloss : 25876.913281 ∣ critic_ganloss : -131.633872 ∣ generator_nllloss : 5136.629492 ∣ generator_ganloss : 1233.309912 ∣     [  std_z : 0.99  real_sub_fake : 396.15 ]
[  epoch 0039/0040] 1620/4800, lr:1.3e-05 ∣ avg_100 : 32167.086098 ∣ critic_nllloss : 25870.752148 ∣ critic_ganloss : -125.632310 ∣ generator_nllloss : 5186.351758 ∣ generator_ganloss : 1227.021680 ∣     [  std_z : 0.99  real_sub_fake : 476.91 ]
[  epoch 0039/0040] 1630/4800, lr:1.3e-05 ∣ avg_100 : 32164.391366 ∣ critic_nllloss : 25851.613086 ∣ critic_ganloss : -164.820976 ∣ generator_nllloss : 5104.848242 ∣ generator_ganloss : 1219.303711 ∣     [  std_z : 0.99  real_sub_fake : 560.21 ]
[  epoch 0039/0040] 1640/4800, lr:1.3e-05 ∣ avg_100 : 32164.675029 ∣ critic_nllloss : 25959.885937 ∣ critic_ganloss : -129.065958 ∣ generator_nllloss : 5187.063867 ∣ generator_ganloss : 1220.530176 ∣     [  std_z : 0.99  real_sub_fake : 609.49 ]
[  epoch 0039/0040] 1650/4800, lr:1.3e-05 ∣ avg_100 : 32164.059349 ∣ critic_nllloss : 25862.767383 ∣ critic_ganloss : -115.395197 ∣ generator_nllloss : 5227.168750 ∣ generator_ganloss : 1219.612500 ∣     [  std_z : 0.99  real_sub_fake : 378.29 ]
[  epoch 0039/0040] 1660/4800, lr:1.3e-05 ∣ avg_100 : 32163.093813 ∣ critic_nllloss : 25914.838086 ∣ critic_ganloss : -176.695227 ∣ generator_nllloss : 5179.942969 ∣ generator_ganloss : 1192.210205 ∣     [  std_z : 0.99  real_sub_fake : 530.21 ]
[  epoch 0039/0040] 1670/4800, lr:1.3e-05 ∣ avg_100 : 32165.169824 ∣ critic_nllloss : 25966.613086 ∣ critic_ganloss : -96.593159 ∣ generator_nllloss : 5220.558984 ∣ generator_ganloss : 1204.332129 ∣  [  std_z : 0.99  real_sub_fake : 553.80 ]
[  epoch 0039/0040] 1680/4800, lr:1.3e-05 ∣ avg_100 : 32164.421724 ∣ critic_nllloss : 25812.136133 ∣ critic_ganloss : -138.511021 ∣ generator_nllloss : 5198.900391 ∣ generator_ganloss : 1224.851514 ∣     [  std_z : 0.99  real_sub_fake : 429.15 ]
[  epoch 0039/0040] 1690/4800, lr:1.3e-05 ∣ avg_100 : 32163.633134 ∣ critic_nllloss : 25893.757227 ∣ critic_ganloss : -211.722935 ∣ generator_nllloss : 5169.987891 ∣ generator_ganloss : 1212.432666 ∣     [  std_z : 1.00  real_sub_fake : 586.45 ]
[  epoch 0039/0040] 1700/4800, lr:1.3e-05 ∣ avg_100 : 32165.129326 ∣ critic_nllloss : 25906.450000 ∣ critic_ganloss : -187.773056 ∣ generator_nllloss : 5145.134375 ∣ generator_ganloss : 1216.211865 ∣     [  std_z : 1.00  real_sub_fake : 624.61 ]
[  epoch 0039/0040] 1710/4800, lr:1.3e-05 ∣ avg_100 : 32166.960248 ∣ critic_nllloss : 26032.567578 ∣ critic_ganloss : -157.769852 ∣ generator_nllloss : 5158.433984 ∣ generator_ganloss : 1227.040332 ∣     [  std_z : 1.01  real_sub_fake : 639.70 ]
[  epoch 0039/0040] 1720/4800, lr:1.3e-05 ∣ avg_100 : 32167.792195 ∣ critic_nllloss : 25812.669141 ∣ critic_ganloss : -110.238969 ∣ generator_nllloss : 5164.431836 ∣ generator_ganloss : 1250.153564 ∣     [  std_z : 1.00  real_sub_fake : 489.60 ]
[  epoch 0039/0040] 1730/4800, lr:1.3e-05 ∣ avg_100 : 32169.218513 ∣ critic_nllloss : 25801.684375 ∣ critic_ganloss : -123.566693 ∣ generator_nllloss : 5095.011328 ∣ generator_ganloss : 1231.008154 ∣     [  std_z : 0.99  real_sub_fake : 425.50 ]
[  epoch 0039/0040] 1740/4800, lr:1.3e-05 ∣ avg_100 : 32169.407600 ∣ critic_nllloss : 26048.794141 ∣ critic_ganloss : -157.359955 ∣ generator_nllloss : 5164.349023 ∣ generator_ganloss : 1230.236865 ∣     [  std_z : 0.98  real_sub_fake : 558.69 ]
[  epoch 0039/0040] 1750/4800, lr:1.3e-05 ∣ avg_100 : 32170.776798 ∣ critic_nllloss : 25967.895898 ∣ critic_ganloss : -159.290500 ∣ generator_nllloss : 5219.820508 ∣ generator_ganloss : 1233.658887 ∣     [  std_z : 0.99  real_sub_fake : 516.10 ]
[  epoch 0039/0040] 1760/4800, lr:1.3e-05 ∣ avg_100 : 32167.517909 ∣ critic_nllloss : 25815.204492 ∣ critic_ganloss : -104.052777 ∣ generator_nllloss : 5062.998633 ∣ generator_ganloss : 1220.418945 ∣     [  std_z : 0.99  real_sub_fake : 519.39 ]
[  epoch 0039/0040] 1770/4800, lr:1.3e-05 ∣ avg_100 : 32166.519518 ∣ critic_nllloss : 25811.012500 ∣ critic_ganloss : -218.964023 ∣ generator_nllloss : 5222.590625 ∣ generator_ganloss : 1217.573926 ∣     [  std_z : 1.00  real_sub_fake : 677.92 ]
[  epoch 0039/0040] 1780/4800, lr:1.3e-05 ∣ avg_100 : 32165.981346 ∣ critic_nllloss : 26055.467773 ∣ critic_ganloss : -177.134621 ∣ generator_nllloss : 5229.399219 ∣ generator_ganloss : 1223.191748 ∣     [  std_z : 1.01  real_sub_fake : 576.49 ]
[  epoch 0039/0040] 1790/4800, lr:1.3e-05 ∣ avg_100 : 32166.113822 ∣ critic_nllloss : 25640.392969 ∣ critic_ganloss : -139.390215 ∣ generator_nllloss : 5169.335156 ∣ generator_ganloss : 1221.280762 ∣     [  std_z : 1.00  real_sub_fake : 607.76 ]
[  epoch 0039/0040] 1800/4800, lr:1.3e-05 ∣ avg_100 : 32162.953984 ∣ critic_nllloss : 25837.107812 ∣ critic_ganloss : -182.107571 ∣ generator_nllloss : 5141.822656 ∣ generator_ganloss : 1219.993652 ∣     [  std_z : 1.00  real_sub_fake : 624.41 ]
[  epoch 0039/0040] 1810/4800, lr:1.3e-05 ∣ avg_100 : 32165.700124 ∣ critic_nllloss : 26095.329492 ∣ critic_ganloss : -213.732744 ∣ generator_nllloss : 5184.274219 ∣ generator_ganloss : 1226.737354 ∣     [  std_z : 0.99  real_sub_fake : 584.35 ]
[  epoch 0039/0040] 1820/4800, lr:1.3e-05 ∣ avg_100 : 32167.390194 ∣ critic_nllloss : 26094.662305 ∣ critic_ganloss : -194.831412 ∣ generator_nllloss : 5264.060547 ∣ generator_ganloss : 1219.143555 ∣     [  std_z : 0.99  real_sub_fake : 725.26 ]
[  epoch 0039/0040] 1830/4800, lr:1.3e-05 ∣ avg_100 : 32171.391700 ∣ critic_nllloss : 25906.976172 ∣ critic_ganloss : -140.872282 ∣ generator_nllloss : 5307.886719 ∣ generator_ganloss : 1222.259521 ∣     [  std_z : 1.00  real_sub_fake : 727.93 ]
[  epoch 0039/0040] 1840/4800, lr:1.3e-05 ∣ avg_100 : 32170.238388 ∣ critic_nllloss : 25779.745312 ∣ critic_ganloss : -208.942596 ∣ generator_nllloss : 5246.122266 ∣ generator_ganloss : 1229.532861 ∣     [  std_z : 1.00  real_sub_fake : 688.66 ]
[  epoch 0039/0040] 1850/4800, lr:1.3e-05 ∣ avg_100 : 32171.733023 ∣ critic_nllloss : 25816.970703 ∣ critic_ganloss : -119.568195 ∣ generator_nllloss : 5204.704102 ∣ generator_ganloss : 1228.599316 ∣     [  std_z : 1.00  real_sub_fake : 597.02 ]
[  epoch 0039/0040] 1860/4800, lr:1.3e-05 ∣ avg_100 : 32171.179874 ∣ critic_nllloss : 25845.756836 ∣ critic_ganloss : -122.799588 ∣ generator_nllloss : 5218.169141 ∣ generator_ganloss : 1228.892383 ∣     [  std_z : 0.99  real_sub_fake : 536.73 ]
[  epoch 0039/0040] 1870/4800, lr:1.3e-05 ∣ avg_100 : 32172.069870 ∣ critic_nllloss : 25925.843359 ∣ critic_ganloss : -188.923534 ∣ generator_nllloss : 5099.971484 ∣ generator_ganloss : 1239.989795 ∣     [  std_z : 0.99  real_sub_fake : 627.33 ]
[  epoch 0039/0040] 1880/4800, lr:1.3e-05 ∣ avg_100 : 32168.049937 ∣ critic_nllloss : 25755.883203 ∣ critic_ganloss : -110.190460 ∣ generator_nllloss : 5096.318750 ∣ generator_ganloss : 1228.924316 ∣     [  std_z : 0.99  real_sub_fake : 468.74 ]
[  epoch 0039/0040] 1890/4800, lr:1.3e-05 ∣ avg_100 : 32169.320667 ∣ critic_nllloss : 26034.101172 ∣ critic_ganloss : -137.437011 ∣ generator_nllloss : 5225.055859 ∣ generator_ganloss : 1218.055957 ∣     [  std_z : 1.00  real_sub_fake : 502.41 ]
[  epoch 0039/0040] 1900/4800, lr:1.3e-05 ∣ avg_100 : 32168.891875 ∣ critic_nllloss : 25979.904102 ∣ critic_ganloss : -191.250023 ∣ generator_nllloss : 5222.280859 ∣ generator_ganloss : 1233.228857 ∣     [  std_z : 1.00  real_sub_fake : 533.88 ]
[  epoch 0039/0040] 1910/4800, lr:1.3e-05 ∣ avg_100 : 32162.093135 ∣ critic_nllloss : 25492.156250 ∣ critic_ganloss : -108.846242 ∣ generator_nllloss : 5126.075000 ∣ generator_ganloss : 1235.159961 ∣     [  std_z : 0.99  real_sub_fake : 443.13 ]
[  epoch 0039/0040] 1920/4800, lr:1.3e-05 ∣ avg_100 : 32157.016543 ∣ critic_nllloss : 25756.297070 ∣ critic_ganloss : -123.143126 ∣ generator_nllloss : 5104.138281 ∣ generator_ganloss : 1232.248047 ∣     [  std_z : 1.00  real_sub_fake : 519.14 ]
[  epoch 0039/0040] 1930/4800, lr:1.3e-05 ∣ avg_100 : 32153.738968 ∣ critic_nllloss : 25826.107031 ∣ critic_ganloss : -141.897743 ∣ generator_nllloss : 5127.985547 ∣ generator_ganloss : 1213.061670 ∣     [  std_z : 1.00  real_sub_fake : 639.41 ]
[  epoch 0039/0040] 1940/4800, lr:1.3e-05 ∣ avg_100 : 32154.677718 ∣ critic_nllloss : 25907.791211 ∣ critic_ganloss : -160.281264 ∣ generator_nllloss : 5144.379297 ∣ generator_ganloss : 1236.280273 ∣     [  std_z : 1.00  real_sub_fake : 609.39 ]
[  epoch 0039/0040] 1950/4800, lr:1.3e-05 ∣ avg_100 : 32156.259499 ∣ critic_nllloss : 25768.975977 ∣ critic_ganloss : -95.251569 ∣ generator_nllloss : 5287.492188 ∣ generator_ganloss : 1244.329785 ∣  [  std_z : 1.00  real_sub_fake : 422.56 ]
[  epoch 0039/0040] 1960/4800, lr:1.3e-05 ∣ avg_100 : 32157.412097 ∣ critic_nllloss : 25937.316992 ∣ critic_ganloss : -176.499304 ∣ generator_nllloss : 5226.611719 ∣ generator_ganloss : 1227.737891 ∣     [  std_z : 0.99  real_sub_fake : 537.84 ]
[  epoch 0039/0040] 1970/4800, lr:1.3e-05 ∣ avg_100 : 32156.296324 ∣ critic_nllloss : 25900.966797 ∣ critic_ganloss : -196.676266 ∣ generator_nllloss : 5155.559375 ∣ generator_ganloss : 1228.207129 ∣     [  std_z : 0.99  real_sub_fake : 616.33 ]
[  epoch 0039/0040] 1980/4800, lr:1.3e-05 ∣ avg_100 : 32156.371097 ∣ critic_nllloss : 26037.882227 ∣ critic_ganloss : -163.541914 ∣ generator_nllloss : 5290.640820 ∣ generator_ganloss : 1230.403613 ∣     [  std_z : 0.99  real_sub_fake : 586.65 ]
[  epoch 0039/0040] 1990/4800, lr:1.3e-05 ∣ avg_100 : 32158.000454 ∣ critic_nllloss : 26031.250977 ∣ critic_ganloss : -197.103343 ∣ generator_nllloss : 5194.209766 ∣ generator_ganloss : 1225.810693 ∣     [  std_z : 0.99  real_sub_fake : 739.39 ]
[  epoch 0039/0040] 2000/4800, lr:1.3e-05 ∣ avg_100 : 32158.377599 ∣ critic_nllloss : 25903.525977 ∣ critic_ganloss : -140.830235 ∣ generator_nllloss : 5173.603320 ∣ generator_ganloss : 1236.408105 ∣     [  std_z : 0.99  real_sub_fake : 554.38 ]
[  epoch 0039/0040] 2010/4800, lr:1.3e-05 ∣ avg_100 : 32163.021895 ∣ critic_nllloss : 25886.007617 ∣ critic_ganloss : -159.637312 ∣ generator_nllloss : 5260.854492 ∣ generator_ganloss : 1225.818408 ∣     [  std_z : 1.00  real_sub_fake : 562.78 ]
[  epoch 0039/0040] 2020/4800, lr:1.3e-05 ∣ avg_100 : 32162.828951 ∣ critic_nllloss : 26016.558398 ∣ critic_ganloss : -179.528482 ∣ generator_nllloss : 5137.778125 ∣ generator_ganloss : 1220.219580 ∣     [  std_z : 1.00  real_sub_fake : 670.99 ]
[  epoch 0039/0040] 2030/4800, lr:1.3e-05 ∣ avg_100 : 32159.207235 ∣ critic_nllloss : 26096.560352 ∣ critic_ganloss : -167.553061 ∣ generator_nllloss : 5207.609766 ∣ generator_ganloss : 1239.469824 ∣     [  std_z : 1.00  real_sub_fake : 621.60 ]
[  epoch 0039/0040] 2040/4800, lr:1.3e-05 ∣ avg_100 : 32159.081063 ∣ critic_nllloss : 25810.310742 ∣ critic_ganloss : -102.843156 ∣ generator_nllloss : 5166.603516 ∣ generator_ganloss : 1250.874707 ∣     [  std_z : 0.99  real_sub_fake : 540.13 ]
[  epoch 0039/0040] 2050/4800, lr:1.3e-05 ∣ avg_100 : 32160.435401 ∣ critic_nllloss : 25860.252734 ∣ critic_ganloss : -159.936429 ∣ generator_nllloss : 5231.799414 ∣ generator_ganloss : 1241.986084 ∣     [  std_z : 0.98  real_sub_fake : 543.14 ]
[  epoch 0039/0040] 2060/4800, lr:1.3e-05 ∣ avg_100 : 32161.104496 ∣ critic_nllloss : 25952.536328 ∣ critic_ganloss : -165.611974 ∣ generator_nllloss : 5143.486328 ∣ generator_ganloss : 1223.672510 ∣     [  std_z : 0.99  real_sub_fake : 582.40 ]
[  epoch 0039/0040] 2070/4800, lr:1.3e-05 ∣ avg_100 : 32159.647866 ∣ critic_nllloss : 25658.825586 ∣ critic_ganloss : -137.020596 ∣ generator_nllloss : 5197.768750 ∣ generator_ganloss : 1225.105957 ∣     [  std_z : 0.99  real_sub_fake : 561.07 ]
[  epoch 0039/0040] 2080/4800, lr:1.3e-05 ∣ avg_100 : 32159.294665 ∣ critic_nllloss : 25907.015625 ∣ critic_ganloss : -98.742091 ∣ generator_nllloss : 5146.014648 ∣ generator_ganloss : 1230.827930 ∣  [  std_z : 1.00  real_sub_fake : 490.92 ]
[  epoch 0039/0040] 2090/4800, lr:1.3e-05 ∣ avg_100 : 32158.709007 ∣ critic_nllloss : 25942.910742 ∣ critic_ganloss : -108.828807 ∣ generator_nllloss : 5213.435156 ∣ generator_ganloss : 1225.627197 ∣     [  std_z : 1.00  real_sub_fake : 620.05 ]
[  epoch 0039/0040] 2100/4800, lr:1.3e-05 ∣ avg_100 : 32158.494535 ∣ critic_nllloss : 25988.689063 ∣ critic_ganloss : -171.900191 ∣ generator_nllloss : 5248.928125 ∣ generator_ganloss : 1250.291211 ∣     [  std_z : 1.00  real_sub_fake : 529.47 ]
[  epoch 0039/0040] 2110/4800, lr:1.3e-05 ∣ avg_100 : 32157.695525 ∣ critic_nllloss : 25668.444727 ∣ critic_ganloss : -76.687479 ∣ generator_nllloss : 5136.167383 ∣ generator_ganloss : 1243.004297 ∣  [  std_z : 0.99  real_sub_fake : 482.53 ]
[  epoch 0039/0040] 2120/4800, lr:1.3e-05 ∣ avg_100 : 32157.716954 ∣ critic_nllloss : 25841.860547 ∣ critic_ganloss : -170.024681 ∣ generator_nllloss : 5151.664062 ∣ generator_ganloss : 1226.445947 ∣     [  std_z : 0.98  real_sub_fake : 508.13 ]
[  epoch 0039/0040] 2130/4800, lr:1.3e-05 ∣ avg_100 : 32156.373119 ∣ critic_nllloss : 25979.544141 ∣ critic_ganloss : -176.874866 ∣ generator_nllloss : 5196.775781 ∣ generator_ganloss : 1235.401660 ∣     [  std_z : 0.99  real_sub_fake : 581.01 ]
[  epoch 0039/0040] 2140/4800, lr:1.3e-05 ∣ avg_100 : 32156.984398 ∣ critic_nllloss : 25779.215234 ∣ critic_ganloss : -179.354904 ∣ generator_nllloss : 5225.176562 ∣ generator_ganloss : 1243.489111 ∣     [  std_z : 1.00  real_sub_fake : 550.09 ]
[  epoch 0039/0040] 2150/4800, lr:1.3e-05 ∣ avg_100 : 32151.264411 ∣ critic_nllloss : 25666.445117 ∣ critic_ganloss : -224.249551 ∣ generator_nllloss : 5144.091992 ∣ generator_ganloss : 1229.585938 ∣     [  std_z : 1.00  real_sub_fake : 644.92 ]
[  epoch 0039/0040] 2160/4800, lr:1.3e-05 ∣ avg_100 : 32148.119876 ∣ critic_nllloss : 25761.145703 ∣ critic_ganloss : -83.215036 ∣ generator_nllloss : 5170.156250 ∣ generator_ganloss : 1246.478809 ∣  [  std_z : 1.00  real_sub_fake : 558.64 ]
[  epoch 0039/0040] 2170/4800, lr:1.3e-05 ∣ avg_100 : 32148.539587 ∣ critic_nllloss : 26007.597070 ∣ critic_ganloss : -153.341014 ∣ generator_nllloss : 5154.931055 ∣ generator_ganloss : 1239.861475 ∣     [  std_z : 1.00  real_sub_fake : 466.70 ]
[  epoch 0039/0040] 2180/4800, lr:1.3e-05 ∣ avg_100 : 32150.663616 ∣ critic_nllloss : 25872.709766 ∣ critic_ganloss : -107.274145 ∣ generator_nllloss : 5215.231836 ∣ generator_ganloss : 1220.396387 ∣     [  std_z : 0.99  real_sub_fake : 535.87 ]
[  epoch 0039/0040] 2190/4800, lr:1.3e-05 ∣ avg_100 : 32150.860223 ∣ critic_nllloss : 26002.184570 ∣ critic_ganloss : -132.770273 ∣ generator_nllloss : 5190.065039 ∣ generator_ganloss : 1233.666113 ∣     [  std_z : 0.98  real_sub_fake : 532.23 ]
[  epoch 0039/0040] 2200/4800, lr:1.3e-05 ∣ avg_100 : 32151.543149 ∣ critic_nllloss : 26000.286914 ∣ critic_ganloss : -170.473987 ∣ generator_nllloss : 5126.790234 ∣ generator_ganloss : 1234.538818 ∣     [  std_z : 0.99  real_sub_fake : 511.59 ]
[  epoch 0039/0040] 2210/4800, lr:1.3e-05 ∣ avg_100 : 32148.720702 ∣ critic_nllloss : 25721.162500 ∣ critic_ganloss : -137.074962 ∣ generator_nllloss : 5214.887500 ∣ generator_ganloss : 1213.327832 ∣     [  std_z : 0.99  real_sub_fake : 606.27 ]
[  epoch 0039/0040] 2220/4800, lr:1.3e-05 ∣ avg_100 : 32150.199735 ∣ critic_nllloss : 26034.245703 ∣ critic_ganloss : -190.001964 ∣ generator_nllloss : 5272.751367 ∣ generator_ganloss : 1214.536768 ∣     [  std_z : 1.00  real_sub_fake : 648.41 ]
[  epoch 0039/0040] 2230/4800, lr:1.3e-05 ∣ avg_100 : 32149.685226 ∣ critic_nllloss : 25866.535938 ∣ critic_ganloss : -150.362285 ∣ generator_nllloss : 5147.557031 ∣ generator_ganloss : 1216.455420 ∣     [  std_z : 1.00  real_sub_fake : 669.96 ]
[  epoch 0039/0040] 2240/4800, lr:1.3e-05 ∣ avg_100 : 32151.985235 ∣ critic_nllloss : 26072.416797 ∣ critic_ganloss : -148.293777 ∣ generator_nllloss : 5198.983398 ∣ generator_ganloss : 1236.714648 ∣     [  std_z : 1.00  real_sub_fake : 603.23 ]
[  epoch 0039/0040] 2250/4800, lr:1.3e-05 ∣ avg_100 : 32152.442068 ∣ critic_nllloss : 26006.628516 ∣ critic_ganloss : -195.276579 ∣ generator_nllloss : 5189.328125 ∣ generator_ganloss : 1246.396533 ∣     [  std_z : 0.99  real_sub_fake : 533.56 ]
[  epoch 0039/0040] 2260/4800, lr:1.3e-05 ∣ avg_100 : 32150.741034 ∣ critic_nllloss : 25844.152539 ∣ critic_ganloss : -163.515765 ∣ generator_nllloss : 5150.927344 ∣ generator_ganloss : 1238.283105 ∣     [  std_z : 0.98  real_sub_fake : 570.90 ]
[  epoch 0039/0040] 2270/4800, lr:1.3e-05 ∣ avg_100 : 32148.505544 ∣ critic_nllloss : 25867.583984 ∣ critic_ganloss : -189.358061 ∣ generator_nllloss : 5147.144531 ∣ generator_ganloss : 1230.211328 ∣     [  std_z : 0.99  real_sub_fake : 587.41 ]
[  epoch 0039/0040] 2280/4800, lr:1.3e-05 ∣ avg_100 : 32153.324990 ∣ critic_nllloss : 25995.989844 ∣ critic_ganloss : -135.807239 ∣ generator_nllloss : 5271.759961 ∣ generator_ganloss : 1237.175537 ∣     [  std_z : 0.99  real_sub_fake : 609.95 ]
[  epoch 0039/0040] 2290/4800, lr:1.3e-05 ∣ avg_100 : 32155.822941 ∣ critic_nllloss : 26101.200391 ∣ critic_ganloss : -83.465016 ∣ generator_nllloss : 5264.973437 ∣ generator_ganloss : 1232.933447 ∣  [  std_z : 1.00  real_sub_fake : 638.90 ]
[  epoch 0039/0040] 2300/4800, lr:1.3e-05 ∣ avg_100 : 32156.287993 ∣ critic_nllloss : 25640.419727 ∣ critic_ganloss : -99.981811 ∣ generator_nllloss : 5206.225586 ∣ generator_ganloss : 1241.734619 ∣  [  std_z : 1.00  real_sub_fake : 437.32 ]
[  epoch 0039/0040] 2310/4800, lr:1.3e-05 ∣ avg_100 : 32151.025461 ∣ critic_nllloss : 25595.736523 ∣ critic_ganloss : -141.088782 ∣ generator_nllloss : 5107.756836 ∣ generator_ganloss : 1222.008887 ∣     [  std_z : 0.99  real_sub_fake : 483.99 ]
[  epoch 0039/0040] 2320/4800, lr:1.3e-05 ∣ avg_100 : 32151.084511 ∣ critic_nllloss : 25866.055664 ∣ critic_ganloss : -126.034881 ∣ generator_nllloss : 5225.264258 ∣ generator_ganloss : 1205.913574 ∣     [  std_z : 0.99  real_sub_fake : 467.07 ]
[  epoch 0039/0040] 2330/4800, lr:1.3e-05 ∣ avg_100 : 32151.130582 ∣ critic_nllloss : 25816.182812 ∣ critic_ganloss : -133.611552 ∣ generator_nllloss : 5123.870313 ∣ generator_ganloss : 1218.039746 ∣     [  std_z : 0.99  real_sub_fake : 451.78 ]
[  epoch 0039/0040] 2340/4800, lr:1.3e-05 ∣ avg_100 : 32147.510862 ∣ critic_nllloss : 25862.142578 ∣ critic_ganloss : -130.656325 ∣ generator_nllloss : 5146.610156 ∣ generator_ganloss : 1214.154395 ∣     [  std_z : 0.99  real_sub_fake : 518.96 ]
[  epoch 0039/0040] 2350/4800, lr:1.3e-05 ∣ avg_100 : 32146.761408 ∣ critic_nllloss : 25744.923438 ∣ critic_ganloss : -124.734332 ∣ generator_nllloss : 5119.425781 ∣ generator_ganloss : 1210.416016 ∣     [  std_z : 1.00  real_sub_fake : 544.69 ]
[  epoch 0039/0040] 2360/4800, lr:1.3e-05 ∣ avg_100 : 32148.001840 ∣ critic_nllloss : 26018.793359 ∣ critic_ganloss : -163.152602 ∣ generator_nllloss : 5197.169141 ∣ generator_ganloss : 1217.631592 ∣     [  std_z : 1.00  real_sub_fake : 514.13 ]
[  epoch 0039/0040] 2370/4800, lr:1.3e-05 ∣ avg_100 : 32144.600585 ∣ critic_nllloss : 25636.808984 ∣ critic_ganloss : -173.094386 ∣ generator_nllloss : 5123.396875 ∣ generator_ganloss : 1211.181104 ∣     [  std_z : 0.99  real_sub_fake : 547.43 ]
[  epoch 0039/0040] 2380/4800, lr:1.3e-05 ∣ avg_100 : 32141.350678 ∣ critic_nllloss : 25871.689063 ∣ critic_ganloss : -193.596985 ∣ generator_nllloss : 5225.656641 ∣ generator_ganloss : 1218.568750 ∣     [  std_z : 0.99  real_sub_fake : 667.28 ]
[  epoch 0039/0040] 2390/4800, lr:1.3e-05 ∣ avg_100 : 32141.534807 ∣ critic_nllloss : 25829.711133 ∣ critic_ganloss : -132.759552 ∣ generator_nllloss : 5154.852344 ∣ generator_ganloss : 1246.179443 ∣     [  std_z : 1.00  real_sub_fake : 516.57 ]
[  epoch 0039/0040] 2400/4800, lr:1.3e-05 ∣ avg_100 : 32144.458350 ∣ critic_nllloss : 25916.554297 ∣ critic_ganloss : -169.875451 ∣ generator_nllloss : 5288.262500 ∣ generator_ganloss : 1231.628467 ∣     [  std_z : 1.00  real_sub_fake : 563.37 ]
[  epoch 0039/0040] 2410/4800, lr:1.3e-05 ∣ avg_100 : 32149.014158 ∣ critic_nllloss : 26019.022461 ∣ critic_ganloss : -189.505495 ∣ generator_nllloss : 5217.122070 ∣ generator_ganloss : 1231.606152 ∣     [  std_z : 1.00  real_sub_fake : 639.66 ]
[  epoch 0039/0040] 2420/4800, lr:1.3e-05 ∣ avg_100 : 32147.513267 ∣ critic_nllloss : 25737.716992 ∣ critic_ganloss : -165.842651 ∣ generator_nllloss : 5268.904297 ∣ generator_ganloss : 1231.845459 ∣     [  std_z : 0.99  real_sub_fake : 624.29 ]
[  epoch 0039/0040] 2430/4800, lr:1.3e-05 ∣ avg_100 : 32147.831294 ∣ critic_nllloss : 25997.182422 ∣ critic_ganloss : -215.503856 ∣ generator_nllloss : 5199.120898 ∣ generator_ganloss : 1225.166602 ∣     [  std_z : 0.98  real_sub_fake : 763.05 ]
[  epoch 0039/0040] 2440/4800, lr:1.3e-05 ∣ avg_100 : 32147.936890 ∣ critic_nllloss : 25954.639258 ∣ critic_ganloss : -193.881660 ∣ generator_nllloss : 5159.202539 ∣ generator_ganloss : 1231.690576 ∣     [  std_z : 0.99  real_sub_fake : 697.96 ]
[  epoch 0039/0040] 2450/4800, lr:1.3e-05 ∣ avg_100 : 32146.606694 ∣ critic_nllloss : 25956.574023 ∣ critic_ganloss : -149.916241 ∣ generator_nllloss : 5181.377930 ∣ generator_ganloss : 1235.865820 ∣     [  std_z : 0.99  real_sub_fake : 599.05 ]
[  epoch 0039/0040] 2460/4800, lr:1.3e-05 ∣ avg_100 : 32144.323475 ∣ critic_nllloss : 25727.187109 ∣ critic_ganloss : -174.686050 ∣ generator_nllloss : 5167.073242 ∣ generator_ganloss : 1238.481152 ∣     [  std_z : 1.00  real_sub_fake : 565.40 ]
[  epoch 0039/0040] 2470/4800, lr:1.3e-05 ∣ avg_100 : 32141.634481 ∣ critic_nllloss : 25621.998047 ∣ critic_ganloss : -99.631860 ∣ generator_nllloss : 5120.217188 ∣ generator_ganloss : 1238.493213 ∣  [  std_z : 1.00  real_sub_fake : 620.14 ]
[  epoch 0039/0040] 2480/4800, lr:1.3e-05 ∣ avg_100 : 32143.429262 ∣ critic_nllloss : 25851.496875 ∣ critic_ganloss : -179.761670 ∣ generator_nllloss : 5202.232227 ∣ generator_ganloss : 1239.965381 ∣     [  std_z : 0.99  real_sub_fake : 579.11 ]
[  epoch 0039/0040] 2490/4800, lr:1.3e-05 ∣ avg_100 : 32143.615835 ∣ critic_nllloss : 26057.883398 ∣ critic_ganloss : -117.682745 ∣ generator_nllloss : 5155.655078 ∣ generator_ganloss : 1234.508350 ∣     [  std_z : 1.00  real_sub_fake : 597.07 ]
[  epoch 0039/0040] 2500/4800, lr:1.3e-05 ∣ avg_100 : 32140.868472 ∣ critic_nllloss : 25813.594727 ∣ critic_ganloss : -154.174693 ∣ generator_nllloss : 5171.108984 ∣ generator_ganloss : 1244.223340 ∣     [  std_z : 0.99  real_sub_fake : 515.74 ]
[  epoch 0039/0040] 2510/4800, lr:1.3e-05 ∣ avg_100 : 32143.931319 ∣ critic_nllloss : 25862.963477 ∣ critic_ganloss : -183.070258 ∣ generator_nllloss : 5267.041797 ∣ generator_ganloss : 1228.908301 ∣     [  std_z : 1.00  real_sub_fake : 574.64 ]
[  epoch 0039/0040] 2520/4800, lr:1.3e-05 ∣ avg_100 : 32144.710521 ∣ critic_nllloss : 25850.634766 ∣ critic_ganloss : -133.577166 ∣ generator_nllloss : 5188.838867 ∣ generator_ganloss : 1226.445459 ∣     [  std_z : 0.99  real_sub_fake : 604.89 ]
[  epoch 0039/0040] 2530/4800, lr:1.3e-05 ∣ avg_100 : 32144.821588 ∣ critic_nllloss : 25792.383203 ∣ critic_ganloss : -126.081618 ∣ generator_nllloss : 5179.653125 ∣ generator_ganloss : 1245.738623 ∣     [  std_z : 0.99  real_sub_fake : 455.30 ]
[  epoch 0039/0040] 2540/4800, lr:1.3e-05 ∣ avg_100 : 32146.502261 ∣ critic_nllloss : 26101.662305 ∣ critic_ganloss : -173.256252 ∣ generator_nllloss : 5209.961328 ∣ generator_ganloss : 1235.687842 ∣     [  std_z : 1.00  real_sub_fake : 473.33 ]
[  epoch 0039/0040] 2550/4800, lr:1.3e-05 ∣ avg_100 : 32146.272840 ∣ critic_nllloss : 25811.424609 ∣ critic_ganloss : -195.226340 ∣ generator_nllloss : 5213.883594 ∣ generator_ganloss : 1217.957129 ∣     [  std_z : 1.00  real_sub_fake : 679.14 ]
[  epoch 0039/0040] 2560/4800, lr:1.3e-05 ∣ avg_100 : 32146.921755 ∣ critic_nllloss : 25857.641602 ∣ critic_ganloss : -103.608142 ∣ generator_nllloss : 5191.977148 ∣ generator_ganloss : 1218.904004 ∣     [  std_z : 0.99  real_sub_fake : 625.57 ]
[  epoch 0039/0040] 2570/4800, lr:1.3e-05 ∣ avg_100 : 32146.210946 ∣ critic_nllloss : 25767.707227 ∣ critic_ganloss : -191.270177 ∣ generator_nllloss : 5165.434961 ∣ generator_ganloss : 1221.759473 ∣     [  std_z : 0.99  real_sub_fake : 596.06 ]
[  epoch 0039/0040] 2580/4800, lr:1.3e-05 ∣ avg_100 : 32146.416331 ∣ critic_nllloss : 25884.268359 ∣ critic_ganloss : -168.650018 ∣ generator_nllloss : 5191.459766 ∣ generator_ganloss : 1221.125977 ∣     [  std_z : 0.99  real_sub_fake : 580.49 ]
[  epoch 0039/0040] 2590/4800, lr:1.3e-05 ∣ avg_100 : 32145.517759 ∣ critic_nllloss : 25842.385937 ∣ critic_ganloss : -156.576181 ∣ generator_nllloss : 5243.207617 ∣ generator_ganloss : 1242.208008 ∣     [  std_z : 0.99  real_sub_fake : 569.61 ]
[  epoch 0039/0040] 2600/4800, lr:1.3e-05 ∣ avg_100 : 32142.826732 ∣ critic_nllloss : 25956.986328 ∣ critic_ganloss : -173.512511 ∣ generator_nllloss : 5290.162500 ∣ generator_ganloss : 1226.378760 ∣     [  std_z : 1.00  real_sub_fake : 592.61 ]
[  epoch 0039/0040] 2610/4800, lr:1.3e-05 ∣ avg_100 : 32143.556602 ∣ critic_nllloss : 25892.996680 ∣ critic_ganloss : -133.183778 ∣ generator_nllloss : 5183.203516 ∣ generator_ganloss : 1245.189355 ∣     [  std_z : 1.00  real_sub_fake : 645.71 ]
[  epoch 0039/0040] 2620/4800, lr:1.3e-05 ∣ avg_100 : 32142.356587 ∣ critic_nllloss : 25803.305859 ∣ critic_ganloss : -147.775531 ∣ generator_nllloss : 5146.499609 ∣ generator_ganloss : 1236.461816 ∣     [  std_z : 1.00  real_sub_fake : 606.44 ]
[  epoch 0039/0040] 2630/4800, lr:1.3e-05 ∣ avg_100 : 32144.373941 ∣ critic_nllloss : 25954.374414 ∣ critic_ganloss : -159.497394 ∣ generator_nllloss : 5188.098828 ∣ generator_ganloss : 1229.703662 ∣     [  std_z : 1.00  real_sub_fake : 652.34 ]
[  epoch 0039/0040] 2640/4800, lr:1.3e-05 ∣ avg_100 : 32142.224946 ∣ critic_nllloss : 25915.340234 ∣ critic_ganloss : -172.556404 ∣ generator_nllloss : 5046.036914 ∣ generator_ganloss : 1234.693701 ∣     [  std_z : 0.99  real_sub_fake : 602.31 ]
[  epoch 0039/0040] 2650/4800, lr:1.3e-05 ∣ avg_100 : 32145.226358 ∣ critic_nllloss : 26131.495117 ∣ critic_ganloss : -122.983231 ∣ generator_nllloss : 5247.833203 ∣ generator_ganloss : 1237.949609 ∣     [  std_z : 0.98  real_sub_fake : 596.96 ]
[  epoch 0039/0040] 2660/4800, lr:1.3e-05 ∣ avg_100 : 32147.453219 ∣ critic_nllloss : 26107.751758 ∣ critic_ganloss : -241.827850 ∣ generator_nllloss : 5232.288477 ∣ generator_ganloss : 1234.769727 ∣     [  std_z : 0.99  real_sub_fake : 613.19 ]
[  epoch 0039/0040] 2670/4800, lr:1.3e-05 ∣ avg_100 : 32146.275103 ∣ critic_nllloss : 25865.144141 ∣ critic_ganloss : -156.337032 ∣ generator_nllloss : 5234.518359 ∣ generator_ganloss : 1233.774023 ∣     [  std_z : 0.99  real_sub_fake : 602.12 ]
[  epoch 0039/0040] 2680/4800, lr:1.3e-05 ∣ avg_100 : 32143.271216 ∣ critic_nllloss : 25602.892383 ∣ critic_ganloss : -167.351839 ∣ generator_nllloss : 5122.788281 ∣ generator_ganloss : 1238.659424 ∣     [  std_z : 1.00  real_sub_fake : 610.51 ]
[  epoch 0039/0040] 2690/4800, lr:1.3e-05 ∣ avg_100 : 32146.710078 ∣ critic_nllloss : 26054.581836 ∣ critic_ganloss : -125.195832 ∣ generator_nllloss : 5238.222852 ∣ generator_ganloss : 1240.732227 ∣     [  std_z : 1.00  real_sub_fake : 519.70 ]
[  epoch 0039/0040] 2700/4800, lr:1.3e-05 ∣ avg_100 : 32146.598699 ∣ critic_nllloss : 25826.220313 ∣ critic_ganloss : -158.709949 ∣ generator_nllloss : 5180.194336 ∣ generator_ganloss : 1221.180615 ∣     [  std_z : 1.00  real_sub_fake : 564.80 ]
[  epoch 0039/0040] 2710/4800, lr:1.3e-05 ∣ avg_100 : 32147.542057 ∣ critic_nllloss : 26120.823633 ∣ critic_ganloss : -190.336992 ∣ generator_nllloss : 5190.231445 ∣ generator_ganloss : 1233.889746 ∣     [  std_z : 0.99  real_sub_fake : 686.06 ]
[  epoch 0039/0040] 2720/4800, lr:1.3e-05 ∣ avg_100 : 32145.598081 ∣ critic_nllloss : 25726.108008 ∣ critic_ganloss : -198.699465 ∣ generator_nllloss : 5150.963867 ∣ generator_ganloss : 1244.245557 ∣     [  std_z : 0.99  real_sub_fake : 606.45 ]
[  epoch 0039/0040] 2730/4800, lr:1.3e-05 ∣ avg_100 : 32147.145124 ∣ critic_nllloss : 25783.666211 ∣ critic_ganloss : -83.451039 ∣ generator_nllloss : 5216.772070 ∣ generator_ganloss : 1241.854199 ∣  [  std_z : 0.99  real_sub_fake : 638.18 ]
[  epoch 0039/0040] 2740/4800, lr:1.3e-05 ∣ avg_100 : 32143.692678 ∣ critic_nllloss : 25769.406641 ∣ critic_ganloss : -161.708643 ∣ generator_nllloss : 5102.681641 ∣ generator_ganloss : 1230.395801 ∣     [  std_z : 0.99  real_sub_fake : 553.27 ]
[  epoch 0039/0040] 2750/4800, lr:1.3e-05 ∣ avg_100 : 32143.581507 ∣ critic_nllloss : 25991.588867 ∣ critic_ganloss : -173.904660 ∣ generator_nllloss : 5215.032422 ∣ generator_ganloss : 1218.251074 ∣     [  std_z : 0.99  real_sub_fake : 589.40 ]
[  epoch 0039/0040] 2760/4800, lr:1.3e-05 ∣ avg_100 : 32145.826969 ∣ critic_nllloss : 25965.438086 ∣ critic_ganloss : -134.534041 ∣ generator_nllloss : 5157.843945 ∣ generator_ganloss : 1230.367480 ∣     [  std_z : 0.99  real_sub_fake : 657.67 ]
[  epoch 0039/0040] 2770/4800, lr:1.3e-05 ∣ avg_100 : 32147.436457 ∣ critic_nllloss : 25891.804688 ∣ critic_ganloss : -125.175274 ∣ generator_nllloss : 5184.469727 ∣ generator_ganloss : 1242.062695 ∣     [  std_z : 0.99  real_sub_fake : 496.23 ]
[  epoch 0039/0040] 2780/4800, lr:1.3e-05 ∣ avg_100 : 32142.831060 ∣ critic_nllloss : 25718.429102 ∣ critic_ganloss : -191.239104 ∣ generator_nllloss : 5113.131250 ∣ generator_ganloss : 1230.063184 ∣     [  std_z : 1.00  real_sub_fake : 519.77 ]
[  epoch 0039/0040] 2790/4800, lr:1.3e-05 ∣ avg_100 : 32144.836940 ∣ critic_nllloss : 25833.096875 ∣ critic_ganloss : -183.121771 ∣ generator_nllloss : 5214.079102 ∣ generator_ganloss : 1228.152441 ∣     [  std_z : 0.99  real_sub_fake : 610.09 ]
[  epoch 0039/0040] 2800/4800, lr:1.3e-05 ∣ avg_100 : 32146.028504 ∣ critic_nllloss : 25911.840430 ∣ critic_ganloss : -175.642552 ∣ generator_nllloss : 5159.773633 ∣ generator_ganloss : 1240.001465 ∣     [  std_z : 0.99  real_sub_fake : 653.56 ]
[  epoch 0039/0040] 2810/4800, lr:1.3e-05 ∣ avg_100 : 32145.568120 ∣ critic_nllloss : 25910.337305 ∣ critic_ganloss : -144.431010 ∣ generator_nllloss : 5233.480469 ∣ generator_ganloss : 1247.183154 ∣     [  std_z : 0.99  real_sub_fake : 565.95 ]
[  epoch 0039/0040] 2820/4800, lr:1.3e-05 ∣ avg_100 : 32143.246580 ∣ critic_nllloss : 25904.695703 ∣ critic_ganloss : -167.835381 ∣ generator_nllloss : 5168.528320 ∣ generator_ganloss : 1245.492334 ∣     [  std_z : 0.99  real_sub_fake : 543.81 ]
[  epoch 0039/0040] 2830/4800, lr:1.3e-05 ∣ avg_100 : 32143.354919 ∣ critic_nllloss : 25962.319141 ∣ critic_ganloss : -145.250589 ∣ generator_nllloss : 5245.866992 ∣ generator_ganloss : 1244.148535 ∣     [  std_z : 0.99  real_sub_fake : 603.52 ]
[  epoch 0039/0040] 2840/4800, lr:1.3e-05 ∣ avg_100 : 32145.689333 ∣ critic_nllloss : 26024.149805 ∣ critic_ganloss : -187.769977 ∣ generator_nllloss : 5204.433594 ∣ generator_ganloss : 1239.085840 ∣     [  std_z : 0.99  real_sub_fake : 635.26 ]
[  epoch 0039/0040] 2850/4800, lr:1.3e-05 ∣ avg_100 : 32148.279814 ∣ critic_nllloss : 26080.195312 ∣ critic_ganloss : -149.581123 ∣ generator_nllloss : 5220.305859 ∣ generator_ganloss : 1238.833984 ∣     [  std_z : 0.99  real_sub_fake : 696.40 ]
[  epoch 0039/0040] 2860/4800, lr:1.3e-05 ∣ avg_100 : 32147.294919 ∣ critic_nllloss : 25865.858984 ∣ critic_ganloss : -191.416075 ∣ generator_nllloss : 5159.305664 ∣ generator_ganloss : 1237.780713 ∣     [  std_z : 1.00  real_sub_fake : 590.23 ]
[  epoch 0039/0040] 2870/4800, lr:1.3e-05 ∣ avg_100 : 32146.036066 ∣ critic_nllloss : 25727.479297 ∣ critic_ganloss : -182.831647 ∣ generator_nllloss : 5188.832227 ∣ generator_ganloss : 1217.515918 ∣     [  std_z : 1.00  real_sub_fake : 700.45 ]
[  epoch 0039/0040] 2880/4800, lr:1.3e-05 ∣ avg_100 : 32149.084190 ∣ critic_nllloss : 25901.080859 ∣ critic_ganloss : -71.629475 ∣ generator_nllloss : 5210.774609 ∣ generator_ganloss : 1235.522168 ∣  [  std_z : 1.00  real_sub_fake : 520.68 ]
[  epoch 0039/0040] 2890/4800, lr:1.3e-05 ∣ avg_100 : 32147.965434 ∣ critic_nllloss : 25977.855273 ∣ critic_ganloss : -142.150874 ∣ generator_nllloss : 5179.500586 ∣ generator_ganloss : 1212.695410 ∣     [  std_z : 0.99  real_sub_fake : 620.55 ]
[  epoch 0039/0040] 2900/4800, lr:1.3e-05 ∣ avg_100 : 32148.819466 ∣ critic_nllloss : 25973.914844 ∣ critic_ganloss : -148.353003 ∣ generator_nllloss : 5266.285547 ∣ generator_ganloss : 1237.719580 ∣     [  std_z : 0.99  real_sub_fake : 514.04 ]
[  epoch 0039/0040] 2910/4800, lr:1.3e-05 ∣ avg_100 : 32154.781915 ∣ critic_nllloss : 26019.509766 ∣ critic_ganloss : -187.116961 ∣ generator_nllloss : 5272.150000 ∣ generator_ganloss : 1236.247119 ∣     [  std_z : 0.99  real_sub_fake : 549.57 ]
[  epoch 0039/0040] 2920/4800, lr:1.3e-05 ∣ avg_100 : 32154.447480 ∣ critic_nllloss : 25770.362305 ∣ critic_ganloss : -188.869092 ∣ generator_nllloss : 5126.958594 ∣ generator_ganloss : 1227.644922 ∣     [  std_z : 1.00  real_sub_fake : 627.40 ]
[  epoch 0039/0040] 2930/4800, lr:1.3e-05 ∣ avg_100 : 32157.728986 ∣ critic_nllloss : 26003.359375 ∣ critic_ganloss : -78.532997 ∣ generator_nllloss : 5186.316406 ∣ generator_ganloss : 1242.264307 ∣  [  std_z : 1.00  real_sub_fake : 442.41 ]
[  epoch 0039/0040] 2940/4800, lr:1.3e-05 ∣ avg_100 : 32157.232653 ∣ critic_nllloss : 25852.198437 ∣ critic_ganloss : -93.711555 ∣ generator_nllloss : 5087.273438 ∣ generator_ganloss : 1232.775879 ∣  [  std_z : 0.99  real_sub_fake : 381.55 ]
[  epoch 0039/0040] 2950/4800, lr:1.3e-05 ∣ avg_100 : 32157.483018 ∣ critic_nllloss : 25996.579102 ∣ critic_ganloss : -110.812602 ∣ generator_nllloss : 5124.268359 ∣ generator_ganloss : 1220.548047 ∣     [  std_z : 1.00  real_sub_fake : 563.71 ]
[  epoch 0039/0040] 2960/4800, lr:1.3e-05 ∣ avg_100 : 32161.112825 ∣ critic_nllloss : 26272.379297 ∣ critic_ganloss : -137.255424 ∣ generator_nllloss : 5222.912500 ∣ generator_ganloss : 1220.111621 ∣     [  std_z : 0.99  real_sub_fake : 501.22 ]
[  epoch 0039/0040] 2970/4800, lr:1.3e-05 ∣ avg_100 : 32161.032235 ∣ critic_nllloss : 25784.721484 ∣ critic_ganloss : -123.302681 ∣ generator_nllloss : 5183.764453 ∣ generator_ganloss : 1234.814844 ∣     [  std_z : 1.00  real_sub_fake : 464.21 ]
[  epoch 0039/0040] 2980/4800, lr:1.3e-05 ∣ avg_100 : 32162.823677 ∣ critic_nllloss : 26203.126758 ∣ critic_ganloss : -156.369873 ∣ generator_nllloss : 5306.312891 ∣ generator_ganloss : 1221.459082 ∣     [  std_z : 1.00  real_sub_fake : 547.36 ]
[  epoch 0039/0040] 2990/4800, lr:1.3e-05 ∣ avg_100 : 32162.424043 ∣ critic_nllloss : 25831.322266 ∣ critic_ganloss : -108.057316 ∣ generator_nllloss : 5257.564453 ∣ generator_ganloss : 1233.375293 ∣     [  std_z : 1.00  real_sub_fake : 424.19 ]
[  epoch 0039/0040] 3000/4800, lr:1.3e-05 ∣ avg_100 : 32164.806070 ∣ critic_nllloss : 26075.562500 ∣ critic_ganloss : -159.220154 ∣ generator_nllloss : 5261.529297 ∣ generator_ganloss : 1233.038281 ∣     [  std_z : 0.99  real_sub_fake : 579.45 ]
[  epoch 0039/0040] 3010/4800, lr:1.3e-05 ∣ avg_100 : 32164.548064 ∣ critic_nllloss : 25924.533203 ∣ critic_ganloss : -107.449295 ∣ generator_nllloss : 5136.138672 ∣ generator_ganloss : 1234.019971 ∣     [  std_z : 0.99  real_sub_fake : 468.80 ]
[  epoch 0039/0040] 3020/4800, lr:1.3e-05 ∣ avg_100 : 32163.013593 ∣ critic_nllloss : 25769.647852 ∣ critic_ganloss : -176.080509 ∣ generator_nllloss : 5203.894922 ∣ generator_ganloss : 1244.118311 ∣     [  std_z : 0.99  real_sub_fake : 493.45 ]
[  epoch 0039/0040] 3030/4800, lr:1.3e-05 ∣ avg_100 : 32160.531511 ∣ critic_nllloss : 25902.107422 ∣ critic_ganloss : -209.413049 ∣ generator_nllloss : 5206.496484 ∣ generator_ganloss : 1228.687793 ∣     [  std_z : 0.99  real_sub_fake : 580.60 ]
[  epoch 0039/0040] 3040/4800, lr:1.3e-05 ∣ avg_100 : 32159.781040 ∣ critic_nllloss : 25745.182617 ∣ critic_ganloss : -180.585616 ∣ generator_nllloss : 5254.800000 ∣ generator_ganloss : 1230.501758 ∣     [  std_z : 1.00  real_sub_fake : 706.04 ]
[  epoch 0039/0040] 3050/4800, lr:1.3e-05 ∣ avg_100 : 32160.291191 ∣ critic_nllloss : 25836.900781 ∣ critic_ganloss : -45.131567 ∣ generator_nllloss : 5190.980469 ∣ generator_ganloss : 1242.367188 ∣  [  std_z : 1.01  real_sub_fake : 615.08 ]
[  epoch 0039/0040] 3060/4800, lr:1.3e-05 ∣ avg_100 : 32159.521343 ∣ critic_nllloss : 25714.539258 ∣ critic_ganloss : -59.178207 ∣ generator_nllloss : 5162.816016 ∣ generator_ganloss : 1258.921289 ∣  [  std_z : 1.00  real_sub_fake : 305.34 ]
[  epoch 0039/0040] 3070/4800, lr:1.3e-05 ∣ avg_100 : 32161.327705 ∣ critic_nllloss : 25838.512891 ∣ critic_ganloss : -100.918054 ∣ generator_nllloss : 5149.332031 ∣ generator_ganloss : 1238.389111 ∣     [  std_z : 0.99  real_sub_fake : 248.98 ]
[  epoch 0039/0040] 3080/4800, lr:1.3e-05 ∣ avg_100 : 32159.348636 ∣ critic_nllloss : 25755.292969 ∣ critic_ganloss : -113.885888 ∣ generator_nllloss : 5138.286719 ∣ generator_ganloss : 1207.515381 ∣     [  std_z : 0.99  real_sub_fake : 384.75 ]
[  epoch 0039/0040] 3090/4800, lr:1.3e-05 ∣ avg_100 : 32157.916556 ∣ critic_nllloss : 25886.504492 ∣ critic_ganloss : -111.976884 ∣ generator_nllloss : 5155.073047 ∣ generator_ganloss : 1200.335645 ∣     [  std_z : 0.99  real_sub_fake : 431.80 ]
[  epoch 0039/0040] 3100/4800, lr:1.3e-05 ∣ avg_100 : 32155.330459 ∣ critic_nllloss : 25799.766211 ∣ critic_ganloss : -144.010327 ∣ generator_nllloss : 5180.585938 ∣ generator_ganloss : 1221.056689 ∣     [  std_z : 0.99  real_sub_fake : 443.38 ]
[  epoch 0039/0040] 3110/4800, lr:1.3e-05 ∣ avg_100 : 32155.612683 ∣ critic_nllloss : 25738.132227 ∣ critic_ganloss : -124.931863 ∣ generator_nllloss : 5161.811328 ∣ generator_ganloss : 1224.139648 ∣     [  std_z : 1.00  real_sub_fake : 423.10 ]
[  epoch 0039/0040] 3120/4800, lr:1.3e-05 ∣ avg_100 : 32155.124394 ∣ critic_nllloss : 25748.491602 ∣ critic_ganloss : -138.425175 ∣ generator_nllloss : 5165.658984 ∣ generator_ganloss : 1225.391504 ∣     [  std_z : 1.00  real_sub_fake : 454.02 ]
[  epoch 0039/0040] 3130/4800, lr:1.3e-05 ∣ avg_100 : 32153.514227 ∣ critic_nllloss : 25836.573828 ∣ critic_ganloss : -129.513449 ∣ generator_nllloss : 5151.246094 ∣ generator_ganloss : 1215.523535 ∣     [  std_z : 0.99  real_sub_fake : 430.28 ]
[  epoch 0039/0040] 3140/4800, lr:1.3e-05 ∣ avg_100 : 32154.744424 ∣ critic_nllloss : 25904.887695 ∣ critic_ganloss : -90.794938 ∣ generator_nllloss : 5156.889063 ∣ generator_ganloss : 1220.563916 ∣  [  std_z : 0.99  real_sub_fake : 502.28 ]
[  epoch 0039/0040] 3150/4800, lr:1.3e-05 ∣ avg_100 : 32158.007675 ∣ critic_nllloss : 25852.256445 ∣ critic_ganloss : -98.439835 ∣ generator_nllloss : 5180.966797 ∣ generator_ganloss : 1207.415137 ∣  [  std_z : 0.99  real_sub_fake : 507.83 ]
[  epoch 0039/0040] 3160/4800, lr:1.3e-05 ∣ avg_100 : 32159.208611 ∣ critic_nllloss : 25995.824805 ∣ critic_ganloss : -158.963923 ∣ generator_nllloss : 5157.017578 ∣ generator_ganloss : 1220.780908 ∣     [  std_z : 1.00  real_sub_fake : 517.61 ]
[  epoch 0039/0040] 3170/4800, lr:1.3e-05 ∣ avg_100 : 32158.410934 ∣ critic_nllloss : 25780.390234 ∣ critic_ganloss : -125.594392 ∣ generator_nllloss : 5281.657227 ∣ generator_ganloss : 1232.827832 ∣     [  std_z : 0.99  real_sub_fake : 442.00 ]
[  epoch 0039/0040] 3180/4800, lr:1.3e-05 ∣ avg_100 : 32156.918640 ∣ critic_nllloss : 25805.740234 ∣ critic_ganloss : -140.317382 ∣ generator_nllloss : 5156.443750 ∣ generator_ganloss : 1229.967871 ∣     [  std_z : 1.00  real_sub_fake : 426.89 ]
[  epoch 0039/0040] 3190/4800, lr:1.3e-05 ∣ avg_100 : 32155.870731 ∣ critic_nllloss : 25958.786719 ∣ critic_ganloss : -135.116923 ∣ generator_nllloss : 5133.570898 ∣ generator_ganloss : 1231.113818 ∣     [  std_z : 1.00  real_sub_fake : 489.78 ]
[  epoch 0039/0040] 3200/4800, lr:1.3e-05 ∣ avg_100 : 32158.708810 ∣ critic_nllloss : 26078.995703 ∣ critic_ganloss : -133.464999 ∣ generator_nllloss : 5285.941992 ∣ generator_ganloss : 1243.477148 ∣     [  std_z : 0.99  real_sub_fake : 466.13 ]
[  epoch 0039/0040] 3210/4800, lr:1.3e-05 ∣ avg_100 : 32158.369143 ∣ critic_nllloss : 25719.279102 ∣ critic_ganloss : -150.651688 ∣ generator_nllloss : 5171.567969 ∣ generator_ganloss : 1238.140771 ∣     [  std_z : 0.98  real_sub_fake : 457.36 ]
[  epoch 0039/0040] 3220/4800, lr:1.3e-05 ∣ avg_100 : 32157.765881 ∣ critic_nllloss : 26007.058203 ∣ critic_ganloss : -150.000455 ∣ generator_nllloss : 5177.147656 ∣ generator_ganloss : 1237.000342 ∣     [  std_z : 0.99  real_sub_fake : 545.77 ]
[  epoch 0039/0040] 3230/4800, lr:1.3e-05 ∣ avg_100 : 32160.058749 ∣ critic_nllloss : 25993.284180 ∣ critic_ganloss : -94.962859 ∣ generator_nllloss : 5174.429883 ∣ generator_ganloss : 1236.721680 ∣  [  std_z : 1.00  real_sub_fake : 500.66 ]
[  epoch 0039/0040] 3240/4800, lr:1.3e-05 ∣ avg_100 : 32159.509733 ∣ critic_nllloss : 26019.664453 ∣ critic_ganloss : -137.799839 ∣ generator_nllloss : 5193.757227 ∣ generator_ganloss : 1229.297607 ∣     [  std_z : 1.00  real_sub_fake : 514.02 ]
[  epoch 0039/0040] 3250/4800, lr:1.3e-05 ∣ avg_100 : 32156.579988 ∣ critic_nllloss : 25813.504492 ∣ critic_ganloss : -173.955855 ∣ generator_nllloss : 5081.472656 ∣ generator_ganloss : 1233.080811 ∣     [  std_z : 1.01  real_sub_fake : 501.10 ]
[  epoch 0039/0040] 3260/4800, lr:1.3e-05 ∣ avg_100 : 32156.830471 ∣ critic_nllloss : 25874.046094 ∣ critic_ganloss : -158.185056 ∣ generator_nllloss : 5137.811719 ∣ generator_ganloss : 1241.222754 ∣     [  std_z : 1.00  real_sub_fake : 565.30 ]
[  epoch 0039/0040] 3270/4800, lr:1.3e-05 ∣ avg_100 : 32159.005971 ∣ critic_nllloss : 25916.534766 ∣ critic_ganloss : -160.494713 ∣ generator_nllloss : 5270.682227 ∣ generator_ganloss : 1246.409521 ∣     [  std_z : 0.98  real_sub_fake : 577.83 ]
[  epoch 0039/0040] 3280/4800, lr:1.3e-05 ∣ avg_100 : 32154.923704 ∣ critic_nllloss : 25713.108203 ∣ critic_ganloss : -179.440907 ∣ generator_nllloss : 5186.503320 ∣ generator_ganloss : 1240.720801 ∣     [  std_z : 0.97  real_sub_fake : 584.34 ]
[  epoch 0039/0040] 3290/4800, lr:1.3e-05 ∣ avg_100 : 32150.624849 ∣ critic_nllloss : 25808.024219 ∣ critic_ganloss : -119.304869 ∣ generator_nllloss : 5152.007422 ∣ generator_ganloss : 1245.029980 ∣     [  std_z : 0.98  real_sub_fake : 616.15 ]
[  epoch 0039/0040] 3300/4800, lr:1.3e-05 ∣ avg_100 : 32152.019206 ∣ critic_nllloss : 25879.340625 ∣ critic_ganloss : -168.679575 ∣ generator_nllloss : 5176.868945 ∣ generator_ganloss : 1240.303809 ∣     [  std_z : 0.99  real_sub_fake : 577.17 ]
[  epoch 0039/0040] 3310/4800, lr:1.3e-05 ∣ avg_100 : 32155.242836 ∣ critic_nllloss : 25887.252734 ∣ critic_ganloss : -156.745712 ∣ generator_nllloss : 5137.958594 ∣ generator_ganloss : 1238.310840 ∣     [  std_z : 1.00  real_sub_fake : 547.72 ]
[  epoch 0039/0040] 3320/4800, lr:1.3e-05 ∣ avg_100 : 32153.152624 ∣ critic_nllloss : 25724.329688 ∣ critic_ganloss : -140.499483 ∣ generator_nllloss : 5127.489062 ∣ generator_ganloss : 1250.858154 ∣     [  std_z : 1.01  real_sub_fake : 517.45 ]
[  epoch 0039/0040] 3330/4800, lr:1.3e-05 ∣ avg_100 : 32155.150843 ∣ critic_nllloss : 25888.320898 ∣ critic_ganloss : -103.222659 ∣ generator_nllloss : 5191.419922 ∣ generator_ganloss : 1247.785107 ∣     [  std_z : 1.01  real_sub_fake : 563.55 ]
[  epoch 0039/0040] 3340/4800, lr:1.3e-05 ∣ avg_100 : 32159.191097 ∣ critic_nllloss : 26146.720703 ∣ critic_ganloss : -141.165891 ∣ generator_nllloss : 5241.041797 ∣ generator_ganloss : 1249.679590 ∣     [  std_z : 1.00  real_sub_fake : 552.42 ]
[  epoch 0039/0040] 3350/4800, lr:1.3e-05 ∣ avg_100 : 32163.443859 ∣ critic_nllloss : 25989.608008 ∣ critic_ganloss : -133.759697 ∣ generator_nllloss : 5275.582812 ∣ generator_ganloss : 1243.875977 ∣     [  std_z : 0.99  real_sub_fake : 503.69 ]
[  epoch 0039/0040] 3360/4800, lr:1.3e-05 ∣ avg_100 : 32161.821995 ∣ critic_nllloss : 25918.909961 ∣ critic_ganloss : -147.382106 ∣ generator_nllloss : 5101.595117 ∣ generator_ganloss : 1235.132080 ∣     [  std_z : 0.98  real_sub_fake : 503.46 ]
[  epoch 0039/0040] 3370/4800, lr:1.3e-05 ∣ avg_100 : 32165.396234 ∣ critic_nllloss : 25836.303320 ∣ critic_ganloss : -172.888290 ∣ generator_nllloss : 5272.428125 ∣ generator_ganloss : 1219.873291 ∣     [  std_z : 0.98  real_sub_fake : 567.74 ]
[  epoch 0039/0040] 3380/4800, lr:1.3e-05 ∣ avg_100 : 32167.750269 ∣ critic_nllloss : 26058.269922 ∣ critic_ganloss : -117.760518 ∣ generator_nllloss : 5184.928320 ∣ generator_ganloss : 1232.283301 ∣     [  std_z : 0.99  real_sub_fake : 659.75 ]
[  epoch 0039/0040] 3390/4800, lr:1.3e-05 ∣ avg_100 : 32171.849264 ∣ critic_nllloss : 26057.323047 ∣ critic_ganloss : -132.963877 ∣ generator_nllloss : 5335.978320 ∣ generator_ganloss : 1247.545312 ∣     [  std_z : 1.00  real_sub_fake : 529.70 ]
[  epoch 0039/0040] 3400/4800, lr:1.3e-05 ∣ avg_100 : 32172.176818 ∣ critic_nllloss : 25941.370703 ∣ critic_ganloss : -142.858727 ∣ generator_nllloss : 5252.378125 ∣ generator_ganloss : 1248.435107 ∣     [  std_z : 1.00  real_sub_fake : 499.43 ]
[  epoch 0039/0040] 3410/4800, lr:1.3e-05 ∣ avg_100 : 32171.195580 ∣ critic_nllloss : 25880.348828 ∣ critic_ganloss : -134.562146 ∣ generator_nllloss : 5180.037695 ∣ generator_ganloss : 1254.297070 ∣     [  std_z : 1.00  real_sub_fake : 467.14 ]
[  epoch 0039/0040] 3420/4800, lr:1.3e-05 ∣ avg_100 : 32172.967770 ∣ critic_nllloss : 25945.000586 ∣ critic_ganloss : -103.892931 ∣ generator_nllloss : 5177.339258 ∣ generator_ganloss : 1231.396143 ∣     [  std_z : 0.99  real_sub_fake : 517.84 ]
[  epoch 0039/0040] 3430/4800, lr:1.3e-05 ∣ avg_100 : 32172.523823 ∣ critic_nllloss : 25903.709570 ∣ critic_ganloss : -196.071248 ∣ generator_nllloss : 5225.575586 ∣ generator_ganloss : 1228.357520 ∣     [  std_z : 0.99  real_sub_fake : 522.71 ]
[  epoch 0039/0040] 3440/4800, lr:1.3e-05 ∣ avg_100 : 32171.560856 ∣ critic_nllloss : 25827.303125 ∣ critic_ganloss : -185.051282 ∣ generator_nllloss : 5176.877734 ∣ generator_ganloss : 1236.224365 ∣     [  std_z : 0.99  real_sub_fake : 582.04 ]
[  epoch 0039/0040] 3450/4800, lr:1.3e-05 ∣ avg_100 : 32171.805267 ∣ critic_nllloss : 25960.158594 ∣ critic_ganloss : -127.874138 ∣ generator_nllloss : 5183.432031 ∣ generator_ganloss : 1232.626221 ∣     [  std_z : 0.99  real_sub_fake : 637.35 ]
[  epoch 0039/0040] 3460/4800, lr:1.3e-05 ∣ avg_100 : 32173.909965 ∣ critic_nllloss : 25934.731641 ∣ critic_ganloss : -150.517056 ∣ generator_nllloss : 5142.687500 ∣ generator_ganloss : 1241.623096 ∣     [  std_z : 1.00  real_sub_fake : 595.30 ]
[  epoch 0039/0040] 3470/4800, lr:1.3e-05 ∣ avg_100 : 32175.237660 ∣ critic_nllloss : 25744.004102 ∣ critic_ganloss : -134.068629 ∣ generator_nllloss : 5149.737305 ∣ generator_ganloss : 1254.173389 ∣     [  std_z : 1.00  real_sub_fake : 555.17 ]
[  epoch 0039/0040] 3480/4800, lr:1.3e-05 ∣ avg_100 : 32177.185136 ∣ critic_nllloss : 26037.647070 ∣ critic_ganloss : -179.122946 ∣ generator_nllloss : 5202.546875 ∣ generator_ganloss : 1247.609375 ∣     [  std_z : 1.00  real_sub_fake : 545.42 ]
[  epoch 0039/0040] 3490/4800, lr:1.3e-05 ∣ avg_100 : 32176.858673 ∣ critic_nllloss : 26052.605273 ∣ critic_ganloss : -218.487698 ∣ generator_nllloss : 5218.642578 ∣ generator_ganloss : 1244.957617 ∣     [  std_z : 1.00  real_sub_fake : 695.62 ]
[  epoch 0039/0040] 3500/4800, lr:1.3e-05 ∣ avg_100 : 32177.107463 ∣ critic_nllloss : 25770.644922 ∣ critic_ganloss : -162.276762 ∣ generator_nllloss : 5241.877539 ∣ generator_ganloss : 1249.385645 ∣     [  std_z : 0.99  real_sub_fake : 531.18 ]
[  epoch 0039/0040] 3510/4800, lr:1.3e-05 ∣ avg_100 : 32176.942724 ∣ critic_nllloss : 25934.464648 ∣ critic_ganloss : -99.868019 ∣ generator_nllloss : 5105.944531 ∣ generator_ganloss : 1218.828320 ∣  [  std_z : 0.98  real_sub_fake : 723.11 ]
[  epoch 0039/0040] 3520/4800, lr:1.3e-05 ∣ avg_100 : 32177.153548 ∣ critic_nllloss : 25914.027344 ∣ critic_ganloss : -192.319012 ∣ generator_nllloss : 5188.092188 ∣ generator_ganloss : 1243.623730 ∣     [  std_z : 0.99  real_sub_fake : 578.56 ]
[  epoch 0039/0040] 3530/4800, lr:1.3e-05 ∣ avg_100 : 32176.832845 ∣ critic_nllloss : 25815.811914 ∣ critic_ganloss : -90.760872 ∣ generator_nllloss : 5092.165625 ∣ generator_ganloss : 1242.406445 ∣  [  std_z : 1.00  real_sub_fake : 560.37 ]
[  epoch 0039/0040] 3540/4800, lr:1.3e-05 ∣ avg_100 : 32173.737909 ∣ critic_nllloss : 25774.875000 ∣ critic_ganloss : -190.204947 ∣ generator_nllloss : 5233.008008 ∣ generator_ganloss : 1246.883496 ∣     [  std_z : 1.00  real_sub_fake : 525.07 ]
[  epoch 0039/0040] 3550/4800, lr:1.3e-05 ∣ avg_100 : 32174.242232 ∣ critic_nllloss : 25862.080664 ∣ critic_ganloss : -122.499164 ∣ generator_nllloss : 5122.855078 ∣ generator_ganloss : 1236.034766 ∣     [  std_z : 0.99  real_sub_fake : 559.93 ]
[  epoch 0039/0040] 3560/4800, lr:1.3e-05 ∣ avg_100 : 32172.967448 ∣ critic_nllloss : 25748.756641 ∣ critic_ganloss : -151.831873 ∣ generator_nllloss : 5188.516992 ∣ generator_ganloss : 1251.994385 ∣     [  std_z : 0.99  real_sub_fake : 452.62 ]
[  epoch 0039/0040] 3570/4800, lr:1.3e-05 ∣ avg_100 : 32175.859020 ∣ critic_nllloss : 25947.390234 ∣ critic_ganloss : -194.640167 ∣ generator_nllloss : 5252.132227 ∣ generator_ganloss : 1247.906396 ∣     [  std_z : 0.99  real_sub_fake : 579.54 ]
[  epoch 0039/0040] 3580/4800, lr:1.3e-05 ∣ avg_100 : 32175.777017 ∣ critic_nllloss : 25839.034766 ∣ critic_ganloss : -147.613699 ∣ generator_nllloss : 5189.176953 ∣ generator_ganloss : 1239.405811 ∣     [  std_z : 1.00  real_sub_fake : 678.03 ]
[  epoch 0039/0040] 3590/4800, lr:1.3e-05 ∣ avg_100 : 32174.237388 ∣ critic_nllloss : 25865.334961 ∣ critic_ganloss : -176.964954 ∣ generator_nllloss : 5084.659375 ∣ generator_ganloss : 1244.233105 ∣     [  std_z : 1.00  real_sub_fake : 584.13 ]
[  epoch 0039/0040] 3600/4800, lr:1.3e-05 ∣ avg_100 : 32173.868296 ∣ critic_nllloss : 25907.753711 ∣ critic_ganloss : -126.933833 ∣ generator_nllloss : 5237.910156 ∣ generator_ganloss : 1244.375781 ∣     [  std_z : 1.00  real_sub_fake : 660.79 ]
[  epoch 0039/0040] 3610/4800, lr:1.3e-05 ∣ avg_100 : 32174.527502 ∣ critic_nllloss : 25985.878320 ∣ critic_ganloss : -137.190988 ∣ generator_nllloss : 5148.719141 ∣ generator_ganloss : 1256.719922 ∣     [  std_z : 1.00  real_sub_fake : 457.23 ]
[  epoch 0039/0040] 3620/4800, lr:1.3e-05 ∣ avg_100 : 32177.300462 ∣ critic_nllloss : 25982.555859 ∣ critic_ganloss : -145.927022 ∣ generator_nllloss : 5237.066406 ∣ generator_ganloss : 1242.092529 ∣     [  std_z : 0.99  real_sub_fake : 609.61 ]
[  epoch 0039/0040] 3630/4800, lr:1.3e-05 ∣ avg_100 : 32178.833267 ∣ critic_nllloss : 26026.832031 ∣ critic_ganloss : -183.460870 ∣ generator_nllloss : 5271.732617 ∣ generator_ganloss : 1250.856250 ∣     [  std_z : 0.99  real_sub_fake : 569.97 ]
[  epoch 0039/0040] 3640/4800, lr:1.3e-05 ∣ avg_100 : 32179.897354 ∣ critic_nllloss : 25934.874414 ∣ critic_ganloss : -181.176143 ∣ generator_nllloss : 5141.352930 ∣ generator_ganloss : 1234.871973 ∣     [  std_z : 0.99  real_sub_fake : 596.28 ]
[  epoch 0039/0040] 3650/4800, lr:1.3e-05 ∣ avg_100 : 32175.721855 ∣ critic_nllloss : 25889.976367 ∣ critic_ganloss : -207.323607 ∣ generator_nllloss : 5162.840625 ∣ generator_ganloss : 1231.251318 ∣     [  std_z : 0.99  real_sub_fake : 696.00 ]
[  epoch 0039/0040] 3660/4800, lr:1.3e-05 ∣ avg_100 : 32173.823633 ∣ critic_nllloss : 25917.237305 ∣ critic_ganloss : -148.221144 ∣ generator_nllloss : 5134.247070 ∣ generator_ganloss : 1239.896680 ∣     [  std_z : 1.00  real_sub_fake : 691.60 ]
[  epoch 0039/0040] 3670/4800, lr:1.3e-05 ∣ avg_100 : 32171.966203 ∣ critic_nllloss : 25762.580273 ∣ critic_ganloss : -131.483476 ∣ generator_nllloss : 5105.345898 ∣ generator_ganloss : 1254.913867 ∣     [  std_z : 1.00  real_sub_fake : 534.93 ]
[  epoch 0039/0040] 3680/4800, lr:1.3e-05 ∣ avg_100 : 32176.928285 ∣ critic_nllloss : 25990.985352 ∣ critic_ganloss : -124.766899 ∣ generator_nllloss : 5176.376172 ∣ generator_ganloss : 1250.601758 ∣     [  std_z : 1.00  real_sub_fake : 533.57 ]
[  epoch 0039/0040] 3690/4800, lr:1.3e-05 ∣ avg_100 : 32173.837197 ∣ critic_nllloss : 25881.745508 ∣ critic_ganloss : -148.197859 ∣ generator_nllloss : 5109.710547 ∣ generator_ganloss : 1255.974170 ∣     [  std_z : 1.00  real_sub_fake : 533.90 ]
[  epoch 0039/0040] 3700/4800, lr:1.3e-05 ∣ avg_100 : 32175.565197 ∣ critic_nllloss : 25985.763281 ∣ critic_ganloss : -193.609575 ∣ generator_nllloss : 5200.816016 ∣ generator_ganloss : 1248.715576 ∣     [  std_z : 0.99  real_sub_fake : 640.19 ]
[  epoch 0039/0040] 3710/4800, lr:1.3e-05 ∣ avg_100 : 32174.379524 ∣ critic_nllloss : 25971.869141 ∣ critic_ganloss : -181.479048 ∣ generator_nllloss : 5190.404688 ∣ generator_ganloss : 1255.245703 ∣     [  std_z : 0.99  real_sub_fake : 687.87 ]
[  epoch 0039/0040] 3720/4800, lr:1.3e-05 ∣ avg_100 : 32178.069356 ∣ critic_nllloss : 25897.532422 ∣ critic_ganloss : -94.501586 ∣ generator_nllloss : 5216.783594 ∣ generator_ganloss : 1271.786719 ∣  [  std_z : 0.99  real_sub_fake : 325.42 ]
[  epoch 0039/0040] 3730/4800, lr:1.3e-05 ∣ avg_100 : 32179.346777 ∣ critic_nllloss : 26030.145703 ∣ critic_ganloss : -122.517826 ∣ generator_nllloss : 5142.169531 ∣ generator_ganloss : 1236.786133 ∣     [  std_z : 0.99  real_sub_fake : 384.14 ]
[  epoch 0039/0040] 3740/4800, lr:1.3e-05 ∣ avg_100 : 32182.864521 ∣ critic_nllloss : 25971.127930 ∣ critic_ganloss : -104.021362 ∣ generator_nllloss : 5212.570508 ∣ generator_ganloss : 1212.872852 ∣     [  std_z : 0.99  real_sub_fake : 505.12 ]
[  epoch 0039/0040] 3750/4800, lr:1.3e-05 ∣ avg_100 : 32178.967015 ∣ critic_nllloss : 25668.197266 ∣ critic_ganloss : -117.919709 ∣ generator_nllloss : 5077.566602 ∣ generator_ganloss : 1233.372949 ∣     [  std_z : 0.99  real_sub_fake : 388.63 ]
[  epoch 0039/0040] 3760/4800, lr:1.3e-05 ∣ avg_100 : 32175.815466 ∣ critic_nllloss : 25635.088672 ∣ critic_ganloss : -83.377059 ∣ generator_nllloss : 5113.511719 ∣ generator_ganloss : 1238.737207 ∣  [  std_z : 1.00  real_sub_fake : 373.00 ]
[  epoch 0039/0040] 3770/4800, lr:1.3e-05 ∣ avg_100 : 32175.433194 ∣ critic_nllloss : 25900.564063 ∣ critic_ganloss : -155.985905 ∣ generator_nllloss : 5183.098242 ∣ generator_ganloss : 1227.258203 ∣     [  std_z : 1.00  real_sub_fake : 482.67 ]
[  epoch 0039/0040] 3780/4800, lr:1.3e-05 ∣ avg_100 : 32180.580447 ∣ critic_nllloss : 26105.567578 ∣ critic_ganloss : -117.466878 ∣ generator_nllloss : 5180.158984 ∣ generator_ganloss : 1216.850098 ∣     [  std_z : 1.00  real_sub_fake : 514.25 ]
[  epoch 0039/0040] 3790/4800, lr:1.3e-05 ∣ avg_100 : 32184.866267 ∣ critic_nllloss : 26213.525781 ∣ critic_ganloss : -188.107921 ∣ generator_nllloss : 5274.261133 ∣ generator_ganloss : 1221.109668 ∣     [  std_z : 0.99  real_sub_fake : 643.62 ]
[  epoch 0039/0040] 3800/4800, lr:1.3e-05 ∣ avg_100 : 32184.963593 ∣ critic_nllloss : 25871.728516 ∣ critic_ganloss : -172.343509 ∣ generator_nllloss : 5211.310547 ∣ generator_ganloss : 1235.009961 ∣     [  std_z : 0.99  real_sub_fake : 519.65 ]
[  epoch 0039/0040] 3810/4800, lr:1.3e-05 ∣ avg_100 : 32184.416270 ∣ critic_nllloss : 25902.281055 ∣ critic_ganloss : -160.068718 ∣ generator_nllloss : 5221.481055 ∣ generator_ganloss : 1228.144238 ∣     [  std_z : 0.99  real_sub_fake : 573.48 ]
[  epoch 0039/0040] 3820/4800, lr:1.3e-05 ∣ avg_100 : 32183.023833 ∣ critic_nllloss : 25855.156055 ∣ critic_ganloss : -206.144138 ∣ generator_nllloss : 5130.810742 ∣ generator_ganloss : 1231.814600 ∣     [  std_z : 0.99  real_sub_fake : 691.76 ]
[  epoch 0039/0040] 3830/4800, lr:1.3e-05 ∣ avg_100 : 32179.773627 ∣ critic_nllloss : 25775.946484 ∣ critic_ganloss : -115.714731 ∣ generator_nllloss : 5089.019141 ∣ generator_ganloss : 1232.812646 ∣     [  std_z : 0.99  real_sub_fake : 528.72 ]
[  epoch 0039/0040] 3840/4800, lr:1.3e-05 ∣ avg_100 : 32179.592968 ∣ critic_nllloss : 26012.070898 ∣ critic_ganloss : -158.923199 ∣ generator_nllloss : 5176.219336 ∣ generator_ganloss : 1232.466309 ∣     [  std_z : 1.00  real_sub_fake : 642.89 ]
[  epoch 0039/0040] 3850/4800, lr:1.3e-05 ∣ avg_100 : 32176.118342 ∣ critic_nllloss : 25881.085352 ∣ critic_ganloss : -160.247462 ∣ generator_nllloss : 5088.802344 ∣ generator_ganloss : 1232.651221 ∣     [  std_z : 1.00  real_sub_fake : 562.75 ]
[  epoch 0039/0040] 3860/4800, lr:1.3e-05 ∣ avg_100 : 32176.522928 ∣ critic_nllloss : 25863.876367 ∣ critic_ganloss : -159.413977 ∣ generator_nllloss : 5179.888672 ∣ generator_ganloss : 1227.636816 ∣     [  std_z : 0.99  real_sub_fake : 520.78 ]
[  epoch 0039/0040] 3870/4800, lr:1.3e-05 ∣ avg_100 : 32177.040037 ∣ critic_nllloss : 25738.958984 ∣ critic_ganloss : -175.857484 ∣ generator_nllloss : 5209.628711 ∣ generator_ganloss : 1229.976465 ∣     [  std_z : 0.99  real_sub_fake : 641.81 ]
[  epoch 0039/0040] 3880/4800, lr:1.3e-05 ∣ avg_100 : 32178.135838 ∣ critic_nllloss : 26015.762109 ∣ critic_ganloss : -139.160515 ∣ generator_nllloss : 5260.450391 ∣ generator_ganloss : 1248.276221 ∣     [  std_z : 0.99  real_sub_fake : 604.36 ]
[  epoch 0039/0040] 3890/4800, lr:1.3e-05 ∣ avg_100 : 32177.154894 ∣ critic_nllloss : 25880.850586 ∣ critic_ganloss : -107.084132 ∣ generator_nllloss : 5105.103320 ∣ generator_ganloss : 1250.936230 ∣     [  std_z : 0.99  real_sub_fake : 539.76 ]
[  epoch 0039/0040] 3900/4800, lr:1.3e-05 ∣ avg_100 : 32177.337733 ∣ critic_nllloss : 26007.102734 ∣ critic_ganloss : -95.357200 ∣ generator_nllloss : 5174.145898 ∣ generator_ganloss : 1261.959473 ∣  [  std_z : 0.99  real_sub_fake : 443.57 ]
[  epoch 0039/0040] 3910/4800, lr:1.3e-05 ∣ avg_100 : 32178.503518 ∣ critic_nllloss : 26140.866797 ∣ critic_ganloss : -90.634997 ∣ generator_nllloss : 5148.794141 ∣ generator_ganloss : 1258.342432 ∣  [  std_z : 0.99  real_sub_fake : 335.15 ]
[  epoch 0039/0040] 3920/4800, lr:1.3e-05 ∣ avg_100 : 32182.942416 ∣ critic_nllloss : 26066.246875 ∣ critic_ganloss : -112.666770 ∣ generator_nllloss : 5190.409766 ∣ generator_ganloss : 1235.996680 ∣     [  std_z : 0.99  real_sub_fake : 412.61 ]
[  epoch 0039/0040] 3930/4800, lr:1.3e-05 ∣ avg_100 : 32180.335255 ∣ critic_nllloss : 25800.262109 ∣ critic_ganloss : -141.661363 ∣ generator_nllloss : 5198.279102 ∣ generator_ganloss : 1235.811182 ∣     [  std_z : 0.99  real_sub_fake : 526.11 ]
[  epoch 0039/0040] 3940/4800, lr:1.3e-05 ∣ avg_100 : 32184.388098 ∣ critic_nllloss : 26218.781641 ∣ critic_ganloss : -130.210106 ∣ generator_nllloss : 5159.770898 ∣ generator_ganloss : 1235.478076 ∣     [  std_z : 1.00  real_sub_fake : 527.73 ]
[  epoch 0039/0040] 3950/4800, lr:1.3e-05 ∣ avg_100 : 32186.041725 ∣ critic_nllloss : 26040.883203 ∣ critic_ganloss : -133.291661 ∣ generator_nllloss : 5256.266602 ∣ generator_ganloss : 1232.087402 ∣     [  std_z : 1.00  real_sub_fake : 533.99 ]
[  epoch 0039/0040] 3960/4800, lr:1.3e-05 ∣ avg_100 : 32178.529008 ∣ critic_nllloss : 25602.742188 ∣ critic_ganloss : -148.584795 ∣ generator_nllloss : 5145.169922 ∣ generator_ganloss : 1227.548975 ∣     [  std_z : 1.00  real_sub_fake : 489.62 ]
[  epoch 0039/0040] 3970/4800, lr:1.3e-05 ∣ avg_100 : 32179.086446 ∣ critic_nllloss : 25860.224219 ∣ critic_ganloss : -142.706702 ∣ generator_nllloss : 5180.391602 ∣ generator_ganloss : 1237.832861 ∣     [  std_z : 1.00  real_sub_fake : 634.82 ]
[  epoch 0039/0040] 3980/4800, lr:1.3e-05 ∣ avg_100 : 32175.993957 ∣ critic_nllloss : 26067.863086 ∣ critic_ganloss : -203.867584 ∣ generator_nllloss : 5161.024609 ∣ generator_ganloss : 1240.259766 ∣     [  std_z : 0.99  real_sub_fake : 619.92 ]
[  epoch 0039/0040] 3990/4800, lr:1.3e-05 ∣ avg_100 : 32174.690964 ∣ critic_nllloss : 25821.125391 ∣ critic_ganloss : -184.354425 ∣ generator_nllloss : 5202.567773 ∣ generator_ganloss : 1244.566699 ∣     [  std_z : 0.99  real_sub_fake : 576.78 ]
[  epoch 0039/0040] 4000/4800, lr:1.3e-05 ∣ avg_100 : 32174.874544 ∣ critic_nllloss : 26095.184961 ∣ critic_ganloss : -168.277484 ∣ generator_nllloss : 5248.416211 ∣ generator_ganloss : 1253.944238 ∣     [  std_z : 0.99  real_sub_fake : 593.82 ]
[  epoch 0039/0040] 4010/4800, lr:1.3e-05 ∣ avg_100 : 32174.309590 ∣ critic_nllloss : 25840.463477 ∣ critic_ganloss : -125.456538 ∣ generator_nllloss : 5189.956641 ∣ generator_ganloss : 1225.783594 ∣     [  std_z : 0.99  real_sub_fake : 605.41 ]
[  epoch 0039/0040] 4020/4800, lr:1.3e-05 ∣ avg_100 : 32175.611442 ∣ critic_nllloss : 25833.872266 ∣ critic_ganloss : -182.721428 ∣ generator_nllloss : 5279.298633 ∣ generator_ganloss : 1241.316260 ∣     [  std_z : 0.99  real_sub_fake : 671.93 ]
[  epoch 0039/0040] 4030/4800, lr:1.3e-05 ∣ avg_100 : 32175.606685 ∣ critic_nllloss : 25876.422656 ∣ critic_ganloss : -215.579089 ∣ generator_nllloss : 5214.461133 ∣ generator_ganloss : 1252.098291 ∣     [  std_z : 0.99  real_sub_fake : 632.26 ]
[  epoch 0039/0040] 4040/4800, lr:1.3e-05 ∣ avg_100 : 32175.407535 ∣ critic_nllloss : 25748.287695 ∣ critic_ganloss : -146.580504 ∣ generator_nllloss : 5173.610352 ∣ generator_ganloss : 1254.666211 ∣     [  std_z : 0.99  real_sub_fake : 579.03 ]
[  epoch 0039/0040] 4050/4800, lr:1.3e-05 ∣ avg_100 : 32173.860933 ∣ critic_nllloss : 25696.496875 ∣ critic_ganloss : -93.766118 ∣ generator_nllloss : 5211.061133 ∣ generator_ganloss : 1256.664746 ∣  [  std_z : 0.99  real_sub_fake : 442.80 ]
[  epoch 0039/0040] 4060/4800, lr:1.3e-05 ∣ avg_100 : 32175.982316 ∣ critic_nllloss : 26066.507031 ∣ critic_ganloss : -153.517906 ∣ generator_nllloss : 5140.284766 ∣ generator_ganloss : 1235.962793 ∣     [  std_z : 0.99  real_sub_fake : 567.99 ]
[  epoch 0039/0040] 4070/4800, lr:1.3e-05 ∣ avg_100 : 32175.907112 ∣ critic_nllloss : 25938.698242 ∣ critic_ganloss : -135.810999 ∣ generator_nllloss : 5088.566602 ∣ generator_ganloss : 1226.341699 ∣     [  std_z : 1.00  real_sub_fake : 677.28 ]
[  epoch 0039/0040] 4080/4800, lr:1.3e-05 ∣ avg_100 : 32179.206321 ∣ critic_nllloss : 25961.549805 ∣ critic_ganloss : -127.335732 ∣ generator_nllloss : 5238.536914 ∣ generator_ganloss : 1244.379150 ∣     [  std_z : 1.00  real_sub_fake : 538.77 ]
[  epoch 0039/0040] 4090/4800, lr:1.3e-05 ∣ avg_100 : 32179.462644 ∣ critic_nllloss : 25819.973633 ∣ critic_ganloss : -165.834949 ∣ generator_nllloss : 5267.135156 ∣ generator_ganloss : 1234.294678 ∣     [  std_z : 1.00  real_sub_fake : 542.14 ]
[  epoch 0039/0040] 4100/4800, lr:1.3e-05 ∣ avg_100 : 32183.190287 ∣ critic_nllloss : 26253.590039 ∣ critic_ganloss : -194.914517 ∣ generator_nllloss : 5142.528711 ∣ generator_ganloss : 1228.958594 ∣     [  std_z : 0.99  real_sub_fake : 703.74 ]
[  epoch 0039/0040] 4110/4800, lr:1.3e-05 ∣ avg_100 : 32183.922196 ∣ critic_nllloss : 25840.505078 ∣ critic_ganloss : -218.226120 ∣ generator_nllloss : 5215.675000 ∣ generator_ganloss : 1234.388330 ∣     [  std_z : 0.99  real_sub_fake : 677.52 ]
[  epoch 0039/0040] 4120/4800, lr:1.3e-05 ∣ avg_100 : 32186.230532 ∣ critic_nllloss : 25969.192383 ∣ critic_ganloss : -200.389958 ∣ generator_nllloss : 5217.495117 ∣ generator_ganloss : 1245.652930 ∣     [  std_z : 1.00  real_sub_fake : 652.72 ]
[  epoch 0039/0040] 4130/4800, lr:1.3e-05 ∣ avg_100 : 32185.712630 ∣ critic_nllloss : 25672.151758 ∣ critic_ganloss : -22.005463 ∣ generator_nllloss : 5103.092383 ∣ generator_ganloss : 1268.801172 ∣  [  std_z : 1.00  real_sub_fake : 254.30 ]
[  epoch 0039/0040] 4140/4800, lr:1.3e-05 ∣ avg_100 : 32188.872660 ∣ critic_nllloss : 25976.667578 ∣ critic_ganloss : -13.927300 ∣ generator_nllloss : 5276.485547 ∣ generator_ganloss : 1268.322900 ∣  [  std_z : 0.99  real_sub_fake : 109.47 ]
[  epoch 0039/0040] 4150/4800, lr:1.3e-05 ∣ avg_100 : 32191.458473 ∣ critic_nllloss : 25996.804102 ∣ critic_ganloss : -21.592920 ∣ generator_nllloss : 5162.979102 ∣ generator_ganloss : 1262.589600 ∣  [  std_z : 0.99  real_sub_fake : 89.61 ]
[  epoch 0039/0040] 4160/4800, lr:1.3e-05 ∣ avg_100 : 32194.948582 ∣ critic_nllloss : 26080.704297 ∣ critic_ganloss : -37.201758 ∣ generator_nllloss : 5261.112500 ∣ generator_ganloss : 1259.055176 ∣  [  std_z : 1.00  real_sub_fake : 102.28 ]
[  epoch 0039/0040] 4170/4800, lr:1.3e-05 ∣ avg_100 : 32196.574896 ∣ critic_nllloss : 25946.586133 ∣ critic_ganloss : -61.643168 ∣ generator_nllloss : 5200.433203 ∣ generator_ganloss : 1246.536133 ∣  [  std_z : 0.99  real_sub_fake : 146.51 ]
[  epoch 0039/0040] 4180/4800, lr:1.3e-05 ∣ avg_100 : 32197.989197 ∣ critic_nllloss : 25818.302930 ∣ critic_ganloss : -58.735270 ∣ generator_nllloss : 5201.351758 ∣ generator_ganloss : 1232.345166 ∣  [  std_z : 0.99  real_sub_fake : 214.53 ]
[  epoch 0039/0040] 4190/4800, lr:1.3e-05 ∣ avg_100 : 32198.711884 ∣ critic_nllloss : 25985.508594 ∣ critic_ganloss : -74.615688 ∣ generator_nllloss : 5128.038281 ∣ generator_ganloss : 1221.692041 ∣  [  std_z : 0.99  real_sub_fake : 261.63 ]
[  epoch 0039/0040] 4200/4800, lr:1.3e-05 ∣ avg_100 : 32198.714853 ∣ critic_nllloss : 26101.595313 ∣ critic_ganloss : -32.793626 ∣ generator_nllloss : 5193.936914 ∣ generator_ganloss : 1212.508154 ∣  [  std_z : 1.00  real_sub_fake : 212.77 ]
[  epoch 0039/0040] 4210/4800, lr:1.3e-05 ∣ avg_100 : 32201.501093 ∣ critic_nllloss : 26007.265625 ∣ critic_ganloss : -53.263994 ∣ generator_nllloss : 5095.568750 ∣ generator_ganloss : 1207.389746 ∣  [  std_z : 0.99  real_sub_fake : 203.79 ]
[  epoch 0039/0040] 4220/4800, lr:1.3e-05 ∣ avg_100 : 32201.287345 ∣ critic_nllloss : 25914.171484 ∣ critic_ganloss : -51.144695 ∣ generator_nllloss : 5182.409766 ∣ generator_ganloss : 1204.394385 ∣  [  std_z : 0.99  real_sub_fake : 212.75 ]
[  epoch 0039/0040] 4230/4800, lr:1.3e-05 ∣ avg_100 : 32202.181161 ∣ critic_nllloss : 25972.646680 ∣ critic_ganloss : -69.146854 ∣ generator_nllloss : 5295.876367 ∣ generator_ganloss : 1199.478271 ∣  [  std_z : 0.99  real_sub_fake : 222.40 ]
[  epoch 0039/0040] 4240/4800, lr:1.3e-05 ∣ avg_100 : 32201.705588 ∣ critic_nllloss : 26005.331836 ∣ critic_ganloss : -94.385057 ∣ generator_nllloss : 5154.173242 ∣ generator_ganloss : 1192.242188 ∣  [  std_z : 0.99  real_sub_fake : 300.82 ]
[  epoch 0039/0040] 4250/4800, lr:1.3e-05 ∣ avg_100 : 32201.903753 ∣ critic_nllloss : 25796.447461 ∣ critic_ganloss : -127.577826 ∣ generator_nllloss : 5125.349414 ∣ generator_ganloss : 1179.699512 ∣     [  std_z : 0.99  real_sub_fake : 389.78 ]
[  epoch 0039/0040] 4260/4800, lr:1.3e-05 ∣ avg_100 : 32201.198858 ∣ critic_nllloss : 25902.180078 ∣ critic_ganloss : -146.820294 ∣ generator_nllloss : 5089.001758 ∣ generator_ganloss : 1180.044434 ∣     [  std_z : 0.99  real_sub_fake : 503.79 ]
[  epoch 0039/0040] 4270/4800, lr:1.3e-05 ∣ avg_100 : 32199.881207 ∣ critic_nllloss : 25898.443555 ∣ critic_ganloss : -128.366600 ∣ generator_nllloss : 5181.771875 ∣ generator_ganloss : 1189.517871 ∣     [  std_z : 0.99  real_sub_fake : 544.00 ]
[  epoch 0039/0040] 4280/4800, lr:1.3e-05 ∣ avg_100 : 32201.601454 ∣ critic_nllloss : 25916.263867 ∣ critic_ganloss : -96.351236 ∣ generator_nllloss : 5104.826563 ∣ generator_ganloss : 1208.176953 ∣  [  std_z : 0.99  real_sub_fake : 473.30 ]
[  epoch 0039/0040] 4290/4800, lr:1.3e-05 ∣ avg_100 : 32206.362006 ∣ critic_nllloss : 26197.727148 ∣ critic_ganloss : -93.471267 ∣ generator_nllloss : 5221.659180 ∣ generator_ganloss : 1235.896924 ∣  [  std_z : 1.00  real_sub_fake : 313.91 ]
[  epoch 0039/0040] 4300/4800, lr:1.3e-05 ∣ avg_100 : 32206.210952 ∣ critic_nllloss : 25741.856836 ∣ critic_ganloss : -88.590703 ∣ generator_nllloss : 5242.002930 ∣ generator_ganloss : 1217.459277 ∣  [  std_z : 1.00  real_sub_fake : 330.73 ]
[  epoch 0039/0040] 4310/4800, lr:1.3e-05 ∣ avg_100 : 32211.493710 ∣ critic_nllloss : 26246.523242 ∣ critic_ganloss : -91.196695 ∣ generator_nllloss : 5278.018945 ∣ generator_ganloss : 1201.706787 ∣  [  std_z : 1.00  real_sub_fake : 444.54 ]
[  epoch 0039/0040] 4320/4800, lr:1.3e-05 ∣ avg_100 : 32213.358727 ∣ critic_nllloss : 25868.373828 ∣ critic_ganloss : -85.212186 ∣ generator_nllloss : 5160.188672 ∣ generator_ganloss : 1205.328809 ∣  [  std_z : 0.99  real_sub_fake : 392.73 ]
[  epoch 0039/0040] 4330/4800, lr:1.3e-05 ∣ avg_100 : 32213.101038 ∣ critic_nllloss : 25938.163086 ∣ critic_ganloss : -123.866546 ∣ generator_nllloss : 5173.080078 ∣ generator_ganloss : 1211.157764 ∣     [  std_z : 0.99  real_sub_fake : 411.06 ]
[  epoch 0039/0040] 4340/4800, lr:1.3e-05 ∣ avg_100 : 32210.953894 ∣ critic_nllloss : 25911.956250 ∣ critic_ganloss : -100.063382 ∣ generator_nllloss : 5269.680664 ∣ generator_ganloss : 1199.988232 ∣     [  std_z : 0.99  real_sub_fake : 450.25 ]
[  epoch 0039/0040] 4350/4800, lr:1.3e-05 ∣ avg_100 : 32208.907033 ∣ critic_nllloss : 26025.221875 ∣ critic_ganloss : -166.242937 ∣ generator_nllloss : 5105.579687 ∣ generator_ganloss : 1206.062402 ∣     [  std_z : 0.99  real_sub_fake : 551.10 ]
[  epoch 0039/0040] 4360/4800, lr:1.3e-05 ∣ avg_100 : 32207.904067 ∣ critic_nllloss : 25842.266797 ∣ critic_ganloss : -147.709504 ∣ generator_nllloss : 5097.224805 ∣ generator_ganloss : 1216.176318 ∣     [  std_z : 0.99  real_sub_fake : 542.57 ]
[  epoch 0039/0040] 4370/4800, lr:1.3e-05 ∣ avg_100 : 32208.251203 ∣ critic_nllloss : 25925.045117 ∣ critic_ganloss : -112.781256 ∣ generator_nllloss : 5156.179688 ∣ generator_ganloss : 1221.986523 ∣     [  std_z : 1.00  real_sub_fake : 535.20 ]
[  epoch 0039/0040] 4380/4800, lr:1.3e-05 ∣ avg_100 : 32208.440777 ∣ critic_nllloss : 26047.439648 ∣ critic_ganloss : -153.067012 ∣ generator_nllloss : 5253.155859 ∣ generator_ganloss : 1229.149902 ∣     [  std_z : 0.99  real_sub_fake : 511.44 ]
[  epoch 0039/0040] 4390/4800, lr:1.3e-05 ∣ avg_100 : 32206.746808 ∣ critic_nllloss : 26076.013672 ∣ critic_ganloss : -139.792969 ∣ generator_nllloss : 5182.604688 ∣ generator_ganloss : 1219.660547 ∣     [  std_z : 0.99  real_sub_fake : 524.39 ]
[  epoch 0039/0040] 4400/4800, lr:1.3e-05 ∣ avg_100 : 32205.839086 ∣ critic_nllloss : 25956.925391 ∣ critic_ganloss : -183.282803 ∣ generator_nllloss : 5221.751367 ∣ generator_ganloss : 1213.159082 ∣     [  std_z : 0.99  real_sub_fake : 622.12 ]
[  epoch 0039/0040] 4410/4800, lr:1.3e-05 ∣ avg_100 : 32205.660208 ∣ critic_nllloss : 25950.803711 ∣ critic_ganloss : -163.744640 ∣ generator_nllloss : 5147.682031 ∣ generator_ganloss : 1227.492529 ∣     [  std_z : 1.00  real_sub_fake : 586.08 ]
[  epoch 0039/0040] 4420/4800, lr:1.3e-05 ∣ avg_100 : 32202.344807 ∣ critic_nllloss : 25742.130469 ∣ critic_ganloss : -148.030006 ∣ generator_nllloss : 5087.860156 ∣ generator_ganloss : 1236.342334 ∣     [  std_z : 1.00  real_sub_fake : 548.88 ]
[  epoch 0039/0040] 4430/4800, lr:1.3e-05 ∣ avg_100 : 32202.360644 ∣ critic_nllloss : 25964.576758 ∣ critic_ganloss : -160.092622 ∣ generator_nllloss : 5137.675977 ∣ generator_ganloss : 1220.995020 ∣     [  std_z : 1.00  real_sub_fake : 611.92 ]
[  epoch 0039/0040] 4440/4800, lr:1.3e-05 ∣ avg_100 : 32203.691434 ∣ critic_nllloss : 25853.750977 ∣ critic_ganloss : -142.323825 ∣ generator_nllloss : 5236.970703 ∣ generator_ganloss : 1240.035059 ∣     [  std_z : 0.99  real_sub_fake : 559.79 ]
[  epoch 0039/0040] 4450/4800, lr:1.3e-05 ∣ avg_100 : 32200.842525 ∣ critic_nllloss : 25714.393750 ∣ critic_ganloss : -137.591507 ∣ generator_nllloss : 5161.134570 ∣ generator_ganloss : 1225.514990 ∣     [  std_z : 0.98  real_sub_fake : 467.66 ]
[  epoch 0039/0040] 4460/4800, lr:1.3e-05 ∣ avg_100 : 32198.797401 ∣ critic_nllloss : 25811.139844 ∣ critic_ganloss : -150.451340 ∣ generator_nllloss : 5095.892969 ∣ generator_ganloss : 1207.431348 ∣     [  std_z : 0.99  real_sub_fake : 589.54 ]
[  epoch 0039/0040] 4470/4800, lr:1.3e-05 ∣ avg_100 : 32201.486580 ∣ critic_nllloss : 25971.822852 ∣ critic_ganloss : -137.807645 ∣ generator_nllloss : 5223.559375 ∣ generator_ganloss : 1225.189453 ∣     [  std_z : 1.00  real_sub_fake : 550.39 ]
[  epoch 0039/0040] 4480/4800, lr:1.3e-05 ∣ avg_100 : 32200.565117 ∣ critic_nllloss : 25898.181641 ∣ critic_ganloss : -172.252641 ∣ generator_nllloss : 5262.335547 ∣ generator_ganloss : 1228.269531 ∣     [  std_z : 1.00  real_sub_fake : 582.19 ]
[  epoch 0039/0040] 4490/4800, lr:1.3e-05 ∣ avg_100 : 32200.433781 ∣ critic_nllloss : 25937.892188 ∣ critic_ganloss : -120.668690 ∣ generator_nllloss : 5247.751562 ∣ generator_ganloss : 1219.609082 ∣     [  std_z : 1.01  real_sub_fake : 603.63 ]
[  epoch 0039/0040] 4500/4800, lr:1.3e-05 ∣ avg_100 : 32199.392783 ∣ critic_nllloss : 25760.562695 ∣ critic_ganloss : -138.126750 ∣ generator_nllloss : 5144.227930 ∣ generator_ganloss : 1228.867676 ∣     [  std_z : 1.00  real_sub_fake : 584.31 ]
[  epoch 0039/0040] 4510/4800, lr:1.3e-05 ∣ avg_100 : 32196.155614 ∣ critic_nllloss : 25704.037500 ∣ critic_ganloss : -163.331267 ∣ generator_nllloss : 5057.983398 ∣ generator_ganloss : 1236.962939 ∣     [  std_z : 0.99  real_sub_fake : 516.38 ]
[  epoch 0039/0040] 4520/4800, lr:1.3e-05 ∣ avg_100 : 32197.131532 ∣ critic_nllloss : 25866.796289 ∣ critic_ganloss : -99.038412 ∣ generator_nllloss : 5246.863086 ∣ generator_ganloss : 1236.395117 ∣  [  std_z : 0.99  real_sub_fake : 440.73 ]
[  epoch 0039/0040] 4530/4800, lr:1.3e-05 ∣ avg_100 : 32197.035671 ∣ critic_nllloss : 25832.534375 ∣ critic_ganloss : -76.598028 ∣ generator_nllloss : 5058.804102 ∣ generator_ganloss : 1235.296533 ∣  [  std_z : 0.99  real_sub_fake : 340.88 ]
[  epoch 0039/0040] 4540/4800, lr:1.3e-05 ∣ avg_100 : 32200.732378 ∣ critic_nllloss : 26137.537305 ∣ critic_ganloss : -110.775853 ∣ generator_nllloss : 5183.788281 ∣ generator_ganloss : 1223.682568 ∣     [  std_z : 0.99  real_sub_fake : 433.87 ]
[  epoch 0039/0040] 4550/4800, lr:1.3e-05 ∣ avg_100 : 32203.370349 ∣ critic_nllloss : 26102.033594 ∣ critic_ganloss : -155.288132 ∣ generator_nllloss : 5196.481445 ∣ generator_ganloss : 1219.041553 ∣     [  std_z : 0.99  real_sub_fake : 523.12 ]
[  epoch 0039/0040] 4560/4800, lr:1.3e-05 ∣ avg_100 : 32206.438415 ∣ critic_nllloss : 26076.200195 ∣ critic_ganloss : -194.532841 ∣ generator_nllloss : 5242.533594 ∣ generator_ganloss : 1220.041797 ∣     [  std_z : 0.99  real_sub_fake : 622.27 ]
[  epoch 0039/0040] 4570/4800, lr:1.3e-05 ∣ avg_100 : 32208.128494 ∣ critic_nllloss : 26114.658594 ∣ critic_ganloss : -165.054524 ∣ generator_nllloss : 5243.095312 ∣ generator_ganloss : 1229.097168 ∣     [  std_z : 1.00  real_sub_fake : 643.07 ]
[  epoch 0039/0040] 4580/4800, lr:1.3e-05 ∣ avg_100 : 32208.080022 ∣ critic_nllloss : 25851.538867 ∣ critic_ganloss : -182.228752 ∣ generator_nllloss : 5218.933008 ∣ generator_ganloss : 1226.913525 ∣     [  std_z : 0.99  real_sub_fake : 646.48 ]
[  epoch 0039/0040] 4590/4800, lr:1.3e-05 ∣ avg_100 : 32207.707771 ∣ critic_nllloss : 25801.021094 ∣ critic_ganloss : -177.886716 ∣ generator_nllloss : 5117.098047 ∣ generator_ganloss : 1239.804980 ∣     [  std_z : 0.99  real_sub_fake : 612.84 ]
[  epoch 0039/0040] 4600/4800, lr:1.3e-05 ∣ avg_100 : 32206.413088 ∣ critic_nllloss : 25888.926172 ∣ critic_ganloss : -182.567973 ∣ generator_nllloss : 5188.721680 ∣ generator_ganloss : 1238.557617 ∣     [  std_z : 0.99  real_sub_fake : 685.27 ]
[  epoch 0039/0040] 4610/4800, lr:1.3e-05 ∣ avg_100 : 32204.599409 ∣ critic_nllloss : 25867.330859 ∣ critic_ganloss : -193.545183 ∣ generator_nllloss : 5158.940039 ∣ generator_ganloss : 1240.032813 ∣     [  std_z : 0.99  real_sub_fake : 656.69 ]
[  epoch 0039/0040] 4620/4800, lr:1.3e-05 ∣ avg_100 : 32201.626109 ∣ critic_nllloss : 25711.796680 ∣ critic_ganloss : -123.142419 ∣ generator_nllloss : 5179.240039 ∣ generator_ganloss : 1250.563477 ∣     [  std_z : 1.00  real_sub_fake : 567.40 ]
[  epoch 0039/0040] 4630/4800, lr:1.3e-05 ∣ avg_100 : 32201.693187 ∣ critic_nllloss : 26080.019141 ∣ critic_ganloss : -163.385971 ∣ generator_nllloss : 5215.991406 ∣ generator_ganloss : 1240.043262 ∣     [  std_z : 1.00  real_sub_fake : 666.01 ]
[  epoch 0039/0040] 4640/4800, lr:1.3e-05 ∣ avg_100 : 32202.085749 ∣ critic_nllloss : 25964.080664 ∣ critic_ganloss : -155.769464 ∣ generator_nllloss : 5113.348437 ∣ generator_ganloss : 1247.519727 ∣     [  std_z : 0.99  real_sub_fake : 582.04 ]
[  epoch 0039/0040] 4650/4800, lr:1.3e-05 ∣ avg_100 : 32200.142124 ∣ critic_nllloss : 25641.412695 ∣ critic_ganloss : -174.783347 ∣ generator_nllloss : 5177.703906 ∣ generator_ganloss : 1238.048877 ∣     [  std_z : 0.99  real_sub_fake : 544.19 ]
[  epoch 0039/0040] 4660/4800, lr:1.3e-05 ∣ avg_100 : 32200.872834 ∣ critic_nllloss : 25902.588281 ∣ critic_ganloss : -162.156418 ∣ generator_nllloss : 5240.760156 ∣ generator_ganloss : 1235.038916 ∣     [  std_z : 0.99  real_sub_fake : 626.13 ]
[  epoch 0039/0040] 4670/4800, lr:1.3e-05 ∣ avg_100 : 32202.785509 ∣ critic_nllloss : 25875.654297 ∣ critic_ganloss : -80.584909 ∣ generator_nllloss : 5152.318555 ∣ generator_ganloss : 1235.236133 ∣  [  std_z : 0.99  real_sub_fake : 498.11 ]
[  epoch 0039/0040] 4680/4800, lr:1.3e-05 ∣ avg_100 : 32201.284214 ∣ critic_nllloss : 25844.286523 ∣ critic_ganloss : -132.768446 ∣ generator_nllloss : 5206.230469 ∣ generator_ganloss : 1225.318311 ∣     [  std_z : 0.99  real_sub_fake : 563.55 ]
[  epoch 0039/0040] 4690/4800, lr:1.3e-05 ∣ avg_100 : 32199.210936 ∣ critic_nllloss : 25698.434375 ∣ critic_ganloss : -177.074115 ∣ generator_nllloss : 5141.699023 ∣ generator_ganloss : 1228.845313 ∣     [  std_z : 0.99  real_sub_fake : 582.19 ]
[  epoch 0039/0040] 4700/4800, lr:1.3e-05 ∣ avg_100 : 32196.385062 ∣ critic_nllloss : 25724.348242 ∣ critic_ganloss : -107.441771 ∣ generator_nllloss : 5098.300391 ∣ generator_ganloss : 1243.891016 ∣     [  std_z : 0.99  real_sub_fake : 505.18 ]
[  epoch 0039/0040] 4710/4800, lr:1.3e-05 ∣ avg_100 : 32194.866412 ∣ critic_nllloss : 25909.988672 ∣ critic_ganloss : -165.689600 ∣ generator_nllloss : 5096.011328 ∣ generator_ganloss : 1243.865137 ∣     [  std_z : 0.99  real_sub_fake : 562.34 ]
[  epoch 0039/0040] 4720/4800, lr:1.3e-05 ∣ avg_100 : 32191.835899 ∣ critic_nllloss : 25707.978320 ∣ critic_ganloss : -115.545500 ∣ generator_nllloss : 5147.447852 ∣ generator_ganloss : 1248.669141 ∣     [  std_z : 0.99  real_sub_fake : 506.81 ]
[  epoch 0039/0040] 4730/4800, lr:1.3e-05 ∣ avg_100 : 32192.972053 ∣ critic_nllloss : 26018.457227 ∣ critic_ganloss : -128.633829 ∣ generator_nllloss : 5266.099219 ∣ generator_ganloss : 1244.276367 ∣     [  std_z : 0.99  real_sub_fake : 491.26 ]
[  epoch 0039/0040] 4740/4800, lr:1.3e-05 ∣ avg_100 : 32194.272911 ∣ critic_nllloss : 26102.739453 ∣ critic_ganloss : -101.991896 ∣ generator_nllloss : 5190.477344 ∣ generator_ganloss : 1231.410840 ∣     [  std_z : 1.00  real_sub_fake : 549.85 ]
[  epoch 0039/0040] 4750/4800, lr:1.3e-05 ∣ avg_100 : 32199.065948 ∣ critic_nllloss : 26109.325391 ∣ critic_ganloss : -124.651758 ∣ generator_nllloss : 5099.562695 ∣ generator_ganloss : 1256.284424 ∣     [  std_z : 1.00  real_sub_fake : 442.10 ]
[  epoch 0039/0040] 4760/4800, lr:1.3e-05 ∣ avg_100 : 32202.680248 ∣ critic_nllloss : 25904.574023 ∣ critic_ganloss : -89.199255 ∣ generator_nllloss : 5208.924609 ∣ generator_ganloss : 1241.091211 ∣  [  std_z : 0.99  real_sub_fake : 430.43 ]
[  epoch 0039/0040] 4770/4800, lr:1.3e-05 ∣ avg_100 : 32203.759463 ∣ critic_nllloss : 25943.339062 ∣ critic_ganloss : -144.992726 ∣ generator_nllloss : 5223.549219 ∣ generator_ganloss : 1240.960547 ∣     [  std_z : 0.99  real_sub_fake : 471.75 ]
[  epoch 0039/0040] 4780/4800, lr:1.3e-05 ∣ avg_100 : 32201.534372 ∣ critic_nllloss : 25955.804297 ∣ critic_ganloss : -191.186238 ∣ generator_nllloss : 5160.351367 ∣ generator_ganloss : 1237.631201 ∣     [  std_z : 0.99  real_sub_fake : 520.48 ]
[  epoch 0039/0040] 4790/4800, lr:1.3e-05 ∣ avg_100 : 32195.393274 ∣ critic_nllloss : 25629.385156 ∣ critic_ganloss : -118.669629 ∣ generator_nllloss : 5171.033203 ∣ generator_ganloss : 1224.930127 ∣     [  std_z : 1.00  real_sub_fake : 530.86 ]
[  epoch 0039/0040] 4800/4800, lr:1.3e-05 ∣ avg_100 : 32194.935754 ∣ critic_nllloss : 25970.778125 ∣ critic_ganloss : -231.681805 ∣ generator_nllloss : 5133.353906 ∣ generator_ganloss : 1227.503320 ∣     [  std_z : 1.00  real_sub_fake : 681.21 ]
[    val 039    ] Done! KLD: 0.029402: 0.008605g: 0:45:38, total: 1 day, 6:25:04                    
[  epoch 0040/0040] 0010/4800, lr:1.3e-05 ∣ avg_100 : 32195.694111 ∣ critic_nllloss : 26018.517188 ∣ critic_ganloss : -160.848891 ∣ generator_nllloss : 5172.365039 ∣ generator_ganloss : 1237.639941 ∣     [  std_z : 1.00  real_sub_fake : 679.60 ]
[  epoch 0040/0040] 0020/4800, lr:1.3e-05 ∣ avg_100 : 32194.642427 ∣ critic_nllloss : 25830.220703 ∣ critic_ganloss : -169.301672 ∣ generator_nllloss : 5014.821484 ∣ generator_ganloss : 1230.728369 ∣     [  std_z : 1.00  real_sub_fake : 606.83 ]
[  epoch 0040/0040] 0030/4800, lr:1.3e-05 ∣ avg_100 : 32193.374830 ∣ critic_nllloss : 25658.618359 ∣ critic_ganloss : -191.817778 ∣ generator_nllloss : 5157.779492 ∣ generator_ganloss : 1230.723730 ∣     [  std_z : 1.00  real_sub_fake : 653.02 ]
[  epoch 0040/0040] 0040/4800, lr:1.3e-05 ∣ avg_100 : 32195.034138 ∣ critic_nllloss : 26182.513867 ∣ critic_ganloss : -162.282457 ∣ generator_nllloss : 5175.784375 ∣ generator_ganloss : 1231.748437 ∣     [  std_z : 0.99  real_sub_fake : 641.88 ]
[  epoch 0040/0040] 0050/4800, lr:1.3e-05 ∣ avg_100 : 32197.600963 ∣ critic_nllloss : 26024.948437 ∣ critic_ganloss : -172.345992 ∣ generator_nllloss : 5211.334180 ∣ generator_ganloss : 1235.037305 ∣     [  std_z : 0.99  real_sub_fake : 661.08 ]
[  epoch 0040/0040] 0060/4800, lr:1.3e-05 ∣ avg_100 : 32196.183393 ∣ critic_nllloss : 25688.126953 ∣ critic_ganloss : -137.138679 ∣ generator_nllloss : 5156.162500 ∣ generator_ganloss : 1263.080127 ∣     [  std_z : 0.99  real_sub_fake : 495.85 ]
[  epoch 0040/0040] 0070/4800, lr:1.3e-05 ∣ avg_100 : 32198.199038 ∣ critic_nllloss : 25856.515820 ∣ critic_ganloss : -115.132424 ∣ generator_nllloss : 5214.389258 ∣ generator_ganloss : 1248.498535 ∣     [  std_z : 0.99  real_sub_fake : 514.06 ]
[  epoch 0040/0040] 0080/4800, lr:1.3e-05 ∣ avg_100 : 32196.609598 ∣ critic_nllloss : 25943.845508 ∣ critic_ganloss : -137.507704 ∣ generator_nllloss : 5179.475195 ∣ generator_ganloss : 1240.571143 ∣     [  std_z : 1.00  real_sub_fake : 556.59 ]
[  epoch 0040/0040] 0090/4800, lr:1.3e-05 ∣ avg_100 : 32197.829097 ∣ critic_nllloss : 25928.951367 ∣ critic_ganloss : -174.691330 ∣ generator_nllloss : 5244.180859 ∣ generator_ganloss : 1253.315039 ∣     [  std_z : 1.00  real_sub_fake : 562.15 ]
[  epoch 0040/0040] 0100/4800, lr:1.3e-05 ∣ avg_100 : 32196.120578 ∣ critic_nllloss : 25929.662305 ∣ critic_ganloss : -155.785658 ∣ generator_nllloss : 5150.388281 ∣ generator_ganloss : 1252.734082 ∣     [  std_z : 1.00  real_sub_fake : 621.83 ]
[  epoch 0040/0040] 0110/4800, lr:1.3e-05 ∣ avg_100 : 32193.223194 ∣ critic_nllloss : 25973.002148 ∣ critic_ganloss : -194.221188 ∣ generator_nllloss : 5133.525391 ∣ generator_ganloss : 1255.323633 ∣     [  std_z : 1.00  real_sub_fake : 614.29 ]
[  epoch 0040/0040] 0120/4800, lr:1.3e-05 ∣ avg_100 : 32191.993684 ∣ critic_nllloss : 25857.969336 ∣ critic_ganloss : -107.807950 ∣ generator_nllloss : 5241.917188 ∣ generator_ganloss : 1264.956982 ∣     [  std_z : 0.99  real_sub_fake : 494.53 ]
[  epoch 0040/0040] 0130/4800, lr:1.3e-05 ∣ avg_100 : 32190.756751 ∣ critic_nllloss : 25732.182422 ∣ critic_ganloss : -120.009273 ∣ generator_nllloss : 5111.452344 ∣ generator_ganloss : 1245.372217 ∣     [  std_z : 0.99  real_sub_fake : 558.93 ]
[  epoch 0040/0040] 0140/4800, lr:1.3e-05 ∣ avg_100 : 32189.425083 ∣ critic_nllloss : 25967.374023 ∣ critic_ganloss : -106.618412 ∣ generator_nllloss : 5246.373047 ∣ generator_ganloss : 1243.525049 ∣     [  std_z : 0.99  real_sub_fake : 505.09 ]
[  epoch 0040/0040] 0150/4800, lr:1.3e-05 ∣ avg_100 : 32190.526103 ∣ critic_nllloss : 26068.860352 ∣ critic_ganloss : -135.387878 ∣ generator_nllloss : 5306.489062 ∣ generator_ganloss : 1266.086035 ∣     [  std_z : 1.00  real_sub_fake : 465.68 ]
[  epoch 0040/0040] 0160/4800, lr:1.3e-05 ∣ avg_100 : 32194.342199 ∣ critic_nllloss : 25908.616016 ∣ critic_ganloss : -178.721074 ∣ generator_nllloss : 5227.639453 ∣ generator_ganloss : 1250.951416 ∣     [  std_z : 1.00  real_sub_fake : 526.77 ]
[  epoch 0040/0040] 0170/4800, lr:1.3e-05 ∣ avg_100 : 32196.825548 ∣ critic_nllloss : 26075.758789 ∣ critic_ganloss : -150.738475 ∣ generator_nllloss : 5218.493750 ∣ generator_ganloss : 1240.562842 ∣     [  std_z : 1.00  real_sub_fake : 595.23 ]
[  epoch 0040/0040] 0180/4800, lr:1.3e-05 ∣ avg_100 : 32194.739987 ∣ critic_nllloss : 25711.709766 ∣ critic_ganloss : -54.645284 ∣ generator_nllloss : 5151.267969 ∣ generator_ganloss : 1248.391357 ∣  [  std_z : 0.99  real_sub_fake : 519.21 ]
[  epoch 0040/0040] 0190/4800, lr:1.3e-05 ∣ avg_100 : 32197.790407 ∣ critic_nllloss : 25960.400586 ∣ critic_ganloss : -159.365564 ∣ generator_nllloss : 5323.233398 ∣ generator_ganloss : 1264.679004 ∣     [  std_z : 0.98  real_sub_fake : 453.11 ]
[  epoch 0040/0040] 0200/4800, lr:1.3e-05 ∣ avg_100 : 32195.813743 ∣ critic_nllloss : 25843.124609 ∣ critic_ganloss : -127.894183 ∣ generator_nllloss : 5285.582031 ∣ generator_ganloss : 1230.789062 ∣     [  std_z : 0.99  real_sub_fake : 558.95 ]
[  epoch 0040/0040] 0210/4800, lr:1.3e-05 ∣ avg_100 : 32196.432032 ∣ critic_nllloss : 25893.708594 ∣ critic_ganloss : -156.170113 ∣ generator_nllloss : 5224.180859 ∣ generator_ganloss : 1230.856738 ∣     [  std_z : 0.99  real_sub_fake : 596.62 ]
[  epoch 0040/0040] 0220/4800, lr:1.3e-05 ∣ avg_100 : 32198.758471 ∣ critic_nllloss : 26096.990039 ∣ critic_ganloss : -114.323924 ∣ generator_nllloss : 5172.505664 ∣ generator_ganloss : 1249.237891 ∣     [  std_z : 1.00  real_sub_fake : 472.56 ]
[  epoch 0040/0040] 0230/4800, lr:1.3e-05 ∣ avg_100 : 32199.278474 ∣ critic_nllloss : 25974.881250 ∣ critic_ganloss : -164.458470 ∣ generator_nllloss : 5123.932422 ∣ generator_ganloss : 1245.048096 ∣     [  std_z : 1.01  real_sub_fake : 578.31 ]
[  epoch 0040/0040] 0240/4800, lr:1.3e-05 ∣ avg_100 : 32201.565311 ∣ critic_nllloss : 26087.427148 ∣ critic_ganloss : -140.059398 ∣ generator_nllloss : 5063.958008 ∣ generator_ganloss : 1247.341650 ∣     [  std_z : 1.00  real_sub_fake : 566.99 ]
[  epoch 0040/0040] 0250/4800, lr:1.3e-05 ∣ avg_100 : 32205.498527 ∣ critic_nllloss : 26183.833398 ∣ critic_ganloss : -161.694891 ∣ generator_nllloss : 5194.792773 ∣ generator_ganloss : 1246.846973 ∣     [  std_z : 0.99  real_sub_fake : 590.48 ]
[  epoch 0040/0040] 0260/4800, lr:1.3e-05 ∣ avg_100 : 32202.713177 ∣ critic_nllloss : 25833.232812 ∣ critic_ganloss : -166.241844 ∣ generator_nllloss : 5099.688086 ∣ generator_ganloss : 1244.022656 ∣     [  std_z : 0.99  real_sub_fake : 609.78 ]
[  epoch 0040/0040] 0270/4800, lr:1.3e-05 ∣ avg_100 : 32204.934734 ∣ critic_nllloss : 25962.682617 ∣ critic_ganloss : -115.431938 ∣ generator_nllloss : 5233.861328 ∣ generator_ganloss : 1258.839209 ∣     [  std_z : 0.99  real_sub_fake : 490.09 ]
[  epoch 0040/0040] 0280/4800, lr:1.3e-05 ∣ avg_100 : 32202.309246 ∣ critic_nllloss : 25820.517969 ∣ critic_ganloss : -122.071480 ∣ generator_nllloss : 5098.585352 ∣ generator_ganloss : 1257.549463 ∣     [  std_z : 0.99  real_sub_fake : 555.11 ]
[  epoch 0040/0040] 0290/4800, lr:1.3e-05 ∣ avg_100 : 32205.016557 ∣ critic_nllloss : 26094.264648 ∣ critic_ganloss : -165.152948 ∣ generator_nllloss : 5251.835547 ∣ generator_ganloss : 1245.352393 ∣     [  std_z : 1.00  real_sub_fake : 574.75 ]
[  epoch 0040/0040] 0300/4800, lr:1.3e-05 ∣ avg_100 : 32203.602205 ∣ critic_nllloss : 26070.564063 ∣ critic_ganloss : -152.102516 ∣ generator_nllloss : 5123.163672 ∣ generator_ganloss : 1247.102393 ∣     [  std_z : 1.00  real_sub_fake : 567.80 ]
[  epoch 0040/0040] 0310/4800, lr:1.3e-05 ∣ avg_100 : 32204.950563 ∣ critic_nllloss : 25895.057812 ∣ critic_ganloss : -128.422800 ∣ generator_nllloss : 5194.419922 ∣ generator_ganloss : 1246.123145 ∣     [  std_z : 1.00  real_sub_fake : 517.94 ]
[  epoch 0040/0040] 0320/4800, lr:1.3e-05 ∣ avg_100 : 32206.901507 ∣ critic_nllloss : 26115.511914 ∣ critic_ganloss : -157.504373 ∣ generator_nllloss : 5222.112305 ∣ generator_ganloss : 1246.925000 ∣     [  std_z : 1.00  real_sub_fake : 532.48 ]
[  epoch 0040/0040] 0330/4800, lr:1.3e-05 ∣ avg_100 : 32211.950551 ∣ critic_nllloss : 26182.183984 ∣ critic_ganloss : -192.639906 ∣ generator_nllloss : 5296.628125 ∣ generator_ganloss : 1240.772119 ∣     [  std_z : 0.99  real_sub_fake : 551.86 ]
[  epoch 0040/0040] 0340/4800, lr:1.3e-05 ∣ avg_100 : 32209.456128 ∣ critic_nllloss : 25999.766602 ∣ critic_ganloss : -144.786789 ∣ generator_nllloss : 5167.760547 ∣ generator_ganloss : 1235.366064 ∣     [  std_z : 0.99  real_sub_fake : 585.67 ]
[  epoch 0040/0040] 0350/4800, lr:1.3e-05 ∣ avg_100 : 32208.953268 ∣ critic_nllloss : 26074.707813 ∣ critic_ganloss : -183.010095 ∣ generator_nllloss : 5218.210156 ∣ generator_ganloss : 1240.585938 ∣     [  std_z : 0.99  real_sub_fake : 719.13 ]
[  epoch 0040/0040] 0360/4800, lr:1.3e-05 ∣ avg_100 : 32204.449487 ∣ critic_nllloss : 25883.560547 ∣ critic_ganloss : -109.270875 ∣ generator_nllloss : 5080.535547 ∣ generator_ganloss : 1258.466992 ∣     [  std_z : 1.00  real_sub_fake : 409.78 ]
[  epoch 0040/0040] 0370/4800, lr:1.3e-05 ∣ avg_100 : 32200.874406 ∣ critic_nllloss : 25743.985938 ∣ critic_ganloss : -111.964928 ∣ generator_nllloss : 5085.654688 ∣ generator_ganloss : 1256.728418 ∣     [  std_z : 1.00  real_sub_fake : 407.46 ]
[  epoch 0040/0040] 0380/4800, lr:1.3e-05 ∣ avg_100 : 32201.636300 ∣ critic_nllloss : 26043.872266 ∣ critic_ganloss : -210.415652 ∣ generator_nllloss : 5191.930273 ∣ generator_ganloss : 1244.067090 ∣     [  std_z : 1.00  real_sub_fake : 558.16 ]
[  epoch 0040/0040] 0390/4800, lr:1.3e-05 ∣ avg_100 : 32202.618680 ∣ critic_nllloss : 26018.395117 ∣ critic_ganloss : -140.441394 ∣ generator_nllloss : 5232.892773 ∣ generator_ganloss : 1248.014795 ∣     [  std_z : 1.00  real_sub_fake : 635.65 ]
[  epoch 0040/0040] 0400/4800, lr:1.3e-05 ∣ avg_100 : 32202.054026 ∣ critic_nllloss : 26074.163281 ∣ critic_ganloss : -130.937427 ∣ generator_nllloss : 5223.988867 ∣ generator_ganloss : 1251.566602 ∣     [  std_z : 0.99  real_sub_fake : 484.32 ]
[  epoch 0040/0040] 0410/4800, lr:1.3e-05 ∣ avg_100 : 32198.791749 ∣ critic_nllloss : 25712.193750 ∣ critic_ganloss : -140.629472 ∣ generator_nllloss : 5132.517578 ∣ generator_ganloss : 1226.650537 ∣     [  std_z : 0.98  real_sub_fake : 540.54 ]
[  epoch 0040/0040] 0420/4800, lr:1.3e-05 ∣ avg_100 : 32199.586298 ∣ critic_nllloss : 25925.740820 ∣ critic_ganloss : -90.924579 ∣ generator_nllloss : 5258.868164 ∣ generator_ganloss : 1235.601465 ∣  [  std_z : 0.99  real_sub_fake : 524.21 ]
[  epoch 0040/0040] 0430/4800, lr:1.3e-05 ∣ avg_100 : 32193.627216 ∣ critic_nllloss : 25606.011133 ∣ critic_ganloss : -124.459702 ∣ generator_nllloss : 5072.051172 ∣ generator_ganloss : 1249.343652 ∣     [  std_z : 1.00  real_sub_fake : 401.50 ]
[  epoch 0040/0040] 0440/4800, lr:1.3e-05 ∣ avg_100 : 32190.593988 ∣ critic_nllloss : 25726.772266 ∣ critic_ganloss : -155.570392 ∣ generator_nllloss : 5130.750000 ∣ generator_ganloss : 1252.087549 ∣     [  std_z : 1.00  real_sub_fake : 449.61 ]
[  epoch 0040/0040] 0450/4800, lr:1.3e-05 ∣ avg_100 : 32190.937845 ∣ critic_nllloss : 25740.387500 ∣ critic_ganloss : -147.286560 ∣ generator_nllloss : 5173.957812 ∣ generator_ganloss : 1241.245508 ∣     [  std_z : 1.00  real_sub_fake : 538.08 ]
[  epoch 0040/0040] 0460/4800, lr:1.3e-05 ∣ avg_100 : 32190.286832 ∣ critic_nllloss : 25707.930273 ∣ critic_ganloss : -110.229996 ∣ generator_nllloss : 5115.884375 ∣ generator_ganloss : 1245.720020 ∣     [  std_z : 0.99  real_sub_fake : 528.52 ]
[  epoch 0040/0040] 0470/4800, lr:1.3e-05 ∣ avg_100 : 32191.413239 ∣ critic_nllloss : 25958.843945 ∣ critic_ganloss : -155.692232 ∣ generator_nllloss : 5212.122656 ∣ generator_ganloss : 1238.733008 ∣     [  std_z : 0.99  real_sub_fake : 547.75 ]
[  epoch 0040/0040] 0480/4800, lr:1.3e-05 ∣ avg_100 : 32192.552498 ∣ critic_nllloss : 25913.819727 ∣ critic_ganloss : -138.714040 ∣ generator_nllloss : 5225.118750 ∣ generator_ganloss : 1246.617627 ∣     [  std_z : 0.99  real_sub_fake : 561.01 ]
[  epoch 0040/0040] 0490/4800, lr:1.3e-05 ∣ avg_100 : 32189.236267 ∣ critic_nllloss : 25957.172266 ∣ critic_ganloss : -146.693030 ∣ generator_nllloss : 5172.784570 ∣ generator_ganloss : 1246.925098 ∣     [  std_z : 0.99  real_sub_fake : 618.26 ]
[  epoch 0040/0040] 0500/4800, lr:1.3e-05 ∣ avg_100 : 32188.420299 ∣ critic_nllloss : 25839.971289 ∣ critic_ganloss : -175.682114 ∣ generator_nllloss : 5118.264453 ∣ generator_ganloss : 1248.577930 ∣     [  std_z : 1.00  real_sub_fake : 571.56 ]
[  epoch 0040/0040] 0510/4800, lr:1.3e-05 ∣ avg_100 : 32185.150240 ∣ critic_nllloss : 25975.404492 ∣ critic_ganloss : -120.178145 ∣ generator_nllloss : 5209.228906 ∣ generator_ganloss : 1243.591064 ∣     [  std_z : 1.00  real_sub_fake : 536.40 ]
[  epoch 0040/0040] 0520/4800, lr:1.3e-05 ∣ avg_100 : 32186.952872 ∣ critic_nllloss : 25965.049414 ∣ critic_ganloss : -144.462202 ∣ generator_nllloss : 5263.580859 ∣ generator_ganloss : 1244.774268 ∣     [  std_z : 1.00  real_sub_fake : 607.99 ]
[  epoch 0040/0040] 0530/4800, lr:1.3e-05 ∣ avg_100 : 32186.964222 ∣ critic_nllloss : 25923.508398 ∣ critic_ganloss : -165.614473 ∣ generator_nllloss : 5190.404297 ∣ generator_ganloss : 1251.371143 ∣     [  std_z : 0.99  real_sub_fake : 545.80 ]
[  epoch 0040/0040] 0540/4800, lr:1.3e-05 ∣ avg_100 : 32185.448711 ∣ critic_nllloss : 25833.338477 ∣ critic_ganloss : -122.109093 ∣ generator_nllloss : 5170.022461 ∣ generator_ganloss : 1248.758887 ∣     [  std_z : 0.99  real_sub_fake : 541.97 ]
[  epoch 0040/0040] 0550/4800, lr:1.3e-05 ∣ avg_100 : 32186.580708 ∣ critic_nllloss : 26029.715234 ∣ critic_ganloss : -188.748485 ∣ generator_nllloss : 5198.919531 ∣ generator_ganloss : 1243.934473 ∣     [  std_z : 0.99  real_sub_fake : 567.60 ]
[  epoch 0040/0040] 0560/4800, lr:1.3e-05 ∣ avg_100 : 32185.476816 ∣ critic_nllloss : 25687.580273 ∣ critic_ganloss : -132.737160 ∣ generator_nllloss : 5097.244531 ∣ generator_ganloss : 1245.481543 ∣     [  std_z : 0.99  real_sub_fake : 516.50 ]
[  epoch 0040/0040] 0570/4800, lr:1.3e-05 ∣ avg_100 : 32185.403023 ∣ critic_nllloss : 25982.858789 ∣ critic_ganloss : -169.070248 ∣ generator_nllloss : 5131.009766 ∣ generator_ganloss : 1238.252441 ∣     [  std_z : 0.99  real_sub_fake : 513.58 ]
[  epoch 0040/0040] 0580/4800, lr:1.3e-05 ∣ avg_100 : 32182.808465 ∣ critic_nllloss : 25919.003125 ∣ critic_ganloss : -161.364062 ∣ generator_nllloss : 5130.228320 ∣ generator_ganloss : 1229.355176 ∣     [  std_z : 1.00  real_sub_fake : 616.29 ]
[  epoch 0040/0040] 0590/4800, lr:1.3e-05 ∣ avg_100 : 32182.184495 ∣ critic_nllloss : 25914.675195 ∣ critic_ganloss : -129.205058 ∣ generator_nllloss : 5240.232031 ∣ generator_ganloss : 1250.386816 ∣     [  std_z : 1.00  real_sub_fake : 548.95 ]
[  epoch 0040/0040] 0600/4800, lr:1.3e-05 ∣ avg_100 : 32179.746331 ∣ critic_nllloss : 25743.612891 ∣ critic_ganloss : -158.225522 ∣ generator_nllloss : 5128.450391 ∣ generator_ganloss : 1250.898828 ∣     [  std_z : 0.99  real_sub_fake : 581.00 ]
[  epoch 0040/0040] 0610/4800, lr:1.3e-05 ∣ avg_100 : 32180.015015 ∣ critic_nllloss : 25879.866016 ∣ critic_ganloss : -146.029466 ∣ generator_nllloss : 5203.904883 ∣ generator_ganloss : 1251.360645 ∣     [  std_z : 0.99  real_sub_fake : 588.52 ]
[  epoch 0040/0040] 0620/4800, lr:1.3e-05 ∣ avg_100 : 32182.888348 ∣ critic_nllloss : 25873.683984 ∣ critic_ganloss : -178.954774 ∣ generator_nllloss : 5259.869727 ∣ generator_ganloss : 1251.037305 ∣     [  std_z : 0.98  real_sub_fake : 536.44 ]
[  epoch 0040/0040] 0630/4800, lr:1.3e-05 ∣ avg_100 : 32183.695740 ∣ critic_nllloss : 26059.247266 ∣ critic_ganloss : -183.734955 ∣ generator_nllloss : 5137.340039 ∣ generator_ganloss : 1231.041992 ∣     [  std_z : 0.99  real_sub_fake : 632.16 ]
[  epoch 0040/0040] 0640/4800, lr:1.3e-05 ∣ avg_100 : 32185.432228 ∣ critic_nllloss : 25971.754297 ∣ critic_ganloss : -113.047969 ∣ generator_nllloss : 5241.435547 ∣ generator_ganloss : 1261.939795 ∣     [  std_z : 1.00  real_sub_fake : 555.79 ]
[  epoch 0040/0040] 0650/4800, lr:1.3e-05 ∣ avg_100 : 32187.706604 ∣ critic_nllloss : 25941.153711 ∣ critic_ganloss : -136.520714 ∣ generator_nllloss : 5137.354102 ∣ generator_ganloss : 1248.902393 ∣     [  std_z : 1.00  real_sub_fake : 571.10 ]
[  epoch 0040/0040] 0660/4800, lr:1.3e-05 ∣ avg_100 : 32188.686816 ∣ critic_nllloss : 25864.292773 ∣ critic_ganloss : -178.267825 ∣ generator_nllloss : 5123.875586 ∣ generator_ganloss : 1252.133496 ∣     [  std_z : 1.00  real_sub_fake : 579.75 ]
[  epoch 0040/0040] 0670/4800, lr:1.3e-05 ∣ avg_100 : 32185.374988 ∣ critic_nllloss : 25752.135352 ∣ critic_ganloss : -169.961719 ∣ generator_nllloss : 5125.785742 ∣ generator_ganloss : 1243.621777 ∣     [  std_z : 0.99  real_sub_fake : 628.90 ]
[  epoch 0040/0040] 0680/4800, lr:1.3e-05 ∣ avg_100 : 32184.845243 ∣ critic_nllloss : 25841.334766 ∣ critic_ganloss : -153.818652 ∣ generator_nllloss : 5216.010547 ∣ generator_ganloss : 1260.032910 ∣     [  std_z : 0.98  real_sub_fake : 532.02 ]
[  epoch 0040/0040] 0690/4800, lr:1.3e-05 ∣ avg_100 : 32185.192137 ∣ critic_nllloss : 25993.314648 ∣ critic_ganloss : -120.148717 ∣ generator_nllloss : 5185.003711 ∣ generator_ganloss : 1261.103906 ∣     [  std_z : 0.98  real_sub_fake : 403.71 ]
[  epoch 0040/0040] 0700/4800, lr:1.3e-05 ∣ avg_100 : 32186.286512 ∣ critic_nllloss : 25794.549023 ∣ critic_ganloss : -153.813157 ∣ generator_nllloss : 5216.963672 ∣ generator_ganloss : 1247.269580 ∣     [  std_z : 0.99  real_sub_fake : 514.60 ]
[  epoch 0040/0040] 0710/4800, lr:1.3e-05 ∣ avg_100 : 32189.377095 ∣ critic_nllloss : 25821.180469 ∣ critic_ganloss : -120.093774 ∣ generator_nllloss : 5201.761914 ∣ generator_ganloss : 1241.862207 ∣     [  std_z : 1.00  real_sub_fake : 487.60 ]
[  epoch 0040/0040] 0720/4800, lr:1.3e-05 ∣ avg_100 : 32184.788195 ∣ critic_nllloss : 25587.080469 ∣ critic_ganloss : -118.904163 ∣ generator_nllloss : 5071.089063 ∣ generator_ganloss : 1252.860693 ∣     [  std_z : 0.99  real_sub_fake : 495.81 ]
[  epoch 0040/0040] 0730/4800, lr:1.3e-05 ∣ avg_100 : 32187.893536 ∣ critic_nllloss : 26034.636719 ∣ critic_ganloss : -168.007251 ∣ generator_nllloss : 5257.802930 ∣ generator_ganloss : 1236.138721 ∣     [  std_z : 1.00  real_sub_fake : 660.88 ]
[  epoch 0040/0040] 0740/4800, lr:1.3e-05 ∣ avg_100 : 32183.718827 ∣ critic_nllloss : 25769.218750 ∣ critic_ganloss : -156.689281 ∣ generator_nllloss : 5154.481250 ∣ generator_ganloss : 1249.750684 ∣     [  std_z : 1.00  real_sub_fake : 500.39 ]
[  epoch 0040/0040] 0750/4800, lr:1.3e-05 ∣ avg_100 : 32181.781707 ∣ critic_nllloss : 25815.711719 ∣ critic_ganloss : -107.626012 ∣ generator_nllloss : 5207.683984 ∣ generator_ganloss : 1252.786816 ∣     [  std_z : 0.99  real_sub_fake : 454.09 ]
[  epoch 0040/0040] 0760/4800, lr:1.3e-05 ∣ avg_100 : 32179.725518 ∣ critic_nllloss : 25869.991016 ∣ critic_ganloss : -145.490846 ∣ generator_nllloss : 5177.316016 ∣ generator_ganloss : 1236.807568 ∣     [  std_z : 0.99  real_sub_fake : 494.52 ]
[  epoch 0040/0040] 0770/4800, lr:1.3e-05 ∣ avg_100 : 32174.517142 ∣ critic_nllloss : 25779.237305 ∣ critic_ganloss : -152.626064 ∣ generator_nllloss : 5038.313281 ∣ generator_ganloss : 1236.034521 ∣     [  std_z : 0.98  real_sub_fake : 509.28 ]
[  epoch 0040/0040] 0780/4800, lr:1.3e-05 ∣ avg_100 : 32176.632256 ∣ critic_nllloss : 25952.200586 ∣ critic_ganloss : -120.321831 ∣ generator_nllloss : 5257.038281 ∣ generator_ganloss : 1237.750977 ∣     [  std_z : 0.99  real_sub_fake : 516.43 ]
[  epoch 0040/0040] 0790/4800, lr:1.3e-05 ∣ avg_100 : 32180.192448 ∣ critic_nllloss : 25878.960156 ∣ critic_ganloss : -25.034480 ∣ generator_nllloss : 5229.166797 ∣ generator_ganloss : 1252.964160 ∣  [  std_z : 0.99  real_sub_fake : 342.92 ]
[  epoch 0040/0040] 0800/4800, lr:1.3e-05 ∣ avg_100 : 32178.808806 ∣ critic_nllloss : 25711.306055 ∣ critic_ganloss : -67.944218 ∣ generator_nllloss : 5092.842578 ∣ generator_ganloss : 1259.068848 ∣  [  std_z : 1.00  real_sub_fake : 252.01 ]
[  epoch 0040/0040] 0810/4800, lr:1.3e-05 ∣ avg_100 : 32179.989423 ∣ critic_nllloss : 25878.994727 ∣ critic_ganloss : -94.843743 ∣ generator_nllloss : 5145.557422 ∣ generator_ganloss : 1261.111865 ∣  [  std_z : 0.99  real_sub_fake : 351.61 ]
[  epoch 0040/0040] 0820/4800, lr:1.3e-05 ∣ avg_100 : 32182.631644 ∣ critic_nllloss : 25762.731250 ∣ critic_ganloss : -86.115956 ∣ generator_nllloss : 5355.173242 ∣ generator_ganloss : 1250.891309 ∣  [  std_z : 0.99  real_sub_fake : 391.39 ]
[  epoch 0040/0040] 0830/4800, lr:1.3e-05 ∣ avg_100 : 32180.839591 ∣ critic_nllloss : 25845.245703 ∣ critic_ganloss : -72.044232 ∣ generator_nllloss : 5184.735937 ∣ generator_ganloss : 1235.525098 ∣  [  std_z : 0.99  real_sub_fake : 422.61 ]
[  epoch 0040/0040] 0840/4800, lr:1.3e-05 ∣ avg_100 : 32180.193818 ∣ critic_nllloss : 25819.210352 ∣ critic_ganloss : -122.080462 ∣ generator_nllloss : 5173.072656 ∣ generator_ganloss : 1234.399561 ∣     [  std_z : 1.00  real_sub_fake : 346.02 ]
[  epoch 0040/0040] 0850/4800, lr:1.3e-05 ∣ avg_100 : 32180.487594 ∣ critic_nllloss : 25686.752539 ∣ critic_ganloss : -125.056801 ∣ generator_nllloss : 5115.083984 ∣ generator_ganloss : 1234.979980 ∣     [  std_z : 1.00  real_sub_fake : 465.10 ]
[  epoch 0040/0040] 0860/4800, lr:1.3e-05 ∣ avg_100 : 32181.866023 ∣ critic_nllloss : 26117.294141 ∣ critic_ganloss : -171.680844 ∣ generator_nllloss : 5185.981250 ∣ generator_ganloss : 1222.479248 ∣     [  std_z : 1.00  real_sub_fake : 513.37 ]
[  epoch 0040/0040] 0870/4800, lr:1.3e-05 ∣ avg_100 : 32178.428707 ∣ critic_nllloss : 25749.899219 ∣ critic_ganloss : -202.593179 ∣ generator_nllloss : 5070.651953 ∣ generator_ganloss : 1220.934521 ∣     [  std_z : 1.00  real_sub_fake : 599.13 ]
[  epoch 0040/0040] 0880/4800, lr:1.3e-05 ∣ avg_100 : 32178.749049 ∣ critic_nllloss : 25768.685937 ∣ critic_ganloss : -82.828220 ∣ generator_nllloss : 5264.848633 ∣ generator_ganloss : 1224.394678 ∣  [  std_z : 1.00  real_sub_fake : 573.80 ]
[  epoch 0040/0040] 0890/4800, lr:1.3e-05 ∣ avg_100 : 32183.518928 ∣ critic_nllloss : 26011.617383 ∣ critic_ganloss : -153.494119 ∣ generator_nllloss : 5276.150781 ∣ generator_ganloss : 1234.618506 ∣     [  std_z : 0.99  real_sub_fake : 539.55 ]
[  epoch 0040/0040] 0900/4800, lr:1.3e-05 ∣ avg_100 : 32186.415348 ∣ critic_nllloss : 25963.409180 ∣ critic_ganloss : -132.691197 ∣ generator_nllloss : 5185.021484 ∣ generator_ganloss : 1233.000391 ∣     [  std_z : 0.99  real_sub_fake : 584.30 ]
[  epoch 0040/0040] 0910/4800, lr:1.3e-05 ∣ avg_100 : 32189.671334 ∣ critic_nllloss : 26165.857031 ∣ critic_ganloss : -194.343202 ∣ generator_nllloss : 5204.574414 ∣ generator_ganloss : 1233.685937 ∣     [  std_z : 0.99  real_sub_fake : 581.84 ]
[  epoch 0040/0040] 0920/4800, lr:1.3e-05 ∣ avg_100 : 32189.856176 ∣ critic_nllloss : 25724.967969 ∣ critic_ganloss : -135.893547 ∣ generator_nllloss : 5170.133984 ∣ generator_ganloss : 1247.825586 ∣     [  std_z : 1.00  real_sub_fake : 515.84 ]
[  epoch 0040/0040] 0930/4800, lr:1.3e-05 ∣ avg_100 : 32186.527351 ∣ critic_nllloss : 25814.511328 ∣ critic_ganloss : -188.452579 ∣ generator_nllloss : 5193.521875 ∣ generator_ganloss : 1247.735791 ∣     [  std_z : 1.00  real_sub_fake : 616.98 ]
[  epoch 0040/0040] 0940/4800, lr:1.3e-05 ∣ avg_100 : 32183.874913 ∣ critic_nllloss : 25883.153516 ∣ critic_ganloss : -152.627353 ∣ generator_nllloss : 5170.643555 ∣ generator_ganloss : 1256.222217 ∣     [  std_z : 1.00  real_sub_fake : 567.68 ]
[  epoch 0040/0040] 0950/4800, lr:1.3e-05 ∣ avg_100 : 32181.828671 ∣ critic_nllloss : 25925.972266 ∣ critic_ganloss : -213.769987 ∣ generator_nllloss : 5177.263281 ∣ generator_ganloss : 1246.431055 ∣     [  std_z : 0.99  real_sub_fake : 656.38 ]
[  epoch 0040/0040] 0960/4800, lr:1.3e-05 ∣ avg_100 : 32179.040981 ∣ critic_nllloss : 25834.372266 ∣ critic_ganloss : -206.922989 ∣ generator_nllloss : 5111.107031 ∣ generator_ganloss : 1248.065283 ∣     [  std_z : 0.99  real_sub_fake : 666.22 ]
[  epoch 0040/0040] 0970/4800, lr:1.3e-05 ∣ avg_100 : 32177.018956 ∣ critic_nllloss : 25839.833789 ∣ critic_ganloss : -161.608824 ∣ generator_nllloss : 5140.844922 ∣ generator_ganloss : 1241.583740 ∣     [  std_z : 0.99  real_sub_fake : 618.19 ]
[  epoch 0040/0040] 0980/4800, lr:1.3e-05 ∣ avg_100 : 32179.967077 ∣ critic_nllloss : 26160.919531 ∣ critic_ganloss : -214.490634 ∣ generator_nllloss : 5269.451563 ∣ generator_ganloss : 1241.532227 ∣     [  std_z : 0.99  real_sub_fake : 765.61 ]
[  epoch 0040/0040] 0990/4800, lr:1.3e-05 ∣ avg_100 : 32178.577062 ∣ critic_nllloss : 25570.655273 ∣ critic_ganloss : -158.013052 ∣ generator_nllloss : 5102.075781 ∣ generator_ganloss : 1252.959375 ∣     [  std_z : 0.99  real_sub_fake : 598.61 ]
[  epoch 0040/0040] 1000/4800, lr:1.3e-05 ∣ avg_100 : 32176.766329 ∣ critic_nllloss : 25694.308789 ∣ critic_ganloss : -116.584427 ∣ generator_nllloss : 5082.642969 ∣ generator_ganloss : 1258.512939 ∣     [  std_z : 0.99  real_sub_fake : 456.13 ]
[  epoch 0040/0040] 1010/4800, lr:1.3e-05 ∣ avg_100 : 32176.382933 ∣ critic_nllloss : 26029.261523 ∣ critic_ganloss : -223.341568 ∣ generator_nllloss : 5184.437891 ∣ generator_ganloss : 1238.975781 ∣     [  std_z : 0.99  real_sub_fake : 715.81 ]
[  epoch 0040/0040] 1020/4800, lr:1.3e-05 ∣ avg_100 : 32177.560153 ∣ critic_nllloss : 25777.707422 ∣ critic_ganloss : -141.159912 ∣ generator_nllloss : 5137.401563 ∣ generator_ganloss : 1250.241797 ∣     [  std_z : 0.99  real_sub_fake : 488.03 ]
[  epoch 0040/0040] 1030/4800, lr:1.3e-05 ∣ avg_100 : 32183.137869 ∣ critic_nllloss : 26039.836914 ∣ critic_ganloss : -160.264856 ∣ generator_nllloss : 5297.209180 ∣ generator_ganloss : 1236.294141 ∣     [  std_z : 0.99  real_sub_fake : 586.10 ]
[  epoch 0040/0040] 1040/4800, lr:1.3e-05 ∣ avg_100 : 32180.372752 ∣ critic_nllloss : 25798.694141 ∣ critic_ganloss : -111.250017 ∣ generator_nllloss : 5222.394141 ∣ generator_ganloss : 1241.414258 ∣     [  std_z : 0.99  real_sub_fake : 569.18 ]
[  epoch 0040/0040] 1050/4800, lr:1.3e-05 ∣ avg_100 : 32180.342003 ∣ critic_nllloss : 25960.337305 ∣ critic_ganloss : -133.925265 ∣ generator_nllloss : 5210.210742 ∣ generator_ganloss : 1259.276270 ∣     [  std_z : 1.00  real_sub_fake : 448.19 ]
[  epoch 0040/0040] 1060/4800, lr:1.3e-05 ∣ avg_100 : 32183.162203 ∣ critic_nllloss : 25921.513672 ∣ critic_ganloss : -114.954075 ∣ generator_nllloss : 5195.432227 ∣ generator_ganloss : 1250.259082 ∣     [  std_z : 1.00  real_sub_fake : 316.25 ]
[  epoch 0040/0040] 1070/4800, lr:1.3e-05 ∣ avg_100 : 32184.441207 ∣ critic_nllloss : 25975.999219 ∣ critic_ganloss : -115.407245 ∣ generator_nllloss : 5252.125781 ∣ generator_ganloss : 1219.453809 ∣     [  std_z : 1.00  real_sub_fake : 502.22 ]
[  epoch 0040/0040] 1080/4800, lr:1.3e-05 ∣ avg_100 : 32181.906334 ∣ critic_nllloss : 25752.616602 ∣ critic_ganloss : -196.910469 ∣ generator_nllloss : 5185.934180 ∣ generator_ganloss : 1231.256543 ∣     [  std_z : 0.99  real_sub_fake : 576.22 ]
[  epoch 0040/0040] 1090/4800, lr:1.3e-05 ∣ avg_100 : 32179.848232 ∣ critic_nllloss : 25805.514844 ∣ critic_ganloss : -121.827921 ∣ generator_nllloss : 5138.750781 ∣ generator_ganloss : 1223.508105 ∣     [  std_z : 0.99  real_sub_fake : 610.35 ]
[  epoch 0040/0040] 1100/4800, lr:1.3e-05 ∣ avg_100 : 32181.681611 ∣ critic_nllloss : 26045.992773 ∣ critic_ganloss : -214.301729 ∣ generator_nllloss : 5301.204687 ∣ generator_ganloss : 1227.441113 ∣     [  std_z : 0.99  real_sub_fake : 656.46 ]
[  epoch 0040/0040] 1110/4800, lr:1.3e-05 ∣ avg_100 : 32179.052007 ∣ critic_nllloss : 25792.613086 ∣ critic_ganloss : -168.838989 ∣ generator_nllloss : 5047.477344 ∣ generator_ganloss : 1233.418164 ∣     [  std_z : 1.00  real_sub_fake : 572.38 ]
[  epoch 0040/0040] 1120/4800, lr:1.3e-05 ∣ avg_100 : 32177.614488 ∣ critic_nllloss : 25912.321680 ∣ critic_ganloss : -210.930231 ∣ generator_nllloss : 5185.395508 ∣ generator_ganloss : 1226.496680 ∣     [  std_z : 0.99  real_sub_fake : 678.20 ]
[  epoch 0040/0040] 1130/4800, lr:1.3e-05 ∣ avg_100 : 32177.455270 ∣ critic_nllloss : 25709.049219 ∣ critic_ganloss : -106.062436 ∣ generator_nllloss : 5097.822070 ∣ generator_ganloss : 1252.267090 ∣     [  std_z : 0.99  real_sub_fake : 616.14 ]
[  epoch 0040/0040] 1140/4800, lr:1.3e-05 ∣ avg_100 : 32175.973821 ∣ critic_nllloss : 25985.394727 ∣ critic_ganloss : -120.541116 ∣ generator_nllloss : 5096.653516 ∣ generator_ganloss : 1241.001660 ∣     [  std_z : 0.99  real_sub_fake : 563.26 ]
[  epoch 0040/0040] 1150/4800, lr:1.3e-05 ∣ avg_100 : 32169.346257 ∣ critic_nllloss : 25658.379688 ∣ critic_ganloss : -131.466357 ∣ generator_nllloss : 5066.697461 ∣ generator_ganloss : 1249.680371 ∣     [  std_z : 0.99  real_sub_fake : 487.85 ]
[  epoch 0040/0040] 1160/4800, lr:1.3e-05 ∣ avg_100 : 32167.988153 ∣ critic_nllloss : 25783.371289 ∣ critic_ganloss : -164.125221 ∣ generator_nllloss : 5219.867773 ∣ generator_ganloss : 1233.561572 ∣     [  std_z : 1.00  real_sub_fake : 488.17 ]
[  epoch 0040/0040] 1170/4800, lr:1.3e-05 ∣ avg_100 : 32165.912151 ∣ critic_nllloss : 25954.922461 ∣ critic_ganloss : -171.785327 ∣ generator_nllloss : 5158.196875 ∣ generator_ganloss : 1235.142725 ∣     [  std_z : 1.00  real_sub_fake : 611.70 ]
[  epoch 0040/0040] 1180/4800, lr:1.3e-05 ∣ avg_100 : 32169.626771 ∣ critic_nllloss : 25996.068164 ∣ critic_ganloss : -65.373814 ∣ generator_nllloss : 5256.760156 ∣ generator_ganloss : 1240.731299 ∣  [  std_z : 0.99  real_sub_fake : 606.92 ]
[  epoch 0040/0040] 1190/4800, lr:1.3e-05 ∣ avg_100 : 32171.377993 ∣ critic_nllloss : 26212.032813 ∣ critic_ganloss : -188.666492 ∣ generator_nllloss : 5297.325391 ∣ generator_ganloss : 1243.377881 ∣     [  std_z : 1.00  real_sub_fake : 628.33 ]
[  epoch 0040/0040] 1200/4800, lr:1.3e-05 ∣ avg_100 : 32172.248997 ∣ critic_nllloss : 26040.787500 ∣ critic_ganloss : -125.098219 ∣ generator_nllloss : 5143.793359 ∣ generator_ganloss : 1259.219287 ∣     [  std_z : 0.99  real_sub_fake : 480.11 ]
[  epoch 0040/0040] 1210/4800, lr:1.3e-05 ∣ avg_100 : 32171.403806 ∣ critic_nllloss : 25824.147656 ∣ critic_ganloss : -156.745982 ∣ generator_nllloss : 5211.828711 ∣ generator_ganloss : 1228.826562 ∣     [  std_z : 0.99  real_sub_fake : 511.62 ]
[  epoch 0040/0040] 1220/4800, lr:1.3e-05 ∣ avg_100 : 32168.077840 ∣ critic_nllloss : 25840.706836 ∣ critic_ganloss : -189.599896 ∣ generator_nllloss : 5198.252344 ∣ generator_ganloss : 1222.453809 ∣     [  std_z : 0.99  real_sub_fake : 632.98 ]
[  epoch 0040/0040] 1230/4800, lr:1.3e-05 ∣ avg_100 : 32168.490866 ∣ critic_nllloss : 25972.620898 ∣ critic_ganloss : -192.240363 ∣ generator_nllloss : 5200.504687 ∣ generator_ganloss : 1239.820654 ∣     [  std_z : 1.00  real_sub_fake : 607.76 ]
[  epoch 0040/0040] 1240/4800, lr:1.3e-05 ∣ avg_100 : 32166.387787 ∣ critic_nllloss : 25809.485547 ∣ critic_ganloss : -100.494489 ∣ generator_nllloss : 5101.896875 ∣ generator_ganloss : 1237.471582 ∣     [  std_z : 1.00  real_sub_fake : 592.31 ]
[  epoch 0040/0040] 1250/4800, lr:1.3e-05 ∣ avg_100 : 32165.038113 ∣ critic_nllloss : 26079.701562 ∣ critic_ganloss : -131.574079 ∣ generator_nllloss : 5127.554102 ∣ generator_ganloss : 1253.129297 ∣     [  std_z : 1.00  real_sub_fake : 483.77 ]
[  epoch 0040/0040] 1260/4800, lr:1.3e-05 ∣ avg_100 : 32164.291722 ∣ critic_nllloss : 25695.132617 ∣ critic_ganloss : -117.886256 ∣ generator_nllloss : 5130.429297 ∣ generator_ganloss : 1228.386963 ∣     [  std_z : 0.99  real_sub_fake : 511.28 ]
[  epoch 0040/0040] 1270/4800, lr:1.3e-05 ∣ avg_100 : 32161.617848 ∣ critic_nllloss : 25721.263672 ∣ critic_ganloss : -117.754810 ∣ generator_nllloss : 5219.301172 ∣ generator_ganloss : 1249.753809 ∣     [  std_z : 0.99  real_sub_fake : 470.39 ]
[  epoch 0040/0040] 1280/4800, lr:1.3e-05 ∣ avg_100 : 32164.709934 ∣ critic_nllloss : 26073.532227 ∣ critic_ganloss : -112.958051 ∣ generator_nllloss : 5150.631445 ∣ generator_ganloss : 1252.584229 ∣     [  std_z : 0.99  real_sub_fake : 370.35 ]
[  epoch 0040/0040] 1290/4800, lr:1.3e-05 ∣ avg_100 : 32163.040076 ∣ critic_nllloss : 25890.542773 ∣ critic_ganloss : -86.591117 ∣ generator_nllloss : 5225.483984 ∣ generator_ganloss : 1229.878174 ∣  [  std_z : 0.99  real_sub_fake : 458.90 ]
[  epoch 0040/0040] 1300/4800, lr:1.3e-05 ∣ avg_100 : 32164.970307 ∣ critic_nllloss : 26140.833789 ∣ critic_ganloss : -101.701880 ∣ generator_nllloss : 5225.397070 ∣ generator_ganloss : 1217.221826 ∣     [  std_z : 0.99  real_sub_fake : 526.34 ]
[  epoch 0040/0040] 1310/4800, lr:1.3e-05 ∣ avg_100 : 32163.836006 ∣ critic_nllloss : 25737.257617 ∣ critic_ganloss : -121.001678 ∣ generator_nllloss : 5235.039062 ∣ generator_ganloss : 1242.452881 ∣     [  std_z : 1.00  real_sub_fake : 427.46 ]
[  epoch 0040/0040] 1320/4800, lr:1.3e-05 ∣ avg_100 : 32160.892663 ∣ critic_nllloss : 25849.309570 ∣ critic_ganloss : -174.468596 ∣ generator_nllloss : 5213.312305 ∣ generator_ganloss : 1244.557275 ∣     [  std_z : 0.99  real_sub_fake : 504.43 ]
[  epoch 0040/0040] 1330/4800, lr:1.3e-05 ∣ avg_100 : 32155.909592 ∣ critic_nllloss : 25687.761328 ∣ critic_ganloss : -133.227254 ∣ generator_nllloss : 5221.718164 ∣ generator_ganloss : 1252.385010 ∣     [  std_z : 0.99  real_sub_fake : 503.07 ]
[  epoch 0040/0040] 1340/4800, lr:1.3e-05 ∣ avg_100 : 32155.077577 ∣ critic_nllloss : 25831.353320 ∣ critic_ganloss : -130.063982 ∣ generator_nllloss : 5223.361719 ∣ generator_ganloss : 1250.253906 ∣     [  std_z : 0.99  real_sub_fake : 442.09 ]
[  epoch 0040/0040] 1350/4800, lr:1.3e-05 ∣ avg_100 : 32153.145621 ∣ critic_nllloss : 25900.613281 ∣ critic_ganloss : -145.111519 ∣ generator_nllloss : 5157.803320 ∣ generator_ganloss : 1243.993066 ∣     [  std_z : 0.99  real_sub_fake : 549.57 ]
[  epoch 0040/0040] 1360/4800, lr:1.3e-05 ∣ avg_100 : 32154.400599 ∣ critic_nllloss : 26094.776758 ∣ critic_ganloss : -169.083647 ∣ generator_nllloss : 5071.031250 ∣ generator_ganloss : 1242.065723 ∣     [  std_z : 0.99  real_sub_fake : 613.25 ]
[  epoch 0040/0040] 1370/4800, lr:1.3e-05 ∣ avg_100 : 32154.186535 ∣ critic_nllloss : 25655.782813 ∣ critic_ganloss : -158.711821 ∣ generator_nllloss : 5214.556641 ∣ generator_ganloss : 1241.370020 ∣     [  std_z : 0.99  real_sub_fake : 533.14 ]
[  epoch 0040/0040] 1380/4800, lr:1.3e-05 ∣ avg_100 : 32155.168273 ∣ critic_nllloss : 25998.395117 ∣ critic_ganloss : -117.909912 ∣ generator_nllloss : 5246.340039 ∣ generator_ganloss : 1240.802588 ∣     [  std_z : 0.99  real_sub_fake : 584.72 ]
[  epoch 0040/0040] 1390/4800, lr:1.3e-05 ∣ avg_100 : 32153.832773 ∣ critic_nllloss : 25801.926953 ∣ critic_ganloss : -103.665157 ∣ generator_nllloss : 5280.868359 ∣ generator_ganloss : 1246.181152 ∣     [  std_z : 0.99  real_sub_fake : 463.64 ]
[  epoch 0040/0040] 1400/4800, lr:1.3e-05 ∣ avg_100 : 32152.265431 ∣ critic_nllloss : 25968.784570 ∣ critic_ganloss : -98.996046 ∣ generator_nllloss : 5146.797656 ∣ generator_ganloss : 1245.460938 ∣  [  std_z : 0.99  real_sub_fake : 469.64 ]
[  epoch 0040/0040] 1410/4800, lr:1.3e-05 ∣ avg_100 : 32152.451290 ∣ critic_nllloss : 25810.846289 ∣ critic_ganloss : -109.641298 ∣ generator_nllloss : 5003.453320 ∣ generator_ganloss : 1244.659961 ∣     [  std_z : 1.00  real_sub_fake : 505.29 ]
[  epoch 0040/0040] 1420/4800, lr:1.3e-05 ∣ avg_100 : 32150.379508 ∣ critic_nllloss : 25907.939453 ∣ critic_ganloss : -190.528108 ∣ generator_nllloss : 5171.706445 ∣ generator_ganloss : 1232.989844 ∣     [  std_z : 1.00  real_sub_fake : 535.95 ]
[  epoch 0040/0040] 1430/4800, lr:1.3e-05 ∣ avg_100 : 32150.626837 ∣ critic_nllloss : 25651.723633 ∣ critic_ganloss : -197.356953 ∣ generator_nllloss : 5133.475781 ∣ generator_ganloss : 1239.836719 ∣     [  std_z : 1.00  real_sub_fake : 605.07 ]
[  epoch 0040/0040] 1440/4800, lr:1.3e-05 ∣ avg_100 : 32150.871514 ∣ critic_nllloss : 25740.830664 ∣ critic_ganloss : -130.309729 ∣ generator_nllloss : 5121.120703 ∣ generator_ganloss : 1246.865430 ∣     [  std_z : 1.00  real_sub_fake : 598.80 ]
[  epoch 0040/0040] 1450/4800, lr:1.3e-05 ∣ avg_100 : 32153.072404 ∣ critic_nllloss : 25995.228516 ∣ critic_ganloss : -167.085779 ∣ generator_nllloss : 5149.113477 ∣ generator_ganloss : 1251.137109 ∣     [  std_z : 0.99  real_sub_fake : 614.16 ]
[  epoch 0040/0040] 1460/4800, lr:1.3e-05 ∣ avg_100 : 32155.772254 ∣ critic_nllloss : 25868.752539 ∣ critic_ganloss : -116.689917 ∣ generator_nllloss : 5233.189844 ∣ generator_ganloss : 1244.037207 ∣     [  std_z : 0.99  real_sub_fake : 630.07 ]
[  epoch 0040/0040] 1470/4800, lr:1.3e-05 ∣ avg_100 : 32152.743376 ∣ critic_nllloss : 25717.236133 ∣ critic_ganloss : -109.127776 ∣ generator_nllloss : 5071.180078 ∣ generator_ganloss : 1271.831104 ∣     [  std_z : 0.99  real_sub_fake : 381.31 ]
[  epoch 0040/0040] 1480/4800, lr:1.3e-05 ∣ avg_100 : 32151.860933 ∣ critic_nllloss : 25843.327734 ∣ critic_ganloss : -143.711521 ∣ generator_nllloss : 5210.587109 ∣ generator_ganloss : 1248.394434 ∣     [  std_z : 0.99  real_sub_fake : 445.35 ]
[  epoch 0040/0040] 1490/4800, lr:1.3e-05 ∣ avg_100 : 32152.762726 ∣ critic_nllloss : 25957.873633 ∣ critic_ganloss : -129.341263 ∣ generator_nllloss : 5263.721094 ∣ generator_ganloss : 1228.114746 ∣     [  std_z : 1.00  real_sub_fake : 515.18 ]
[  epoch 0040/0040] 1500/4800, lr:1.3e-05 ∣ avg_100 : 32156.244299 ∣ critic_nllloss : 26052.069336 ∣ critic_ganloss : -140.959964 ∣ generator_nllloss : 5221.980859 ∣ generator_ganloss : 1246.198633 ∣     [  std_z : 1.00  real_sub_fake : 502.82 ]
[  epoch 0040/0040] 1510/4800, lr:1.3e-05 ∣ avg_100 : 32153.764279 ∣ critic_nllloss : 25809.011914 ∣ critic_ganloss : -102.166803 ∣ generator_nllloss : 5102.518750 ∣ generator_ganloss : 1250.680469 ∣     [  std_z : 1.00  real_sub_fake : 526.00 ]
[  epoch 0040/0040] 1520/4800, lr:1.3e-05 ∣ avg_100 : 32151.691019 ∣ critic_nllloss : 25875.358398 ∣ critic_ganloss : -161.752294 ∣ generator_nllloss : 5160.177734 ∣ generator_ganloss : 1247.832520 ∣     [  std_z : 0.99  real_sub_fake : 491.30 ]
[  epoch 0040/0040] 1530/4800, lr:1.3e-05 ∣ avg_100 : 32152.614924 ∣ critic_nllloss : 26030.878906 ∣ critic_ganloss : -150.640826 ∣ generator_nllloss : 5169.438281 ∣ generator_ganloss : 1242.383496 ∣     [  std_z : 0.99  real_sub_fake : 537.96 ]
[  epoch 0040/0040] 1540/4800, lr:1.3e-05 ∣ avg_100 : 32151.192545 ∣ critic_nllloss : 25808.603906 ∣ critic_ganloss : -147.013213 ∣ generator_nllloss : 5093.748633 ∣ generator_ganloss : 1232.433496 ∣     [  std_z : 0.99  real_sub_fake : 527.70 ]
[  epoch 0040/0040] 1550/4800, lr:1.3e-05 ∣ avg_100 : 32151.679730 ∣ critic_nllloss : 26024.558594 ∣ critic_ganloss : -166.211145 ∣ generator_nllloss : 5250.973437 ∣ generator_ganloss : 1223.218359 ∣     [  std_z : 0.99  real_sub_fake : 631.15 ]
[  epoch 0040/0040] 1560/4800, lr:1.3e-05 ∣ avg_100 : 32155.002716 ∣ critic_nllloss : 25978.309766 ∣ critic_ganloss : -174.546913 ∣ generator_nllloss : 5189.570312 ∣ generator_ganloss : 1236.534668 ∣     [  std_z : 0.99  real_sub_fake : 635.73 ]
[  epoch 0040/0040] 1570/4800, lr:1.3e-05 ∣ avg_100 : 32155.557366 ∣ critic_nllloss : 25965.348828 ∣ critic_ganloss : -95.661674 ∣ generator_nllloss : 5113.295313 ∣ generator_ganloss : 1255.533252 ∣  [  std_z : 1.00  real_sub_fake : 501.69 ]
[  epoch 0040/0040] 1580/4800, lr:1.3e-05 ∣ avg_100 : 32154.469711 ∣ critic_nllloss : 25825.836719 ∣ critic_ganloss : -173.396915 ∣ generator_nllloss : 5105.920117 ∣ generator_ganloss : 1250.097168 ∣     [  std_z : 1.00  real_sub_fake : 526.90 ]
[  epoch 0040/0040] 1590/4800, lr:1.3e-05 ∣ avg_100 : 32153.953590 ∣ critic_nllloss : 25968.475586 ∣ critic_ganloss : -165.309131 ∣ generator_nllloss : 5170.175977 ∣ generator_ganloss : 1251.134375 ∣     [  std_z : 1.00  real_sub_fake : 588.33 ]
[  epoch 0040/0040] 1600/4800, lr:1.3e-05 ∣ avg_100 : 32158.991862 ∣ critic_nllloss : 26173.975391 ∣ critic_ganloss : -199.083588 ∣ generator_nllloss : 5235.403320 ∣ generator_ganloss : 1258.268750 ∣     [  std_z : 1.00  real_sub_fake : 605.00 ]
[  epoch 0040/0040] 1610/4800, lr:1.3e-05 ∣ avg_100 : 32160.511287 ∣ critic_nllloss : 25979.329688 ∣ critic_ganloss : -187.193384 ∣ generator_nllloss : 5298.867969 ∣ generator_ganloss : 1250.040234 ∣     [  std_z : 0.99  real_sub_fake : 701.74 ]
[  epoch 0040/0040] 1620/4800, lr:1.3e-05 ∣ avg_100 : 32160.798438 ∣ critic_nllloss : 25782.295898 ∣ critic_ganloss : -63.502116 ∣ generator_nllloss : 5261.031445 ∣ generator_ganloss : 1254.526172 ∣  [  std_z : 0.99  real_sub_fake : 603.37 ]
[  epoch 0040/0040] 1630/4800, lr:1.3e-05 ∣ avg_100 : 32160.485946 ∣ critic_nllloss : 25937.280078 ∣ critic_ganloss : -125.427843 ∣ generator_nllloss : 5150.805469 ∣ generator_ganloss : 1249.987402 ∣     [  std_z : 1.00  real_sub_fake : 577.98 ]
[  epoch 0040/0040] 1640/4800, lr:1.3e-05 ∣ avg_100 : 32159.861237 ∣ critic_nllloss : 26068.946094 ∣ critic_ganloss : -139.228834 ∣ generator_nllloss : 5110.193750 ∣ generator_ganloss : 1259.699805 ∣     [  std_z : 0.99  real_sub_fake : 463.75 ]
[  epoch 0040/0040] 1650/4800, lr:1.3e-05 ∣ avg_100 : 32161.207490 ∣ critic_nllloss : 26067.366406 ∣ critic_ganloss : -156.012959 ∣ generator_nllloss : 5149.983594 ∣ generator_ganloss : 1264.177734 ∣     [  std_z : 1.00  real_sub_fake : 510.99 ]
[  epoch 0040/0040] 1660/4800, lr:1.3e-05 ∣ avg_100 : 32163.555474 ∣ critic_nllloss : 25921.108594 ∣ critic_ganloss : -126.404932 ∣ generator_nllloss : 5235.449805 ∣ generator_ganloss : 1266.678906 ∣     [  std_z : 0.99  real_sub_fake : 419.69 ]
[  epoch 0040/0040] 1670/4800, lr:1.3e-05 ∣ avg_100 : 32165.934471 ∣ critic_nllloss : 25862.675586 ∣ critic_ganloss : -193.061995 ∣ generator_nllloss : 5265.860156 ∣ generator_ganloss : 1254.007129 ∣     [  std_z : 1.00  real_sub_fake : 581.50 ]
[  epoch 0040/0040] 1680/4800, lr:1.3e-05 ∣ avg_100 : 32168.116478 ∣ critic_nllloss : 26009.942578 ∣ critic_ganloss : -135.343135 ∣ generator_nllloss : 5254.975391 ∣ generator_ganloss : 1252.185400 ∣     [  std_z : 0.99  real_sub_fake : 518.74 ]
[  epoch 0040/0040] 1690/4800, lr:1.3e-05 ∣ avg_100 : 32167.139595 ∣ critic_nllloss : 25979.364063 ∣ critic_ganloss : -156.631410 ∣ generator_nllloss : 5144.686523 ∣ generator_ganloss : 1254.166113 ∣     [  std_z : 0.99  real_sub_fake : 597.10 ]
[  epoch 0040/0040] 1700/4800, lr:1.3e-05 ∣ avg_100 : 32167.767412 ∣ critic_nllloss : 25950.225586 ∣ critic_ganloss : -166.971262 ∣ generator_nllloss : 5131.794141 ∣ generator_ganloss : 1252.702344 ∣     [  std_z : 0.99  real_sub_fake : 599.45 ]
[  epoch 0040/0040] 1710/4800, lr:1.3e-05 ∣ avg_100 : 32170.359547 ∣ critic_nllloss : 26004.127930 ∣ critic_ganloss : -36.176360 ∣ generator_nllloss : 5181.636523 ∣ generator_ganloss : 1254.336279 ∣  [  std_z : 0.98  real_sub_fake : 536.45 ]
[  epoch 0040/0040] 1720/4800, lr:1.3e-05 ∣ avg_100 : 32175.730217 ∣ critic_nllloss : 25916.405078 ∣ critic_ganloss : -122.825769 ∣ generator_nllloss : 5279.984570 ∣ generator_ganloss : 1255.629102 ∣     [  std_z : 0.99  real_sub_fake : 467.72 ]
[  epoch 0040/0040] 1730/4800, lr:1.3e-05 ∣ avg_100 : 32176.234963 ∣ critic_nllloss : 26066.387695 ∣ critic_ganloss : -94.784795 ∣ generator_nllloss : 5172.852734 ∣ generator_ganloss : 1266.590137 ∣  [  std_z : 0.99  real_sub_fake : 470.48 ]
[  epoch 0040/0040] 1740/4800, lr:1.3e-05 ∣ avg_100 : 32182.070213 ∣ critic_nllloss : 26168.902734 ∣ critic_ganloss : -70.038059 ∣ generator_nllloss : 5239.916016 ∣ generator_ganloss : 1261.505664 ∣  [  std_z : 1.00  real_sub_fake : 370.87 ]
[  epoch 0040/0040] 1750/4800, lr:1.3e-05 ∣ avg_100 : 32180.426385 ∣ critic_nllloss : 25793.017578 ∣ critic_ganloss : -124.735323 ∣ generator_nllloss : 5083.331445 ∣ generator_ganloss : 1252.560010 ∣     [  std_z : 0.99  real_sub_fake : 392.20 ]
[  epoch 0040/0040] 1760/4800, lr:1.3e-05 ∣ avg_100 : 32179.565410 ∣ critic_nllloss : 25813.304492 ∣ critic_ganloss : -173.453485 ∣ generator_nllloss : 5169.273438 ∣ generator_ganloss : 1243.401807 ∣     [  std_z : 0.99  real_sub_fake : 496.09 ]
[  epoch 0040/0040] 1770/4800, lr:1.3e-05 ∣ avg_100 : 32181.916884 ∣ critic_nllloss : 25781.893359 ∣ critic_ganloss : -133.887348 ∣ generator_nllloss : 5245.504492 ∣ generator_ganloss : 1242.595996 ∣     [  std_z : 1.00  real_sub_fake : 445.51 ]
[  epoch 0040/0040] 1780/4800, lr:1.3e-05 ∣ avg_100 : 32180.277291 ∣ critic_nllloss : 25855.382031 ∣ critic_ganloss : -147.569899 ∣ generator_nllloss : 5196.466016 ∣ generator_ganloss : 1258.430518 ∣     [  std_z : 1.00  real_sub_fake : 542.54 ]
[  epoch 0040/0040] 1790/4800, lr:1.3e-05 ∣ avg_100 : 32178.957505 ∣ critic_nllloss : 25873.892383 ∣ critic_ganloss : -141.844011 ∣ generator_nllloss : 5211.625391 ∣ generator_ganloss : 1260.404346 ∣     [  std_z : 0.99  real_sub_fake : 491.11 ]
[  epoch 0040/0040] 1800/4800, lr:1.3e-05 ∣ avg_100 : 32182.195057 ∣ critic_nllloss : 26022.230469 ∣ critic_ganloss : -169.278455 ∣ generator_nllloss : 5224.498633 ∣ generator_ganloss : 1241.577783 ∣     [  std_z : 0.99  real_sub_fake : 557.92 ]
[  epoch 0040/0040] 1810/4800, lr:1.3e-05 ∣ avg_100 : 32181.312906 ∣ critic_nllloss : 25748.548047 ∣ critic_ganloss : -77.718983 ∣ generator_nllloss : 5190.542969 ∣ generator_ganloss : 1241.233105 ∣  [  std_z : 0.99  real_sub_fake : 550.01 ]
[  epoch 0040/0040] 1820/4800, lr:1.3e-05 ∣ avg_100 : 32181.505044 ∣ critic_nllloss : 25956.874609 ∣ critic_ganloss : -126.243630 ∣ generator_nllloss : 5213.936719 ∣ generator_ganloss : 1257.325928 ∣     [  std_z : 0.98  real_sub_fake : 445.01 ]
[  epoch 0040/0040] 1830/4800, lr:1.3e-05 ∣ avg_100 : 32180.216131 ∣ critic_nllloss : 25774.685937 ∣ critic_ganloss : -119.834552 ∣ generator_nllloss : 5154.560547 ∣ generator_ganloss : 1255.159277 ∣     [  std_z : 0.99  real_sub_fake : 399.70 ]
[  epoch 0040/0040] 1840/4800, lr:1.3e-05 ∣ avg_100 : 32179.811906 ∣ critic_nllloss : 25822.968750 ∣ critic_ganloss : -163.323244 ∣ generator_nllloss : 5158.307227 ∣ generator_ganloss : 1246.226953 ∣     [  std_z : 0.99  real_sub_fake : 494.82 ]
[  epoch 0040/0040] 1850/4800, lr:1.3e-05 ∣ avg_100 : 32181.162808 ∣ critic_nllloss : 25660.628125 ∣ critic_ganloss : -87.121318 ∣ generator_nllloss : 5220.966797 ∣ generator_ganloss : 1252.376221 ∣  [  std_z : 0.99  real_sub_fake : 550.60 ]
[  epoch 0040/0040] 1860/4800, lr:1.3e-05 ∣ avg_100 : 32178.665682 ∣ critic_nllloss : 25818.143750 ∣ critic_ganloss : -126.170159 ∣ generator_nllloss : 5148.526172 ∣ generator_ganloss : 1263.861475 ∣     [  std_z : 1.00  real_sub_fake : 440.57 ]
[  epoch 0040/0040] 1870/4800, lr:1.3e-05 ∣ avg_100 : 32185.203348 ∣ critic_nllloss : 26110.479297 ∣ critic_ganloss : -154.155244 ∣ generator_nllloss : 5281.255859 ∣ generator_ganloss : 1255.079150 ∣     [  std_z : 1.00  real_sub_fake : 559.40 ]
[  epoch 0040/0040] 1880/4800, lr:1.3e-05 ∣ avg_100 : 32184.954643 ∣ critic_nllloss : 25845.687109 ∣ critic_ganloss : -138.120372 ∣ generator_nllloss : 5180.866406 ∣ generator_ganloss : 1261.797412 ∣     [  std_z : 0.99  real_sub_fake : 464.63 ]
[  epoch 0040/0040] 1890/4800, lr:1.3e-05 ∣ avg_100 : 32183.605074 ∣ critic_nllloss : 25892.368945 ∣ critic_ganloss : -116.569739 ∣ generator_nllloss : 5213.159180 ∣ generator_ganloss : 1244.977295 ∣     [  std_z : 0.99  real_sub_fake : 391.02 ]
[  epoch 0040/0040] 1900/4800, lr:1.3e-05 ∣ avg_100 : 32184.862364 ∣ critic_nllloss : 26057.083203 ∣ critic_ganloss : -135.840080 ∣ generator_nllloss : 5212.760742 ∣ generator_ganloss : 1240.464990 ∣     [  std_z : 0.99  real_sub_fake : 554.56 ]
[  epoch 0040/0040] 1910/4800, lr:1.3e-05 ∣ avg_100 : 32182.354985 ∣ critic_nllloss : 25805.918945 ∣ critic_ganloss : -71.842452 ∣ generator_nllloss : 5169.133398 ∣ generator_ganloss : 1255.826367 ∣  [  std_z : 0.99  real_sub_fake : 303.08 ]
[  epoch 0040/0040] 1920/4800, lr:1.3e-05 ∣ avg_100 : 32183.159616 ∣ critic_nllloss : 25754.228906 ∣ critic_ganloss : -116.223115 ∣ generator_nllloss : 5197.600000 ∣ generator_ganloss : 1251.891357 ∣     [  std_z : 1.00  real_sub_fake : 354.39 ]
[  epoch 0040/0040] 1930/4800, lr:1.3e-05 ∣ avg_100 : 32185.747937 ∣ critic_nllloss : 25954.781641 ∣ critic_ganloss : -92.929675 ∣ generator_nllloss : 5211.692773 ∣ generator_ganloss : 1252.603711 ∣  [  std_z : 1.00  real_sub_fake : 429.31 ]
[  epoch 0040/0040] 1940/4800, lr:1.3e-05 ∣ avg_100 : 32186.792328 ∣ critic_nllloss : 25931.692578 ∣ critic_ganloss : -130.205478 ∣ generator_nllloss : 5220.580273 ∣ generator_ganloss : 1239.763721 ∣     [  std_z : 1.00  real_sub_fake : 493.51 ]
[  epoch 0040/0040] 1950/4800, lr:1.3e-05 ∣ avg_100 : 32186.213051 ∣ critic_nllloss : 25809.860352 ∣ critic_ganloss : -141.330683 ∣ generator_nllloss : 5166.480859 ∣ generator_ganloss : 1242.958350 ∣     [  std_z : 0.99  real_sub_fake : 548.84 ]
[  epoch 0040/0040] 1960/4800, lr:1.3e-05 ∣ avg_100 : 32185.144510 ∣ critic_nllloss : 25591.174414 ∣ critic_ganloss : -128.103217 ∣ generator_nllloss : 5161.784766 ∣ generator_ganloss : 1254.911523 ∣     [  std_z : 0.99  real_sub_fake : 427.00 ]
[  epoch 0040/0040] 1970/4800, lr:1.3e-05 ∣ avg_100 : 32184.820385 ∣ critic_nllloss : 25806.607422 ∣ critic_ganloss : -154.953291 ∣ generator_nllloss : 5134.200781 ∣ generator_ganloss : 1242.386230 ∣     [  std_z : 1.00  real_sub_fake : 556.76 ]
[  epoch 0040/0040] 1980/4800, lr:1.3e-05 ∣ avg_100 : 32180.344138 ∣ critic_nllloss : 25723.070703 ∣ critic_ganloss : -158.836002 ∣ generator_nllloss : 5200.561719 ∣ generator_ganloss : 1244.991553 ∣     [  std_z : 1.00  real_sub_fake : 532.72 ]
[  epoch 0040/0040] 1990/4800, lr:1.3e-05 ∣ avg_100 : 32181.969251 ∣ critic_nllloss : 25696.813477 ∣ critic_ganloss : -162.315713 ∣ generator_nllloss : 5157.618359 ∣ generator_ganloss : 1238.072510 ∣     [  std_z : 1.00  real_sub_fake : 511.45 ]
[  epoch 0040/0040] 2000/4800, lr:1.3e-05 ∣ avg_100 : 32184.623928 ∣ critic_nllloss : 25921.007812 ∣ critic_ganloss : -148.139550 ∣ generator_nllloss : 5170.063672 ∣ generator_ganloss : 1241.416113 ∣     [  std_z : 1.00  real_sub_fake : 543.36 ]
[  epoch 0040/0040] 2010/4800, lr:1.3e-05 ∣ avg_100 : 32186.220391 ∣ critic_nllloss : 26086.696680 ∣ critic_ganloss : -174.770901 ∣ generator_nllloss : 5222.076563 ∣ generator_ganloss : 1254.977588 ∣     [  std_z : 0.99  real_sub_fake : 607.24 ]
[  epoch 0040/0040] 2020/4800, lr:1.3e-05 ∣ avg_100 : 32189.187704 ∣ critic_nllloss : 26061.884570 ∣ critic_ganloss : -162.759232 ∣ generator_nllloss : 5171.702734 ∣ generator_ganloss : 1250.094043 ∣     [  std_z : 0.99  real_sub_fake : 613.08 ]
[  epoch 0040/0040] 2030/4800, lr:1.3e-05 ∣ avg_100 : 32188.319449 ∣ critic_nllloss : 26026.505273 ∣ critic_ganloss : -132.691170 ∣ generator_nllloss : 5171.191016 ∣ generator_ganloss : 1261.244775 ∣     [  std_z : 0.99  real_sub_fake : 570.82 ]
[  epoch 0040/0040] 2040/4800, lr:1.3e-05 ∣ avg_100 : 32185.919044 ∣ critic_nllloss : 25683.769922 ∣ critic_ganloss : -183.355051 ∣ generator_nllloss : 5161.219336 ∣ generator_ganloss : 1249.577783 ∣     [  std_z : 0.99  real_sub_fake : 551.55 ]
[  epoch 0040/0040] 2050/4800, lr:1.3e-05 ∣ avg_100 : 32184.542695 ∣ critic_nllloss : 25895.540820 ∣ critic_ganloss : -176.856961 ∣ generator_nllloss : 5191.956250 ∣ generator_ganloss : 1247.624121 ∣     [  std_z : 1.00  real_sub_fake : 634.76 ]
[  epoch 0040/0040] 2060/4800, lr:1.3e-05 ∣ avg_100 : 32184.491672 ∣ critic_nllloss : 25970.161328 ∣ critic_ganloss : -179.554138 ∣ generator_nllloss : 5196.136719 ∣ generator_ganloss : 1260.404687 ∣     [  std_z : 1.00  real_sub_fake : 645.89 ]
[  epoch 0040/0040] 2070/4800, lr:1.3e-05 ∣ avg_100 : 32186.281031 ∣ critic_nllloss : 26086.393555 ∣ critic_ganloss : -118.038062 ∣ generator_nllloss : 5286.185547 ∣ generator_ganloss : 1256.566357 ∣     [  std_z : 1.00  real_sub_fake : 621.39 ]
[  epoch 0040/0040] 2080/4800, lr:1.3e-05 ∣ avg_100 : 32187.131693 ∣ critic_nllloss : 25714.452344 ∣ critic_ganloss : -150.799454 ∣ generator_nllloss : 5232.832812 ∣ generator_ganloss : 1261.477344 ∣     [  std_z : 0.99  real_sub_fake : 477.98 ]
[  epoch 0040/0040] 2090/4800, lr:1.3e-05 ∣ avg_100 : 32188.073528 ∣ critic_nllloss : 25903.478516 ∣ critic_ganloss : -164.303537 ∣ generator_nllloss : 5156.683398 ∣ generator_ganloss : 1244.270947 ∣     [  std_z : 0.99  real_sub_fake : 616.71 ]
[  epoch 0040/0040] 2100/4800, lr:1.3e-05 ∣ avg_100 : 32189.127878 ∣ critic_nllloss : 26094.224609 ∣ critic_ganloss : -154.021069 ∣ generator_nllloss : 5273.857031 ∣ generator_ganloss : 1251.711328 ∣     [  std_z : 0.99  real_sub_fake : 619.28 ]
[  epoch 0040/0040] 2110/4800, lr:1.3e-05 ∣ avg_100 : 32191.838192 ∣ critic_nllloss : 25899.644336 ∣ critic_ganloss : -211.174468 ∣ generator_nllloss : 5226.022852 ∣ generator_ganloss : 1261.208301 ∣     [  std_z : 0.99  real_sub_fake : 592.95 ]
[  epoch 0040/0040] 2120/4800, lr:1.3e-05 ∣ avg_100 : 32192.968087 ∣ critic_nllloss : 26000.438672 ∣ critic_ganloss : -167.613362 ∣ generator_nllloss : 5148.931055 ∣ generator_ganloss : 1244.516748 ∣     [  std_z : 1.00  real_sub_fake : 633.42 ]
[  epoch 0040/0040] 2130/4800, lr:1.3e-05 ∣ avg_100 : 32195.922526 ∣ critic_nllloss : 25979.968945 ∣ critic_ganloss : -167.196924 ∣ generator_nllloss : 5180.275000 ∣ generator_ganloss : 1255.472754 ∣     [  std_z : 1.00  real_sub_fake : 674.45 ]
[  epoch 0040/0040] 2140/4800, lr:1.3e-05 ∣ avg_100 : 32194.826512 ∣ critic_nllloss : 25851.979102 ∣ critic_ganloss : -192.155252 ∣ generator_nllloss : 5160.401172 ∣ generator_ganloss : 1272.682373 ∣     [  std_z : 1.00  real_sub_fake : 652.26 ]
[  epoch 0040/0040] 2150/4800, lr:1.3e-05 ∣ avg_100 : 32200.388689 ∣ critic_nllloss : 25950.386719 ∣ critic_ganloss : -78.261082 ∣ generator_nllloss : 5247.950781 ∣ generator_ganloss : 1279.432520 ∣  [  std_z : 0.99  real_sub_fake : 569.24 ]
[  epoch 0040/0040] 2160/4800, lr:1.3e-05 ∣ avg_100 : 32201.046437 ∣ critic_nllloss : 25716.602344 ∣ critic_ganloss : -31.148123 ∣ generator_nllloss : 5164.058008 ∣ generator_ganloss : 1288.937988 ∣  [  std_z : 0.99  real_sub_fake : 164.03 ]
[  epoch 0040/0040] 2170/4800, lr:1.3e-05 ∣ avg_100 : 32201.889937 ∣ critic_nllloss : 25831.572461 ∣ critic_ganloss : -43.594976 ∣ generator_nllloss : 5194.460938 ∣ generator_ganloss : 1278.388281 ∣  [  std_z : 0.99  real_sub_fake : 135.36 ]
[  epoch 0040/0040] 2180/4800, lr:1.3e-05 ∣ avg_100 : 32201.993818 ∣ critic_nllloss : 25939.419336 ∣ critic_ganloss : -49.517344 ∣ generator_nllloss : 5283.150391 ∣ generator_ganloss : 1265.521484 ∣  [  std_z : 1.00  real_sub_fake : 167.50 ]
[  epoch 0040/0040] 2190/4800, lr:1.3e-05 ∣ avg_100 : 32200.050379 ∣ critic_nllloss : 26036.972070 ∣ critic_ganloss : -61.729966 ∣ generator_nllloss : 5145.072852 ∣ generator_ganloss : 1249.410791 ∣  [  std_z : 1.00  real_sub_fake : 201.73 ]
[  epoch 0040/0040] 2200/4800, lr:1.3e-05 ∣ avg_100 : 32199.952109 ∣ critic_nllloss : 26019.050977 ∣ critic_ganloss : -101.903677 ∣ generator_nllloss : 5163.489258 ∣ generator_ganloss : 1228.238379 ∣     [  std_z : 1.00  real_sub_fake : 305.91 ]
[  epoch 0040/0040] 2210/4800, lr:1.3e-05 ∣ avg_100 : 32199.597185 ∣ critic_nllloss : 25713.480273 ∣ critic_ganloss : -103.835846 ∣ generator_nllloss : 5240.913086 ∣ generator_ganloss : 1222.007031 ∣     [  std_z : 1.00  real_sub_fake : 412.10 ]
[  epoch 0040/0040] 2220/4800, lr:1.3e-05 ∣ avg_100 : 32203.617597 ∣ critic_nllloss : 26117.436523 ∣ critic_ganloss : -92.884454 ∣ generator_nllloss : 5241.803125 ∣ generator_ganloss : 1207.499023 ∣  [  std_z : 0.99  real_sub_fake : 458.08 ]
[  epoch 0040/0040] 2230/4800, lr:1.3e-05 ∣ avg_100 : 32204.508449 ∣ critic_nllloss : 25989.620898 ∣ critic_ganloss : -103.676807 ∣ generator_nllloss : 5181.187891 ∣ generator_ganloss : 1242.659180 ∣     [  std_z : 0.99  real_sub_fake : 416.11 ]
[  epoch 0040/0040] 2240/4800, lr:1.3e-05 ∣ avg_100 : 32206.029234 ∣ critic_nllloss : 25813.946875 ∣ critic_ganloss : -88.861903 ∣ generator_nllloss : 5226.644141 ∣ generator_ganloss : 1248.708887 ∣  [  std_z : 0.99  real_sub_fake : 299.84 ]
[  epoch 0040/0040] 2250/4800, lr:1.3e-05 ∣ avg_100 : 32202.928654 ∣ critic_nllloss : 25767.878906 ∣ critic_ganloss : -112.033660 ∣ generator_nllloss : 5134.662305 ∣ generator_ganloss : 1228.245264 ∣     [  std_z : 0.99  real_sub_fake : 425.11 ]
[  epoch 0040/0040] 2260/4800, lr:1.3e-05 ∣ avg_100 : 32203.641279 ∣ critic_nllloss : 25751.347266 ∣ critic_ganloss : -135.059206 ∣ generator_nllloss : 5178.733203 ∣ generator_ganloss : 1212.303857 ∣     [  std_z : 0.99  real_sub_fake : 575.33 ]
[  epoch 0040/0040] 2270/4800, lr:1.3e-05 ∣ avg_100 : 32203.837963 ∣ critic_nllloss : 25801.072656 ∣ critic_ganloss : -127.119194 ∣ generator_nllloss : 5185.400781 ∣ generator_ganloss : 1232.878076 ∣     [  std_z : 0.99  real_sub_fake : 536.24 ]
[  epoch 0040/0040] 2280/4800, lr:1.3e-05 ∣ avg_100 : 32205.335888 ∣ critic_nllloss : 25973.779687 ∣ critic_ganloss : -15.833377 ∣ generator_nllloss : 5304.117578 ∣ generator_ganloss : 1251.518457 ∣  [  std_z : 1.00  real_sub_fake : 353.12 ]
[  epoch 0040/0040] 2290/4800, lr:1.3e-05 ∣ avg_100 : 32205.301269 ∣ critic_nllloss : 25954.086914 ∣ critic_ganloss : -68.293725 ∣ generator_nllloss : 5136.509961 ∣ generator_ganloss : 1233.548730 ∣  [  std_z : 1.00  real_sub_fake : 194.27 ]
[  epoch 0040/0040] 2300/4800, lr:1.3e-05 ∣ avg_100 : 32200.370641 ∣ critic_nllloss : 25791.896094 ∣ critic_ganloss : -77.618334 ∣ generator_nllloss : 5063.652148 ∣ generator_ganloss : 1210.758105 ∣  [  std_z : 1.00  real_sub_fake : 197.35 ]
[  epoch 0040/0040] 2310/4800, lr:1.3e-05 ∣ avg_100 : 32201.987648 ∣ critic_nllloss : 25987.129297 ∣ critic_ganloss : -81.652299 ∣ generator_nllloss : 5162.162500 ∣ generator_ganloss : 1187.809082 ∣  [  std_z : 0.98  real_sub_fake : 265.75 ]
[  epoch 0040/0040] 2320/4800, lr:1.3e-05 ∣ avg_100 : 32203.534324 ∣ critic_nllloss : 26006.323828 ∣ critic_ganloss : -91.416660 ∣ generator_nllloss : 5186.727344 ∣ generator_ganloss : 1185.743652 ∣  [  std_z : 0.98  real_sub_fake : 326.78 ]
[  epoch 0040/0040] 2330/4800, lr:1.3e-05 ∣ avg_100 : 32203.669747 ∣ critic_nllloss : 25729.691602 ∣ critic_ganloss : -75.930812 ∣ generator_nllloss : 5199.641211 ∣ generator_ganloss : 1188.777539 ∣  [  std_z : 0.98  real_sub_fake : 315.78 ]
[  epoch 0040/0040] 2340/4800, lr:1.3e-05 ∣ avg_100 : 32204.911102 ∣ critic_nllloss : 25958.165820 ∣ critic_ganloss : -77.038488 ∣ generator_nllloss : 5224.471094 ∣ generator_ganloss : 1193.442041 ∣  [  std_z : 1.00  real_sub_fake : 331.43 ]
[  epoch 0040/0040] 2350/4800, lr:1.3e-05 ∣ avg_100 : 32204.739290 ∣ critic_nllloss : 25863.894922 ∣ critic_ganloss : -108.953683 ∣ generator_nllloss : 5191.417188 ∣ generator_ganloss : 1193.758545 ∣     [  std_z : 1.00  real_sub_fake : 328.56 ]
[  epoch 0040/0040] 2360/4800, lr:1.3e-05 ∣ avg_100 : 32202.837542 ∣ critic_nllloss : 25883.689063 ∣ critic_ganloss : -105.444648 ∣ generator_nllloss : 5058.975781 ∣ generator_ganloss : 1211.395020 ∣     [  std_z : 1.00  real_sub_fake : 346.53 ]
[  epoch 0040/0040] 2370/4800, lr:1.3e-05 ∣ avg_100 : 32205.698905 ∣ critic_nllloss : 25875.573633 ∣ critic_ganloss : -84.149236 ∣ generator_nllloss : 5228.521094 ∣ generator_ganloss : 1219.188525 ∣  [  std_z : 1.00  real_sub_fake : 294.93 ]
[  epoch 0040/0040] 2380/4800, lr:1.3e-05 ∣ avg_100 : 32201.601093 ∣ critic_nllloss : 25746.939844 ∣ critic_ganloss : -84.985058 ∣ generator_nllloss : 5077.819531 ∣ generator_ganloss : 1218.072314 ∣  [  std_z : 0.99  real_sub_fake : 336.50 ]
[  epoch 0040/0040] 2390/4800, lr:1.3e-05 ∣ avg_100 : 32203.560059 ∣ critic_nllloss : 26110.123047 ∣ critic_ganloss : -136.345019 ∣ generator_nllloss : 5237.835547 ∣ generator_ganloss : 1209.594336 ∣     [  std_z : 0.99  real_sub_fake : 406.80 ]
[  epoch 0040/0040] 2400/4800, lr:1.3e-05 ∣ avg_100 : 32201.359181 ∣ critic_nllloss : 25752.609570 ∣ critic_ganloss : -109.673967 ∣ generator_nllloss : 5182.391211 ∣ generator_ganloss : 1216.632520 ∣     [  std_z : 1.00  real_sub_fake : 466.28 ]
[  epoch 0040/0040] 2410/4800, lr:1.3e-05 ∣ avg_100 : 32203.626195 ∣ critic_nllloss : 25993.592773 ∣ critic_ganloss : -146.692519 ∣ generator_nllloss : 5103.827930 ∣ generator_ganloss : 1225.291406 ∣     [  std_z : 1.00  real_sub_fake : 415.31 ]
[  epoch 0040/0040] 2420/4800, lr:1.3e-05 ∣ avg_100 : 32201.250913 ∣ critic_nllloss : 25618.441797 ∣ critic_ganloss : -132.838203 ∣ generator_nllloss : 5188.419531 ∣ generator_ganloss : 1210.556348 ∣     [  std_z : 0.99  real_sub_fake : 487.97 ]
[  epoch 0040/0040] 2430/4800, lr:1.3e-05 ∣ avg_100 : 32204.790241 ∣ critic_nllloss : 26039.464648 ∣ critic_ganloss : -150.083810 ∣ generator_nllloss : 5077.297266 ∣ generator_ganloss : 1214.933887 ∣     [  std_z : 0.99  real_sub_fake : 530.25 ]
[  epoch 0040/0040] 2440/4800, lr:1.3e-05 ∣ avg_100 : 32206.058708 ∣ critic_nllloss : 25849.833398 ∣ critic_ganloss : -135.580444 ∣ generator_nllloss : 5170.255469 ∣ generator_ganloss : 1220.845313 ∣     [  std_z : 0.99  real_sub_fake : 475.31 ]
[  epoch 0040/0040] 2450/4800, lr:1.3e-05 ∣ avg_100 : 32206.287392 ∣ critic_nllloss : 25888.000000 ∣ critic_ganloss : -94.100645 ∣ generator_nllloss : 5224.814062 ∣ generator_ganloss : 1232.548291 ∣  [  std_z : 0.99  real_sub_fake : 457.91 ]
[  epoch 0040/0040] 2460/4800, lr:1.3e-05 ∣ avg_100 : 32206.501671 ∣ critic_nllloss : 25932.001367 ∣ critic_ganloss : -112.527548 ∣ generator_nllloss : 5206.513672 ∣ generator_ganloss : 1224.730127 ∣     [  std_z : 0.99  real_sub_fake : 462.12 ]
[  epoch 0040/0040] 2470/4800, lr:1.3e-05 ∣ avg_100 : 32209.770342 ∣ critic_nllloss : 26012.065430 ∣ critic_ganloss : -105.705415 ∣ generator_nllloss : 5143.025000 ∣ generator_ganloss : 1228.601611 ∣     [  std_z : 0.99  real_sub_fake : 500.36 ]
[  epoch 0040/0040] 2480/4800, lr:1.3e-05 ∣ avg_100 : 32211.007103 ∣ critic_nllloss : 25957.019141 ∣ critic_ganloss : -147.686440 ∣ generator_nllloss : 5246.341992 ∣ generator_ganloss : 1226.599170 ∣     [  std_z : 0.99  real_sub_fake : 461.54 ]
[  epoch 0040/0040] 2490/4800, lr:1.3e-05 ∣ avg_100 : 32210.445387 ∣ critic_nllloss : 26000.222266 ∣ critic_ganloss : -119.246974 ∣ generator_nllloss : 5165.056836 ∣ generator_ganloss : 1218.164453 ∣     [  std_z : 0.99  real_sub_fake : 435.19 ]
[  epoch 0040/0040] 2500/4800, lr:1.3e-05 ∣ avg_100 : 32210.648801 ∣ critic_nllloss : 26141.286133 ∣ critic_ganloss : -125.303564 ∣ generator_nllloss : 5168.801953 ∣ generator_ganloss : 1214.845801 ∣     [  std_z : 1.00  real_sub_fake : 552.12 ]
[  epoch 0040/0040] 2510/4800, lr:1.3e-05 ∣ avg_100 : 32211.638087 ∣ critic_nllloss : 25844.139648 ∣ critic_ganloss : -85.356314 ∣ generator_nllloss : 5172.848242 ∣ generator_ganloss : 1227.341309 ∣  [  std_z : 1.00  real_sub_fake : 457.33 ]
[  epoch 0040/0040] 2520/4800, lr:1.3e-05 ∣ avg_100 : 32212.349611 ∣ critic_nllloss : 25908.333398 ∣ critic_ganloss : -152.143246 ∣ generator_nllloss : 5208.517578 ∣ generator_ganloss : 1228.061035 ∣     [  std_z : 1.00  real_sub_fake : 540.35 ]
[  epoch 0040/0040] 2530/4800, lr:1.3e-05 ∣ avg_100 : 32211.951377 ∣ critic_nllloss : 25938.700000 ∣ critic_ganloss : -131.091805 ∣ generator_nllloss : 5211.125391 ∣ generator_ganloss : 1233.502832 ∣     [  std_z : 0.99  real_sub_fake : 482.45 ]
[  epoch 0040/0040] 2540/4800, lr:1.3e-05 ∣ avg_100 : 32216.439114 ∣ critic_nllloss : 26029.183789 ∣ critic_ganloss : -139.026739 ∣ generator_nllloss : 5303.034375 ∣ generator_ganloss : 1243.355176 ∣     [  std_z : 0.99  real_sub_fake : 501.66 ]
[  epoch 0040/0040] 2550/4800, lr:1.3e-05 ∣ avg_100 : 32214.093861 ∣ critic_nllloss : 25791.926953 ∣ critic_ganloss : -112.403853 ∣ generator_nllloss : 5175.426367 ∣ generator_ganloss : 1243.064453 ∣     [  std_z : 0.99  real_sub_fake : 462.73 ]
[  epoch 0040/0040] 2560/4800, lr:1.3e-05 ∣ avg_100 : 32215.181907 ∣ critic_nllloss : 26008.113477 ∣ critic_ganloss : -108.709076 ∣ generator_nllloss : 5212.435156 ∣ generator_ganloss : 1226.832813 ∣     [  std_z : 1.00  real_sub_fake : 555.74 ]
[  epoch 0040/0040] 2570/4800, lr:1.3e-05 ∣ avg_100 : 32215.913004 ∣ critic_nllloss : 26062.524609 ∣ critic_ganloss : -151.790970 ∣ generator_nllloss : 5159.796875 ∣ generator_ganloss : 1241.094922 ∣     [  std_z : 1.00  real_sub_fake : 511.61 ]
[  epoch 0040/0040] 2580/4800, lr:1.3e-05 ∣ avg_100 : 32218.280535 ∣ critic_nllloss : 25897.825586 ∣ critic_ganloss : -148.407390 ∣ generator_nllloss : 5249.610742 ∣ generator_ganloss : 1246.181250 ∣     [  std_z : 0.99  real_sub_fake : 473.31 ]
[  epoch 0040/0040] 2590/4800, lr:1.3e-05 ∣ avg_100 : 32217.711844 ∣ critic_nllloss : 25921.530859 ∣ critic_ganloss : -158.883334 ∣ generator_nllloss : 5168.636328 ∣ generator_ganloss : 1236.323877 ∣     [  std_z : 0.99  real_sub_fake : 490.88 ]
[  epoch 0040/0040] 2600/4800, lr:1.3e-05 ∣ avg_100 : 32213.763007 ∣ critic_nllloss : 25774.989844 ∣ critic_ganloss : -155.875998 ∣ generator_nllloss : 5216.035937 ∣ generator_ganloss : 1238.530371 ∣     [  std_z : 0.99  real_sub_fake : 518.92 ]
[  epoch 0040/0040] 2610/4800, lr:1.3e-05 ∣ avg_100 : 32212.653903 ∣ critic_nllloss : 25956.307422 ∣ critic_ganloss : -189.795789 ∣ generator_nllloss : 5228.706250 ∣ generator_ganloss : 1234.916260 ∣     [  std_z : 1.00  real_sub_fake : 644.67 ]
[  epoch 0040/0040] 2620/4800, lr:1.3e-05 ∣ avg_100 : 32209.750869 ∣ critic_nllloss : 25750.699414 ∣ critic_ganloss : -215.637833 ∣ generator_nllloss : 5179.860547 ∣ generator_ganloss : 1229.125830 ∣     [  std_z : 0.99  real_sub_fake : 714.56 ]
[  epoch 0040/0040] 2630/4800, lr:1.3e-05 ∣ avg_100 : 32209.579408 ∣ critic_nllloss : 25961.583984 ∣ critic_ganloss : -198.440056 ∣ generator_nllloss : 5190.392383 ∣ generator_ganloss : 1241.962695 ∣     [  std_z : 1.00  real_sub_fake : 655.27 ]
[  epoch 0040/0040] 2640/4800, lr:1.3e-05 ∣ avg_100 : 32208.544001 ∣ critic_nllloss : 25922.993555 ∣ critic_ganloss : -172.251105 ∣ generator_nllloss : 5198.300391 ∣ generator_ganloss : 1247.027344 ∣     [  std_z : 0.99  real_sub_fake : 659.99 ]
[  epoch 0040/0040] 2650/4800, lr:1.3e-05 ∣ avg_100 : 32208.750078 ∣ critic_nllloss : 26069.459961 ∣ critic_ganloss : -228.525484 ∣ generator_nllloss : 5267.020117 ∣ generator_ganloss : 1238.167822 ∣     [  std_z : 1.00  real_sub_fake : 721.22 ]
[  epoch 0040/0040] 2660/4800, lr:1.3e-05 ∣ avg_100 : 32208.186269 ∣ critic_nllloss : 25960.162891 ∣ critic_ganloss : -123.262080 ∣ generator_nllloss : 5161.405859 ∣ generator_ganloss : 1242.144775 ∣     [  std_z : 0.99  real_sub_fake : 706.17 ]
[  epoch 0040/0040] 2670/4800, lr:1.3e-05 ∣ avg_100 : 32209.221389 ∣ critic_nllloss : 25919.833594 ∣ critic_ganloss : -103.509219 ∣ generator_nllloss : 5228.350781 ∣ generator_ganloss : 1248.317773 ∣     [  std_z : 0.99  real_sub_fake : 603.53 ]
[  epoch 0040/0040] 2680/4800, lr:1.3e-05 ∣ avg_100 : 32208.002747 ∣ critic_nllloss : 25916.224609 ∣ critic_ganloss : -76.695563 ∣ generator_nllloss : 5155.247656 ∣ generator_ganloss : 1265.119287 ∣  [  std_z : 0.99  real_sub_fake : 459.60 ]
[  epoch 0040/0040] 2690/4800, lr:1.3e-05 ∣ avg_100 : 32209.239059 ∣ critic_nllloss : 25918.626563 ∣ critic_ganloss : -100.941636 ∣ generator_nllloss : 5284.686719 ∣ generator_ganloss : 1242.844873 ∣     [  std_z : 0.99  real_sub_fake : 457.15 ]
[  epoch 0040/0040] 2700/4800, lr:1.3e-05 ∣ avg_100 : 32210.355423 ∣ critic_nllloss : 25952.531250 ∣ critic_ganloss : -138.750593 ∣ generator_nllloss : 5224.016797 ∣ generator_ganloss : 1241.589795 ∣     [  std_z : 0.99  real_sub_fake : 438.56 ]
[  epoch 0040/0040] 2710/4800, lr:1.3e-05 ∣ avg_100 : 32210.100978 ∣ critic_nllloss : 26080.825195 ∣ critic_ganloss : -170.658907 ∣ generator_nllloss : 5223.189844 ∣ generator_ganloss : 1245.123730 ∣     [  std_z : 0.99  real_sub_fake : 503.76 ]
[  epoch 0040/0040] 2720/4800, lr:1.3e-05 ∣ avg_100 : 32208.179074 ∣ critic_nllloss : 25838.716602 ∣ critic_ganloss : -115.343694 ∣ generator_nllloss : 5174.849609 ∣ generator_ganloss : 1238.780078 ∣     [  std_z : 0.99  real_sub_fake : 561.82 ]
[  epoch 0040/0040] 2730/4800, lr:1.3e-05 ∣ avg_100 : 32205.799124 ∣ critic_nllloss : 25856.631641 ∣ critic_ganloss : -130.003941 ∣ generator_nllloss : 5196.422070 ∣ generator_ganloss : 1250.000977 ∣     [  std_z : 0.99  real_sub_fake : 517.64 ]
[  epoch 0040/0040] 2740/4800, lr:1.3e-05 ∣ avg_100 : 32202.241363 ∣ critic_nllloss : 25965.854102 ∣ critic_ganloss : -156.962471 ∣ generator_nllloss : 5192.397461 ∣ generator_ganloss : 1243.221191 ∣     [  std_z : 1.00  real_sub_fake : 479.48 ]
[  epoch 0040/0040] 2750/4800, lr:1.3e-05 ∣ avg_100 : 32201.433289 ∣ critic_nllloss : 25697.314063 ∣ critic_ganloss : -179.054843 ∣ generator_nllloss : 5163.212109 ∣ generator_ganloss : 1241.894971 ∣     [  std_z : 0.99  real_sub_fake : 539.82 ]
[  epoch 0040/0040] 2760/4800, lr:1.3e-05 ∣ avg_100 : 32201.165303 ∣ critic_nllloss : 25784.833984 ∣ critic_ganloss : -180.342052 ∣ generator_nllloss : 5181.659375 ∣ generator_ganloss : 1239.576367 ∣     [  std_z : 1.00  real_sub_fake : 557.31 ]
[  epoch 0040/0040] 2770/4800, lr:1.3e-05 ∣ avg_100 : 32202.513004 ∣ critic_nllloss : 25965.071875 ∣ critic_ganloss : -134.192123 ∣ generator_nllloss : 5190.986914 ∣ generator_ganloss : 1249.009912 ∣     [  std_z : 1.00  real_sub_fake : 498.55 ]
[  epoch 0040/0040] 2780/4800, lr:1.3e-05 ∣ avg_100 : 32203.894986 ∣ critic_nllloss : 25975.573047 ∣ critic_ganloss : -183.373749 ∣ generator_nllloss : 5263.226367 ∣ generator_ganloss : 1245.481201 ∣     [  std_z : 0.99  real_sub_fake : 579.56 ]
[  epoch 0040/0040] 2790/4800, lr:1.3e-05 ∣ avg_100 : 32205.070781 ∣ critic_nllloss : 26043.823242 ∣ critic_ganloss : -207.989964 ∣ generator_nllloss : 5249.601562 ∣ generator_ganloss : 1236.222705 ∣     [  std_z : 0.99  real_sub_fake : 662.65 ]
[  epoch 0040/0040] 2800/4800, lr:1.3e-05 ∣ avg_100 : 32202.366298 ∣ critic_nllloss : 25772.616211 ∣ critic_ganloss : -220.951559 ∣ generator_nllloss : 5256.591602 ∣ generator_ganloss : 1240.323877 ∣     [  std_z : 0.99  real_sub_fake : 675.35 ]
[  epoch 0040/0040] 2810/4800, lr:1.3e-05 ∣ avg_100 : 32203.765424 ∣ critic_nllloss : 25988.467383 ∣ critic_ganloss : -226.161249 ∣ generator_nllloss : 5230.632812 ∣ generator_ganloss : 1249.578809 ∣     [  std_z : 0.99  real_sub_fake : 780.95 ]
[  epoch 0040/0040] 2820/4800, lr:1.3e-05 ∣ avg_100 : 32205.063896 ∣ critic_nllloss : 26043.008594 ∣ critic_ganloss : -99.993182 ∣ generator_nllloss : 5235.613867 ∣ generator_ganloss : 1253.111523 ∣  [  std_z : 1.00  real_sub_fake : 697.99 ]
[  epoch 0040/0040] 2830/4800, lr:1.3e-05 ∣ avg_100 : 32209.039312 ∣ critic_nllloss : 26118.872461 ∣ critic_ganloss : -165.190865 ∣ generator_nllloss : 5241.412305 ∣ generator_ganloss : 1267.018994 ∣     [  std_z : 1.00  real_sub_fake : 630.94 ]
[  epoch 0040/0040] 2840/4800, lr:1.3e-05 ∣ avg_100 : 32210.910994 ∣ critic_nllloss : 25963.688281 ∣ critic_ganloss : -133.867958 ∣ generator_nllloss : 5156.389453 ∣ generator_ganloss : 1265.138086 ∣     [  std_z : 0.99  real_sub_fake : 530.08 ]
[  epoch 0040/0040] 2850/4800, lr:1.3e-05 ∣ avg_100 : 32211.977642 ∣ critic_nllloss : 25918.170898 ∣ critic_ganloss : -156.774888 ∣ generator_nllloss : 5138.195508 ∣ generator_ganloss : 1253.923096 ∣     [  std_z : 0.99  real_sub_fake : 527.29 ]
[  epoch 0040/0040] 2860/4800, lr:1.3e-05 ∣ avg_100 : 32212.137157 ∣ critic_nllloss : 25866.559570 ∣ critic_ganloss : -161.023875 ∣ generator_nllloss : 5178.819922 ∣ generator_ganloss : 1235.957080 ∣     [  std_z : 1.00  real_sub_fake : 642.49 ]
[  epoch 0040/0040] 2870/4800, lr:1.3e-05 ∣ avg_100 : 32207.584070 ∣ critic_nllloss : 25719.344531 ∣ critic_ganloss : -142.184956 ∣ generator_nllloss : 5212.656641 ∣ generator_ganloss : 1247.534180 ∣     [  std_z : 1.00  real_sub_fake : 515.43 ]
[  epoch 0040/0040] 2880/4800, lr:1.3e-05 ∣ avg_100 : 32207.109141 ∣ critic_nllloss : 25864.308789 ∣ critic_ganloss : -131.316100 ∣ generator_nllloss : 5130.521094 ∣ generator_ganloss : 1239.223877 ∣     [  std_z : 0.99  real_sub_fake : 535.78 ]
[  epoch 0040/0040] 2890/4800, lr:1.3e-05 ∣ avg_100 : 32208.859761 ∣ critic_nllloss : 26124.505664 ∣ critic_ganloss : -166.423175 ∣ generator_nllloss : 5205.780469 ∣ generator_ganloss : 1245.134668 ∣     [  std_z : 0.99  real_sub_fake : 515.20 ]
[  epoch 0040/0040] 2900/4800, lr:1.3e-05 ∣ avg_100 : 32206.071110 ∣ critic_nllloss : 25869.969922 ∣ critic_ganloss : -140.856682 ∣ generator_nllloss : 5126.393164 ∣ generator_ganloss : 1240.097412 ∣     [  std_z : 0.99  real_sub_fake : 533.50 ]
[  epoch 0040/0040] 2910/4800, lr:1.3e-05 ∣ avg_100 : 32205.712189 ∣ critic_nllloss : 25926.727344 ∣ critic_ganloss : -202.582915 ∣ generator_nllloss : 5166.906250 ∣ generator_ganloss : 1232.093506 ∣     [  std_z : 1.00  real_sub_fake : 638.93 ]
[  epoch 0040/0040] 2920/4800, lr:1.3e-05 ∣ avg_100 : 32207.649721 ∣ critic_nllloss : 26091.088867 ∣ critic_ganloss : -178.452774 ∣ generator_nllloss : 5140.180078 ∣ generator_ganloss : 1228.434180 ∣     [  std_z : 1.00  real_sub_fake : 756.05 ]
[  epoch 0040/0040] 2930/4800, lr:1.3e-05 ∣ avg_100 : 32206.046743 ∣ critic_nllloss : 25846.097070 ∣ critic_ganloss : -46.434030 ∣ generator_nllloss : 5126.883203 ∣ generator_ganloss : 1239.304395 ∣  [  std_z : 1.00  real_sub_fake : 521.13 ]
[  epoch 0040/0040] 2940/4800, lr:1.3e-05 ∣ avg_100 : 32204.350988 ∣ critic_nllloss : 25738.900781 ∣ critic_ganloss : -106.067828 ∣ generator_nllloss : 5200.654297 ∣ generator_ganloss : 1258.768311 ∣     [  std_z : 0.99  real_sub_fake : 394.87 ]
[  epoch 0040/0040] 2950/4800, lr:1.3e-05 ∣ avg_100 : 32202.808439 ∣ critic_nllloss : 25678.226953 ∣ critic_ganloss : -138.535620 ∣ generator_nllloss : 5132.520508 ∣ generator_ganloss : 1251.502100 ∣     [  std_z : 0.99  real_sub_fake : 373.41 ]
[  epoch 0040/0040] 2960/4800, lr:1.3e-05 ∣ avg_100 : 32206.340605 ∣ critic_nllloss : 25981.007422 ∣ critic_ganloss : -154.578992 ∣ generator_nllloss : 5182.014453 ∣ generator_ganloss : 1224.541211 ∣     [  std_z : 0.99  real_sub_fake : 495.85 ]
[  epoch 0040/0040] 2970/4800, lr:1.3e-05 ∣ avg_100 : 32209.912374 ∣ critic_nllloss : 25997.942383 ∣ critic_ganloss : -126.631627 ∣ generator_nllloss : 5285.786719 ∣ generator_ganloss : 1228.320605 ∣     [  std_z : 1.00  real_sub_fake : 576.07 ]
[  epoch 0040/0040] 2980/4800, lr:1.3e-05 ∣ avg_100 : 32208.201224 ∣ critic_nllloss : 25586.292383 ∣ critic_ganloss : -155.301535 ∣ generator_nllloss : 5160.525000 ∣ generator_ganloss : 1247.157080 ∣     [  std_z : 1.00  real_sub_fake : 487.76 ]
[  epoch 0040/0040] 2990/4800, lr:1.3e-05 ∣ avg_100 : 32209.841271 ∣ critic_nllloss : 25812.938477 ∣ critic_ganloss : -133.525302 ∣ generator_nllloss : 5185.600000 ∣ generator_ganloss : 1229.180225 ∣     [  std_z : 0.99  real_sub_fake : 497.89 ]
[  epoch 0040/0040] 3000/4800, lr:1.3e-05 ∣ avg_100 : 32210.908124 ∣ critic_nllloss : 25965.434961 ∣ critic_ganloss : -131.815256 ∣ generator_nllloss : 5207.038867 ∣ generator_ganloss : 1250.374756 ∣     [  std_z : 0.99  real_sub_fake : 512.30 ]
[  epoch 0040/0040] 3010/4800, lr:1.3e-05 ∣ avg_100 : 32208.979265 ∣ critic_nllloss : 25920.620312 ∣ critic_ganloss : -165.319089 ∣ generator_nllloss : 5186.962305 ∣ generator_ganloss : 1253.830469 ∣     [  std_z : 0.99  real_sub_fake : 498.21 ]
[  epoch 0040/0040] 3020/4800, lr:1.3e-05 ∣ avg_100 : 32206.867826 ∣ critic_nllloss : 25859.476172 ∣ critic_ganloss : -212.825604 ∣ generator_nllloss : 5209.084375 ∣ generator_ganloss : 1254.043262 ∣     [  std_z : 0.99  real_sub_fake : 683.58 ]
[  epoch 0040/0040] 3030/4800, lr:1.3e-05 ∣ avg_100 : 32205.515661 ∣ critic_nllloss : 25907.291211 ∣ critic_ganloss : -115.236681 ∣ generator_nllloss : 5129.463281 ∣ generator_ganloss : 1269.515576 ∣     [  std_z : 1.00  real_sub_fake : 540.33 ]
[  epoch 0040/0040] 3040/4800, lr:1.3e-05 ∣ avg_100 : 32209.343583 ∣ critic_nllloss : 25940.716992 ∣ critic_ganloss : -86.192258 ∣ generator_nllloss : 5176.522656 ∣ generator_ganloss : 1262.956836 ∣  [  std_z : 1.00  real_sub_fake : 404.52 ]
[  epoch 0040/0040] 3050/4800, lr:1.3e-05 ∣ avg_100 : 32205.335626 ∣ critic_nllloss : 25550.391211 ∣ critic_ganloss : -144.798956 ∣ generator_nllloss : 5102.185156 ∣ generator_ganloss : 1249.691113 ∣     [  std_z : 1.00  real_sub_fake : 487.73 ]
[  epoch 0040/0040] 3060/4800, lr:1.3e-05 ∣ avg_100 : 32203.412074 ∣ critic_nllloss : 25765.274805 ∣ critic_ganloss : -144.076323 ∣ generator_nllloss : 5179.070703 ∣ generator_ganloss : 1254.524219 ∣     [  std_z : 1.00  real_sub_fake : 530.10 ]
[  epoch 0040/0040] 3070/4800, lr:1.3e-05 ∣ avg_100 : 32199.505093 ∣ critic_nllloss : 25877.502734 ∣ critic_ganloss : -179.845148 ∣ generator_nllloss : 5170.152734 ∣ generator_ganloss : 1252.598975 ∣     [  std_z : 0.99  real_sub_fake : 596.45 ]
[  epoch 0040/0040] 3080/4800, lr:1.3e-05 ∣ avg_100 : 32202.934001 ∣ critic_nllloss : 26086.242188 ∣ critic_ganloss : -145.756357 ∣ generator_nllloss : 5202.658789 ∣ generator_ganloss : 1257.709229 ∣     [  std_z : 0.99  real_sub_fake : 618.77 ]
[  epoch 0040/0040] 3090/4800, lr:1.3e-05 ∣ avg_100 : 32202.381027 ∣ critic_nllloss : 25804.760937 ∣ critic_ganloss : -169.185924 ∣ generator_nllloss : 5177.162305 ∣ generator_ganloss : 1272.094629 ∣     [  std_z : 0.99  real_sub_fake : 572.36 ]
[  epoch 0040/0040] 3100/4800, lr:1.3e-05 ∣ avg_100 : 32199.721407 ∣ critic_nllloss : 25878.519336 ∣ critic_ganloss : -137.556261 ∣ generator_nllloss : 5195.032031 ∣ generator_ganloss : 1263.814746 ∣     [  std_z : 1.00  real_sub_fake : 563.79 ]
[  epoch 0040/0040] 3110/4800, lr:1.3e-05 ∣ avg_100 : 32200.607760 ∣ critic_nllloss : 25994.858398 ∣ critic_ganloss : -160.807199 ∣ generator_nllloss : 5170.016211 ∣ generator_ganloss : 1260.268896 ∣     [  std_z : 1.00  real_sub_fake : 597.57 ]
[  epoch 0040/0040] 3120/4800, lr:1.3e-05 ∣ avg_100 : 32202.110894 ∣ critic_nllloss : 26037.101758 ∣ critic_ganloss : -87.591898 ∣ generator_nllloss : 5172.458008 ∣ generator_ganloss : 1254.618652 ∣  [  std_z : 1.00  real_sub_fake : 590.80 ]
[  epoch 0040/0040] 3130/4800, lr:1.3e-05 ∣ avg_100 : 32200.485152 ∣ critic_nllloss : 25925.642188 ∣ critic_ganloss : -162.196336 ∣ generator_nllloss : 5065.934961 ∣ generator_ganloss : 1256.564795 ∣     [  std_z : 0.99  real_sub_fake : 605.59 ]
[  epoch 0040/0040] 3140/4800, lr:1.3e-05 ∣ avg_100 : 32201.850669 ∣ critic_nllloss : 25888.582031 ∣ critic_ganloss : -150.108684 ∣ generator_nllloss : 5234.350977 ∣ generator_ganloss : 1256.634814 ∣     [  std_z : 0.99  real_sub_fake : 552.03 ]
[  epoch 0040/0040] 3150/4800, lr:1.3e-05 ∣ avg_100 : 32198.176199 ∣ critic_nllloss : 25848.765234 ∣ critic_ganloss : -207.207565 ∣ generator_nllloss : 5133.705469 ∣ generator_ganloss : 1256.798779 ∣     [  std_z : 0.99  real_sub_fake : 591.87 ]
[  epoch 0040/0040] 3160/4800, lr:1.3e-05 ∣ avg_100 : 32201.109981 ∣ critic_nllloss : 26081.203125 ∣ critic_ganloss : -181.700192 ∣ generator_nllloss : 5277.270117 ∣ generator_ganloss : 1255.055371 ∣     [  std_z : 0.99  real_sub_fake : 640.73 ]
[  epoch 0040/0040] 3170/4800, lr:1.3e-05 ∣ avg_100 : 32202.746863 ∣ critic_nllloss : 26098.136914 ∣ critic_ganloss : -136.490245 ∣ generator_nllloss : 5204.321875 ∣ generator_ganloss : 1258.546338 ∣     [  std_z : 0.99  real_sub_fake : 590.99 ]
[  epoch 0040/0040] 3180/4800, lr:1.3e-05 ∣ avg_100 : 32201.264472 ∣ critic_nllloss : 25947.908398 ∣ critic_ganloss : -101.683456 ∣ generator_nllloss : 5189.557617 ∣ generator_ganloss : 1254.552197 ∣     [  std_z : 0.99  real_sub_fake : 485.29 ]
[  epoch 0040/0040] 3190/4800, lr:1.3e-05 ∣ avg_100 : 32198.406370 ∣ critic_nllloss : 25834.446875 ∣ critic_ganloss : -227.036604 ∣ generator_nllloss : 5233.009570 ∣ generator_ganloss : 1243.495703 ∣     [  std_z : 0.99  real_sub_fake : 616.26 ]
[  epoch 0040/0040] 3200/4800, lr:1.3e-05 ∣ avg_100 : 32196.742050 ∣ critic_nllloss : 25876.971484 ∣ critic_ganloss : -116.902197 ∣ generator_nllloss : 5142.341797 ∣ generator_ganloss : 1240.031836 ∣     [  std_z : 1.00  real_sub_fake : 604.24 ]
[  epoch 0040/0040] 3210/4800, lr:1.3e-05 ∣ avg_100 : 32198.020869 ∣ critic_nllloss : 25881.189844 ∣ critic_ganloss : -163.223492 ∣ generator_nllloss : 5230.374805 ∣ generator_ganloss : 1252.105273 ∣     [  std_z : 1.00  real_sub_fake : 557.34 ]
[  epoch 0040/0040] 3220/4800, lr:1.3e-05 ∣ avg_100 : 32196.985018 ∣ critic_nllloss : 26063.679492 ∣ critic_ganloss : -144.668773 ∣ generator_nllloss : 5191.013086 ∣ generator_ganloss : 1260.245312 ∣     [  std_z : 1.00  real_sub_fake : 515.59 ]
[  epoch 0040/0040] 3230/4800, lr:1.3e-05 ∣ avg_100 : 32195.809292 ∣ critic_nllloss : 25886.363086 ∣ critic_ganloss : -109.976071 ∣ generator_nllloss : 5154.246289 ∣ generator_ganloss : 1261.585352 ∣     [  std_z : 1.00  real_sub_fake : 484.05 ]
[  epoch 0040/0040] 3240/4800, lr:1.3e-05 ∣ avg_100 : 32194.676233 ∣ critic_nllloss : 25848.822266 ∣ critic_ganloss : -187.138992 ∣ generator_nllloss : 5171.005469 ∣ generator_ganloss : 1254.443311 ∣     [  std_z : 0.99  real_sub_fake : 600.65 ]
[  epoch 0040/0040] 3250/4800, lr:1.3e-05 ∣ avg_100 : 32196.572004 ∣ critic_nllloss : 25950.794141 ∣ critic_ganloss : -195.907628 ∣ generator_nllloss : 5189.850000 ∣ generator_ganloss : 1263.593408 ∣     [  std_z : 1.00  real_sub_fake : 589.47 ]
[  epoch 0040/0040] 3260/4800, lr:1.3e-05 ∣ avg_100 : 32197.003849 ∣ critic_nllloss : 25750.533789 ∣ critic_ganloss : -164.339610 ∣ generator_nllloss : 5201.648242 ∣ generator_ganloss : 1262.667236 ∣     [  std_z : 1.00  real_sub_fake : 560.34 ]
[  epoch 0040/0040] 3270/4800, lr:1.3e-05 ∣ avg_100 : 32197.254801 ∣ critic_nllloss : 25883.008203 ∣ critic_ganloss : -197.088838 ∣ generator_nllloss : 5176.646094 ∣ generator_ganloss : 1254.762012 ∣     [  std_z : 1.00  real_sub_fake : 637.18 ]
[  epoch 0040/0040] 3280/4800, lr:1.3e-05 ∣ avg_100 : 32192.959179 ∣ critic_nllloss : 25774.863281 ∣ critic_ganloss : -151.491345 ∣ generator_nllloss : 5201.944141 ∣ generator_ganloss : 1258.704102 ∣     [  std_z : 0.99  real_sub_fake : 578.39 ]
[  epoch 0040/0040] 3290/4800, lr:1.3e-05 ∣ avg_100 : 32190.681595 ∣ critic_nllloss : 25772.140820 ∣ critic_ganloss : -176.827200 ∣ generator_nllloss : 5182.882031 ∣ generator_ganloss : 1249.897754 ∣     [  std_z : 0.99  real_sub_fake : 614.50 ]
[  epoch 0040/0040] 3300/4800, lr:1.3e-05 ∣ avg_100 : 32192.553320 ∣ critic_nllloss : 25877.066992 ∣ critic_ganloss : -160.672348 ∣ generator_nllloss : 5205.423828 ∣ generator_ganloss : 1254.042090 ∣     [  std_z : 0.99  real_sub_fake : 647.42 ]
[  epoch 0040/0040] 3310/4800, lr:1.3e-05 ∣ avg_100 : 32191.050532 ∣ critic_nllloss : 25675.319336 ∣ critic_ganloss : -41.960460 ∣ generator_nllloss : 5205.053906 ∣ generator_ganloss : 1266.757031 ∣  [  std_z : 0.99  real_sub_fake : 552.27 ]
[  epoch 0040/0040] 3320/4800, lr:1.3e-05 ∣ avg_100 : 32191.427297 ∣ critic_nllloss : 26048.178320 ∣ critic_ganloss : -175.812637 ∣ generator_nllloss : 5201.446680 ∣ generator_ganloss : 1251.242285 ∣     [  std_z : 0.99  real_sub_fake : 593.50 ]
[  epoch 0040/0040] 3330/4800, lr:1.3e-05 ∣ avg_100 : 32193.471119 ∣ critic_nllloss : 25897.214258 ∣ critic_ganloss : -142.196671 ∣ generator_nllloss : 5231.866016 ∣ generator_ganloss : 1259.678125 ∣     [  std_z : 0.99  real_sub_fake : 590.27 ]
[  epoch 0040/0040] 3340/4800, lr:1.3e-05 ∣ avg_100 : 32190.812183 ∣ critic_nllloss : 25829.808789 ∣ critic_ganloss : -133.200928 ∣ generator_nllloss : 5076.387109 ∣ generator_ganloss : 1260.151904 ∣     [  std_z : 0.99  real_sub_fake : 562.45 ]
[  epoch 0040/0040] 3350/4800, lr:1.3e-05 ∣ avg_100 : 32189.673390 ∣ critic_nllloss : 25758.693555 ∣ critic_ganloss : -144.080957 ∣ generator_nllloss : 5155.878516 ∣ generator_ganloss : 1255.746582 ∣     [  std_z : 1.00  real_sub_fake : 550.52 ]
[  epoch 0040/0040] 3360/4800, lr:1.3e-05 ∣ avg_100 : 32192.030373 ∣ critic_nllloss : 25941.220703 ∣ critic_ganloss : -169.611290 ∣ generator_nllloss : 5237.951758 ∣ generator_ganloss : 1274.752344 ∣     [  std_z : 1.00  real_sub_fake : 519.76 ]
[  epoch 0040/0040] 3370/4800, lr:1.3e-05 ∣ avg_100 : 32191.313715 ∣ critic_nllloss : 25870.663281 ∣ critic_ganloss : -177.926846 ∣ generator_nllloss : 5199.998047 ∣ generator_ganloss : 1274.733691 ∣     [  std_z : 0.99  real_sub_fake : 536.51 ]
[  epoch 0040/0040] 3380/4800, lr:1.3e-05 ∣ avg_100 : 32195.625868 ∣ critic_nllloss : 26059.482812 ∣ critic_ganloss : -130.717300 ∣ generator_nllloss : 5202.804688 ∣ generator_ganloss : 1257.491699 ∣     [  std_z : 0.99  real_sub_fake : 560.08 ]
[  epoch 0040/0040] 3390/4800, lr:1.3e-05 ∣ avg_100 : 32190.651034 ∣ critic_nllloss : 25727.862305 ∣ critic_ganloss : -183.244920 ∣ generator_nllloss : 5127.463086 ∣ generator_ganloss : 1251.644043 ∣     [  std_z : 0.99  real_sub_fake : 609.15 ]
[  epoch 0040/0040] 3400/4800, lr:1.3e-05 ∣ avg_100 : 32194.690797 ∣ critic_nllloss : 26030.577148 ∣ critic_ganloss : -158.143764 ∣ generator_nllloss : 5300.030859 ∣ generator_ganloss : 1273.471387 ∣     [  std_z : 0.99  real_sub_fake : 558.75 ]
[  epoch 0040/0040] 3410/4800, lr:1.3e-05 ∣ avg_100 : 32195.114466 ∣ critic_nllloss : 25948.000000 ∣ critic_ganloss : -174.797598 ∣ generator_nllloss : 5189.397070 ∣ generator_ganloss : 1255.787012 ∣     [  std_z : 0.99  real_sub_fake : 561.53 ]
[  epoch 0040/0040] 3420/4800, lr:1.3e-05 ∣ avg_100 : 32195.919574 ∣ critic_nllloss : 25816.772852 ∣ critic_ganloss : -163.656046 ∣ generator_nllloss : 5060.390234 ∣ generator_ganloss : 1251.583301 ∣     [  std_z : 0.99  real_sub_fake : 590.67 ]
[  epoch 0040/0040] 3430/4800, lr:1.3e-05 ∣ avg_100 : 32194.813037 ∣ critic_nllloss : 25868.336719 ∣ critic_ganloss : -171.032047 ∣ generator_nllloss : 5129.334375 ∣ generator_ganloss : 1244.319189 ∣     [  std_z : 1.00  real_sub_fake : 620.11 ]
[  epoch 0040/0040] 3440/4800, lr:1.3e-05 ∣ avg_100 : 32194.877341 ∣ critic_nllloss : 25773.355078 ∣ critic_ganloss : -195.484518 ∣ generator_nllloss : 5269.083984 ∣ generator_ganloss : 1264.829590 ∣     [  std_z : 1.00  real_sub_fake : 616.92 ]
[  epoch 0040/0040] 3450/4800, lr:1.3e-05 ∣ avg_100 : 32192.429868 ∣ critic_nllloss : 25870.201562 ∣ critic_ganloss : -215.081779 ∣ generator_nllloss : 5096.003711 ∣ generator_ganloss : 1255.390918 ∣     [  std_z : 1.00  real_sub_fake : 691.73 ]
[  epoch 0040/0040] 3460/4800, lr:1.3e-05 ∣ avg_100 : 32191.350327 ∣ critic_nllloss : 25857.820117 ∣ critic_ganloss : -154.828468 ∣ generator_nllloss : 5183.986133 ∣ generator_ganloss : 1255.785742 ∣     [  std_z : 0.99  real_sub_fake : 636.42 ]
[  epoch 0040/0040] 3470/4800, lr:1.3e-05 ∣ avg_100 : 32191.119528 ∣ critic_nllloss : 26103.857617 ∣ critic_ganloss : -184.376206 ∣ generator_nllloss : 5070.374609 ∣ generator_ganloss : 1265.050684 ∣     [  std_z : 0.98  real_sub_fake : 632.89 ]
[  epoch 0040/0040] 3480/4800, lr:1.3e-05 ∣ avg_100 : 32190.624974 ∣ critic_nllloss : 25939.292187 ∣ critic_ganloss : -141.270757 ∣ generator_nllloss : 5179.933398 ∣ generator_ganloss : 1254.863672 ∣     [  std_z : 0.99  real_sub_fake : 689.73 ]
[  epoch 0040/0040] 3490/4800, lr:1.3e-05 ∣ avg_100 : 32189.766847 ∣ critic_nllloss : 25863.557812 ∣ critic_ganloss : -147.048660 ∣ generator_nllloss : 5198.254297 ∣ generator_ganloss : 1263.620410 ∣     [  std_z : 1.00  real_sub_fake : 539.97 ]
[  epoch 0040/0040] 3500/4800, lr:1.3e-05 ∣ avg_100 : 32187.738068 ∣ critic_nllloss : 25889.558594 ∣ critic_ganloss : -154.898860 ∣ generator_nllloss : 5203.665234 ∣ generator_ganloss : 1258.427441 ∣     [  std_z : 1.00  real_sub_fake : 519.86 ]
[  epoch 0040/0040] 3510/4800, lr:1.3e-05 ∣ avg_100 : 32187.939904 ∣ critic_nllloss : 25861.114844 ∣ critic_ganloss : -132.392728 ∣ generator_nllloss : 5196.917969 ∣ generator_ganloss : 1253.516406 ∣     [  std_z : 1.00  real_sub_fake : 585.10 ]
[  epoch 0040/0040] 3520/4800, lr:1.3e-05 ∣ avg_100 : 32188.801936 ∣ critic_nllloss : 25968.127344 ∣ critic_ganloss : -171.681380 ∣ generator_nllloss : 5219.199609 ∣ generator_ganloss : 1263.326416 ∣     [  std_z : 0.99  real_sub_fake : 551.26 ]
[  epoch 0040/0040] 3530/4800, lr:1.3e-05 ∣ avg_100 : 32189.260487 ∣ critic_nllloss : 25946.154297 ∣ critic_ganloss : -148.099017 ∣ generator_nllloss : 5258.047656 ∣ generator_ganloss : 1241.988623 ∣     [  std_z : 0.99  real_sub_fake : 611.88 ]
[  epoch 0040/0040] 3540/4800, lr:1.3e-05 ∣ avg_100 : 32186.456162 ∣ critic_nllloss : 25806.529883 ∣ critic_ganloss : -188.932390 ∣ generator_nllloss : 5279.584766 ∣ generator_ganloss : 1258.931836 ∣     [  std_z : 0.99  real_sub_fake : 578.30 ]
[  epoch 0040/0040] 3550/4800, lr:1.3e-05 ∣ avg_100 : 32188.089691 ∣ critic_nllloss : 25993.439844 ∣ critic_ganloss : -151.880981 ∣ generator_nllloss : 5164.950977 ∣ generator_ganloss : 1254.856982 ∣     [  std_z : 0.99  real_sub_fake : 635.30 ]
[  epoch 0040/0040] 3560/4800, lr:1.3e-05 ∣ avg_100 : 32186.332597 ∣ critic_nllloss : 25893.386719 ∣ critic_ganloss : -159.064342 ∣ generator_nllloss : 5175.656836 ∣ generator_ganloss : 1252.983740 ∣     [  std_z : 0.99  real_sub_fake : 662.18 ]
[  epoch 0040/0040] 3570/4800, lr:1.3e-05 ∣ avg_100 : 32179.853690 ∣ critic_nllloss : 25497.713672 ∣ critic_ganloss : -185.427036 ∣ generator_nllloss : 5096.993750 ∣ generator_ganloss : 1254.454346 ∣     [  std_z : 0.99  real_sub_fake : 633.53 ]
[  epoch 0040/0040] 3580/4800, lr:1.3e-05 ∣ avg_100 : 32178.403865 ∣ critic_nllloss : 25795.903516 ∣ critic_ganloss : -137.800787 ∣ generator_nllloss : 5187.670703 ∣ generator_ganloss : 1254.454248 ∣     [  std_z : 1.00  real_sub_fake : 600.80 ]
[  epoch 0040/0040] 3590/4800, lr:1.3e-05 ∣ avg_100 : 32175.274246 ∣ critic_nllloss : 25638.257227 ∣ critic_ganloss : -68.472760 ∣ generator_nllloss : 5018.014844 ∣ generator_ganloss : 1266.846484 ∣  [  std_z : 1.00  real_sub_fake : 439.81 ]
[  epoch 0040/0040] 3600/4800, lr:1.3e-05 ∣ avg_100 : 32178.691442 ∣ critic_nllloss : 26014.933984 ∣ critic_ganloss : -73.713098 ∣ generator_nllloss : 5224.853516 ∣ generator_ganloss : 1249.325391 ∣  [  std_z : 1.00  real_sub_fake : 385.76 ]
[  epoch 0040/0040] 3610/4800, lr:1.3e-05 ∣ avg_100 : 32175.639483 ∣ critic_nllloss : 25704.924219 ∣ critic_ganloss : -124.995978 ∣ generator_nllloss : 5118.534766 ∣ generator_ganloss : 1226.475195 ∣     [  std_z : 1.00  real_sub_fake : 434.29 ]
[  epoch 0040/0040] 3620/4800, lr:1.3e-05 ∣ avg_100 : 32177.273229 ∣ critic_nllloss : 25840.361523 ∣ critic_ganloss : -90.127744 ∣ generator_nllloss : 5129.723437 ∣ generator_ganloss : 1227.465430 ∣  [  std_z : 0.99  real_sub_fake : 473.74 ]
[  epoch 0040/0040] 3630/4800, lr:1.3e-05 ∣ avg_100 : 32179.371211 ∣ critic_nllloss : 26106.448242 ∣ critic_ganloss : -148.493793 ∣ generator_nllloss : 5215.356250 ∣ generator_ganloss : 1231.986426 ∣     [  std_z : 0.99  real_sub_fake : 491.81 ]
[  epoch 0040/0040] 3640/4800, lr:1.3e-05 ∣ avg_100 : 32176.880958 ∣ critic_nllloss : 25754.345313 ∣ critic_ganloss : -114.781147 ∣ generator_nllloss : 5061.546289 ∣ generator_ganloss : 1245.934473 ∣     [  std_z : 0.99  real_sub_fake : 421.03 ]
[  epoch 0040/0040] 3650/4800, lr:1.3e-05 ∣ avg_100 : 32174.156688 ∣ critic_nllloss : 25722.650781 ∣ critic_ganloss : -137.274447 ∣ generator_nllloss : 5240.072266 ∣ generator_ganloss : 1248.246826 ∣     [  std_z : 1.00  real_sub_fake : 418.13 ]
[  epoch 0040/0040] 3660/4800, lr:1.3e-05 ∣ avg_100 : 32173.883764 ∣ critic_nllloss : 25920.756250 ∣ critic_ganloss : -134.755347 ∣ generator_nllloss : 5176.647852 ∣ generator_ganloss : 1250.510254 ∣     [  std_z : 1.00  real_sub_fake : 468.24 ]
[  epoch 0040/0040] 3670/4800, lr:1.3e-05 ∣ avg_100 : 32173.243565 ∣ critic_nllloss : 26003.856641 ∣ critic_ganloss : -158.050797 ∣ generator_nllloss : 5135.156836 ∣ generator_ganloss : 1248.010400 ∣     [  std_z : 0.99  real_sub_fake : 611.11 ]
[  epoch 0040/0040] 3680/4800, lr:1.3e-05 ∣ avg_100 : 32169.386644 ∣ critic_nllloss : 25663.936914 ∣ critic_ganloss : -174.548653 ∣ generator_nllloss : 5138.040234 ∣ generator_ganloss : 1246.775342 ∣     [  std_z : 0.99  real_sub_fake : 613.28 ]
[  epoch 0040/0040] 3690/4800, lr:1.3e-05 ∣ avg_100 : 32166.768806 ∣ critic_nllloss : 25887.981641 ∣ critic_ganloss : -163.299469 ∣ generator_nllloss : 5095.402930 ∣ generator_ganloss : 1263.347656 ∣     [  std_z : 0.99  real_sub_fake : 633.67 ]
[  epoch 0040/0040] 3700/4800, lr:1.3e-05 ∣ avg_100 : 32165.650221 ∣ critic_nllloss : 25941.340820 ∣ critic_ganloss : -197.216324 ∣ generator_nllloss : 5161.030859 ∣ generator_ganloss : 1262.373340 ∣     [  std_z : 0.99  real_sub_fake : 661.00 ]
[  epoch 0040/0040] 3710/4800, lr:1.3e-05 ∣ avg_100 : 32166.519957 ∣ critic_nllloss : 26029.950781 ∣ critic_ganloss : -87.341263 ∣ generator_nllloss : 5262.881250 ∣ generator_ganloss : 1259.962695 ∣  [  std_z : 1.00  real_sub_fake : 531.98 ]
[  epoch 0040/0040] 3720/4800, lr:1.3e-05 ∣ avg_100 : 32167.013706 ∣ critic_nllloss : 25889.864648 ∣ critic_ganloss : -159.127505 ∣ generator_nllloss : 5192.004297 ∣ generator_ganloss : 1263.636133 ∣     [  std_z : 1.00  real_sub_fake : 490.71 ]
[  epoch 0040/0040] 3730/4800, lr:1.3e-05 ∣ avg_100 : 32166.157870 ∣ critic_nllloss : 25851.590625 ∣ critic_ganloss : -163.298936 ∣ generator_nllloss : 5154.621875 ∣ generator_ganloss : 1244.553516 ∣     [  std_z : 1.00  real_sub_fake : 596.58 ]
[  epoch 0040/0040] 3740/4800, lr:1.3e-05 ∣ avg_100 : 32165.602135 ∣ critic_nllloss : 25936.730859 ∣ critic_ganloss : -190.093031 ∣ generator_nllloss : 5188.554688 ∣ generator_ganloss : 1253.744336 ∣     [  std_z : 0.99  real_sub_fake : 605.71 ]
[  epoch 0040/0040] 3750/4800, lr:1.3e-05 ∣ avg_100 : 32169.622072 ∣ critic_nllloss : 26028.456055 ∣ critic_ganloss : -166.218465 ∣ generator_nllloss : 5202.816992 ∣ generator_ganloss : 1260.305371 ∣     [  std_z : 0.98  real_sub_fake : 633.42 ]
[  epoch 0040/0040] 3760/4800, lr:1.3e-05 ∣ avg_100 : 32168.736157 ∣ critic_nllloss : 25810.670117 ∣ critic_ganloss : -187.407990 ∣ generator_nllloss : 5059.780273 ∣ generator_ganloss : 1254.093750 ∣     [  std_z : 0.99  real_sub_fake : 665.71 ]
[  epoch 0040/0040] 3770/4800, lr:1.3e-05 ∣ avg_100 : 32169.897949 ∣ critic_nllloss : 25868.555078 ∣ critic_ganloss : -99.811243 ∣ generator_nllloss : 5351.088477 ∣ generator_ganloss : 1267.223486 ∣  [  std_z : 0.99  real_sub_fake : 578.79 ]
[  epoch 0040/0040] 3780/4800, lr:1.3e-05 ∣ avg_100 : 32169.850907 ∣ critic_nllloss : 25944.680469 ∣ critic_ganloss : -127.334952 ∣ generator_nllloss : 5212.130859 ∣ generator_ganloss : 1266.726318 ∣     [  std_z : 0.99  real_sub_fake : 489.25 ]
[  epoch 0040/0040] 3790/4800, lr:1.3e-05 ∣ avg_100 : 32168.696972 ∣ critic_nllloss : 25834.264258 ∣ critic_ganloss : -111.636224 ∣ generator_nllloss : 5231.139844 ∣ generator_ganloss : 1252.496143 ∣     [  std_z : 1.00  real_sub_fake : 557.13 ]
[  epoch 0040/0040] 3800/4800, lr:1.3e-05 ∣ avg_100 : 32171.047503 ∣ critic_nllloss : 26007.676563 ∣ critic_ganloss : -106.949269 ∣ generator_nllloss : 5130.037500 ∣ generator_ganloss : 1252.868457 ∣     [  std_z : 1.00  real_sub_fake : 541.31 ]
[  epoch 0040/0040] 3810/4800, lr:1.3e-05 ∣ avg_100 : 32169.522668 ∣ critic_nllloss : 25825.535547 ∣ critic_ganloss : -145.457124 ∣ generator_nllloss : 5160.426953 ∣ generator_ganloss : 1249.528857 ∣     [  std_z : 0.99  real_sub_fake : 527.43 ]
[  epoch 0040/0040] 3820/4800, lr:1.3e-05 ∣ avg_100 : 32166.391384 ∣ critic_nllloss : 25794.410352 ∣ critic_ganloss : -127.374747 ∣ generator_nllloss : 5208.035742 ∣ generator_ganloss : 1243.541016 ∣     [  std_z : 0.99  real_sub_fake : 536.77 ]
[  epoch 0040/0040] 3830/4800, lr:1.3e-05 ∣ avg_100 : 32163.880243 ∣ critic_nllloss : 25937.133594 ∣ critic_ganloss : -131.876300 ∣ generator_nllloss : 5144.193359 ∣ generator_ganloss : 1261.548145 ∣     [  std_z : 0.99  real_sub_fake : 495.46 ]
[  epoch 0040/0040] 3840/4800, lr:1.3e-05 ∣ avg_100 : 32161.569478 ∣ critic_nllloss : 25814.299414 ∣ critic_ganloss : -192.775925 ∣ generator_nllloss : 5144.718359 ∣ generator_ganloss : 1254.029590 ∣     [  std_z : 0.99  real_sub_fake : 524.93 ]
[  epoch 0040/0040] 3850/4800, lr:1.3e-05 ∣ avg_100 : 32159.899146 ∣ critic_nllloss : 25817.967969 ∣ critic_ganloss : -154.676840 ∣ generator_nllloss : 5078.577344 ∣ generator_ganloss : 1244.612891 ∣     [  std_z : 1.00  real_sub_fake : 575.80 ]
[  epoch 0040/0040] 3860/4800, lr:1.3e-05 ∣ avg_100 : 32161.134014 ∣ critic_nllloss : 25879.394727 ∣ critic_ganloss : -129.906889 ∣ generator_nllloss : 5258.319531 ∣ generator_ganloss : 1235.992188 ∣     [  std_z : 1.01  real_sub_fake : 585.20 ]
[  epoch 0040/0040] 3870/4800, lr:1.3e-05 ∣ avg_100 : 32160.838603 ∣ critic_nllloss : 25726.439453 ∣ critic_ganloss : -148.832160 ∣ generator_nllloss : 5176.234180 ∣ generator_ganloss : 1253.967822 ∣     [  std_z : 1.00  real_sub_fake : 533.23 ]
[  epoch 0040/0040] 3880/4800, lr:1.3e-05 ∣ avg_100 : 32163.382587 ∣ critic_nllloss : 26051.943555 ∣ critic_ganloss : -148.325858 ∣ generator_nllloss : 5185.288477 ∣ generator_ganloss : 1268.229883 ∣     [  std_z : 0.99  real_sub_fake : 488.34 ]
[  epoch 0040/0040] 3890/4800, lr:1.3e-05 ∣ avg_100 : 32163.817947 ∣ critic_nllloss : 26126.963867 ∣ critic_ganloss : -169.567095 ∣ generator_nllloss : 5239.021680 ∣ generator_ganloss : 1256.115137 ∣     [  std_z : 0.99  real_sub_fake : 580.47 ]
[  epoch 0040/0040] 3900/4800, lr:1.3e-05 ∣ avg_100 : 32167.510737 ∣ critic_nllloss : 26300.996680 ∣ critic_ganloss : -252.085526 ∣ generator_nllloss : 5160.742969 ∣ generator_ganloss : 1255.228711 ∣     [  std_z : 0.99  real_sub_fake : 687.93 ]
[  epoch 0040/0040] 3910/4800, lr:1.3e-05 ∣ avg_100 : 32170.651808 ∣ critic_nllloss : 26199.538086 ∣ critic_ganloss : -218.943045 ∣ generator_nllloss : 5204.338281 ∣ generator_ganloss : 1252.317920 ∣     [  std_z : 0.99  real_sub_fake : 668.84 ]
[  epoch 0040/0040] 3920/4800, lr:1.3e-05 ∣ avg_100 : 32169.118778 ∣ critic_nllloss : 25873.704297 ∣ critic_ganloss : -224.576428 ∣ generator_nllloss : 5221.661133 ∣ generator_ganloss : 1257.158398 ∣     [  std_z : 1.00  real_sub_fake : 780.33 ]
[  epoch 0040/0040] 3930/4800, lr:1.3e-05 ∣ avg_100 : 32166.996348 ∣ critic_nllloss : 25761.508008 ∣ critic_ganloss : -185.084236 ∣ generator_nllloss : 5112.664844 ∣ generator_ganloss : 1264.518994 ∣     [  std_z : 1.00  real_sub_fake : 755.05 ]
[  epoch 0040/0040] 3940/4800, lr:1.3e-05 ∣ avg_100 : 32169.185935 ∣ critic_nllloss : 25956.688867 ∣ critic_ganloss : -98.515797 ∣ generator_nllloss : 5181.037109 ∣ generator_ganloss : 1272.004053 ∣  [  std_z : 1.00  real_sub_fake : 517.54 ]
[  epoch 0040/0040] 3950/4800, lr:1.3e-05 ∣ avg_100 : 32172.238923 ∣ critic_nllloss : 25879.389844 ∣ critic_ganloss : -106.297676 ∣ generator_nllloss : 5225.887305 ∣ generator_ganloss : 1230.033252 ∣     [  std_z : 1.00  real_sub_fake : 691.97 ]
[  epoch 0040/0040] 3960/4800, lr:1.3e-05 ∣ avg_100 : 32172.069656 ∣ critic_nllloss : 25839.458398 ∣ critic_ganloss : -103.379818 ∣ generator_nllloss : 5219.885547 ∣ generator_ganloss : 1260.093262 ∣     [  std_z : 0.99  real_sub_fake : 516.38 ]
[  epoch 0040/0040] 3970/4800, lr:1.3e-05 ∣ avg_100 : 32171.538783 ∣ critic_nllloss : 25977.336523 ∣ critic_ganloss : -137.670437 ∣ generator_nllloss : 5221.100391 ∣ generator_ganloss : 1271.564355 ∣     [  std_z : 0.99  real_sub_fake : 387.31 ]
[  epoch 0040/0040] 3980/4800, lr:1.3e-05 ∣ avg_100 : 32176.871321 ∣ critic_nllloss : 25991.115625 ∣ critic_ganloss : -150.145157 ∣ generator_nllloss : 5284.068164 ∣ generator_ganloss : 1246.888086 ∣     [  std_z : 0.99  real_sub_fake : 517.26 ]
[  epoch 0040/0040] 3990/4800, lr:1.3e-05 ∣ avg_100 : 32173.778575 ∣ critic_nllloss : 25625.031445 ∣ critic_ganloss : -99.214862 ∣ generator_nllloss : 5011.107031 ∣ generator_ganloss : 1247.995166 ∣  [  std_z : 0.99  real_sub_fake : 491.78 ]
[  epoch 0040/0040] 4000/4800, lr:1.3e-05 ∣ avg_100 : 32175.390019 ∣ critic_nllloss : 26021.635352 ∣ critic_ganloss : -85.815373 ∣ generator_nllloss : 5248.634766 ∣ generator_ganloss : 1267.722998 ∣  [  std_z : 1.00  real_sub_fake : 323.87 ]
[  epoch 0040/0040] 4010/4800, lr:1.3e-05 ∣ avg_100 : 32173.827539 ∣ critic_nllloss : 25694.825781 ∣ critic_ganloss : -66.181343 ∣ generator_nllloss : 5138.715039 ∣ generator_ganloss : 1272.486523 ∣  [  std_z : 1.00  real_sub_fake : 311.45 ]
[  epoch 0040/0040] 4020/4800, lr:1.3e-05 ∣ avg_100 : 32175.250886 ∣ critic_nllloss : 25972.615234 ∣ critic_ganloss : -142.631985 ∣ generator_nllloss : 5159.913477 ∣ generator_ganloss : 1262.216162 ∣     [  std_z : 0.99  real_sub_fake : 447.09 ]
[  epoch 0040/0040] 4030/4800, lr:1.3e-05 ∣ avg_100 : 32174.396561 ∣ critic_nllloss : 25884.924414 ∣ critic_ganloss : -190.315012 ∣ generator_nllloss : 5159.087891 ∣ generator_ganloss : 1251.903662 ∣     [  std_z : 0.99  real_sub_fake : 546.11 ]
[  epoch 0040/0040] 4040/4800, lr:1.3e-05 ∣ avg_100 : 32172.492197 ∣ critic_nllloss : 25853.579297 ∣ critic_ganloss : -198.124521 ∣ generator_nllloss : 5192.262109 ∣ generator_ganloss : 1255.850928 ∣     [  std_z : 0.99  real_sub_fake : 618.09 ]
[  epoch 0040/0040] 4050/4800, lr:1.3e-05 ∣ avg_100 : 32175.250623 ∣ critic_nllloss : 25684.913281 ∣ critic_ganloss : -130.617358 ∣ generator_nllloss : 5233.609570 ∣ generator_ganloss : 1245.405615 ∣     [  std_z : 0.99  real_sub_fake : 627.87 ]
[  epoch 0040/0040] 4060/4800, lr:1.3e-05 ∣ avg_100 : 32175.657301 ∣ critic_nllloss : 25903.647656 ∣ critic_ganloss : -212.167281 ∣ generator_nllloss : 5159.959375 ∣ generator_ganloss : 1244.021436 ∣     [  std_z : 0.99  real_sub_fake : 628.54 ]
[  epoch 0040/0040] 4070/4800, lr:1.3e-05 ∣ avg_100 : 32175.418360 ∣ critic_nllloss : 25732.566211 ∣ critic_ganloss : -157.683279 ∣ generator_nllloss : 5270.053516 ∣ generator_ganloss : 1251.578711 ∣     [  std_z : 1.00  real_sub_fake : 599.56 ]
[  epoch 0040/0040] 4080/4800, lr:1.3e-05 ∣ avg_100 : 32173.812014 ∣ critic_nllloss : 25909.248828 ∣ critic_ganloss : -193.726459 ∣ generator_nllloss : 5283.313477 ∣ generator_ganloss : 1241.383398 ∣     [  std_z : 1.01  real_sub_fake : 660.10 ]
[  epoch 0040/0040] 4090/4800, lr:1.3e-05 ∣ avg_100 : 32171.663196 ∣ critic_nllloss : 25666.469727 ∣ critic_ganloss : -176.934911 ∣ generator_nllloss : 5127.686719 ∣ generator_ganloss : 1252.728662 ∣     [  std_z : 1.00  real_sub_fake : 585.61 ]
[  epoch 0040/0040] 4100/4800, lr:1.3e-05 ∣ avg_100 : 32170.876358 ∣ critic_nllloss : 25786.847852 ∣ critic_ganloss : -122.641148 ∣ generator_nllloss : 5205.313086 ∣ generator_ganloss : 1251.606250 ∣     [  std_z : 0.99  real_sub_fake : 548.83 ]
[  epoch 0040/0040] 4110/4800, lr:1.3e-05 ∣ avg_100 : 32169.028122 ∣ critic_nllloss : 25845.469141 ∣ critic_ganloss : -143.135620 ∣ generator_nllloss : 5126.083984 ∣ generator_ganloss : 1251.095166 ∣     [  std_z : 0.98  real_sub_fake : 688.06 ]
[  epoch 0040/0040] 4120/4800, lr:1.3e-05 ∣ avg_100 : 32165.196259 ∣ critic_nllloss : 25851.874023 ∣ critic_ganloss : -196.976288 ∣ generator_nllloss : 5103.046484 ∣ generator_ganloss : 1235.456055 ∣     [  std_z : 0.98  real_sub_fake : 849.49 ]
[  epoch 0040/0040] 4130/4800, lr:1.3e-05 ∣ avg_100 : 32166.671839 ∣ critic_nllloss : 25863.039844 ∣ critic_ganloss : -126.332536 ∣ generator_nllloss : 5234.011133 ∣ generator_ganloss : 1262.785107 ∣     [  std_z : 0.99  real_sub_fake : 548.55 ]
[  epoch 0040/0040] 4140/4800, lr:1.3e-05 ∣ avg_100 : 32167.628755 ∣ critic_nllloss : 26010.501563 ∣ critic_ganloss : -61.642407 ∣ generator_nllloss : 5103.227539 ∣ generator_ganloss : 1273.064111 ∣  [  std_z : 1.01  real_sub_fake : 284.38 ]
[  epoch 0040/0040] 4150/4800, lr:1.3e-05 ∣ avg_100 : 32169.476186 ∣ critic_nllloss : 25869.405859 ∣ critic_ganloss : -84.203135 ∣ generator_nllloss : 5155.151563 ∣ generator_ganloss : 1276.450732 ∣  [  std_z : 1.01  real_sub_fake : 287.20 ]
[  epoch 0040/0040] 4160/4800, lr:1.3e-05 ∣ avg_100 : 32168.571784 ∣ critic_nllloss : 25969.874219 ∣ critic_ganloss : -128.263607 ∣ generator_nllloss : 5227.325000 ∣ generator_ganloss : 1272.452588 ∣     [  std_z : 1.01  real_sub_fake : 425.84 ]
[  epoch 0040/0040] 4170/4800, lr:1.3e-05 ∣ avg_100 : 32166.247260 ∣ critic_nllloss : 25925.050586 ∣ critic_ganloss : -91.842166 ∣ generator_nllloss : 5095.265625 ∣ generator_ganloss : 1263.588428 ∣  [  std_z : 0.99  real_sub_fake : 404.45 ]
[  epoch 0040/0040] 4180/4800, lr:1.3e-05 ∣ avg_100 : 32166.680876 ∣ critic_nllloss : 26037.862891 ∣ critic_ganloss : -113.075739 ∣ generator_nllloss : 5153.229297 ∣ generator_ganloss : 1255.679883 ∣     [  std_z : 0.98  real_sub_fake : 424.06 ]
[  epoch 0040/0040] 4190/4800, lr:1.3e-05 ∣ avg_100 : 32166.004292 ∣ critic_nllloss : 25816.397266 ∣ critic_ganloss : -160.738673 ∣ generator_nllloss : 5113.983008 ∣ generator_ganloss : 1246.615576 ∣     [  std_z : 0.99  real_sub_fake : 516.31 ]
[  epoch 0040/0040] 4200/4800, lr:1.3e-05 ∣ avg_100 : 32166.863009 ∣ critic_nllloss : 25987.033984 ∣ critic_ganloss : -169.768599 ∣ generator_nllloss : 5159.938086 ∣ generator_ganloss : 1251.111133 ∣     [  std_z : 0.99  real_sub_fake : 555.50 ]
[  epoch 0040/0040] 4210/4800, lr:1.3e-05 ∣ avg_100 : 32163.697965 ∣ critic_nllloss : 25667.611523 ∣ critic_ganloss : -168.240838 ∣ generator_nllloss : 5138.495703 ∣ generator_ganloss : 1246.075684 ∣     [  std_z : 1.00  real_sub_fake : 601.35 ]
[  epoch 0040/0040] 4220/4800, lr:1.3e-05 ∣ avg_100 : 32163.047300 ∣ critic_nllloss : 25969.312109 ∣ critic_ganloss : -151.468433 ∣ generator_nllloss : 5235.098828 ∣ generator_ganloss : 1252.260107 ∣     [  std_z : 1.00  real_sub_fake : 633.32 ]
[  epoch 0040/0040] 4230/4800, lr:1.3e-05 ∣ avg_100 : 32165.566442 ∣ critic_nllloss : 26060.992383 ∣ critic_ganloss : -161.081010 ∣ generator_nllloss : 5285.371094 ∣ generator_ganloss : 1258.850342 ∣     [  std_z : 1.00  real_sub_fake : 622.85 ]
[  epoch 0040/0040] 4240/4800, lr:1.3e-05 ∣ avg_100 : 32165.815040 ∣ critic_nllloss : 25854.254102 ∣ critic_ganloss : -158.729836 ∣ generator_nllloss : 5164.358008 ∣ generator_ganloss : 1252.109570 ∣     [  std_z : 0.99  real_sub_fake : 603.18 ]
[  epoch 0040/0040] 4250/4800, lr:1.3e-05 ∣ avg_100 : 32164.866951 ∣ critic_nllloss : 25905.084570 ∣ critic_ganloss : -213.680090 ∣ generator_nllloss : 5163.767773 ∣ generator_ganloss : 1258.348828 ∣     [  std_z : 0.98  real_sub_fake : 656.51 ]
[  epoch 0040/0040] 4260/4800, lr:1.3e-05 ∣ avg_100 : 32167.497047 ∣ critic_nllloss : 25926.658008 ∣ critic_ganloss : -89.209928 ∣ generator_nllloss : 5215.291211 ∣ generator_ganloss : 1260.779980 ∣  [  std_z : 0.98  real_sub_fake : 548.75 ]
[  epoch 0040/0040] 4270/4800, lr:1.3e-05 ∣ avg_100 : 32170.683682 ∣ critic_nllloss : 26036.246680 ∣ critic_ganloss : -32.875964 ∣ generator_nllloss : 5151.941406 ∣ generator_ganloss : 1280.678857 ∣  [  std_z : 1.00  real_sub_fake : 111.14 ]
[  epoch 0040/0040] 4280/4800, lr:1.3e-05 ∣ avg_100 : 32171.014376 ∣ critic_nllloss : 25686.287891 ∣ critic_ganloss : 18.097411 ∣ generator_nllloss : 5142.282812 ∣ generator_ganloss : 1270.421387 ∣   [  std_z : 1.00  real_sub_fake : 40.10 ]
[  epoch 0040/0040] 4290/4800, lr:1.3e-05 ∣ avg_100 : 32174.154416 ∣ critic_nllloss : 25883.595508 ∣ critic_ganloss : -4.773756 ∣ generator_nllloss : 5203.569336 ∣ generator_ganloss : 1259.706348 ∣   [  std_z : 1.00  real_sub_fake : 24.83 ]
[  epoch 0040/0040] 4300/4800, lr:1.3e-05 ∣ avg_100 : 32176.125223 ∣ critic_nllloss : 25960.494727 ∣ critic_ganloss : -12.762069 ∣ generator_nllloss : 5175.626953 ∣ generator_ganloss : 1249.581689 ∣  [  std_z : 1.00  real_sub_fake : 39.67 ]
[  epoch 0040/0040] 4310/4800, lr:1.3e-05 ∣ avg_100 : 32179.553350 ∣ critic_nllloss : 25949.924805 ∣ critic_ganloss : -12.666329 ∣ generator_nllloss : 5271.758203 ∣ generator_ganloss : 1238.965771 ∣  [  std_z : 0.99  real_sub_fake : 44.16 ]
[  epoch 0040/0040] 4320/4800, lr:1.3e-05 ∣ avg_100 : 32178.626549 ∣ critic_nllloss : 25864.475195 ∣ critic_ganloss : -24.180670 ∣ generator_nllloss : 5163.936914 ∣ generator_ganloss : 1228.143115 ∣  [  std_z : 0.99  real_sub_fake : 73.57 ]
[  epoch 0040/0040] 4330/4800, lr:1.3e-05 ∣ avg_100 : 32180.788888 ∣ critic_nllloss : 26046.083789 ∣ critic_ganloss : -30.778349 ∣ generator_nllloss : 5230.159766 ∣ generator_ganloss : 1217.330420 ∣  [  std_z : 0.99  real_sub_fake : 96.15 ]
[  epoch 0040/0040] 4340/4800, lr:1.3e-05 ∣ avg_100 : 32180.227188 ∣ critic_nllloss : 25759.496289 ∣ critic_ganloss : -41.711520 ∣ generator_nllloss : 5050.776953 ∣ generator_ganloss : 1208.415186 ∣  [  std_z : 0.99  real_sub_fake : 126.69 ]
[  epoch 0040/0040] 4350/4800, lr:1.3e-05 ∣ avg_100 : 32183.521646 ∣ critic_nllloss : 25999.499219 ∣ critic_ganloss : -41.786346 ∣ generator_nllloss : 5197.431055 ∣ generator_ganloss : 1200.539551 ∣  [  std_z : 1.00  real_sub_fake : 137.01 ]
[  epoch 0040/0040] 4360/4800, lr:1.3e-05 ∣ avg_100 : 32184.088564 ∣ critic_nllloss : 25922.414648 ∣ critic_ganloss : -35.823008 ∣ generator_nllloss : 5256.743359 ∣ generator_ganloss : 1197.670361 ∣  [  std_z : 1.00  real_sub_fake : 155.02 ]
[  epoch 0040/0040] 4370/4800, lr:1.3e-05 ∣ avg_100 : 32184.767143 ∣ critic_nllloss : 25918.076172 ∣ critic_ganloss : -40.891217 ∣ generator_nllloss : 5153.096484 ∣ generator_ganloss : 1205.044580 ∣  [  std_z : 1.00  real_sub_fake : 150.56 ]
[  epoch 0040/0040] 4380/4800, lr:1.3e-05 ∣ avg_100 : 32184.629805 ∣ critic_nllloss : 26073.952148 ∣ critic_ganloss : -66.973612 ∣ generator_nllloss : 5161.411914 ∣ generator_ganloss : 1206.937695 ∣  [  std_z : 0.99  real_sub_fake : 195.06 ]
[  epoch 0040/0040] 4390/4800, lr:1.3e-05 ∣ avg_100 : 32186.391276 ∣ critic_nllloss : 25805.410156 ∣ critic_ganloss : -64.482657 ∣ generator_nllloss : 5155.294141 ∣ generator_ganloss : 1203.649902 ∣  [  std_z : 0.99  real_sub_fake : 195.80 ]
[  epoch 0040/0040] 4400/4800, lr:1.3e-05 ∣ avg_100 : 32185.003165 ∣ critic_nllloss : 26022.164062 ∣ critic_ganloss : -87.102269 ∣ generator_nllloss : 5177.244922 ∣ generator_ganloss : 1194.817871 ∣  [  std_z : 1.00  real_sub_fake : 253.90 ]
[  epoch 0040/0040] 4410/4800, lr:1.3e-05 ∣ avg_100 : 32185.573921 ∣ critic_nllloss : 25900.216406 ∣ critic_ganloss : -73.279572 ∣ generator_nllloss : 5252.709570 ∣ generator_ganloss : 1195.815674 ∣  [  std_z : 1.00  real_sub_fake : 259.30 ]
[  epoch 0040/0040] 4420/4800, lr:1.3e-05 ∣ avg_100 : 32186.329333 ∣ critic_nllloss : 25779.391211 ∣ critic_ganloss : -90.109713 ∣ generator_nllloss : 5153.920703 ∣ generator_ganloss : 1197.429346 ∣  [  std_z : 1.00  real_sub_fake : 287.40 ]
[  epoch 0040/0040] 4430/4800, lr:1.3e-05 ∣ avg_100 : 32187.170197 ∣ critic_nllloss : 25836.954102 ∣ critic_ganloss : -99.496738 ∣ generator_nllloss : 5218.395117 ∣ generator_ganloss : 1199.192090 ∣  [  std_z : 0.99  real_sub_fake : 315.25 ]
[  epoch 0040/0040] 4440/4800, lr:1.3e-05 ∣ avg_100 : 32186.751162 ∣ critic_nllloss : 25823.117773 ∣ critic_ganloss : -102.065360 ∣ generator_nllloss : 5142.496484 ∣ generator_ganloss : 1206.331738 ∣     [  std_z : 0.99  real_sub_fake : 365.82 ]
[  epoch 0040/0040] 4450/4800, lr:1.3e-05 ∣ avg_100 : 32188.684902 ∣ critic_nllloss : 25901.845703 ∣ critic_ganloss : -68.471855 ∣ generator_nllloss : 5158.071875 ∣ generator_ganloss : 1208.442773 ∣  [  std_z : 0.99  real_sub_fake : 350.91 ]
[  epoch 0040/0040] 4460/4800, lr:1.3e-05 ∣ avg_100 : 32191.478118 ∣ critic_nllloss : 26074.993945 ∣ critic_ganloss : -100.009705 ∣ generator_nllloss : 5230.689258 ∣ generator_ganloss : 1216.411621 ∣     [  std_z : 0.99  real_sub_fake : 352.97 ]
[  epoch 0040/0040] 4470/4800, lr:1.3e-05 ∣ avg_100 : 32189.567459 ∣ critic_nllloss : 25829.198047 ∣ critic_ganloss : -122.758639 ∣ generator_nllloss : 5139.196289 ∣ generator_ganloss : 1218.205078 ∣     [  std_z : 0.99  real_sub_fake : 385.97 ]
[  epoch 0040/0040] 4480/4800, lr:1.3e-05 ∣ avg_100 : 32190.308810 ∣ critic_nllloss : 26003.826758 ∣ critic_ganloss : -90.008061 ∣ generator_nllloss : 5182.052734 ∣ generator_ganloss : 1211.082129 ∣  [  std_z : 1.00  real_sub_fake : 439.85 ]
[  epoch 0040/0040] 4490/4800, lr:1.3e-05 ∣ avg_100 : 32193.472858 ∣ critic_nllloss : 26090.662109 ∣ critic_ganloss : -92.618459 ∣ generator_nllloss : 5281.500195 ∣ generator_ganloss : 1215.244824 ∣  [  std_z : 1.00  real_sub_fake : 418.59 ]
[  epoch 0040/0040] 4500/4800, lr:1.3e-05 ∣ avg_100 : 32195.252945 ∣ critic_nllloss : 26029.404492 ∣ critic_ganloss : -110.222012 ∣ generator_nllloss : 5234.308398 ∣ generator_ganloss : 1221.270215 ∣     [  std_z : 1.00  real_sub_fake : 450.35 ]
[  epoch 0040/0040] 4510/4800, lr:1.3e-05 ∣ avg_100 : 32193.682924 ∣ critic_nllloss : 25731.415820 ∣ critic_ganloss : -105.104700 ∣ generator_nllloss : 5175.256055 ∣ generator_ganloss : 1220.587305 ∣     [  std_z : 0.99  real_sub_fake : 380.20 ]
[  epoch 0040/0040] 4520/4800, lr:1.3e-05 ∣ avg_100 : 32196.024776 ∣ critic_nllloss : 26202.821289 ∣ critic_ganloss : -117.698321 ∣ generator_nllloss : 5196.542773 ∣ generator_ganloss : 1231.491406 ∣     [  std_z : 0.99  real_sub_fake : 407.25 ]
[  epoch 0040/0040] 4530/4800, lr:1.3e-05 ∣ avg_100 : 32197.844928 ∣ critic_nllloss : 26169.788867 ∣ critic_ganloss : -162.107172 ∣ generator_nllloss : 5235.445703 ∣ generator_ganloss : 1236.979346 ∣     [  std_z : 0.99  real_sub_fake : 463.15 ]
[  epoch 0040/0040] 4540/4800, lr:1.3e-05 ∣ avg_100 : 32199.281476 ∣ critic_nllloss : 26000.930664 ∣ critic_ganloss : -148.107866 ∣ generator_nllloss : 5212.257422 ∣ generator_ganloss : 1234.688721 ∣     [  std_z : 0.99  real_sub_fake : 529.95 ]
[  epoch 0040/0040] 4550/4800, lr:1.3e-05 ∣ avg_100 : 32199.503888 ∣ critic_nllloss : 25963.241016 ∣ critic_ganloss : -169.240466 ∣ generator_nllloss : 5253.716406 ∣ generator_ganloss : 1235.891064 ∣     [  std_z : 1.00  real_sub_fake : 562.34 ]
[  epoch 0040/0040] 4560/4800, lr:1.3e-05 ∣ avg_100 : 32199.052751 ∣ critic_nllloss : 25834.945898 ∣ critic_ganloss : -137.286128 ∣ generator_nllloss : 5177.279297 ∣ generator_ganloss : 1242.910156 ∣     [  std_z : 0.99  real_sub_fake : 561.61 ]
[  epoch 0040/0040] 4570/4800, lr:1.3e-05 ∣ avg_100 : 32204.245814 ∣ critic_nllloss : 25917.088672 ∣ critic_ganloss : -203.200882 ∣ generator_nllloss : 5218.425781 ∣ generator_ganloss : 1250.727490 ∣     [  std_z : 0.99  real_sub_fake : 636.71 ]
[  epoch 0040/0040] 4580/4800, lr:1.3e-05 ∣ avg_100 : 32205.863425 ∣ critic_nllloss : 25955.905273 ∣ critic_ganloss : -169.505728 ∣ generator_nllloss : 5231.707227 ∣ generator_ganloss : 1243.881934 ∣     [  std_z : 0.99  real_sub_fake : 606.95 ]
[  epoch 0040/0040] 4590/4800, lr:1.3e-05 ∣ avg_100 : 32209.010538 ∣ critic_nllloss : 25901.592383 ∣ critic_ganloss : -164.680033 ∣ generator_nllloss : 5179.470508 ∣ generator_ganloss : 1252.974268 ∣     [  std_z : 1.00  real_sub_fake : 582.45 ]
[  epoch 0040/0040] 4600/4800, lr:1.3e-05 ∣ avg_100 : 32206.736183 ∣ critic_nllloss : 25882.266797 ∣ critic_ganloss : -138.499817 ∣ generator_nllloss : 5185.339453 ∣ generator_ganloss : 1258.857861 ∣     [  std_z : 0.99  real_sub_fake : 554.46 ]
[  epoch 0040/0040] 4610/4800, lr:1.3e-05 ∣ avg_100 : 32209.271363 ∣ critic_nllloss : 25920.821484 ∣ critic_ganloss : -141.240994 ∣ generator_nllloss : 5156.730469 ∣ generator_ganloss : 1242.145215 ∣     [  std_z : 0.99  real_sub_fake : 585.27 ]
[  epoch 0040/0040] 4620/4800, lr:1.3e-05 ∣ avg_100 : 32207.981082 ∣ critic_nllloss : 25715.537891 ∣ critic_ganloss : -155.359199 ∣ generator_nllloss : 5177.519141 ∣ generator_ganloss : 1240.696777 ∣     [  std_z : 0.99  real_sub_fake : 500.09 ]
[  epoch 0040/0040] 4630/4800, lr:1.3e-05 ∣ avg_100 : 32205.681575 ∣ critic_nllloss : 25937.893164 ∣ critic_ganloss : -166.547195 ∣ generator_nllloss : 5163.589063 ∣ generator_ganloss : 1240.411328 ∣     [  std_z : 1.00  real_sub_fake : 495.99 ]
[  epoch 0040/0040] 4640/4800, lr:1.3e-05 ∣ avg_100 : 32206.614806 ∣ critic_nllloss : 25751.664258 ∣ critic_ganloss : -160.124950 ∣ generator_nllloss : 5214.830859 ∣ generator_ganloss : 1233.997900 ∣     [  std_z : 1.00  real_sub_fake : 623.83 ]
[  epoch 0040/0040] 4650/4800, lr:1.3e-05 ∣ avg_100 : 32208.203473 ∣ critic_nllloss : 25880.783203 ∣ critic_ganloss : -120.665272 ∣ generator_nllloss : 5226.517773 ∣ generator_ganloss : 1245.926465 ∣     [  std_z : 1.00  real_sub_fake : 517.01 ]
[  epoch 0040/0040] 4660/4800, lr:1.3e-05 ∣ avg_100 : 32206.150121 ∣ critic_nllloss : 25747.420312 ∣ critic_ganloss : -143.583829 ∣ generator_nllloss : 5157.064062 ∣ generator_ganloss : 1246.923242 ∣     [  std_z : 1.00  real_sub_fake : 522.33 ]
[  epoch 0040/0040] 4670/4800, lr:1.3e-05 ∣ avg_100 : 32202.023853 ∣ critic_nllloss : 25725.812109 ∣ critic_ganloss : -150.589941 ∣ generator_nllloss : 5010.297266 ∣ generator_ganloss : 1230.826807 ∣     [  std_z : 1.00  real_sub_fake : 572.78 ]
[  epoch 0040/0040] 4680/4800, lr:1.3e-05 ∣ avg_100 : 32206.100616 ∣ critic_nllloss : 26012.165039 ∣ critic_ganloss : -115.107907 ∣ generator_nllloss : 5145.367969 ∣ generator_ganloss : 1239.455078 ∣     [  std_z : 1.00  real_sub_fake : 520.82 ]
[  epoch 0040/0040] 4690/4800, lr:1.3e-05 ∣ avg_100 : 32207.232439 ∣ critic_nllloss : 25914.576172 ∣ critic_ganloss : -121.983165 ∣ generator_nllloss : 5161.520117 ∣ generator_ganloss : 1242.501855 ∣     [  std_z : 0.99  real_sub_fake : 464.22 ]
[  epoch 0040/0040] 4700/4800, lr:1.3e-05 ∣ avg_100 : 32206.223007 ∣ critic_nllloss : 25787.006250 ∣ critic_ganloss : -150.157382 ∣ generator_nllloss : 5204.901563 ∣ generator_ganloss : 1224.835107 ∣     [  std_z : 0.99  real_sub_fake : 569.80 ]
[  epoch 0040/0040] 4710/4800, lr:1.3e-05 ∣ avg_100 : 32202.333299 ∣ critic_nllloss : 25866.731445 ∣ critic_ganloss : -167.084637 ∣ generator_nllloss : 5138.805859 ∣ generator_ganloss : 1238.029980 ∣     [  std_z : 0.99  real_sub_fake : 573.62 ]
[  epoch 0040/0040] 4720/4800, lr:1.3e-05 ∣ avg_100 : 32199.143448 ∣ critic_nllloss : 25610.416797 ∣ critic_ganloss : -96.419856 ∣ generator_nllloss : 5126.123633 ∣ generator_ganloss : 1227.271875 ∣  [  std_z : 0.99  real_sub_fake : 452.08 ]
[  epoch 0040/0040] 4730/4800, lr:1.3e-05 ∣ avg_100 : 32197.612305 ∣ critic_nllloss : 25751.953516 ∣ critic_ganloss : -139.931892 ∣ generator_nllloss : 5113.607422 ∣ generator_ganloss : 1208.723779 ∣     [  std_z : 1.00  real_sub_fake : 559.14 ]
[  epoch 0040/0040] 4740/4800, lr:1.3e-05 ∣ avg_100 : 32195.340811 ∣ critic_nllloss : 25765.651172 ∣ critic_ganloss : -145.878886 ∣ generator_nllloss : 5101.430859 ∣ generator_ganloss : 1240.584326 ∣     [  std_z : 0.99  real_sub_fake : 456.14 ]
[  epoch 0040/0040] 4750/4800, lr:1.3e-05 ∣ avg_100 : 32193.134555 ∣ critic_nllloss : 25852.913281 ∣ critic_ganloss : -134.188165 ∣ generator_nllloss : 5148.022266 ∣ generator_ganloss : 1237.986914 ∣     [  std_z : 0.99  real_sub_fake : 524.06 ]
[  epoch 0040/0040] 4760/4800, lr:1.3e-05 ∣ avg_100 : 32193.082838 ∣ critic_nllloss : 25731.127539 ∣ critic_ganloss : -182.118965 ∣ generator_nllloss : 5153.439062 ∣ generator_ganloss : 1229.516895 ∣     [  std_z : 0.99  real_sub_fake : 585.71 ]
[  epoch 0040/0040] 4770/4800, lr:1.3e-05 ∣ avg_100 : 32191.941676 ∣ critic_nllloss : 25935.210352 ∣ critic_ganloss : -115.324939 ∣ generator_nllloss : 5209.908594 ∣ generator_ganloss : 1243.145508 ∣     [  std_z : 1.00  real_sub_fake : 568.59 ]
[  epoch 0040/0040] 4780/4800, lr:1.3e-05 ∣ avg_100 : 32187.352080 ∣ critic_nllloss : 25646.454492 ∣ critic_ganloss : -144.496609 ∣ generator_nllloss : 5081.042578 ∣ generator_ganloss : 1254.242627 ∣     [  std_z : 1.00  real_sub_fake : 495.66 ]
[  epoch 0040/0040] 4790/4800, lr:1.3e-05 ∣ avg_100 : 32187.864695 ∣ critic_nllloss : 25989.599219 ∣ critic_ganloss : -141.203149 ∣ generator_nllloss : 5166.352734 ∣ generator_ganloss : 1242.776807 ∣     [  std_z : 0.99  real_sub_fake : 490.13 ]
[  epoch 0040/0040] 4800/4800, lr:6.3e-06 ∣ avg_100 : 32185.230324 ∣ critic_nllloss : 25699.863672 ∣ critic_ganloss : -129.401050 ∣ generator_nllloss : 5210.372656 ∣ generator_ganloss : 1239.360840 ∣     [  std_z : 0.99  real_sub_fake : 520.63 ]
[    val 040    ] Done! KLD: 0.033889: 0.007729ng: 0:00:00, total: 1 day, 6:25:05                   
Finish >>> (total elapsed time : 1 day, 6:26:21)